From a4ae2a095e3f8d12e30168a803b92029b14db058 Mon Sep 17 00:00:00 2001 From: robin Date: Fri, 7 Feb 2025 06:32:02 -0500 Subject: [PATCH 01/14] fixing typos --- docs/credits.rst | 2 +- docs/language_models.rst | 12 ++++++------ 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/docs/credits.rst b/docs/credits.rst index 5fbb4fb5..82782d75 100644 --- a/docs/credits.rst +++ b/docs/credits.rst @@ -19,7 +19,7 @@ When using your own keys, cost estimates are based on the prices listed in the ` Free credits ------------ -Your Coop account comes free credits that you can use to run surveys with your Expected Parrot API key. +Your Coop account comes with free credits that you can use to run surveys with your Expected Parrot API key. | **Are you using EDSL for a research project?** | Send an email to *info@expectedparrot.com* to request additional free credits! diff --git a/docs/language_models.rst b/docs/language_models.rst index 8ed839fd..2578c3cc 100644 --- a/docs/language_models.rst +++ b/docs/language_models.rst @@ -85,17 +85,17 @@ Output (this list will vary based on the models that have been used when the cod * - Model Name - Service Name - * - gemmini-pro + * - gemini-pro - google - * - gemmini-1.0-pro + * - gemini-1.0-pro - google - * - gemmini-1.0-flash + * - gemini-1.0-flash - google - * - gemmini-1.0-flash-8b + * - gemini-1.0-flash-8b - google - * - gemmini-1.5-pro + * - gemini-1.5-pro - google - * - gemmini-2.0-flash + * - gemini-2.0-flash - google From 0d1c621483cc0cd37c7c3fff2477a7623a0728c2 Mon Sep 17 00:00:00 2001 From: robin Date: Fri, 7 Feb 2025 19:19:53 -0500 Subject: [PATCH 02/14] docs edits --- docs/scenarios.rst | 39 ++++++++++++++++++++------------------- 1 file changed, 20 insertions(+), 19 deletions(-) diff --git a/docs/scenarios.rst b/docs/scenarios.rst index 73034ccf..651d2b9f 100644 --- a/docs/scenarios.rst +++ b/docs/scenarios.rst @@ -43,9 +43,9 @@ To use a scenario, we start by creating a question that takes a parameter in dou from edsl import QuestionMultipleChoice q = QuestionMultipleChoice( - question_name = "enjoy", - question_text = "How much do you enjoy {{ activity }}?", - question_options = ["Not at all", "Somewhat", "Very much"] + question_name = "enjoy", + question_text = "How much do you enjoy {{ activity }}?", + question_options = ["Not at all", "Somewhat", "Very much"] ) @@ -153,7 +153,7 @@ For example, here we call the `by()` method on the example question created abov .. code-block:: python - from edsl import QuestionMultipleChoice, Scenario, Agent + from edsl import QuestionMultipleChoice, Scenario, ScenarioList, Agent, Model q = QuestionMultipleChoice( question_name = "enjoy", @@ -202,7 +202,7 @@ For example: .. code-block:: python - from edsl import QuestionMultipleChoice, ScenarioList, Scenario + from edsl import QuestionMultipleChoice, ScenarioList q = QuestionMultipleChoice( question_name = "enjoy_{{ activity }}", @@ -270,7 +270,7 @@ We can also create a `Scenario` for multiple parameters at once: .. code-block:: python - from edsl import QuestionFreeText + from edsl import QuestionFreeText, Scenario q = QuestionFreeText( question_name = "counting", @@ -366,7 +366,7 @@ We can also combine `ScenarioList` objects: .. code-block:: python - from edsl import ScenarioList + from edsl import Scenario, ScenarioList scenariolist1 = ScenarioList([Scenario({"food": "apple"}), Scenario({"drink": "water"})]) scenariolist2 = ScenarioList([Scenario({"color": "red"}), Scenario({"shape": "circle"})]) @@ -407,7 +407,7 @@ We can create a cross product of `ScenarioList` objects (combine the scenarios i .. code-block:: python - from edsl import ScenarioList + from edsl import Scenario, ScenarioList scenariolist1 = ScenarioList([Scenario({"food": "apple"}), Scenario({"drink": "water"})]) scenariolist2 = ScenarioList([Scenario({"color": "red"}), Scenario({"shape": "circle"})]) @@ -461,14 +461,14 @@ Say we have some results from a survey where we asked agents to choose a random .. code-block:: python - from edsl import QuestionNumerical, Agent + from edsl import QuestionNumerical, Agent, AgentList q_random = QuestionNumerical( question_name = "random", question_text = "Choose a random number between 1 and 1000." ) - agents = [Agent({"persona":p}) for p in ["Child", "Magician", "Olympic breakdancer"]] + agents = AgentList(Agent({"persona":p}) for p in ["Child", "Magician", "Olympic breakdancer"]) results = q_random.by(agents).run() @@ -1356,7 +1356,7 @@ Example usage: .. code-block:: python - from edsl import ScenarioList + from edsl import Scenario, ScenarioList def avg_sum(a, b): return {'avg_a': sum(a) / len(a), 'sum_b': sum(b)} @@ -1399,7 +1399,7 @@ Here we use scenarios to conduct the task: .. code-block:: python - from edsl import QuestionMultipleChoice, Survey, Scenario + from edsl import QuestionMultipleChoice, Survey, Scenario, ScenarioList # Create a question with that takes a parameter q1 = QuestionMultipleChoice( @@ -1421,7 +1421,8 @@ Here we use scenarios to conduct the task: "I have a safety concern...", "I need help with a product..." ] - scenarios = [Scenario({"message": message}) for message in messages] + + scenarios = ScenarioList(Scenario({"message": message}) for message in messages) # Create a survey with the question survey = Survey(questions = [q1, q2]) @@ -1469,7 +1470,7 @@ Note that the question texts are unchanged: .. code-block:: python - from edsl import QuestionMultipleChoice, Survey, ScenarioList, Scenario + from edsl import QuestionMultipleChoice, Survey, Scenario, ScenarioList # Create a question with a parameter q1 = QuestionMultipleChoice( @@ -1564,10 +1565,10 @@ Example usage: text_scenario = Scenario({"my_text": my_haiku}) word_chunks_scenariolist = text_scenario.chunk( - "my_text", - num_words = 5, # use num_words or num_lines but not both - include_original = True, # optional - hash_original = True # optional + "my_text", + num_words = 5, # use num_words or num_lines but not both + include_original = True, # optional + hash_original = True # optional ) word_chunks_scenariolist @@ -1603,7 +1604,7 @@ Then we use the `show_prompts()` method to examine the user prompts that are cre .. code-block:: python - from edsl import QuestionFreeText, ScenarioList, Scenario, Survey + from edsl import QuestionFreeText, Scenario, ScenarioList, Survey questions = [] sentiments = ["enjoy", "hate", "love"] From 6e0d318c7401b5ae93f7c0e5a764b147a9cd2ce0 Mon Sep 17 00:00:00 2001 From: robin Date: Fri, 7 Feb 2025 19:27:34 -0500 Subject: [PATCH 03/14] docs and nb edits --- docs/notebooks/image_scenario_example.ipynb | 120 ++++++++++++-------- docs/scenarios.rst | 44 +++---- 2 files changed, 97 insertions(+), 67 deletions(-) diff --git a/docs/notebooks/image_scenario_example.ipynb b/docs/notebooks/image_scenario_example.ipynb index 9c4925ed..a0590654 100644 --- a/docs/notebooks/image_scenario_example.ipynb +++ b/docs/notebooks/image_scenario_example.ipynb @@ -58,9 +58,9 @@ "text/plain": [ "{'description': 'File: parrot_logo.png',\n", " 'object_type': 'scenario',\n", - " 'url': 'https://www.expectedparrot.com/content/dc2e3ede-54bb-4470-a51e-927d45d91293',\n", - " 'uuid': 'dc2e3ede-54bb-4470-a51e-927d45d91293',\n", - " 'version': '0.1.42.dev1',\n", + " 'url': 'https://www.expectedparrot.com/content/c08e9ec6-cb24-49fc-bb88-dc77e3edde14',\n", + " 'uuid': 'c08e9ec6-cb24-49fc-bb88-dc77e3edde14',\n", + " 'version': '0.1.43.dev1',\n", " 'visibility': 'unlisted'}" ] }, @@ -264,24 +264,24 @@ "text/html": [ "\n", " \n", - "
\n", + "
\n", "
\n", " \n", - " ▼ \n", - " Job Status (2025-01-23 09:18:31)\n", + " ▼ \n", + " Job Status (2025-02-07 19:25:34)\n", " \n", "
\n", - "
\n", + "
\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -291,18 +291,18 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", "
Job UUID0fd3ad6e-b01a-449d-ac7c-f90c557cecd3c2d11906-e903-43b5-ac18-c4a990955481
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/0fd3ad6e-b01a-449d-ac7c-f90c557cecd3https://www.expectedparrot.com/home/remote-job-progress/c2d11906-e903-43b5-ac18-c4a990955481
Results UUIDe1a2d0c9-1aff-47f7-be63-5d0cfd47b633e714554d-d9f9-48ca-8e24-efc4b7dbe5cd
Results URLhttps://www.expectedparrot.com/content/e1a2d0c9-1aff-47f7-be63-5d0cfd47b633https://www.expectedparrot.com/content/e714554d-d9f9-48ca-8e24-efc4b7dbe5cd
\n", " \n", "
\n", - " ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/e1a2d0c9-1aff-47f7-be63-5d0cfd47b633\n", + " ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/e714554d-d9f9-48ca-8e24-efc4b7dbe5cd\n", "
\n", " \n", "
\n", @@ -509,7 +509,7 @@ " \n", " \n", " " @@ -536,7 +536,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "acdf9eb5-ebf2-4ea1-991a-8bd69230ea0f", "metadata": {}, "outputs": [ @@ -546,31 +546,31 @@ "\n", "
\n", " \n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 model.modelscenario.filenameanswer.animalanswer.identifyanswer.colorscomment.colors_commentmodel.modelscenario.filenameanswer.animalanswer.identifyanswer.colorscomment.colors_comment
0gemini-1.5-flashparrot_logo.pngYesbird['green', 'orange', 'red', 'blue']The parrot is primarily green, with orange on its beak, red and blue on its underside.0gemini-1.5-flashparrot_logo.pngYesbird['green', 'orange', 'red', 'blue']The parrot is primarily green, with orange on its beak, red and blue on its lower body.
\n", @@ -579,10 +579,10 @@ " " ], "text/plain": [ - "Dataset([{'model.model': ['gemini-1.5-flash']}, {'scenario.filename': ['parrot_logo.png']}, {'answer.animal': ['Yes']}, {'answer.identify': ['bird']}, {'answer.colors': [['green', 'orange', 'red', 'blue']]}, {'comment.colors_comment': ['The parrot is primarily green, with orange on its beak, red and blue on its underside.']}])" + "Dataset([{'model.model': ['gemini-1.5-flash']}, {'scenario.filename': ['parrot_logo.png']}, {'answer.animal': ['Yes']}, {'answer.identify': ['bird']}, {'answer.colors': [['green', 'orange', 'red', 'blue']]}, {'comment.colors_comment': ['The parrot is primarily green, with orange on its beak, red and blue on its lower body.']}])" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -603,7 +603,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "de22063a-6430-4142-bf89-88221ed9bef6", "metadata": { "editable": true, @@ -634,25 +634,43 @@ "skip-execution" ] }, + "outputs": [], + "source": [ + "info = n.push(description = \"Using an image scenario\", visibility = \"public\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d64f12e5-0272-4c20-9917-da9106f96a61", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "skip-execution" + ] + }, "outputs": [ { "data": { "text/plain": [ "{'description': 'Using an image scenario',\n", " 'object_type': 'notebook',\n", - " 'url': 'https://www.expectedparrot.com/content/e82e61b1-8563-42d3-af3a-e3eae2b27804',\n", - " 'uuid': 'e82e61b1-8563-42d3-af3a-e3eae2b27804',\n", - " 'version': '0.1.39.dev2',\n", + " 'url': 'https://www.expectedparrot.com/content/14167a50-ff40-446c-a879-ceb1c70e7aa1',\n", + " 'uuid': '14167a50-ff40-446c-a879-ceb1c70e7aa1',\n", + " 'version': '0.1.43.dev1',\n", " 'visibility': 'public'}" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "n.push(description = \"Using an image scenario\", visibility = \"public\")" + "info" ] }, { @@ -670,17 +688,29 @@ ] }, { - "cell_type": "markdown", - "id": "571bf6d8-d12d-428a-8b94-edac4780555a", - "metadata": {}, + "cell_type": "code", + "execution_count": 18, + "id": "dac344e6-8727-404b-90f7-42afb91d5a04", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "skip-execution" + ] + }, + "outputs": [], "source": [ - "To update an object at Coop:" + "from edsl import Notebook\n", + "\n", + "n = Notebook(path = \"image_scenario_example.ipynb\")" ] }, { "cell_type": "code", - "execution_count": 15, - "id": "4a96a877-64e7-4e0b-965c-b5eafd10cb68", + "execution_count": 19, + "id": "6db6b02e-7fa3-4573-b79b-db387075e936", "metadata": { "editable": true, "slideshow": { @@ -697,13 +727,13 @@ "{'status': 'success'}" ] }, - "execution_count": 15, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "n.patch(uuid = \"b72f3990-0630-4aa7-99c8-2230d51376d1\", value = n)" + "n.patch(uuid = info[\"uuid\"], value = n)" ] } ], diff --git a/docs/scenarios.rst b/docs/scenarios.rst index 651d2b9f..01f36f3e 100644 --- a/docs/scenarios.rst +++ b/docs/scenarios.rst @@ -386,21 +386,21 @@ This will return: - color - shape * - apple - - - - - - - * - + - nan + - nan + - nan + * - nan - water - - - - - * - - - + - nan + - nan + * - nan + - nan + - nan - red - - - * - - - - - - - circle + * - nan + - nan + - circle + - nan We can create a cross product of `ScenarioList` objects (combine the scenarios in each list with each other): @@ -427,21 +427,21 @@ This will return: - color - shape * - apple - - + - nan + - nan - red - - * - apple - - - - + - nan - circle - * - - - red + - nan + * - nan - water - - - * - - - + - nan + - red + * - nan - water - circle + - nan Creating scenarios from a dataset From 16713ebdc23eaf518ea02f66fe29b7e04c0d9bbd Mon Sep 17 00:00:00 2001 From: robin Date: Fri, 7 Feb 2025 19:35:28 -0500 Subject: [PATCH 04/14] docs edits --- docs/api_keys.rst | 14 ++++++-------- 1 file changed, 6 insertions(+), 8 deletions(-) diff --git a/docs/api_keys.rst b/docs/api_keys.rst index a1af3831..f9521e64 100644 --- a/docs/api_keys.rst +++ b/docs/api_keys.rst @@ -34,8 +34,7 @@ Start by navigating to the `Keys `_ pag Your Expected Parrot API key is stored automatically at this page. -Using your Expected Parrot API key -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +**Using your Expected Parrot API key** To use your key to run surveys at the Expected Parrot server, navigate to the `Settings `_ page of your account and activate remote inference and caching: @@ -57,8 +56,7 @@ Learn more about how :ref:`remote_inference` and :ref:`remote_caching` work. If you *only* want to use your key to post and share content at Coop you will need to store it on your computer. See the `Coop `_ section for details and method 2. below. -Adding keys -^^^^^^^^^^^ +**Adding keys** *This is optional.* Use the **Add key** button to enter details of any of your own keys that you want to use to run surveys at the Expected Parrot server: @@ -94,8 +92,8 @@ You can also click the **Edit** button to modify the RPM and TPM rate limits for You can edit your sharing permissions, disable or delete your keys at any time. -Store keys in a local file -^^^^^^^^^^^^^^^^^^^^^^^^^^ +2. Store keys in a local file +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ This method allows you to store keys in a private file on your computer and make them available for any surveys that you run, locally or remotely. @@ -128,8 +126,8 @@ It also allows you to post content to Coop, and to interact with other content t See instructions above for de/activating remote inference and caching and `how Coop works `_. -Setting API keys in your Python code -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +3. Setting API keys in your Python code +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ This method is not recommended for security reasons. If you include your keys in your code, they can be seen by anyone who has access to it. This is especially risky if you are sharing your code with others or if you are using a version control system like Git. From a5926aa384d0b52292edfee050004469cf5a3623 Mon Sep 17 00:00:00 2001 From: robin Date: Fri, 7 Feb 2025 19:46:39 -0500 Subject: [PATCH 05/14] docs edits --- docs/coop.rst | 16 ++++++++++++++-- 1 file changed, 14 insertions(+), 2 deletions(-) diff --git a/docs/coop.rst b/docs/coop.rst index e8b7cced..ddcc0254 100644 --- a/docs/coop.rst +++ b/docs/coop.rst @@ -5,7 +5,18 @@ Coop `Coop `_ is a free platform for creating, storing and sharing AI-based research. It is fully integrated with EDSL, allowing you to post, store and retrieve any objects that you've created with EDSL, together with data, notebooks and other project content. -You can also explore public content and collaborate on projects privately with other users. +You can also explore public content and collaborate on projects privately with other users: + +.. image:: static/coop-my-content.png + :alt: View your content at the Coop + :align: center + :width: 100% + + +.. raw:: html + +

+ Your Coop account also provides access to features for running EDSL surveys and storing results remotely at the Expected Parrot server. Learn more about these features in the :ref:`remote_inference` and :ref:`remote_caching` sections of the documentation. @@ -18,12 +29,13 @@ Getting started ^^^^^^^^^^^^^^^^^^^^ `Sign up ScenarioList scenarios: 63; keys: ['text', 'filename', 'page'];

\n", + "

ScenarioList scenarios: 63; keys: ['page', 'text', 'filename'];

\n", "
\n", " \n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -3262,8 +2306,8 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3271,7 +2315,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -3280,7 +2324,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -3293,12 +2337,12 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -3316,16 +2360,16 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3334,2547 +2378,495 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
 filenamepagetextfilenamepagetext
0tmpatssefoa.pdf1Automated Social Science:\n", + " 0tmpt7avuj8r.pdf1Automated Social Science:\n", "Language Models as Scientist and Subjects∗\n", "Benjamin S. Manning†\n", "MIT\n", @@ -521,10 +521,10 @@ "
1tmpatssefoa.pdf21\n", + " 1tmpt7avuj8r.pdf21\n", "Introduction\n", "There is much work on efficiently estimating econometric models of human behavior\n", "but comparatively little work on efficiently generating and testing those models to\n", @@ -563,10 +563,10 @@ "
2tmpatssefoa.pdf3vary on that dimension—a straightforward transition from stated theory to experi-\n", + " 2tmpt7avuj8r.pdf3vary on that dimension—a straightforward transition from stated theory to experi-\n", "mental design and data generation. Furthermore, the structural causal model offers\n", "a pre-specified plan for estimation (Haavelmo, 1943, 1944; J¨oreskog, 1970).\n", "We built an open-source computational system implementing this structural causal\n", @@ -602,10 +602,10 @@ "
3tmpatssefoa.pdf4are even necessary.4\n", + " 3tmpt7avuj8r.pdf4are even necessary.4\n", "Instead of simulation, could an LLM simply do a “thought\n", "experiment” about the proposed in silico experiment and achieve the same insight?\n", "To test this idea, we describe the experiments that will be simulated and ask the\n", @@ -641,10 +641,10 @@ "
4tmpatssefoa.pdf5predict the next token in a sequence of text from a massive human-generated corpus.\n", + " 4tmpt7avuj8r.pdf5predict the next token in a sequence of text from a massive human-generated corpus.\n", "From this straightforward objective, the models develop a remarkably sophisticated\n", "model of the world, at least as captured in text (Bubeck et al., 2023; Gurnee and\n", "Tegmark, 2023; Patel and Pavlick, 2021). And while there are many situations where\n", @@ -676,10 +676,10 @@ "
5tmpatssefoa.pdf64. After designing the experiment, social scientists determine how they will ana-\n", + " 5tmpt7avuj8r.pdf64. After designing the experiment, social scientists determine how they will ana-\n", "lyze the data in a pre-analysis plan.\n", "5. Next, they recruit participants, run the experiment, and collect the data.\n", "6. Finally, they analyze the data per the pre-analysis plan to estimate the rela-\n", @@ -714,10 +714,10 @@ "
6tmpatssefoa.pdf7level overview should be sufficient to understand the system’s process, the results we\n", + " 6tmpt7avuj8r.pdf7level overview should be sufficient to understand the system’s process, the results we\n", "present in Section 3, and the additional analyses in Sections 4 and 5.\n", "The system takes as input some scenario of social scientific interest: a negotia-\n", "tion, a bail decision, a job interview, an auction, and so on. Starting with (1) this\n", @@ -738,10 +738,10 @@ "
7tmpatssefoa.pdf8LLM for the relevant agents and then interesting outcomes, their potential causes,\n", + " 7tmpt7avuj8r.pdf8LLM for the relevant agents and then interesting outcomes, their potential causes,\n", "and methods to operationalize and measure both.6\n", "We use Typewriter text to\n", "indicate example output from the system. Suppose the social scenario is “two people\n", @@ -783,10 +783,10 @@ "
8tmpatssefoa.pdf9from the agents automatically once each simulation is complete. An LLM can easily\n", + " 8tmpt7avuj8r.pdf9from the agents automatically once each simulation is complete. An LLM can easily\n", "generate these questions when provided with information about the variables in the\n", "SCM (e.g., asking the buyer, “Did a deal happen?”). All LLM-powered agents in\n", "our system have “memory.” They store what happened during the simulation in\n", @@ -822,10 +822,10 @@ "
9tmpatssefoa.pdf10Finally, the system gathers the data for analysis. Outcomes are measured by\n", + " 9tmpt7avuj8r.pdf10Finally, the system gathers the data for analysis. Outcomes are measured by\n", "asking the agents the survey questions (Figure 1, step 6) as determined before the\n", "experiment. The data is then used to estimate the linear SCM. For our negotiation,\n", "that would be a simple linear model with a single path estimate (i.e., linear coef-\n", @@ -858,10 +858,10 @@ "
10tmpatssefoa.pdf11the outcome as whether a deal occurs, and the buyer’s budget, the seller’s mini-\n", + " 10tmpt7avuj8r.pdf11the outcome as whether a deal occurs, and the buyer’s budget, the seller’s mini-\n", "mum acceptable price, and the seller’s emotional attachment to the mug as potential\n", "causes.\n", "Table 2a provides the information generated by the system about the SCM and\n", @@ -897,10 +897,10 @@ "
11tmpatssefoa.pdf12Figure 2: Experimental design and fitted SCM for “two people bargaining over a\n", + " 11tmpt7avuj8r.pdf12Figure 2: Experimental design and fitted SCM for “two people bargaining over a\n", "mug.”\n", "SIMULATION DETAILS\n", "Agents: Buyer, Seller\n", @@ -960,10 +960,10 @@ "
12tmpatssefoa.pdf133.2\n", + " 12tmpt7avuj8r.pdf133.2\n", "A bail hearing\n", "Next, we explore “a judge is setting bail for a criminal defendant who committed\n", "50,000 dollars in tax fraud.”\n", @@ -1028,10 +1028,10 @@ "
13tmpatssefoa.pdf14The system chose the outcome to be the final bail amount, and the three pro-\n", + " 13tmpt7avuj8r.pdf14The system chose the outcome to be the final bail amount, and the three pro-\n", "posed causes are the defendant’s criminal history, the number of cases the judge has\n", "already heard that day, and the defendant’s level of remorse. The number of cases\n", "the judge already heard that day and the defendant’s level of remorse are opera-\n", @@ -1065,10 +1065,10 @@ "
14tmpatssefoa.pdf15Figure 4: Experimental design and fitted SCM for “a person is interviewing for a\n", + " 14tmpt7avuj8r.pdf15Figure 4: Experimental design and fitted SCM for “a person is interviewing for a\n", "job as a lawyer.”\n", "SIMULATION DETAILS\n", "Agents: Interviewer, Job Applicant\n", @@ -1119,10 +1119,10 @@ "
15tmpatssefoa.pdf16of each cause. With only two possible values for the job applicant passing the bar\n", + " 15tmpt7avuj8r.pdf16of each cause. With only two possible values for the job applicant passing the bar\n", "(as opposed to 5 varied treatment values for the interviewer’s friendliness and 8 for\n", "the applicant’s height), this limits the possible combinations of the causal variables\n", "to 2 × 5 × 8 = 80. A researcher could run more simulations to increase the sample\n", @@ -1158,10 +1158,10 @@ "
16tmpatssefoa.pdf17Figure 5: Experimental design and fitted SCM for “3 bidders participating in an\n", + " 16tmpt7avuj8r.pdf17Figure 5: Experimental design and fitted SCM for “3 bidders participating in an\n", "auction for a piece of art starting at fifty dollars.”\n", "SIMULATION DETAILS\n", "Agents: Bidder 1, Bidder 2, Bidder 3, Auctioneer\n", @@ -1214,10 +1214,10 @@ "
17tmpatssefoa.pdf18piece of art for each respective bidder (ˆβ* = 0.57, p < 0.001; ˆβ* = 0.47, p < 0.001;\n", + " 17tmpt7avuj8r.pdf18piece of art for each respective bidder (ˆβ* = 0.57, p < 0.001; ˆβ* = 0.47, p < 0.001;\n", "ˆβ* = 0.5 p < 0.001). These quantities make sense as each bidder has a 1\n", "3 chance of\n", "being marginal.\n", @@ -1252,10 +1252,10 @@ "
18tmpatssefoa.pdf194.1\n", + " 18tmpt7avuj8r.pdf194.1\n", "Predicting yi\n", "For various bidder reservation price combinations in the auction experiment, we\n", "supply the LLM with a prompt detailing the simulation and experimental design.11\n", @@ -1294,10 +1294,10 @@ "
19tmpatssefoa.pdf20Figure 6: Comparison of the LLM’s predictions to the theoretical predictions and a\n", + " 19tmpt7avuj8r.pdf20Figure 6: Comparison of the LLM’s predictions to the theoretical predictions and a\n", "subset of experimental results for the auction scenario.\n", "Pred. yi\n", "Pred. yi | β^\n", @@ -1426,10 +1426,10 @@ "
20tmpatssefoa.pdf214.2\n", + " 20tmpt7avuj8r.pdf214.2\n", "Predicting ˆβ\n", "We prompted the LLM to predict the path estimates and whether they would be\n", "statistically significant for the simulated experiments in Section 3. This is the predict-\n", @@ -1464,10 +1464,10 @@ "
21tmpatssefoa.pdf22as the predictions made by auction theory (MSETheory = 128).16 They are also still\n", + " 21tmpt7avuj8r.pdf22as the predictions made by auction theory (MSETheory = 128).16 They are also still\n", "further from the theory than they are from the empirical results (MSEyi|ˆβ−i−Theory =\n", "1761). There is clearly room for improvement. That improvement is feasible with\n", "the system: there exists an SCM perfectly consistent with auction theory. Only one\n", @@ -1502,10 +1502,10 @@ "
22tmpatssefoa.pdf23discuss how assuming or searching for causal structure in observational data, the\n", + " 22tmpt7avuj8r.pdf23discuss how assuming or searching for causal structure in observational data, the\n", "type generated from massive open-ended simulations can lead to misidentification\n", "and how using SCMs avoids this problem.\n", "5.1\n", @@ -1540,10 +1540,10 @@ "
23tmpatssefoa.pdf24Figure 7: Comparison of the true and misspecified SCMs.\n", + " 23tmpt7avuj8r.pdf24Figure 7: Comparison of the true and misspecified SCMs.\n", "Convo\n", "Length\n", "Buyer\n", @@ -1605,10 +1605,10 @@ "
24tmpatssefoa.pdf25this example (Cinelli et al., 2022). It is easy to misspecify a model when the data\n", + " 24tmpt7avuj8r.pdf25this example (Cinelli et al., 2022). It is easy to misspecify a model when the data\n", "is observational and has many variables, even when their relationships may seem\n", "obvious.\n", "The SCM-based approach avoids the bad controls. The generation of the data is\n", @@ -1643,10 +1643,10 @@ "
25tmpatssefoa.pdf26in Section 3.23\n", + " 25tmpt7avuj8r.pdf26in Section 3.23\n", "In some experiments, the algorithm incorrectly identified the causal structure.\n", "Figure 8 provides the DAG identified by the GES algorithm for the tax fraud scenario.\n", "As a reminder, the original causal variables are the defendant’s previous convictions,\n", @@ -1683,10 +1683,10 @@ "
26tmpatssefoa.pdf27rithm without the correctly specified DAG would not. They would have to make an\n", + " 26tmpt7avuj8r.pdf27rithm without the correctly specified DAG would not. They would have to make an\n", "assumption, which, as we have shown, can be problematic.\n", "The SCM-based approach avoids search problems, as we never need to search\n", "for the causal structure given the data. Instead, we generate the data based on a\n", @@ -1719,10 +1719,10 @@ "
27tmpatssefoa.pdf281971).24 This view would mirror recent advances in the use of machine learning for\n", + " 27tmpt7avuj8r.pdf281971).24 This view would mirror recent advances in the use of machine learning for\n", "protein folding (Jumper et al., 2021) and material discovery (Merchant et al., 2023).\n", "The system presented in this paper can generate these controlled experimental\n", "simulations en masse with prespecified plans for data collection and analysis. That\n", @@ -1758,10 +1758,10 @@ "
28tmpatssefoa.pdf296.3\n", + " 28tmpt7avuj8r.pdf296.3\n", "Replicability\n", "Replicating social science experiments with human subjects can be difficult (Camerer\n", "et al., 2018). Despite the use of preregistrations, the exact procedures used in exper-\n", @@ -1797,10 +1797,10 @@ "
29tmpatssefoa.pdf30about the speaking order of other agents in the simulations. There are probably\n", + " 29tmpt7avuj8r.pdf30about the speaking order of other agents in the simulations. There are probably\n", "better ways to determine the speaking order of agents.\n", "A related problem is the question of when to stop the simulations. Like Turing’s\n", "halting problem, there is likely no universal rule for when conversations should end,\n", @@ -1824,10 +1824,10 @@ "
30tmpatssefoa.pdf31References\n", + " 30tmpt7avuj8r.pdf31References\n", "Aher, Gati V, Rosa I Arriaga, and Adam Tauman Kalai, “Using large lan-\n", "guage models to simulate multiple humans and replicate human subject studies,”\n", "in “International Conference on Machine Learning” PMLR 2023, pp. 337–371.\n", @@ -1862,10 +1862,10 @@ "
31tmpatssefoa.pdf32Brand, James, Ayelet Israeli, and Donald Ngwe, “Using GPT for Market\n", + " 31tmpt7avuj8r.pdf32Brand, James, Ayelet Israeli, and Donald Ngwe, “Using GPT for Market\n", "Research,” Working paper, 2023.\n", "Bubeck,\n", "S´ebastien,\n", @@ -1900,10 +1900,10 @@ "
32tmpatssefoa.pdf33Cheng, Myra, Tiziano Piccardi, and Diyi Yang, “CoMPosT: Characterizing\n", + " 32tmpt7avuj8r.pdf33Cheng, Myra, Tiziano Piccardi, and Diyi Yang, “CoMPosT: Characterizing\n", "and Evaluating Caricature in LLM Simulations,” ArXiv, 2023, abs/2310.11501.\n", "Chickering,\n", "David Maxwell, “Optimal structure identification with greedy\n", @@ -1935,10 +1935,10 @@ "
33tmpatssefoa.pdf34Hern´an, Miguel A. and James M. Robins, Causal Inference: What If, Boca\n", + " 33tmpt7avuj8r.pdf34Hern´an, Miguel A. and James M. Robins, Causal Inference: What If, Boca\n", "Raton: Chapman & Hall/CRC, 2020.\n", "Horton, John J, “Large language models as simulated economic agents: What\n", "can we learn from homo silicus?,” Technical Report, National Bureau of Economic\n", @@ -1969,10 +1969,10 @@ "
34tmpatssefoa.pdf35Maskin, Eric S. and John G. Riley, “Auction Theory with Private Values,” The\n", + " 34tmpt7avuj8r.pdf35Maskin, Eric S. and John G. Riley, “Auction Theory with Private Values,” The\n", "American Economic Review, 1985, 75 (2), 150–155.\n", "Mastroianni, Adam M., Daniel T. Gilbert, Gus Cooney, and Timothy D.\n", "Wilson, “Do conversations end when people want them to?,” Proceedings of the\n", @@ -2002,10 +2002,10 @@ "
35tmpatssefoa.pdf36Peterson, Joshua C., David D. Bourgin, Mayank Agrawal, Daniel Reich-\n", + " 35tmpt7avuj8r.pdf36Peterson, Joshua C., David D. Bourgin, Mayank Agrawal, Daniel Reich-\n", "man, and Thomas L. Griffiths, “Using large-scale experiments and machine\n", "learning to discover theories of human decision-making,” Science, 2021, 372 (6547),\n", "1209–1214.\n", @@ -2040,10 +2040,10 @@ "
36tmpatssefoa.pdf37Patrick Kaminski, Areg Karapetyan, E. H. Kim, Ben Leizman, Naijia\n", + " 36tmpt7avuj8r.pdf37Patrick Kaminski, Areg Karapetyan, E. H. Kim, Ben Leizman, Naijia\n", "Liu, Malte M¨oser, Andrew E. Mack, Mayank Mahajan, Noah Man-\n", "dell, Helge Marahrens, Diana Mercado-Garcia, Viola Mocz, Katari-\n", "ina Mueller-Gastell, Ahmed Musse, Qiankun Niu, William Nowak,\n", @@ -2075,10 +2075,10 @@ "
37tmpatssefoa.pdf38Turing, A. M., “On Computable Numbers, with an Application to the Entschei-\n", + " 37tmpt7avuj8r.pdf38Turing, A. M., “On Computable Numbers, with an Application to the Entschei-\n", "dungsproblem,” Proceedings of the London Mathematical Society, 1937, s2-42 (1),\n", "230–265.\n", "T¨ornberg, Petter, Diliara Valeeva, Justus Uitermark, and Christopher\n", @@ -2099,10 +2099,10 @@ "
38tmpatssefoa.pdf39A\n", + " 38tmpt7avuj8r.pdf39A\n", "Implementation details\n", "The first step in the system’s process is to query an LLM for the roles of the relevant\n", "agents in the scenario. When we say “query an LLM,” we mean this quite literally.\n", @@ -2137,10 +2137,10 @@ "
39tmpatssefoa.pdf40to the endogenous variable. More formally, the system always generates SCMs as a\n", + " 39tmpt7avuj8r.pdf40to the endogenous variable. More formally, the system always generates SCMs as a\n", "simple linear model. The system currently generates all SCMs with one endogenous\n", "variable and as many exogenous causes as a researcher desires. We do little optimiza-\n", "tion here, although the system can test for interaction terms. In future iterations\n", @@ -2176,10 +2176,10 @@ "
40tmpatssefoa.pdf41are continuous, ordinal, nominal, binary, or count. By selecting a unique type for\n", + " 40tmpt7avuj8r.pdf41are continuous, ordinal, nominal, binary, or count. By selecting a unique type for\n", "each variable, the system can accommodate different distributions when estimating\n", "the fitted SCM after the experiment.\n", "Each variable also has units. The units are the specific measure or standard used\n", @@ -2217,10 +2217,10 @@ "
41tmpatssefoa.pdf42We pre-programmed a menu of 6 mechanical aggregation methods: finding the\n", + " 41tmpt7avuj8r.pdf42We pre-programmed a menu of 6 mechanical aggregation methods: finding the\n", "minimum, maximum, average, mode, median, or sum of a list of values. If the system\n", "needs to combine the answers to multiple questions to measure a variable, it queries\n", "an LLM to select the appropriate aggregation method. Then, the system uses a\n", @@ -2254,10 +2254,10 @@ "
42tmpatssefoa.pdf43conditions for the simulated experiments. By default, the system uses the levels, or a\n", + " 42tmpt7avuj8r.pdf43conditions for the simulated experiments. By default, the system uses the levels, or a\n", "value within each level, of the variable for the possible variation values. For example,\n", "these could be {$5, $10, $20, $40} for the buyer’s budget.\n", "A.2\n", @@ -2292,10 +2292,10 @@ "
43tmpatssefoa.pdf44determines its attributes, and then moves on to the next agent.32 Examples of buyer\n", + " 43tmpt7avuj8r.pdf44determines its attributes, and then moves on to the next agent.32 Examples of buyer\n", "and seller agents with their attributes are provided in Figure A.1.\n", "Figure A.1: Example agents generated by the system for “two people bargaining\n", "over a mug”\n", @@ -2317,10 +2317,10 @@ "
44tmpatssefoa.pdf45price, the system would check to make sure that the seller’s minimum acceptable\n", + " 44tmpt7avuj8r.pdf45price, the system would check to make sure that the seller’s minimum acceptable\n", "price is not invariably higher than the buyer’s budget. We let the LLM deter-\n", "mine if these attribute values overlap appropriately. If any discrepancies are found,\n", "the system queries the LLM again to resolve them with new values for the proxy\n", @@ -2354,10 +2354,10 @@ "
45tmpatssefoa.pdf46We centralize this process, but we could imagine a consensus protocol for who speaks\n", + " 45tmpt7avuj8r.pdf46We centralize this process, but we could imagine a consensus protocol for who speaks\n", "next.\n", "In more straightforward settings with only two agents (e.g., two people bargaining\n", "over a mug), the only possible conversational order is for the agents to alternate\n", @@ -2392,10 +2392,10 @@ "
46tmpatssefoa.pdf47Figure A.2: Menu of interaction protocols for the system to choose from for a given\n", + " 46tmpt7avuj8r.pdf47Figure A.2: Menu of interaction protocols for the system to choose from for a given\n", "scenario.\n", "Notes: (1) The agents speak in a predetermined order. (2) The agents speak in a random order. (3)\n", "A central agent alternates speaking with non-central agents in a predetermined order. (4) A central\n", @@ -2417,10 +2417,10 @@ "
47tmpatssefoa.pdf48the system to determine this order.\n", + " 47tmpt7avuj8r.pdf48the system to determine this order.\n", "Finally, we designed two interaction protocols that provide more flexibility. These\n", "interaction protocols involve a separate LLM-powered agent: “the coordinator.” The\n", "coordinator can read through transcripts of the conversations and make decisions\n", @@ -2456,10 +2456,10 @@ "
48tmpatssefoa.pdf49to or want them to (Mastroianni et al., 2021). An analogous issue is the halting\n", + " 48tmpt7avuj8r.pdf49to or want them to (Mastroianni et al., 2021). An analogous issue is the halting\n", "problem in computer science, which is the problem of determining when, if ever,\n", "an arbitrary computer program will stop. Turing (1937) proved that no universal\n", "algorithm exists to solve the halting problem.\n", @@ -2495,10 +2495,10 @@ "
49tmpatssefoa.pdf50the data for each outcome, the system has a data frame with one column of numerical\n", + " 49tmpt7avuj8r.pdf50the data for each outcome, the system has a data frame with one column of numerical\n", "values for each variable in the SCM.\n", "A.4\n", "Path estimation & model fit\n", @@ -2531,10 +2531,10 @@ "
50tmpatssefoa.pdf51Figure A.3: Valid graphical interpretations of the same natural language\n", + " 50tmpt7avuj8r.pdf51Figure A.3: Valid graphical interpretations of the same natural language\n", "hypothesis.\n", "Buyer\n", "Budget\n", @@ -2584,10 +2584,10 @@ "
51tmpatssefoa.pdf52is willing to spend more, he might become more attached to the mug and value it\n", + " 51tmpt7avuj8r.pdf52is willing to spend more, he might become more attached to the mug and value it\n", "higher because of the increased potential sale price. Finally, for (A.3c), the mediated\n", "relationship could be reversed. If the buyer sees that the seller is attached to the\n", "mug, this may cause her to increase her budget, which increases the probability of\n", @@ -2627,19 +2627,19 @@ "
52tmpatssefoa.pdf53all of the causes or even use other types of link functions, and these would all be\n", + " 52tmpt7avuj8r.pdf53all of the causes or even use other types of link functions, and these would all be\n", "equally valid representations of the corresponding DAGs.\n", "53\n", "
53tmpatssefoa.pdf54C\n", + " 53tmpt7avuj8r.pdf54C\n", "Additional figures and tables\n", "Figure A.4: Fitted SCM with interaction terms for “two people bargaining over a\n", "mug.”\n", @@ -2689,10 +2689,10 @@ "
54tmpatssefoa.pdf55Figure A.5: Fitted SCM with interaction terms for “a judge is setting bail for a\n", + " 54tmpt7avuj8r.pdf55Figure A.5: Fitted SCM with interaction terms for “a judge is setting bail for a\n", "criminal defendant who committed 50,000 dollars in tax fraud.”\n", "bail-amt\n", "µ = 54428.57\n", @@ -2740,10 +2740,10 @@ "
55tmpatssefoa.pdf56Figure A.6: Fitted SCM with interaction terms for “a person is interviewing for a\n", + " 55tmpt7avuj8r.pdf56Figure A.6: Fitted SCM with interaction terms for “a person is interviewing for a\n", "job as a lawyer.”\n", "hire-decision\n", "µ = 0.62\n", @@ -2791,10 +2791,10 @@ "
56tmpatssefoa.pdf57Figure A.7: Fitted SCM with interaction terms for “3 bidders participating in an\n", + " 56tmpt7avuj8r.pdf57Figure A.7: Fitted SCM with interaction terms for “3 bidders participating in an\n", "auction for a piece of art starting at fifty dollars.”\n", "final-art-price\n", "µ = 186.53\n", @@ -2842,10 +2842,10 @@ "
57tmpatssefoa.pdf58Table A.1: GPT-4’s predictions for the path estimates for the experiments in\n", + " 57tmpt7avuj8r.pdf58Table A.1: GPT-4’s predictions for the path estimates for the experiments in\n", "Section 3 at temperature 0.\n", "Scenario\n", "(Outcome)\n", @@ -2983,10 +2983,10 @@ "
58tmpatssefoa.pdf59Table A.2: GPT-4’s predictions for the path estimates for the experiments in\n", + " 58tmpt7avuj8r.pdf59Table A.2: GPT-4’s predictions for the path estimates for the experiments in\n", "Section 3 at temperature 1.\n", "Scenario\n", "(Outcome)\n", @@ -3139,10 +3139,10 @@ "
59tmpatssefoa.pdf60Figure A.8: Fitted SCM for auction with bidder’s reservation prices and second\n", + " 59tmpt7avuj8r.pdf60Figure A.8: Fitted SCM for auction with bidder’s reservation prices and second\n", "highest bid as exogenous variables.\n", "final-art-price\n", "µ = 186.53\n", @@ -3189,10 +3189,10 @@ "
60tmpatssefoa.pdf61Figure A.10: Comparison of the LLM’s predictions to the theoretical predictions\n", + " 60tmpt7avuj8r.pdf61Figure A.10: Comparison of the LLM’s predictions to the theoretical predictions\n", "and all experimental results for the auction scenario.\n", "Bidder 3\n", "Reservation:\n", @@ -3282,10 +3282,10 @@ "
61tmpatssefoa.pdf62Figure A.11: Prompt used to elicity LLM predictions for the Predict-ˆβ task.\n", + " 61tmpt7avuj8r.pdf62Figure A.11: Prompt used to elicity LLM predictions for the Predict-ˆβ task.\n", "I have just run an experiment to estimate the paths in the SCM from the\n", "TIKZ diagram below, which is delineated by triple backticks.\n", "We ran the\n", @@ -3308,10 +3308,10 @@ "
62tmpatssefoa.pdf63Table A.3: Example of the information generated for each variable in an SCM.\n", + " 62tmpt7avuj8r.pdf63Table A.3: Example of the information generated for each variable in an SCM.\n", "Information Type\n", "Deal Occurred\n", "(Endogenous)\n", @@ -3389,7 +3389,7 @@ " " ], "text/plain": [ - "ScenarioList([Scenario({'filename': 'tmpatssefoa.pdf', 'page': 1, 'text': 'Automated Social Science:\\nLanguage Models as Scientist and Subjects∗\\nBenjamin S. Manning†\\nMIT\\nKehang Zhu†\\nHarvard\\nJohn J. Horton\\nMIT & NBER\\nApril 26, 2024\\nAbstract\\nWe present an approach for automatically generating and testing, in silico,\\nsocial scientific hypotheses. This automation is made possible by recent ad-\\nvances in large language models (LLM), but the key feature of the approach\\nis the use of structural causal models. Structural causal models provide a lan-\\nguage to state hypotheses, a blueprint for constructing LLM-based agents, an\\nexperimental design, and a plan for data analysis. The fitted structural causal\\nmodel becomes an object available for prediction or the planning of follow-on\\nexperiments. We demonstrate the approach with several scenarios: a nego-\\ntiation, a bail hearing, a job interview, and an auction. In each case, causal\\nrelationships are both proposed and tested by the system, finding evidence\\nfor some and not others. We provide evidence that the insights from these\\nsimulations of social interactions are not available to the LLM purely through\\ndirect elicitation. When given its proposed structural causal model for each\\nscenario, the LLM is good at predicting the signs of estimated effects, but\\nit cannot reliably predict the magnitudes of those estimates. In the auction\\nexperiment, the in silico simulation results closely match the predictions of\\nauction theory, but elicited predictions of the clearing prices from the LLM\\nare inaccurate. However, the LLM’s predictions are dramatically improved if\\nthe model can condition on the fitted structural causal model. In short, the\\nLLM knows more than it can (immediately) tell.\\n∗Thanks to generous support from Drew Houston and his AI for Augmentation and Productivity\\nseed grant. Thanks to Jordan Ellenberg, Benjamin Lira Luttges, David Holtz, Bruce Sacerdote,\\nPaul R¨ottger, Mohammed Alsobay, Ray Duch, Matt Schwartz, David Autor, and Dean Eckles\\nfor their helpful feedback. Author’s contact information, code, and data are currently or will be\\navailable at http://www.benjaminmanning.io/.\\n†Both authors contributed equally to this work.\\n1\\narXiv:2404.11794v2 [econ.GN] 25 Apr 2024\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 2, 'text': '1\\nIntroduction\\nThere is much work on efficiently estimating econometric models of human behavior\\nbut comparatively little work on efficiently generating and testing those models to\\nestimate. Previously, developing such models and hypotheses to test was exclusively\\na human task. This is changing as researchers have begun to explore automated\\nhypothesis generation through the use of machine learning.1 But even with novel\\nmachine-generated hypotheses, there is still the problem of testing.\\nA potential\\nsolution is simulation. Researchers have shown that Large Language Models (LLM)\\ncan simulate humans as experimental subjects with surprising degrees of realism.2\\nTo the extent that these simulation results carry over to human subjects in out-of-\\nsample tasks, they provide another option for testing (Horton, 2023). In this paper,\\nwe combine these ideas—automated hypothesis generation and automated in silico\\nhypothesis testing—by using LLMs for both purposes. We demonstrate that such\\nautomation is possible. We evaluate the approach by comparing results to a setting\\nwhere the real-world predictions are well known and test to see if an LLM can be\\nused to generate information that it cannot access through direct elicitation.\\nThe key innovation in our approach is the use of structural causal models to orga-\\nnize the research process. Structural causal models are mathematical representations\\nof cause and effect (Pearl, 2009b; Wright, 1934) and have long offered a language\\nfor expressing hypotheses.3 What is novel in our paper is the use of these models\\nas a blueprint for the design of agents and experiments. In short, each explanatory\\nvariable describes something about a person or scenario that has to vary for the effect\\nto be identified, so the system “knows” it needs to generate agents or scenarios that\\n1A few examples include generative adversarial networks to formulate new hypotheses (Ludwig\\nand Mullainathan, 2023), algorithms to find anomalies in formal theories (Mullainathan and Ram-\\nbachan, 2023), reinforcement learning to propose tax policies (Zheng et al., 2022), random forests\\nto identify heterogenous treatment effects (Wager and Athey, 2018), and several others (Buyalskaya\\net al., 2023; Cai et al., 2023; Enke and Shubatt, 2023; Girotra et al., 2023; Peterson et al., 2021).\\n2(Aher et al., 2023; Argyle et al., 2023; Bakker et al., 2022; Binz and Schulz, 2023b; Brand et\\nal., 2023; Bubeck et al., 2023; Fish et al., 2023; Mei et al., 2024; Park et al., 2023)\\n3In an unfortunate clash of naming conventions, some disciplines have alternative definitions\\nfor the term “structural” when discussing formal models. Here, structural does not refer to the\\ndefinition traditionally used in economics. See Appendix B for a more detailed explanation.\\n2\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 3, 'text': 'vary on that dimension—a straightforward transition from stated theory to experi-\\nmental design and data generation. Furthermore, the structural causal model offers\\na pre-specified plan for estimation (Haavelmo, 1943, 1944; J¨oreskog, 1970).\\nWe built an open-source computational system implementing this structural causal\\nmodel-based approach. The system can automatically generate hypotheses, design\\nexperiments, run those experiments on independent LLM-powered agents, and ana-\\nlyze the results. We use this system to explore several social scenarios: (1) two people\\nbargaining over a mug, (2) a bail hearing for tax fraud, (3) a lawyer interviewing\\nfor a job, and (4) an open ascending price auction with private values for a piece\\nof art. We allow the system to propose the hypotheses for the first two scenarios\\nand then run the experimental simulations without intervention. For (3) and (4),\\nwe demonstrate the system’s ability to accommodate human input at any point by\\nselecting the hypotheses ourselves and editing some of the agents, but otherwise, we\\nallow the system to proceed autonomously.\\nThough yet to be optimized for novelty, the system formulates and tests multiple\\nfalsifiable hypotheses—from which it generates several findings. The probability of\\na deal increased as the seller’s sentimental attachment to the mug decreased, and\\nboth the buyer’s and the seller’s reservation prices mattered. A remorseful defendant\\nwas granted lower bail but was not so fortunate if his criminal history was exten-\\nsive. However, the judge’s case count before the hearing—which was hypothesized\\nto matter—did not affect the final bail amount. The candidate passing the bar exam\\nwas the only important factor in her getting the job. Neither the candidate’s height\\nnor the interviewer’s friendliness affected the outcome.\\nThe auction scenario is particularly illuminating. An increase in the bidders’\\nreservation prices caused an increase in the clearing price, a clearing price that is\\nalways close to the second-highest reservation amongst the bidders. These simula-\\ntion results closely match the theory (Maskin and Riley, 1985) and what has been\\nobserved empirically (Athey et al., 2011).\\nNone of the findings from the system’s experiments are “counterintuitive,” but\\nit is important to emphasize they were the result of empiricism, not just model\\nintrospection.\\nHowever, this does raise the question of whether the simulations\\n3\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 4, 'text': 'are even necessary.4\\nInstead of simulation, could an LLM simply do a “thought\\nexperiment” about the proposed in silico experiment and achieve the same insight?\\nTo test this idea, we describe the experiments that will be simulated and ask the\\nLLM to predict the results—both the path estimates and point predictions. The\\npath estimates being the coefficients in the linear structural causal model. To make\\nthis concrete, suppose we had the simple linear model y = Xβ to describe some\\nscenario, and we ran an experiment to estimate ˆβ. We describe the scenario and the\\nexperiment to the LLM and ask it to predict yi given a particular Xi (a “predict-yi”\\ntask). Separately, we ask it to predict ˆβ (a “predict-ˆβ” task). Later, we examine\\nhow the LLM does on the predict-yi task when it has access to the fitted structural\\ncausal model (i.e., ˆβ).\\nIn the predict-yi task, we prompt the LLM to predict the outcome yi given each\\npossible combination of the Xi’s from the auction experiment. Direct elicitation of\\nthe predictions for yi in the auction experiment is wildly inaccurate. The predictions\\nare even further from the theory than the empirical results.\\nIn the predict-ˆβ task, the LLM is asked to predict the fitted structural causal\\nmodel’s path estimates for all four experiments, provided with contextual information\\nabout each scenario. On average, the LLM predicts the path estimates are 13.2 times\\nlarger than the experimental results. Its predictions are overestimates for 10 out of\\n12 of the paths, although they are generally in the correct direction.\\nWe repeat the predict-yi task, but this time, we provide the LLM with the ex-\\nperimental path estimates. For each Xi, we fit the structural causal model using\\nall but the ith observation and then ask the LLM to predict yi given Xi and this\\nfitted model. In this “predict-yi|ˆβ−i” task, the predictions are far better than in the\\npredict-yi task without the fitted model. The mean squared error is six times lower,\\nand the predictions are much closer to those made by the theory, but they are still\\nfurther from the theory than they are to the simulations.\\nWe design and implement an approach to automated social science because LLMs\\npossess latent information about human behavior that can be systematically explored\\nand extracted (Burns et al., 2023; Scherrer et al., 2024). These models are trained to\\n4Performing these experiments required a substantial software infrastructure.\\n4\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 5, 'text': 'predict the next token in a sequence of text from a massive human-generated corpus.\\nFrom this straightforward objective, the models develop a remarkably sophisticated\\nmodel of the world, at least as captured in text (Bubeck et al., 2023; Gurnee and\\nTegmark, 2023; Patel and Pavlick, 2021). And while there are many situations where\\nLLMs are imperfect proxies for humans (Cheng et al., 2023; Santurkar et al., 2023),\\nthere is also a growing body of work demonstrating that experiments with LLMs as\\nsubjects can predict human behavior in never-before-seen tasks (Binz and Schulz,\\n2023a; Li et al., 2024). Rapid and automated exploration of these models’ behavior\\ncould be a powerful tool to efficiently generate new insights about humans. Our\\ncontribution is to demonstrate that it is possible to create such a tool: a system that\\ncan simulate the entire social scientific process without human input at any step.\\nThe remainder of this paper is structured as follows: Section 2 provides an\\noverview of the system. Section 3 provides some results generated using our system.\\nSection 4 explores an LLM’s capacity to predict the results in Section 3. Section\\n5 discusses the advantages of using SCMs over other methods for studying causal\\nrelationships in simulations of social interactions. The paper concludes in Section 6.\\n2\\nOverview of the system\\nTo perform this automated social science, we needed to build a system. The system\\nintentionally mirrors the experimental social scientific process. These steps are, in\\nbroad strokes:\\n1. Social scientists start by selecting a topic or domain to study (e.g., misinfor-\\nmation, auctions, bargaining, etc).\\n2. Within the domain, they identify interesting outcomes and some causes that\\nmight affect the outcomes. These variables and their proposed relationships\\nare the hypotheses.\\n3. They design an experiment to test these hypotheses by inducing variation in\\nthe causes and measuring the outcomes.\\n5\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 6, 'text': '4. After designing the experiment, social scientists determine how they will ana-\\nlyze the data in a pre-analysis plan.\\n5. Next, they recruit participants, run the experiment, and collect the data.\\n6. Finally, they analyze the data per the pre-analysis plan to estimate the rela-\\ntionships between the proposed causes and outcomes.\\nWhile any given social scientist might not follow this sequence exactly, whatever\\ntheir approach may be, the first two steps should always guide the later steps—the\\ndevelopment of the hypothesis guides the experimental design and model estimation.\\nOf course, many social scientists must often omit steps 3-5 when a controlled exper-\\niment is not possible, but they typically have some notion of the experiment they\\nwould like to run.\\nTo build our system, we formalized a sequence of these steps analogous to those\\nlisted above. The system executes them autonomously. Since the system uses AI\\nagents instead of human subjects, it can always design and execute an experiment.\\nStructural causal models (SCM) are essential to the design of the system because\\nthey make unambiguous causal statements, which allow for unambiguous estimation\\nand experimental design.5 Algorithms can determine precisely which variables must\\nbe exogenously manipulated to identify the effect of a given cause (Pearl, 2009b). If\\nthe first two steps in the social scientific process are building the SCM, the last four\\ncan be directly determined subject to the SCM. Such precision makes automation\\npossible as the system only relies on a few key early decisions. Otherwise, the space\\nof possible choices for the latter steps would explode, making automation infeasible.\\nThe system is implemented in Python and uses GPT-4 for all LLM queries.\\nIts decisions are editable at every step.\\nThe overview in this section is a high-\\nlevel description of the system, but there are many more specific design choices and\\nprogramming details in Appendix A. For the purposes of most readers, the high-\\n5We use simple linear SCMs unless stated otherwise. This assumption is not necessarily correct\\nbut offers an unequivocal starting point to generate hypotheses. Functional assumptions can be\\ntested by comparing fitted SCMs with various forms using data generated from a known causal\\nstructure. Section B in the appendix provides a more detailed explanation of SCMs.\\n6\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 7, 'text': 'level overview should be sufficient to understand the system’s process, the results we\\npresent in Section 3, and the additional analyses in Sections 4 and 5.\\nThe system takes as input some scenario of social scientific interest: a negotia-\\ntion, a bail decision, a job interview, an auction, and so on. Starting with (1) this\\ninput, the system (2) generates outcomes of interest and their potential causes, (3)\\ncreates agents that vary on the exogenous dimensions of said causes, (4) designs an\\nexperiment, (5) executes the experiment with LLM-powered agents simulating hu-\\nmans, (6) surveys the agents to measure the outcomes, (7) analyzes the results of\\nthe experiment to assess the hypotheses, which can be used to plan a follow-on ex-\\nperiment. Figure 1 illustrates these steps, and we will briefly explore each in greater\\ndepth.\\nFigure 1: An overview of the automated system.\\nNotes: Each step in the process corresponds to an analogous step in the social scientific process as\\ndone by humans. The development of the hypothesis guides the experimental design, execution, and\\nmodel estimation. Researchers can edit the system’s decisions at any step in the process.\\nThe first step is to generate hypotheses as SCMs based on the social scenario, the\\nscenario being the only necessary input to the system. This is done by querying an\\n7\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 8, 'text': 'LLM for the relevant agents and then interesting outcomes, their potential causes,\\nand methods to operationalize and measure both.6\\nWe use Typewriter text to\\nindicate example output from the system. Suppose the social scenario is “two people\\nbargaining over a mug.” The LLM may generate whether a deal occurs for the\\nmug as an outcome, and operationalizes the outcome as a binary variable with\\na ‘‘1’’ when a deal occurs and a ‘‘0’’ when it does not.\\nIt then gener-\\nates potential exogenous causes and their operationalizations: the buyer’s budget,\\nwhich is operationalized as the buyer’s willingness to pay in dollars. The\\nsystem takes each of these variables, constructs an SCM (see the second step in Fig-\\nure 1), and stores the relevant information about the operationalizations associated\\nwith each variable.78 From this point on, the SCM serves as a blueprint for the rest\\nof the process, namely the automatic instantiation of agents, their interaction, and\\nthe estimation of the linear paths.\\nThe second step is to construct the relevant agents—the Buyer and the Seller\\nin Figure 1, step 3. By “construct,” we mean that the system prompts indepen-\\ndent LLMs to be people with sets of attributes. These attributes are the exogenous\\ndimensions of the SCM, dimensions that are varied in each simulation. I.e., the dif-\\nferent experimental conditions. For the current scenario, a Budget is provided to the\\nbuyer that can take on values of {$5, $10, $20, $40}. By simulating interactions\\nof agents that vary on the exogenous dimensions of the SCM, the data generated can\\nbe used to fit the SCM.\\nNext, the system generates survey questions to gather data about the outcomes\\n6When we say “query an LLM,” we mean this literally. We have written a prompt that the\\nsystem provides to an LLM with the scenario.\\nFor example, the prompt used to generate the\\nrelevant agents is: In the following scenario: “{scenario}”, who are the individual human agents in\\na simple simulation of this scenario? Where “{scenario}” is replaced with the scenario of interest.\\nThe LLM then returns a list of agents, which are stored in the system and can be used in follow-on\\nprompts, prompts that generate things like the outcomes and proposed causes. The system contains\\nover 50 pre-written scenario-neutral prompts to gather all the information needed to generate the\\nSCM, run the experiment, and analyze the results.\\n7The system generates several other pieces of information about each variable, which help guide\\nthe experimental design and data analysis. See Appendix A for further details.\\n8The graph in the second step of Figure 1 is a directed acyclic graph (DAG). For convenience,\\nwe will use DAGs to represent SCMs throughout the paper and assume they imply a simple linear\\nmodel unless stated otherwise.\\n8\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 9, 'text': 'from the agents automatically once each simulation is complete. An LLM can easily\\ngenerate these questions when provided with information about the variables in the\\nSCM (e.g., asking the buyer, “Did a deal happen?”). All LLM-powered agents in\\nour system have “memory.” They store what happened during the simulation in\\ntext, making it easy to ask them questions about what happened.\\nFourth, the system determines how the agents should interact. LLMs are designed\\nto generate text in sequence. Since independent LLMs power each agent, one agent\\nmust finish speaking before the next begins. This necessitates a turn-taking protocol\\nto simulate the conversation. We programmed a menu of six ordering protocols,\\nfrom which an LLM is queried to select the most appropriate for a given scenario.\\nWe describe each protocol in Appendix A, and they are presented in Figure A.2,\\nbut in our bargaining scenario with two agents, there are only two possible ways for\\nthe agents to alternate speaking. In this case, the system selects: speaking order:\\n(1) Buyer, (2) Seller, (step 4, Figure 1). The speaking order can be flexible in\\nmore complex simulations with more agents, such as an auction or a bail hearing.\\nNow, the system runs the experiment. The conditions are simulated in parallel\\n(step 5 in Figure 1), each with a different value for the exogenous dimensions of the\\nSCM—the possible budgets for the buyer.\\nThe system must also determine when to stop the simulations. There is no obvious\\nrule for when a conversation should end.\\nLike the halting problem in computer\\nscience—it is impossible to write a universal algorithm that can determine whether\\na given program will complete (Turing, 1937)—such a rule for conversations does\\nnot exist. We set two stopping conditions for the simulations. After each agent\\nspeaks in a simulation, an external LLM is prompted with the transcript of the\\nconversation and asked if the conversation should continue. If yes, the next agent\\nspeaks; otherwise, the simulation ends. Additionally, we limit the total number of\\nagent statements to twenty. One could imagine doing something more sophisticated\\nboth with the social interactions and the stopping conditions in the future. This\\nis even a place for possible experimentation as the structure of social interactions\\ncan impact various outcomes of interest (Jahani et al., 2023; Rajkumar et al., 2022;\\nSacerdote, 2001).\\n9\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 10, 'text': 'Finally, the system gathers the data for analysis. Outcomes are measured by\\nasking the agents the survey questions (Figure 1, step 6) as determined before the\\nexperiment. The data is then used to estimate the linear SCM. For our negotiation,\\nthat would be a simple linear model with a single path estimate (i.e., linear coef-\\nficient) for the effect of the buyer’s budget on the probability of a deal—the final\\nstep in Figure 1. Note that an SCM specifies, ex-ante, the exact statistical analyses\\nto be conducted after the experiment—akin to a pre-analysis plan. This step of the\\nsystem’s process is, therefore, mechanical.\\nThe system, as outlined, is automated from start to finish—the SCM and its\\naccompanying metadata serve as a blueprint for the rest of the process. Once there\\nis a fitted SCM, this process can be repeated. Although we have not automated\\nthe transition from one experiment to the next, the system can generate new causal\\nvariables, induce variations, and run another experiment based on the results of the\\nfirst.\\n3\\nResults of experiments\\nWe present results for four social scenarios explored using the system. In the first two\\nscenarios, our involvement in the system’s process was restricted to entering the de-\\nscription of the scenario and then the entire process was automated. In the third and\\nfourth scenarios, we selected the hypotheses and edited some of the agents, but the\\nsystem designed and executed the experiments. We intervened in the latter scenarios\\nnot because the system is incapable of simulating these scenarios autonomously, but\\nto demonstrate the system’s capacity to accommodate human input at any point\\nwhile still generating exciting results.\\n3.1\\nBargaining over a mug\\nWe first use the system to simulate “two people bargaining over a mug”—this phrase\\nbeing in quotes because it was the only input needed for the system to simulate the\\nfollowing process. The system selected a buyer and seller as the relevant agents,\\n10\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 11, 'text': 'the outcome as whether a deal occurs, and the buyer’s budget, the seller’s mini-\\nmum acceptable price, and the seller’s emotional attachment to the mug as potential\\ncauses.\\nTable 2a provides the information generated by the system about the SCM and\\nthe experimental design. The topmost row, simulation details, provides high-level\\ninformation about the structure of the simulation.\\nThe remaining rows provide\\ninformation about the variables in the SCM and how they were operationalized. The\\nsystem automatically generated all this information by iteratively querying the LLM.\\nThe three exogenous variables were operationalized as the buyer’s budget in dol-\\nlars, the seller’s minimum acceptable price in dollars, and the seller’s emotional\\nattachment as an ordinal scale from “no emotional attachment” to “extreme emo-\\ntional attachment.” The system chose nine values (the “Attribute Treatments” in\\nTable 2a) to vary for each of the first two causes and five for the seller’s feelings of\\nlove towards the mug (one for each level of the scale). This led to 9 × 9 × 5 = 405\\nexperimental runs of the simulated conversation between the buyer and seller.\\nFigure 2b provides the fitted SCM. The outcome variable is given with its mean\\nand variance. The raw path estimates and their standard errors are shown on the\\narrows. For ordinal variables (e.g., the seller’s feelings of love), we treat the levels as\\nnumerical values. The buyer and seller reached a deal for the mug in half of the sim-\\nulations, and all three causes had a statistically significant effect on the probability\\nof a deal.\\nA one-dollar increase in the buyer’s budget caused an average increase of 3.7\\npercentage points in the probability of a deal (ˆβ* = 0.51, p < 0.001).9 A one-dollar\\nincrease in the seller’s minimum acceptable price caused an average decrease of 3.5\\npercentage points in the probability of a deal occurring (ˆβ* = −0.49, p < 0.001).\\nFinally, a one-unit increase in the ordinal scale of the seller’s love for the mug, such\\nas going from moderate emotional attachment to high emotional attachment, caused\\nan average decrease of 2.5 percentage points in the probability of a deal (ˆβ* = −0.07,\\np = 0.044).\\n9We report standardized effect size estimates with ˆβ*. Standardized effect sizes being “a one\\nstandard deviation increase in X causes a ˆβ* standard deviation increase in Y.”\\n11\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 12, 'text': 'Figure 2: Experimental design and fitted SCM for “two people bargaining over a\\nmug.”\\nSIMULATION DETAILS\\nAgents: Buyer, Seller\\nSimulations Run: 9 × 9 × 5 = 405\\nSpeaking Order: Buyer, Seller, Buyer, ...repeat\\nVARIABLE INFORMATION\\nWhether or not a deal occurs\\nMeasurement\\nQuestion:\\ncoordinator:\\n“Did the\\nbuyer and seller explicitly agree on the price of the mug\\nduring their interaction?”\\nVariable Type: Binary\\nBuyer’s Budget\\nAttribute Treatments: [‘3’, ‘6’, ‘7’, ‘8’, ‘10’, ‘13’,\\n‘18’, ‘20’, ‘25’]\\nProxy Attribute: Your budget for the mug\\nVariable Type: Continuous\\nSeller’s minimum acceptable price\\nAttribute Treatments: [‘3’, ‘5’, ‘7’, ‘8’, ‘10’, ‘13’,\\n‘18’, ‘20’, ‘25’]\\nProxy Attribute: Your minimum acceptable price for\\nthe mug\\nVariable Type: Continuous\\nSeller’s feelings of love towards the mug\\nAttribute Treatments: [‘no emotional attachment’,\\n‘slight emotional attachment’, ‘moderate emotional at-\\ntachment’, ‘high emotional attachment’, ‘extreme emo-\\ntional attachment’]\\nProxy Attribute: Your feelings of love for the mug\\nVariable Type: Ordinal\\n(a) Information for experimental design\\nDeal\\nOccurs\\nµ = 0.5\\nσ2 = 0.25\\nBuyer\\nBudget\\nSeller Min\\nSeller Love\\n0.037\\n(0.003)\\n-0.035\\n(0.002)\\n-0.025\\n(0.012)\\n(b) Fitted SCM\\nNotes: Figure 2a provides the information automatically generated by the system to execute the\\nexperiment for its proposed hypothesis. This includes the high level structure of the simulations,\\nhow the outcome is measured, and the treatment variations for each of the causes. The fitted SCM\\nin Figure 2b shows the results of the experiment. The outcome is given with its mean and variance.\\nThe edges are labeled with their unstandardized path estimate and standard error. We assume a\\nsimple linear model for the SCM, such that the above graph can also be written as DealOccurs =\\n0.037BuyerBudget −0.035MinPrice −0.025SellerLove.\\n12\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 13, 'text': '3.2\\nA bail hearing\\nNext, we explore “a judge is setting bail for a criminal defendant who committed\\n50,000 dollars in tax fraud.”\\nTable 3a shows that the system selected a judge,\\ndefendant, defense attorney, and prosecutor as the relevant agents. In this scenario,\\nthe system selected a more flexible interaction protocol than the one used in the\\nprevious experiment. The judge was chosen as a center agent and, in order, the\\nprosecutor, defense attorney, and defendant as the non-center agents. This means\\nthe judge spoke first in every simulation, alternating with the other agents: judge,\\nprosecutor, judge, defense attorney, judge, defendant, and so on. As described in\\nSection A.3, we call this the “center-ordered” interaction protocol.\\nFigure 3: Experimental design and fitted SCM for “a judge is setting bail for a\\ncriminal defendant who committed 50,000 dollars in tax fraud.”\\nSIMULATION DETAILS\\nAgents: Judge, Defendant, Defense attorney, Prosecutor\\nSimulations Run: 7 × 7 × 5 = 243\\nSpeaking Order: Judge, Prosecutor, Judge,\\nDefense Attorney, Judge, Defendant, ... repeat\\nVARIABLE INFORMATION\\nBail amount set by the judge\\nMeasurement Question: Judge: “What was the bail\\namount you set for the defendant?”\\nVariable Type: Continuous\\nDefendant’s criminal history\\nAttribute Treatments: [‘0’, ‘1’, ‘2’, ‘3’, ‘6’, ‘9’, ‘12’]\\nProxy Attribute: Number of your prior convictions\\nVariable Type: Count\\nPrior case count for judge that day\\nAttribute Treatments: [‘0’, ‘2’, ‘5’, ‘9’, ‘12’, ‘18’,\\n‘23’]\\nProxy Attribute: Number of cases you have already\\nheard today\\nVariable Type: Count\\nDefendant’s level of remorse\\nAttribute Treatments: [‘no expressed remorse’, ‘low\\nexpressed remorse’, ‘moderate expressed remorse’, ‘high\\nexpressed remorse’, ‘extreme expressed remorse’]\\nProxy Attribute: Your level of expressed remorse\\nVariable Type: Ordinal\\n(a) Information for experimental design\\nBail\\nAmount\\nµ =\\n54428.57\\nσ2 = 1.9e7\\nCriminal\\nHistory\\nJudge Case\\nCount\\nDefendant’s\\nRemorse\\n521.53\\n(206.567)\\n-74.632\\n(109.263)\\n-1153.061\\n(603.325)\\n(b) Fitted SCM\\nNotes: Figure 3a provides the information automatically generated by the system to execute the\\nexperiment for its proposed hypothesis. Figure 3b shows the fitted SCM from the experiment.\\n13\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 14, 'text': 'The system chose the outcome to be the final bail amount, and the three pro-\\nposed causes are the defendant’s criminal history, the number of cases the judge has\\nalready heard that day, and the defendant’s level of remorse. The number of cases\\nthe judge already heard that day and the defendant’s level of remorse are opera-\\ntionalized literally, as the count of cases the judge has heard and five ordinal levels\\nof possible outward expressions of remorsefulness. The defendant’s criminal history\\nis operationalized as the number of previous convictions.\\nIn the fitted SCM in Figure 3b, only the defendant’s criminal history had a\\nsignificant effect on the final bail amount with each additional conviction causing an\\naverage increase of $521.53 in bail (ˆβ* = 0.16, p = 0.012). It is unclear whether\\nthe defendant’s remorse affected the final bail amount. The effect size was small but\\nnon-trivial with borderline significance (ˆβ* = −0.12, and p = 0.056).\\nWhen we estimated the SCM with interactions, the interaction between the\\njudge’s case count and the defendant’s remorse was nontrivial (ˆβ* = −0.32, p =\\n0.047). In this specification (Figure A.5), none of the other interactions or the stand-\\nalone causes have a significant effect, including the defendant’s criminal history.\\n3.3\\nInterviewing for a job as a lawyer\\nIn our third simulated experiment, we chose the scenario “a person interviewing for\\na job as a lawyer.” The system determined that a job applicant and an employer\\nwere the agents. Unlike the previous simulations, we manually selected the variables\\nin the SCM. Table 4a shows that these were the employer’s hiring decision as the\\noutcome and whether the applicant passed the bar, the interviewer’s friendliness,\\nand the job applicant’s height as the potential causes.\\nThe system operationalized the causes as a binary variable for passing the bar,\\nthe job applicant’s height in centimeters, and the interviewer’s friendliness as the\\nproposed number of friendly phrases to use during the simulation. Since one of the\\ncauses is a binary variable, the only potential cause in all our scenarios of this type,\\nthe sample size for the experimental simulations of this scenario is smaller (n = 80).\\nBy default, the system runs a factorial experimental design for all proposed values\\n14\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 15, 'text': 'Figure 4: Experimental design and fitted SCM for “a person is interviewing for a\\njob as a lawyer.”\\nSIMULATION DETAILS\\nAgents: Interviewer, Job Applicant\\nSimulations Run: 2 × 5 × 8 = 405\\nSpeaking Order: Interviewer, Job Applicant,\\nInterviewer, ...repeat\\nVARIABLE INFORMATION\\nEmployer’s Decision\\nMeasurement Question: Employer: “Have you de-\\ncided to hire the job applicant?”\\nVariable Type: Binary\\nWhether Applicant Passed Exam\\nAttribute Treatments: [‘Passed’, ‘Not’]\\nProxy Attribute: Your bar exam status\\nVariable Type: Binary\\nInterviewer’s level of friendliness\\nAttribute Treatments: [‘2’, ‘7’, ‘12’, ‘17’, ‘22’]\\nProxy Attribute: Number of positive phrases to use\\nduring interview\\nVariable Type: Count\\nJob applicant’s height\\nAttribute Treatments:\\n[‘160’, ‘165’, ‘170’, ‘175’,\\n‘180’, ‘185’, ‘190’, ‘195’]\\nProxy Attribute: Your height in centimeters\\nVariable Type: Continous\\n(a) Information for experimental design\\nEmployer\\nDecision\\nµ = 0.62\\nσ2 = 0.24\\nPassed Bar\\nInterviewer\\nFriend-\\nliness\\nApplicant\\nHeight\\n0.75\\n(0.068)\\n-0.002\\n(0.005)\\n0.003\\n(0.003)\\n(b) Fitted SCM\\nNotes: Figure 4a provides the information automatically generated by the system to execute the\\nexperiment for the proposed hypothesis. Figure 4b shows the fitted SCM from the experiment.\\n15\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 16, 'text': 'of each cause. With only two possible values for the job applicant passing the bar\\n(as opposed to 5 varied treatment values for the interviewer’s friendliness and 8 for\\nthe applicant’s height), this limits the possible combinations of the causal variables\\nto 2 × 5 × 8 = 80. A researcher could run more simulations to increase the sample\\nsize if so desired.\\nWe can see in Figure 4b that only the applicant passing the bar has a clear causal\\neffect on whether the applicant gets the job. This is the largest standardized effect we\\nsee across the simulations in the four scenarios (ˆβ* = 0.78, p < 0.001). On average,\\nwhether or not the applicant passes the bar increases the probability she gets the job\\nby 75 percentage points. When we test for interactions, none are significant (Figure\\nA.6).\\n3.4\\nAn auction for a piece of art\\nFinally, we explored the scenario of “3 bidders participating in an auction for a piece\\nof art starting at fifty dollars.” Table 5a shows that the causes are each bidder’s\\nmaximum budget for the piece of art, and the outcome is the final price of the piece\\nof art—all of which we selected.\\nAll four variables are operationalized in dollars. To maintain symmetry in the\\nsimulations, we also manually selected the same proxy attribute for the three bidders:\\n“your maximum budget for the piece of art.”\\nEach bidder had the same seven\\npossible values for their attribute, leading to 73 = 343 simulations of the auction. It\\nis important to note that these budgets are private values. Unless a bidder publically\\nreveals their budget, the other bidders do not know what it is.\\nLike the tax fraud scenario, the system chose the center-ordered interaction pro-\\ntocol for these simulations. The auctioneer was selected as the central agent, and\\nthe other agents were bidder 1, bidder 2, and bidder 3, who alternated with the\\nauctioneer in that order.\\nFigure 5b provides the results.\\nAll three causal variables had a positive and\\nstatistically significant effect on the final price. A one-dollar increase in any of the\\nbidder’s budgets caused a $0.35, $0.29, and $0.31 increase in the final price for the\\n16\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 17, 'text': 'Figure 5: Experimental design and fitted SCM for “3 bidders participating in an\\nauction for a piece of art starting at fifty dollars.”\\nSIMULATION DETAILS\\nAgents: Bidder 1, Bidder 2, Bidder 3, Auctioneer\\nSimulations Run: 7 × 7 × 7 = 343\\nSpeaking Order: Auctioneer, Bidder 1, Auctioneer,\\nBidder 2, Auctioneer, Bidder 3, ... repeat\\nVARIABLE INFORMATION\\nFinal price\\nMeasurement Question:\\nAuctioneer:\\n“What was\\nthe final bid for the piece of art at the end of the auc-\\ntion?”\\nVariable Type: Continuous\\nBidder 1’s maximum budget\\nAttribute Treatments: [‘$50’, ‘$100’, ‘$150’, ‘$200’,\\n‘$250’, ‘$300’, ‘$350’]\\nProxy Attribute: Your max budget for the art\\nVariable Type: Continuous\\nBidder 2’s maximum budget\\nAttribute Treatments: [‘$50’, ‘$100’, ‘$150’, ‘$200’,\\n‘$250’, ‘$300’, ‘$350’]\\nProxy Attribute: Your max budget for the art\\nVariable Type: Continuous\\nBidder 3’s maximum budget\\nAttribute Treatments: [‘$50’, ‘$100’, ‘$150’, ‘$200’,\\n‘$250’, ‘$300’, ‘$350’]\\nProxy Attribute: Your max budget for the art\\nVariable Type: Continuous\\n(a) Information for experimental design\\nFinal Price\\nµ = 186.53\\nσ2 = 3879.23\\nBidder 1\\nBudget\\nBidder 2\\nBudget\\nBudder\\n3 Budget\\n0.35\\n(0.015)\\n0.29\\n(0.015)\\n0.31\\n(0.015)\\n(b) Fitted SCM\\nNotes: Figure 5a provides the information automatically generated by the system to execute the\\nexperiment for the proposed hypothesis. Figure 5b shows the fitted SCM from the experiment.\\n17\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 18, 'text': 'piece of art for each respective bidder (ˆβ* = 0.57, p < 0.001; ˆβ* = 0.47, p < 0.001;\\nˆβ* = 0.5 p < 0.001). These quantities make sense as each bidder has a 1\\n3 chance of\\nbeing marginal.\\n4\\nLLM predictions for paths and points\\nIt is worth reiterating that the results in the previous section were not generated\\nby directly prompting an LLM but rather through experimentation. Although the\\nexperiments were fast and inexpensive, they were not free–in total, they took about\\n5 hours to run and cost over $1,000. This raises the question of whether the simu-\\nlations were even necessary. Could an LLM do a “thought experiment” (i.e., make\\na prediction based on a prompt) about a proposed in silico experiment and achieve\\nthe same insight? If so, we should just prompt the LLM to come up with an SCM\\nand elicit its predictions about the relationships between the variables.\\nTo test this idea, we describe some of the simulations to the LLM and ask it to\\npredict the results—path estimates and point predictions.10 Specifically, we modeled\\neach scenario as y = Xβ, where y is an n × 1 vector and X is a n × k matrix.\\nHere, n is the number of simulations, and k is the number of proposed causes. The\\nexperiments from Section 3 provided us with estimates for ˆβ (a k × 1 vector). We\\ndescribe the scenario and the experiment to the LLM and ask it to independently\\npredict yi given each Xi (a predict-yi task) as well as to predict ˆβ (a predict-ˆβ task).\\nThe LLM’s yi predictions are highly inaccurate compared to those from auction\\ntheory, which predicts that the clearing price will be the second highest valuation in\\nan open-ascending price auction with private values (Maskin and Riley, 1985). The\\nLLM is also unable to accurately predict the path estimates (ˆβ) of the fitted SCM.\\nFinally, we examine how the LLM does on the predict-yi task when provided with an\\nSCM fit on all of the data except for the corresponding Xi (the predict-yi|ˆβ−i task).\\nWhile the additional information dramatically improves the LLM’s predictions, they\\nare still less accurate than those made by auction theory.\\n10All predictions are made by the LLM once at temperature 0. When we elicit these predictions\\nmany times at higher temperatures, the results are similar.\\n18\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 19, 'text': '4.1\\nPredicting yi\\nFor various bidder reservation price combinations in the auction experiment, we\\nsupply the LLM with a prompt detailing the simulation and experimental design.11\\nWe then ask the LLM to predict the clearing price for the auction. This gives us a\\npoint prediction for each simulated auction (i.e., each unique row Xi in X) used to\\ngenerate the fitted SCM in Figure 5b.\\nFigure 6 presents a comparison of the LLMs predictions, the simulated experi-\\nments, and the predictions made by auction theory.12 The columns correspond to\\nthe different reservation values for bidder 3 in a given simulation, and the rows cor-\\nrespond to the different reservation values for bidder 2. The y-axis is the final bid\\nprice, and the x-axis lists bidder 1’s reservation price. The black triangles track the\\nobserved clearing price in each simulated experiment, the black line shows the pre-\\ndictions made by auction theory, and the blue line indicates the LLM’s predictions\\nwithout the fitted SCM—the predict-yi task.\\nThe LLM performs poorly at the predict-yi task.\\nThe blue line is often far\\nfrom the black triangles and sometimes remains constant or even decreases as the\\nsecond-highest reservation price across the agents increases.\\nIn contrast, auction\\ntheory is highly accurate in its predictions of the final bid price in the experiment—\\nthe black line often perfectly tracks the black triangles.13 The mean squared error\\n(MSE) of the LLM’s predictions in the predict-yi task (MSEyi = 8628) is an order of\\nmagnitude higher than that of the theoretical predictions (MSETheory = 128), and\\nthe predictions are even further from the theory than they are from the empirical\\nresults (MSEyi−Theory = 8915).14\\n11In 80/343 simulations, the agents made the maximum number of statements (20) allowed by\\nthe system before the auction ended. We remove these observations because, without additional\\ninformation, auction theory does not make predictions about partially completed auctions.\\n12We provide only a subset of the results in the main text as it is difficult to visualize all of them\\nin a single figure. Figure A.10 shows the full set of predictions. The results are generally the same.\\n13There are a few observations where the empirical clearing price is slightly above or below the\\ntheory prediction. In most cases where it was off, this was due to the auctioneer incrementing the\\nbid price above the second-highest reservation price in the last round.\\n14MSE is reported for all predictions, not just the subset shown in Figure 6.\\n19\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 20, 'text': 'Figure 6: Comparison of the LLM’s predictions to the theoretical predictions and a\\nsubset of experimental results for the auction scenario.\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nBidder 3\\nReservation: 150\\nBidder 3\\nReservation: 200\\nBidder 3\\nReservation: 250\\nBidder 3\\nReservation: 300\\nBidder 2\\nReservation:\\n 200\\nBidder 2\\nReservation:\\n 150\\nBidder 2\\nReservation:\\n 100\\nBidder 2\\nReservation:\\n 50\\n100\\n200\\n300\\n400\\n100\\n200\\n300\\n400\\n100\\n200\\n300\\n400\\n100\\n200\\n300\\n400\\n100\\n200\\n300\\n100\\n200\\n300\\n100\\n200\\n300\\n100\\n200\\n300\\nBidder 1\\nReservation Price\\nFinal Clearing Price\\nExperiment\\nNotes: The columns correspond to the different reservation values for bidder 3 in a given simulation,\\nand the rows correspond to the different reservation values for bidder 2. The y-axis is the clearing\\nprice, and the x-axis lists bidder 1’s reservation price. The black triangles track the observed clearing\\nprice in each simulated experiment, the black line shows the predictions made by auction theory\\n(MSET heory = 128), the blue line indicates the LLM’s predictions without the fitted SCM—the\\npredict-yi task (MSEyi = 8628), and the red line is the LLM’s predictions with the fitted SCM—the\\npredict-yi|ˆβ−i task (MSEyi| ˆβ−i = 1505).\\n20\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 21, 'text': '4.2\\nPredicting ˆβ\\nWe prompted the LLM to predict the path estimates and whether they would be\\nstatistically significant for the simulated experiments in Section 3. This is the predict-\\nˆβ task. We then compare the LLM’s predictions to the fitted SCMs. With four\\nexperiments and three causes in each, we generate 12 predictions.\\nWe provide the LLM with extensive information to make its predictions for each\\nexperiment.15 This information includes the proposed SCM, the operationalizations\\nof the variables, the number of simulations, and the possible treatment values. Each\\nprediction is elicited once at temperature 0.\\nThe predictions are shown in Table A.1. They were, on average, 13.2 times larger\\nthan the actual estimates, and 10/12 of the predictions were overestimates. Even\\nwhen we remove the largest overestimate, the average magnitude of the ratio between\\nthe predicted and actual estimates is still 5.3. The sign of the estimate was correct\\nin 10/12 predictions, and 10/12 correctly guessed whether or not the estimate would\\nbe statistically significant. When we repeat the predictions at a higher temperature\\nand take their average, the results are similar (see Table A.2).\\n4.3\\nPredicting yi|ˆβ−i\\nThe LLM was, on average, off by an order of magnitude for both the predict-yi task\\nand the predict-ˆβ task, but maybe it can do better with more information. For each\\nXi in the auction simulations, we use the data from the experiment to estimate ˆβ−i,\\nthe path estimates from the SCM excluding the ith observation. We then prompt\\nthe LLM to predict the outcome for each Xi given ˆβ−i.\\nThe red line in Figure 6 provides these new predictions.\\nThe LLM’s predic-\\ntions are much closer to the actual outcomes when it has access to a fitted SCM\\n(MSEyi|ˆβ−i = 1505) as opposed to when it does not (MSEyi = 8628), even though\\nall the predictions are out of sample and every Xi is unique.\\nHowever, the LLM’s predictions on the predict-yi|ˆβ−i task are still not as accurate\\n15See Figure A.11 in the appendix for the full prompt.\\n21\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 22, 'text': 'as the predictions made by auction theory (MSETheory = 128).16 They are also still\\nfurther from the theory than they are from the empirical results (MSEyi|ˆβ−i−Theory =\\n1761). There is clearly room for improvement. That improvement is feasible with\\nthe system: there exists an SCM perfectly consistent with auction theory. Only one\\nexogenous variable was missing: the second-highest reservation price of the bidders.\\nIf allowed to generate and test enough potential causes, our system could have se-\\nlected this variable as a possible cause by itself. In this case, the fitted SCM would\\nhave matched the theoretical predictions.17\\n5\\nIdentifying causal structure ex-ante\\nThe SCM-based approach offers a promising new method for studying simulated be-\\nhavior at scale. However, it is not the only option for such rapid exploration. Others\\nhave designed large, quasi-unstructured simulations demonstrating exciting results.\\nFor example, Park et al. (2023) endows a group of LLM agents with personas and\\nmemory systems and then allows them to freely interact in a simulated community\\nfor an extended period. Despite no explicit instructions to do so, the agents in the\\nsimulation produce many human-like behaviors, such as throwing parties, going on\\ndates, and making friends.\\nWhile impressive and informative, a problem with such open-ended social simu-\\nlations is that selecting and analyzing outcomes can be difficult. To unveil insights,\\nresearchers may need to comb through thousands of lines of unstructured text. If\\nthey are interested in casual relationships, they may need to infer the causal struc-\\nture ex-post, which can be problematic. In contrast, the SCM framework describes\\nexactly what needs to be measured as a downstream outcome subject to the exoge-\\nnous manipulations of the cause. Identification is guaranteed. In this section, we\\n16It is also less accurate than the mechanical predictions made by the fitted SCM using the same\\nprocedure MSEMechanistic:yi| ˆβ−i = 725. Maybe the LLM cannot do the math, is still conditioning\\non other information beyond the path estimates when making its predictions, or, like humans, is\\nignoring relevant information when making choices (Handel and Schwartzstein, 2018).\\n17When we do fit this SCM (see Figure A.9), the coefficient is close to one (β = 0.912), and\\nalmost all the variance in the outcome is explained (R2 = 0.977).\\n22\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 23, 'text': 'discuss how assuming or searching for causal structure in observational data, the\\ntype generated from massive open-ended simulations can lead to misidentification\\nand how using SCMs avoids this problem.\\n5.1\\nAssuming causal structure from data\\nAll estimates in the fitted SCMs in Section 3 are unbiased. We know this because\\nthe data comes from an experiment, and we randomized on the causal variables.\\nA nice feature of a perfectly randomized experiment is that we can get unbiased\\nmeasurements of any downstream endogenous outcome relative to the exogenous\\nmanipulations.18 I.e., the coefficients on the fitted SCM are identified. For example,\\nin the bargaining experiment, perhaps we are interested in the length of the con-\\nversation as an outcome, even though it was not a part of the original SCM. The\\nconversation length can be operationalized as the sum of the number of statements\\nmade by all agents, and we can use the transcript from the finished experiment to\\nmeasure it. We can then fit an SCM with the data and get unbiased estimates of\\nthe effect of the exogenous variables on the conversation’s length.\\nFigure 7a shows this fitted SCM using the data from the experiment in Section 3.\\nBoth the buyer’s budget and the seller’s minimum price have a significant effect on\\nthe length of the conversation (p < 0.001; p = 0.026), but the seller’s emotional\\nattachment does not (p = 0.147).\\nSuppose we did not know the actual causal structure of these scenarios or that the\\ndata came from an experiment. All we have are the data for the original three causes,\\nthe conversation length, and whether a deal was made (the original outcome). If we\\nwant to estimate the causal relationships between these variables, we would have to\\nmake untestable assumptions. For example, one could reasonably presume that the\\nbuyer’s budget, the seller’s minimum price, the seller’s emotional attachment, and\\nwhether a deal was made all causally affect the length of the conversation.\\nFigure 7b provides the fitted SCM for this proposed causal structure.\\nOnly\\n18When we say “downstream,” we mean any variable whose value is realized after the agents\\nbegin interacting in the simulated conversations.\\n23\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 24, 'text': 'Figure 7: Comparison of the true and misspecified SCMs.\\nConvo\\nLength\\nBuyer\\nBudget\\nSeller\\nMin\\nSeller\\nLove\\n-0.111\\n(0.031)\\n0.069\\n(0.031)\\n0.222\\n(0.153)\\n(a) Correctly specified SCM\\nConvo\\nLength\\nDeal\\nOccurs\\nBuyer\\nBudget\\nSeller\\nMin\\nSeller\\nLove\\n-0.051\\n(0.039)\\n0.012\\n(0.037)\\n-1.622\\n(0.615)\\n0.182\\n(0.153)\\n(b) Misspecified SCM\\nNotes: Statistically significant paths are marked in red (α = 0.05). Each path is given with its\\nestimated coefficient and standard error in parentheses. Both SCMs are estimated using the data\\nfrom the bargaining scenario in Section 3. Subfigure (a) provides a correctly specified SCM from\\na randomized experiment. Subfigure (b) shows a misspecified SCM based on an assumed structure.\\nThe path estimates of the buyer’s budget and the seller’s minimum price go from significant in the\\ncorrectly specified SCM to insignificant and far closer to zero in the misspecified SCM.\\nwhether a deal was made was estimated to have a significant effect on the length\\nof the conversation (p = 0.008). But we know this is wrong. We have the true\\ncausal structure in Figure 7a from a perfectly randomized experiment, and both\\nthe buyer’s and the seller’s reservation prices had a significant effect on the length\\nof the conversation. Here, they are insignificant and far closer to zero (p = 0.189;\\np = 0.755).\\nWhether or not the deal occurred is a bad control that biases the\\nestimates—it is probably codetermined with the length of the conversation.19\\nThe informed econometrician may presume that she would never make such a\\nmistake, but many researchers are not so savvy.20 We were unsure of it until we\\nhad unbiased estimates from the correctly specified SCM as a reference. There are\\nalso many kinds of bad controls, and many of them are less obvious than those in\\n19We cannot be sure about the causal relationship between the length of the conversation and\\nwhether a deal was made because neither is exogenously varied in the experiment. All we know\\nis that controlling for whether or not a deal occurs induces bias, as we have the experiment as a\\nreference.\\n20LLMs are definitely not yet savvy enough to avoid this mistake.\\n24\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 25, 'text': 'this example (Cinelli et al., 2022). It is easy to misspecify a model when the data\\nis observational and has many variables, even when their relationships may seem\\nobvious.\\nThe SCM-based approach avoids the bad controls. The generation of the data is\\nbased on the causal structure. There is no need to instrument endogenous variables\\nand presume their causal relationships. Exogenous variation is explicitly induced in\\nthe SCM to identify the causal relationships ex-ante. Even if we do not know how a\\nnew outcome is incorporated into the causal structure, we can always reference how\\nit is affected by the exogenous variables by fitting a simple linear SCM.\\n5.2\\nSearching for causal structure in data\\nAnother strategy for identifying causal relationships when the underlying structure is\\nunknown is to let the data speak for itself. For example, we could use an algorithm to\\nfind the model that makes the data most likely. There are many ways to do this, none\\nof which can always, or even consistently, identify the correct causal relationships\\nfrom observational data (Pearl, 2009a). These algorithms take as input potential\\nvariables of interest (a graph with no edges, only nodes) and data for these variables.\\nThey output a proposed DAG that best fits the data.21\\nThe simplest algorithm is to generate all possible DAGs for existing variables and\\nthen evaluate each model based on some criteria (e.g., maximum likelihood, Bayesian\\ninformation criterion, etc.).22 Another method is to add edges that maximize the\\ncriteria greedily. This approach can be further improved by penalizing the model\\nfor complexity (based on additional criteria) and removing edges until the model is\\ngreedily optimized. The second approach is the Greedy Equivalence Search (GES)\\nalgorithm (Chickering, 2002), which we used on the data and from all the experiments\\n21These algorithms often do not presume a functional form, so we refer refer to hypotheses as\\nDAGs, not SCMs, in this section.\\n22The number of possible DAGs grows exponentially with the number of nodes. For example,\\nfor n = 1, 2, 3, and 4 nodes, there are 1, 3, 25, and 543 possible DAGs. This is a combinatorial\\nexplosion, and it is not feasible to evaluate all potential models for a large number of nodes, which\\npresents further problems for this approach.\\n25\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 26, 'text': 'in Section 3.23\\nIn some experiments, the algorithm incorrectly identified the causal structure.\\nFigure 8 provides the DAG identified by the GES algorithm for the tax fraud scenario.\\nAs a reminder, the original causal variables are the defendant’s previous convictions,\\nthe judge’s number of cases heard that day, and the defendant’s level of remorse,\\nand the outcome is the bail amount. The algorithm has no information about which\\nvariables are exogenously varied, just the raw data.\\nFigure 8: Incorrect causal structure identified by the GES algorithm for the tax\\nfraud experiment.\\nBail\\nAmount\\nCrime\\nHistory\\nRemorse\\nNum\\nCases\\nNotes: The Greedy Equivalence Search (GES) algorithm can incorrectly identify the causal structure\\nof observational data. In the tax fraud scenario, we know from Figure 3b and the accompanying\\nexperiment that an increase in the defendant’s previous convictions caused an increase in the av-\\nerage bail amount. However, the algorithm identified the causal relationship as equally likely in\\neither direction. Without the correctly specified DAG, a researcher would have to assume the causal\\nstructure of the data, which can be problematic.\\nThe GES algorithm identified the defendant’s criminal history and the bail amount\\nas the only variables in the scenario with any causal relationship. This is partially\\ncorrect—we know from the experiment that an increase in the defendant’s previous\\nconvictions caused an increase in the average bail amount. However, the algorithm\\nidentified the causal relationship as equally likely in either direction.\\nThere was\\nno more evidence in the data that the defendant’s criminal history caused the bail\\namount than the bail amount caused the defendant’s criminal history. And while we\\nknow that the former is correct from our experiment, a researcher using the algo-\\n23The GES algorithm is not perfectly stable; different runs on the same data can produce different\\nresults, which is its own problem.\\n26\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 27, 'text': 'rithm without the correctly specified DAG would not. They would have to make an\\nassumption, which, as we have shown, can be problematic.\\nThe SCM-based approach avoids search problems, as we never need to search\\nfor the causal structure given the data. Instead, we generate the data based on a\\nproposed causal structure. Even if we want to measure a new outcome on the existing\\nexperimental data, we have already identified the sources of exogenous variation.\\nWe should note that problems with searching for or assuming causal structures\\nfrom data are not new. Pearl (2009a) makes a similar point many times. However,\\nsocial scientists have never had the tools to induce exogenous variation and explore\\ncausal relationships at scale in many different scenarios.\\n6\\nConclusion\\nThis paper demonstrates an approach to automated in silico hypothesis generation\\nand testing made possible through the use of SCMs. We implemented the approach\\nby building a computational system with LLMs and provided evidence that simu-\\nlations can elicit information from an LLM that was not ex-ante available to the\\nmodel. We also showed that such simulations produce results that are highly con-\\nsistent with theoretical predictions made by the relevant economic theory. In this\\nfinal section, we will discuss why such systems could be useful and identify areas for\\nfuture research.\\n6.1\\nControlled experimentation at scale\\nHow might systems like the one presented in this paper be useful for social science\\nresearch? One view is that these simulations are simple dress rehearsals for “real”\\nsocial science. A more expansive and exciting view is that these simulations would\\nyield insights that sometimes generalize to the real world.\\nThis is a view that sees these agents as a step forward in representing humans\\nfar beyond classical methods in agent-based modeling, such as those used to explore\\nhow individual preferences can lead to surprising social patterns (Schelling, 1969,\\n27\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 28, 'text': '1971).24 This view would mirror recent advances in the use of machine learning for\\nprotein folding (Jumper et al., 2021) and material discovery (Merchant et al., 2023).\\nThe system presented in this paper can generate these controlled experimental\\nsimulations en masse with prespecified plans for data collection and analysis. That\\ncontrasts most academic social science research as currently practiced (Almaatouq\\net al., 2022).25 This contrast is important. In the social sciences, context can heavily\\ninfluence results. Outcomes that hold true for one population may not for another.\\nEven within the same population, a change in environment can nullify or flip re-\\nsults (Lerner et al., 2004). Studying humans is also expensive and time-consuming,\\nwhich makes rapid, inexpensive, and replicable exploration valuable. There is still,\\nof course, the fundamental jump from simulations to human subjects.\\n6.2\\nInteractivity\\nThe system allows a scientist to monitor its entire process.\\nShould a researcher\\ndisagree with or be uncertain about a decision made by the system, they can probe\\nthe system regarding its choice. This allows the researcher to either (1) understand\\nwhy the decision was made, (2) ask the system to come up with a different option\\nfor that decision, or (3) input their own custom choice for that decision.\\nA researcher can even ignore much of the automation process and fill in the details\\nthemselves. They can choose the variables of interest, their operationalizations, the\\nattributes of the agents, how the agents interact, or customize the statistical analysis,\\namong other decision points. Different parts of the system can also accommodate\\ndifferent types of LLMs simultaneously. For example, a researcher could use GPT-\\n4 to generate hypotheses and Llama-2-70B to power the agents’ simulated social\\ninteractions.\\n24See Horton (2023) for a full discussion on the differences between traditional agent-based mod-\\neling and the use of LLM-powered agents. This position reflects our views as it was written recently\\nby some of the authors of this paper.\\n25When a group of social scientists has the same data set on some human behavior or outcome,\\nthey can reach very different conclusions when analyzing it independently (Engzell, 2023; Salganik\\net al., 2020).\\n28\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 29, 'text': '6.3\\nReplicability\\nReplicating social science experiments with human subjects can be difficult (Camerer\\net al., 2018). Despite the use of preregistrations, the exact procedures used in exper-\\niments are often unclear (Engzell, 2023). In contrast, the system allows for nearly\\nfrictionless communication and replication of the experimental design.\\nThe system’s entire procedure is exportable as a JSON file with the fitted SCM.26\\nThis JSON includes every decision the system makes, including natural language\\nexplanations for the choices and the transcripts from each simulation. These JSONs\\ncan be saved or uploaded at any point in the system’s process. A researcher could run\\nexperiments and post the JSON and results online. Other scientists could inspect,\\nreplicate the experiment, or extend the work.\\n6.4\\nFuture research\\nWhile designing our system, we encountered several areas for new research. First is\\nthe problem of “which attributes” to endow an LLM-powered agent beyond those im-\\nmediately relevant to the proposed exogenous variables. For example, demographic\\ninformation, personalities, and other traits are not included in the agent’s attributes\\nunless they are a part of the SCM. To improve the fidelity of the simulations, it\\nmight make sense to add some or all of these attributes to the agents. However, it\\nis unclear how to optimize this process.\\nSecond, we encountered the problem of engineering social interactions between\\nLLM agents. LLMs are designed to exchange text in sequence, necessitating a pro-\\ntocol for turn-taking that reflects the natural ebb and flow of human conversation.\\nIn an initial attempt to address this problem, we created a menu of flexible agent-\\nordering mechanisms. We also introduced an additional LLM-powered agent into our\\nversion of the system whom we dub the ‘coordinator.” The coordinator functions\\nas a quasi-omniscient assistant who can read through transcripts and make choices\\n26A JSON (JavaScript Object Notation) is a data format that is easy for humans to read and\\nwrite and easy for machines to parse and generate. It is commonly used for transmitting data in\\nweb applications, as a configuration and data storage format, and for serializing and transmitting\\nstructured data over a network.\\n29\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 30, 'text': 'about the speaking order of other agents in the simulations. There are probably\\nbetter ways to determine the speaking order of agents.\\nA related problem is the question of when to stop the simulations. Like Turing’s\\nhalting problem, there is likely no universal rule for when conversations should end,\\nbut there are probably better rules than those we have implemented. A Markov\\nmodel approximating the distribution of agents speaking, estimated from real con-\\nversation data, might provide more naturalistic results for simulating and ending\\ninteractions, but that is an idea for future work.\\nLastly, if we can build a system that can automate one iteration of the scientific\\nprocess and determine a follow-on experiment, a clear next step is to set up an\\nintelligently automated research program. This would involve using outcomes from\\nthe simulations to inform continuous cycles of experimentation. Then, a researcher\\ncould intelligently explore a given scenario’s parameter space. How to optimize this\\nexploration amongst so many possible variables will be an important problem to\\nsolve.\\nAs presented in this paper, the system provides only one possible implementation\\nof the SCM-based approach. We made many subjective decisions. Other researchers\\nmight implement the approach with different design choices.\\nThere is room for\\nimprovement and exploration.\\n30\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 31, 'text': 'References\\nAher, Gati V, Rosa I Arriaga, and Adam Tauman Kalai, “Using large lan-\\nguage models to simulate multiple humans and replicate human subject studies,”\\nin “International Conference on Machine Learning” PMLR 2023, pp. 337–371.\\nAlmaatouq, Abdullah, Thomas L. Griffiths, Jordan W. Suchow, Mark E.\\nWhiting, James Evans, and Duncan J. Watts, “Beyond Playing 20 Ques-\\ntions with Nature: Integrative Experiment Design in the Social and Behavioral\\nSciences,” Behavioral and Brain Sciences, 2022, p. 1–55.\\nArgyle, Lisa P, Ethan C Busby, Nancy Fulda, Joshua R Gubler, Christo-\\npher Rytting, and David Wingate, “Out of one, many: Using language models\\nto simulate human samples,” Political Analysis, 2023, 31 (3), 337–351.\\nAtari, M., M. J. Xue, P. S. Park, D. E. Blasi, and J. Henrich, “Which\\nHumans?,” Technical Report 09 2023. https://doi.org/10.31234/osf.io/5b26t.\\nAthey, Susan, Jonathan Levin, and Enrique Seira, “Comparing open and\\nSealed Bid Auctions: Evidence from Timber Auctions*,” The Quarterly Journal\\nof Economics, 02 2011, 126 (1), 207–257.\\nBakker, Michiel, Martin Chadwick, Hannah Sheahan, Michael Tessler,\\nLucy Campbell-Gillingham,\\nJan Balaguer,\\nNat McAleese,\\nAmelia\\nGlaese, John Aslanides, Matt Botvinick, and Christopher Summerfield,\\n“Fine-tuning language models to find agreement among humans with diverse pref-\\nerences,” in S. Koyejo, S. Mohamed, A. Agarwal, D. Belgrave, K. Cho, and A. Oh,\\neds., Advances in Neural Information Processing Systems, Vol. 35 Curran Asso-\\nciates, Inc. 2022, pp. 38176–38189.\\nBinz, Marcel and Eric Schulz, “Turning large language models into cognitive\\nmodels,” 2023.\\nand\\n, “Using cognitive psychology to understand GPT-3,” Proceedings of the\\nNational Academy of Sciences, 2023, 120 (6), e2218523120.\\n31\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 32, 'text': 'Brand, James, Ayelet Israeli, and Donald Ngwe, “Using GPT for Market\\nResearch,” Working paper, 2023.\\nBubeck,\\nS´ebastien,\\nVarun Chandrasekaran,\\nRonen Eldan,\\nJohannes\\nGehrke, Eric Horvitz, Ece Kamar, Peter Lee, Yin Tat Lee, Yuanzhi\\nLi, Scott Lundberg, Harsha Nori, Hamid Palangi, Marco Tulio Ribeiro,\\nand Yi Zhang, “Sparks of Artificial General Intelligence: Early experiments with\\nGPT-4,” 2023.\\nBurns, C, H Ye, D Klein, and J Steinhardt, “Discovering latent knowledge in\\nlanguage models without supervision,” in “International Conference on Learning\\nRepresentations (ICLR)” 2023.\\nBuyalskaya, Anastasia, Hung Ho, Katherine L. Milkman, Xiaomin Li,\\nAngela L. Duckworth, and Colin Camerer, “What can machine learning\\nteach us about habit formation? Evidence from exercise and hygiene,” Proceedings\\nof the National Academy of Sciences, 2023, 120 (17), e2216115120.\\nCai, Alice, Steven R Rick, Jennifer L Heyman, Yanxia Zhang, Alexandre\\nFilipowicz, Matthew Hong, Matt Klenk, and Thomas Malone, “Desig-\\nnAID: Using Generative AI and Semantic Diversity for Design Inspiration,” in\\n“Proceedings of The ACM Collective Intelligence Conference” CI ’23 Association\\nfor Computing Machinery New York, NY, USA 2023, p. 1–11.\\nCamerer, Colin, Anna Dreber, Felix Holzmeister, Teck-Hua Ho, Jurgen\\nHuber, Magnus Johannesson, Michael Kirchler, Gideon Nave, Brian A.\\nNosek, Thomas Pfeiffer, Adam Altmejd, Nick Buttrick, Taizan Chan,\\nYiling Chen, Eskil Forsell, Anup Gampa, Emma Heikensten, Lily Hum-\\nmer, Taisuke Imai, Siri Isaksson, Dylan Manfredi, Julia Rose, Eric-Jan\\nWagenmakers, and Hang Wu, “Evaluating the Replicability of Social Science\\nExperiments in Nature and Science between 2010 and 2015,” Nature Human Be-\\nhaviour, Aug 2018, 2 (9), 637–644.\\n32\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 33, 'text': 'Cheng, Myra, Tiziano Piccardi, and Diyi Yang, “CoMPosT: Characterizing\\nand Evaluating Caricature in LLM Simulations,” ArXiv, 2023, abs/2310.11501.\\nChickering,\\nDavid Maxwell, “Optimal structure identification with greedy\\nsearch,” Journal of machine learning research, 2002, 3 (Nov), 507–554.\\nCinelli, Carlos, Andrew Forney, and Judea Pearl, “A crash course in good\\nand bad controls,” Sociological Methods & Research, 2022, p. 00491241221099552.\\nEngzell, Per, “A universe of uncertainty hiding in plain sight,” Proceedings of the\\nNational Academy of Sciences, 2023, 120 (2), e2218530120.\\nEnke, Benjamin and Cassidy Shubatt, “Quantifying Lottery Choice Complex-\\nity,” Working Paper 31677, National Bureau of Economic Research September\\n2023.\\nFish, Sara, Paul G¨olz, David C Parkes, Ariel D Procaccia, Gili Rusak, Itai\\nShapira, and Manuel W¨uthrich, “Generative Social Choice,” arXiv preprint\\narXiv:2309.01291, 2023.\\nGirotra, Karan, Lennart Meincke, Christian Terwiesch, and Karl T Ul-\\nrich, “Ideas are dimes a dozen: Large language models for idea generation in\\ninnovation,” Available at SSRN 4526071, 2023.\\nGurnee, Wes and Max Tegmark, “Language Models Represent Space and Time,”\\n2023.\\nHaavelmo, Trygve, “The statistical implications of a system of simultaneous equa-\\ntions,” Econometrica, Journal of the Econometric Society, 1943, pp. 1–12.\\n, “The probability approach in econometrics,” Econometrica:\\nJournal of the\\nEconometric Society, 1944, pp. iii–115.\\nHandel, Benjamin and Joshua Schwartzstein, “Frictions or Mental Gaps:\\nWhat’s Behind the Information We (Don’t) Use and When Do We Care?,” Journal\\nof Economic Perspectives, February 2018, 32 (1), 155–178.\\n33\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 34, 'text': 'Hern´an, Miguel A. and James M. Robins, Causal Inference: What If, Boca\\nRaton: Chapman & Hall/CRC, 2020.\\nHorton, John J, “Large language models as simulated economic agents: What\\ncan we learn from homo silicus?,” Technical Report, National Bureau of Economic\\nResearch 2023.\\nImai, Kosuke, Dustin Tingley, and Teppei Yamamoto, “Experimental De-\\nsigns for Identifying Causal Mechanisms,” Journal of the Royal Statistical Society\\nSeries A: Statistics in Society, 11 2012, 176 (1), 5–51.\\nJahani, Eaman, Samuel P. Fraiberger, Michael Bailey, and Dean Eckles,\\n“Long ties, disruptive life events, and economic prosperity,” Proceedings of the\\nNational Academy of Sciences, 2023, 120 (28), e2211062120.\\nJumper, John, Richard Evans, Alexander Pritzel, Tim Green, Michael\\nFigurnov, Olaf Ronneberger, Kathryn Tunyasuvunakool, Russ Bates,\\nAugustin ˇZ´ıdek, Anna Potapenko et al., “Highly accurate protein structure\\nprediction with AlphaFold,” Nature, 2021, 596 (7873), 583–589.\\nJ¨oreskog, Karl G., “A GENERAL METHOD FOR ESTIMATING A LINEAR\\nSTRUCTURAL EQUATION SYSTEM*,” ETS Research Bulletin Series, 1970,\\n1970 (2), i–41.\\nLerner, Jennifer S., Deborah A. Small, and George Loewenstein, “Heart\\nStrings and Purse Strings: Carryover Effects of Emotions on Economic Decisions,”\\nPsychological Science, 2004, 15 (5), 337–341. PMID: 15102144.\\nLi, Peiyao, Noah Castelo, Zsolt Katona, and Miklos Sarvary, “Frontiers:\\nDetermining the Validity of Large Language Models for Automated Perceptual\\nAnalysis,” Marketing Science, 2024, 0 (0), null.\\nLudwig, Jens and Sendhil Mullainathan, “Machine Learning as a Tool for\\nHypothesis Generation,” Working Paper 31017, National Bureau of Economic Re-\\nsearch March 2023.\\n34\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 35, 'text': 'Maskin, Eric S. and John G. Riley, “Auction Theory with Private Values,” The\\nAmerican Economic Review, 1985, 75 (2), 150–155.\\nMastroianni, Adam M., Daniel T. Gilbert, Gus Cooney, and Timothy D.\\nWilson, “Do conversations end when people want them to?,” Proceedings of the\\nNational Academy of Sciences, 2021, 118 (10), e2011809118.\\nMei, Qiaozhu, Yutong Xie, Walter Yuan, and Matthew O. Jackson, “A Tur-\\ning test of whether AI chatbots are behaviorally similar to humans,” Proceedings\\nof the National Academy of Sciences, 2024, 121 (9), e2313925121.\\nMerchant, Amil, Simon Batzner, Samuel S Schoenholz, Muratahan Aykol,\\nGowoon Cheon, and Ekin Dogus Cubuk, “Scaling deep learning for materials\\ndiscovery,” Nature, 2023, pp. 1–6.\\nMullainathan, Sendhil and Ashesh Rambachan, “From Predictive Algorithms\\nto Automatic Generation of Anomalies,” Technical Report May 2023. Available at:\\nhttps://ssrn.com/abstract=4443738 or http://dx.doi.org/10.2139/ssrn.\\n4443738.\\nPark, Joon Sung, Joseph C O’Brien, Carrie J Cai, Meredith Ringel Mor-\\nris, Percy Liang, and Michael S Bernstein, “Generative agents: Interactive\\nsimulacra of human behavior,” arXiv preprint arXiv:2304.03442, 2023.\\nPatel, R. and E. Pavlick, “Mapping language models to grounded conceptual\\nspaces,” in “Proceedings of the International Conference on Learning Representa-\\ntions” 2021, p. 79.\\nPearl, J., M. Glymour, and N.P. Jewell, Causal Inference in Statistics: A\\nPrimer, Wiley, 2016.\\nPearl, Judea, “Causal inference in statistics: An overview,” Statistics Surveys,\\n2009, 3 (none), 96 – 146.\\n, Causality, Cambridge university press, 2009.\\n35\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 36, 'text': 'Peterson, Joshua C., David D. Bourgin, Mayank Agrawal, Daniel Reich-\\nman, and Thomas L. Griffiths, “Using large-scale experiments and machine\\nlearning to discover theories of human decision-making,” Science, 2021, 372 (6547),\\n1209–1214.\\nRajkumar, Karthik, Guillaume Saint-Jacques, Iavor Bojinov, Erik Bryn-\\njolfsson, and Sinan Aral, “A causal test of the strength of weak ties,” Science,\\n2022, 377 (6612), 1304–1310.\\nRosenbusch, Hannes, Claire E. Stevenson, and Han L. J. van der Maas,\\n“How Accurate are GPT-3’s Hypotheses About Social Science Phenomena?,” Dig-\\nital Society, July 2023, 2 (2), 26.\\nRosseel, Yves, “lavaan: An R Package for Structural Equation Modeling,” Journal\\nof Statistical Software, 2012, 48 (2), 1–36.\\nSacerdote, Bruce, “Peer Effects with Random Assignment: Results for Dartmouth\\nRoommates*,” The Quarterly Journal of Economics, 05 2001, 116 (2), 681–704.\\nSalganik, Matthew J., Ian Lundberg, Alexander T. Kindel, Caitlin E.\\nAhearn, Khaled Al-Ghoneim, Abdullah Almaatouq, Drew M. Altschul,\\nJennie E. Brand, Nicole Bohme Carnegie, Ryan James Compton,\\nDebanjan Datta, Thomas Davidson, Anna Filippova, Connor Gilroy,\\nBrian J. Goode,\\nEaman Jahani,\\nRidhi Kashyap,\\nAntje Kirchner,\\nStephen McKay, Allison C. Morgan, Alex Pentland, Kivan Polimis,\\nLouis Raes, Daniel E. Rigobon, Claudia V. Roberts, Diana M. Stanescu,\\nYoshihiko Suhara, Adaner Usmani, Erik H. Wang, Muna Adem, Ab-\\ndulla Alhajri, Bedoor AlShebli, Redwane Amin, Ryan B. Amos, Lisa P.\\nArgyle, Livia Baer-Bositis, Moritz B¨uchi, Bo-Ryehn Chung, William\\nEggert, Gregory Faletto, Zhilin Fan, Jeremy Freese, Tejomay Gadgil,\\nJosh Gagn´e, Yue Gao, Andrew Halpern-Manners, Sonia P. Hashim, So-\\nnia Hausen, Guanhua He, Kimberly Higuera, Bernie Hogan, Ilana M.\\nHorwitz, Lisa M. Hummel, Naman Jain, Kun Jin, David Jurgens,\\n36\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 37, 'text': 'Patrick Kaminski, Areg Karapetyan, E. H. Kim, Ben Leizman, Naijia\\nLiu, Malte M¨oser, Andrew E. Mack, Mayank Mahajan, Noah Man-\\ndell, Helge Marahrens, Diana Mercado-Garcia, Viola Mocz, Katari-\\nina Mueller-Gastell, Ahmed Musse, Qiankun Niu, William Nowak,\\nHamidreza Omidvar, Andrew Or, Karen Ouyang, Katy M. Pinto,\\nEthan Porter, Kristin E. Porter, Crystal Qian, Tamkinat Rauf, Anahit\\nSargsyan, Thomas Schaffner, Landon Schnabel, Bryan Schonfeld, Ben\\nSender, Jonathan D. Tang, Emma Tsurkov, Austin van Loon, Onur\\nVarol, Xiafei Wang, Zhi Wang, Julia Wang, Flora Wang, Saman-\\ntha Weissman, Kirstie Whitaker, Maria K. Wolters, Wei Lee Woon,\\nJames Wu, Catherine Wu, Kengran Yang, Jingwen Yin, Bingyu Zhao,\\nChenyun Zhu, Jeanne Brooks-Gunn, Barbara E. Engelhardt, Moritz\\nHardt, Dean Knox, Karen Levy, Arvind Narayanan, Brandon M. Stew-\\nart, Duncan J. Watts, and Sara McLanahan, “Measuring the predictability\\nof life outcomes with a scientific mass collaboration,” Proceedings of the National\\nAcademy of Sciences, 2020, 117 (15), 8398–8403.\\nSanturkar, Shibani, Esin Durmus, Faisal Ladhak, Cinoo Lee, Percy Liang,\\nand Tatsunori Hashimoto, “Whose Opinions Do Language Models Reflect?,”\\n2023.\\nSchelling, Thomas C, “Models of segregation,” The American economic review,\\n1969, 59 (2), 488–493.\\n, “Dynamic models of segregation,” Journal of mathematical sociology, 1971, 1 (2),\\n143–186.\\nScherrer, Nino, Claudia Shi, Amir Feder, and David Blei, “Evaluating the\\nmoral beliefs encoded in llms,” Advances in Neural Information Processing Sys-\\ntems, 2024, 36.\\nSimon, Herbert A., The Sciences of the Artificial, 3rd Edition number 0262691914.\\nIn ‘MIT Press Books.’, The MIT Press, September 1996.\\n37\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 38, 'text': 'Turing, A. M., “On Computable Numbers, with an Application to the Entschei-\\ndungsproblem,” Proceedings of the London Mathematical Society, 1937, s2-42 (1),\\n230–265.\\nT¨ornberg, Petter, Diliara Valeeva, Justus Uitermark, and Christopher\\nBail, “Simulating Social Media Using Large Language Models to Evaluate Alter-\\nnative News Feed Algorithms,” 2023.\\nWager, Stefan and Susan Athey, “Estimation and Inference of Heterogeneous\\nTreatment Effects using Random Forests,” Journal of the American Statistical\\nAssociation, 2018, 113 (523), 1228–1242.\\nWei, Jason, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Ed H. Chi,\\nQuoc Le, and Denny Zhou, “Chain of Thought Prompting Elicits Reasoning\\nin Large Language Models,” CoRR, 2022, abs/2201.11903.\\nWright, Sewall, “The method of path coefficients,” The annals of mathematical\\nstatistics, 1934, 5 (3), 161–215.\\nZheng, Stephan, Alexander Trott, Sunil Srinivasa, David C Parkes, and\\nRichard Socher, “The AI Economist: Taxation policy design via two-level deep\\nmultiagent reinforcement learning,” Science advances, 2022, 8 (18), eabk2607.\\n38\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 39, 'text': 'A\\nImplementation details\\nThe first step in the system’s process is to query an LLM for the roles of the relevant\\nagents in the scenario. When we say “query an LLM,” we mean this quite literally.\\nWe have written a scenario-neutral prompt that the system provides to an LLM with\\nthe scenario added to the prompt. The prompt is scenario-neutral because we can\\nreuse it for any scenario. The prompt takes the following format:\\nIn the following scenario: “{scenario description}”, Who are the in-\\ndividual human agents in a simple simulation of this scenario?\\nwhere {scenario description} is replaced with the scenario of interest. The LLM\\nthen returns a list of agents relevant to the scenario, and we have various checking\\nmechanisms to ensure the LLM’s response is valid.\\nThe system contains over 50 pre-written scenario-neutral prompts to gather all\\nthe information needed to generate the SCM, run the experiment, and analyze the\\nresults. These prompts have placeholders for the necessary information aggregated\\nin the system’s memory as it progresses through the different parts of the process.\\nA.1\\nConstructing variables and drawing causal paths\\nThe system builds SCMs variable-by-variable. It queries an LLM for an outcome\\ninvolving the agents in the social scenario of interest.\\nWe refer to outcomes as\\nendogenous variables because their values are realized during the experiment. This\\ncontrasts exogenous variables, the causes, whose values are determined before the\\nexperiment.\\nThe system queries the LLM for a list of possible exogenous causes of the en-\\ndogenous variable, generating a hypothesis as an SCM.27 Exogenous variables serve\\nas inputs to the experiment, whose values can be deterministically manipulated to\\nidentify causal effects. The system assumes that when an exogenous variable causes\\nan endogenous variable, a single causal path is proposed from the exogenous variable\\n27There is growing evidence that LLMs can be quite good at coming up with ideas and generating\\nhypotheses (Girotra et al., 2023; Rosenbusch et al., 2023).\\n39\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 40, 'text': 'to the endogenous variable. More formally, the system always generates SCMs as a\\nsimple linear model. The system currently generates all SCMs with one endogenous\\nvariable and as many exogenous causes as a researcher desires. We do little optimiza-\\ntion here, although the system can test for interaction terms. In future iterations\\nof the system, a researcher could choose outcomes and causes they are interested\\nin, score hypotheses by interestingness, and generate more complex hypotheses with\\nmediating endogenous variables.28\\nA.1.1\\nEndogenous outcomes\\nFor each endogenous variable, the system generates an operationalization, a type, the\\nunits, the possible levels, the explicit questions that need to be asked to measure the\\nvariable’s realized value, and how the answers to those questions will be aggregated\\nto get the final data for analysis. Examples of all information collected about the\\nvariables in an SCM are provided in Table A.3. Each piece of information about a\\nvariable is stored by the system and is then used to determine subsequent informa-\\ntion in consecutive scenario-neutral prompts. This is a kind of “chain-of-thoughts\\nprompting”, or the process of breaking down a complex prompt into a series of sim-\\npler prompts. This method can dramatically improve the quality and robustness of\\nan LLM’s performance (Wei et al., 2022).\\nThe first piece of information determined for each endogenous variable is the\\noperationalization. That is, how the possible realizations of said variable can be\\ndirectly mapped to measurable outcomes that can be observed and quantified. Sup-\\npose the outcome variable is whether or not a deal occurred from the SCM in\\nFigure 2b.29 The system could operationalize this as a binary variable, where ‘‘1’’\\nmeans a deal occurred and ‘‘0’’ does not. It then stores this information and\\nuses it in a scenario-neutral prompt to choose the variable type.\\nAll variables are determined to be one of five mutually exclusive “types.” These\\n28Parallel and crossover experimental designs can be used to identify mediating causal relation-\\nships (Imai et al., 2012). These experiments require few assumptions, which are often more plausible\\nwhen researchers have more control over the experiment, as they usually do with LLMs.\\n29We continue the practice from Section 2 of using typewriter text to denote example infor-\\nmation from the system.\\n40\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 41, 'text': 'are continuous, ordinal, nominal, binary, or count. By selecting a unique type for\\neach variable, the system can accommodate different distributions when estimating\\nthe fitted SCM after the experiment.\\nEach variable also has units. The units are the specific measure or standard used\\nto represent the variable’s quantified value. This information is used to improve the\\nrobustness and consistency of the system’s output when querying the LLM for other\\ninformation about a variable.\\nThe levels of the variable represent all of the values the variable can realize in\\na short list. They can take on different forms depending on the variable type, but\\nthey all follow a general pattern where they are defined by the range and nature of\\na variable’s possible values.30\\nTo measure the endogenous outcome, the system generates survey questions for\\none of the agents.\\nFor example, to measure whether or not a deal occurred,\\nthe system could ask the buyer or the seller, “Did you agree to buy the mug?”\\nOr, if the endogenous variable was the final price of the mug, the system could\\nask one of the agents, “How much did you sell the mug for?” Even though the\\nsimulations have yet to be conducted, the system generates survey questions. As\\nwith pre-registration, this reduces unneeded degrees of freedom in the data collection\\nprocess after the experiment.\\nMost endogenous variables are measured with only one question. In this case,\\nthe answer to this question is the only information needed to quantify the variable.\\nSometimes, it takes more than one survey question to measure a variable. Maybe the\\nvariable is the average satisfaction of the buyer and the seller; a variable\\nthat requires two separate measurements to quantify. In this case, the system gener-\\nates separate measurement questions to elicit the buyer’s and the seller’s satisfaction.\\nThen, the system averages the answers to the questions to measure the variable.\\n30For binary variables, the levels are the two possible outcomes. For ordinal variables, the levels\\ninclude all possible values that the ordinal variable could take on as determined by its operational-\\nization.\\nThe levels are selected for count and continuous variables by segmenting the range of\\npossible values into discrete intervals. In cases where the variable does not have a defined maxi-\\nmum or minimum, categories such as “above X” or “below Y” are included to ensure all possible\\nvalues are covered.\\n41\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 42, 'text': 'We pre-programmed a menu of 6 mechanical aggregation methods: finding the\\nminimum, maximum, average, mode, median, or sum of a list of values. If the system\\nneeds to combine the answers to multiple questions to measure a variable, it queries\\nan LLM to select the appropriate aggregation method. Then, the system uses a\\npre-written Python function to perform said aggregation. We refrain from asking\\nthe LLM to perform mathematical functions whenever possible, as they often make\\nmistakes.\\nA.1.2\\nExogenous causes\\nBesides the explicit measurement questions and data aggregation method, the system\\ncollects the same information for the exogenous variables as it does for the endogenous\\nvariables. For exogenous variables, these two pieces of information are unnecessary\\nfor measurement. In each simulation of the social scenario, a different combination\\nof the values of the exogenous variables is initialized. This is how the system induces\\nvariation in an experiment, so the treatments are always known to the system ex-\\nante.\\nCausal variables can have one of two possible “scopes.” The scope can be specific\\nto an individual agent or the scenario as a whole. This scope determines how the\\nsystem induces variation in the exogenous variables—at the agent or scenario level.\\nIndividual-level variables are further designated as either public or private. If private,\\nthe variable’s values are only provided to one agent; if public, they are treated as\\ncommon knowledge to all agents in the scenario.\\nThe system induces variation in the exogenous variables by transforming them\\ninto manageable proxy attributes for the agents. The system queries an LLM to cre-\\nate a second-person phrasing of the operationalized variable provided to the agent\\n(or agents, depending on the scope). For instance, with the buyer’s budget vari-\\nable, the attribute could be “your budget” for the buyer. These attributes will be\\nassigned to the agents, which we discuss in Section A.2.\\nWith the proxy attribute for the variable, the system queries an LLM for possible\\nvalues the attribute can take on. These are the induced variations—the treatment\\n42\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 43, 'text': 'conditions for the simulated experiments. By default, the system uses the levels, or a\\nvalue within each level, of the variable for the possible variation values. For example,\\nthese could be {$5, $10, $20, $40} for the buyer’s budget.\\nA.2\\nBuilding hypothesis-driven agents\\nIn conventional social science research, human subjects are catch as catch can. Here,\\nwe have to construct them from scratch. By “construct” we mean that we prompt\\nan LLM to be a person with a set of attributes. This is quite literal; for example,\\nwe could construct an agent in a negotiating scenario with the following prompt:\\n“You are a buyer in a negotiation scenario with a seller. You are negoti-\\nating over a mug. You have a budget of $20.”\\nWe can construct an agent with any set of attributes we want, which raises the\\nquestion of what attributes we should use.\\nWe already have the attributes that will be varied to test the SCM, but there are\\nmany others we could include. Some work has explored the endowing of agents with\\nmany different attributes, but it is unclear what is optimal, sufficient, or even neces-\\nsary.31 We take a minimalist approach, endowing our agents with goals, constraints,\\nroles, names, and any relevant proxy attributes for the exogenous variables. In the\\nfuture, we could integrate large numbers of diverse agents, perhaps constructed to\\nbe representative of some specific population.\\nA.2.1\\nAssigning agents attributes\\nThe system collects information for agents independently, similar to its one-at-a-time\\napproach with the variables in the SCM. The system randomly selects an agent,\\n31The methods have varied, ranging from endowing agents with interesting attributes (Argyle et\\nal., 2023; Horton, 2023) to using American National Election Study data to create “real” people\\n(T¨ornberg et al., 2023) to demonstrating that endowing demographic information does not nec-\\nessarily represent a population of interest (Atari et al., 2023; Santurkar et al., 2023). There is a\\nbalance to be struck. While attributes can provide a rich and nuanced simulation, they can also\\nlead to redundancy, inefficiency, and unexpected interactions. In contrast, too few attributes might\\nresult in an oversimplified and unrealistic portrayal of social interactions.\\n43\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 44, 'text': 'determines its attributes, and then moves on to the next agent.32 Examples of buyer\\nand seller agents with their attributes are provided in Figure A.1.\\nFigure A.1: Example agents generated by the system for “two people bargaining\\nover a mug”\\nNotes: In all simulations, agents are endowed with a randomly generated name, role, goal, con-\\nstraint, and proxy attributes for the exogenous variables. To simulate the experiment for the agents\\nin this figure, the system will generate four versions of the seller and four versions of the buyer,\\neach with one of the values for the exogenously varied attributes (assuming there are four possible\\nvalues for “Your sentimental attachment”). That is 4 × 4 = 16 treatments.\\nFor each agent, the system queries the LLM for a random name. Agents perform\\nbetter in simulations with identifiers to address one another, although this feature\\ncan be disabled. An agent’s name can also be varied as a proposed exogenous cause.\\nThe system then queries an LLM again, this time for a goal and then a constraint,\\nwhich we discuss in the following subsection.\\nFinally, the system cross-checks the values of the proxy attributes between the\\nagents to ensure they overlap appropriately. For example, if the two exogenous vari-\\nables in the SCM were the buyer’s budget and the seller’s minimum acceptable\\n32The system already has the agent’s roles from the construction of the SCM.\\n44\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 45, 'text': 'price, the system would check to make sure that the seller’s minimum acceptable\\nprice is not invariably higher than the buyer’s budget. We let the LLM deter-\\nmine if these attribute values overlap appropriately. If any discrepancies are found,\\nthe system queries the LLM again to resolve them with new values for the proxy\\nattributes. Otherwise, the simulated experiment would waste time and resources\\nbecause the induced variations were not supported across reasonable values. For ex-\\nample, if the buyer’s budget was always below the seller’s minimum acceptable\\nprice, then they might never make a deal.\\nA.2.2\\nThe importance of agent goals\\nUnlike, say, economic agents, whose goals are expressed via explicit utility func-\\ntions, the LLM agent’s goals are expressed in natural language. In the context of\\nour bargaining scenario, an example goal generated by our system for the seller\\nis to sell the mug at the highest price possible. An example constraint is\\nto not accept a price below your minimum selling price. These goals and\\nconstraints are oriented towards value, but they do not have to be; these are merely\\nthe ones generated by the system. A constraint could just have easily been do not\\nruin your reputation with your negotiating partner.\\nWe do not take a prescriptive stance on what these goals should be. We let the\\nsystem decide what is reasonable. These goals can, of course, also be the object of\\nstudy in their own right; researchers can vary them or choose their own, but they\\nare seemingly fundamental to any social science for reasons laid out in Simon (1996).\\nTherefore, explicit goals are a requirement for agents in our system.\\nA.3\\nSimulation design and execution\\nLLMs are designed to produce text. And since an independent LLM powers each\\nagent, one agent must finish speaking before the next begins. So, in any multi-agent\\nsimulation, there must be a speaking order, which raises the question of how the\\nsystem should determine this speaking order. Unfortunately, most human conver-\\nsations do not have an obvious order; people collectively figure out how to interact.\\n45\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 46, 'text': 'We centralize this process, but we could imagine a consensus protocol for who speaks\\nnext.\\nIn more straightforward settings with only two agents (e.g., two people bargaining\\nover a mug), the only possible conversational order is for the agents to alternate\\nspeaking. As the number of agents in interaction increases beyond two, the number\\nof possible speaking orders grows factorially. For example, with three agents, there\\nare 3! = 6 ways to order them; with 4 agents, 4! = 24 orderings, and so on. However,\\nthe number of possible orderings of the agents is only part of the complexity.\\nWho speaks next in a given conversation is a product of the participants’ per-\\nsonalities, the setting of the conversation, the social dynamics between the speakers,\\nthe emotional state of the participants, and many other factors.\\nThey are also\\nadaptive—often, the speaking order changes throughout a conversation. For exam-\\nple, in a court proceeding, the judge usually guides the interaction—signaling who\\nspeaks between the lawyers, witnesses, and the jury. Each contributes at various\\nand irregular intervals depending on both the type and stage of the proceeding. In a\\nfamily of two parents and two children, the order of who speaks next varies greatly.\\nIt might depend on the parents’ moods or how annoying the children have been that\\nday. In contrast, the teacher is typically the main speaker in a high school classroom,\\nalthough this varies depending on the classroom activity, such as a lecture versus a\\ngroup discussion. No simple universal formula exists for who speaks next in such\\ndiverse settings.\\nLike the aggregation methods for outcomes determined by multiple measurement\\nquestions, we designed a menu of six interaction protocols. The system queries an\\nLLM to select the appropriate protocol for a given scenario. Figure A.2 provides the\\nmenu, and we discuss each in turn.\\nA.3.1\\nTurn-taking protocols\\nThe first interaction protocol is the ordered protocol (Figure A.2, option 1), where\\nthe agents speak in a predetermined order and continue repeatedly speaking in that\\norder until the simulation is complete. Next is the random protocol. An agent is\\n46\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 47, 'text': 'Figure A.2: Menu of interaction protocols for the system to choose from for a given\\nscenario.\\nNotes: (1) The agents speak in a predetermined order. (2) The agents speak in a random order. (3)\\nA central agent alternates speaking with non-central agents in a predetermined order. (4) A central\\nagent alternates speaking with non-central agents in random order. (5) A separate LLM (whom\\nwe call the coordinator) determines who speaks next based on the conversation. (6) Each agent\\nresponds privately to the conversation so far, and the coordinator realizes one of the responses.\\nrandomly selected to speak first (Figure A.2, option 2).\\nThen, each subsequent\\nspeaker is randomly selected, with the only restriction being that no agent can speak\\ntwice in a row.\\nIn more complex scenarios with a central agent—an agent that speaks more than\\nall others—like an auction with an auctioneer or a teacher in a classroom, the system\\ncan choose the central-ordered or central-random protocols (Figure A.2, options\\n3 and 4). The former features a central agent who interacts alternately with a series\\nof non-central agents, following a predetermined order among the non-central agents.\\nThe latter also has a central agent alternating with the non-central agents but in\\nrandom order. Whenever there is an order of agents or a central agent, we also query\\n47\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 48, 'text': 'the system to determine this order.\\nFinally, we designed two interaction protocols that provide more flexibility. These\\ninteraction protocols involve a separate LLM-powered agent: “the coordinator.” The\\ncoordinator can read through transcripts of the conversations and make decisions\\nabout the simulations when necessary. It can also answer measurement questions\\nafter the experiment. The agents are not aware of the coordinator. The use of the\\ncoordinator is the only part of the system that needs quasi-omniscient supervision.\\nFortunately, LLMs perform so well that they can be used to automate this role.\\nIn the coordinator-before protocol (Figure A.2, option 5), the coordinator is\\ngiven the transcript of the conversation after each agent speaks. Then, it selects the\\nnext speaker.\\nIn the coordinator-after protocol (Figure A.2, option 6), after each agent\\nspeaks, all the agents respond, but only the coordinator can see the responses along\\nwith the transcript of the conversation up to that point.\\nThen, the coordinator\\nchooses the response to “realize” as the real response.\\nThe realized response is\\nadded to the conversation’s transcript, and the rest are deleted as if they had never\\nbeen made. The only limitation in either of the coordinator protocols is that no\\nagent can speak twice in a row.\\nA.3.2\\nExecuting the experimental simulations\\nThe system runs each experimental simulation in parallel, subject to the computa-\\ntional constraints of the researcher’s machine. When the exogenous variable’s values\\npresent too many combinations to sample from, a subset is randomly selected. In\\nevery simulation, agents are provided with a description of the scenario, their unique\\nprivate attributes, the other agents’ roles, any public or scenario-level attributes,\\nand access to the transcript of the conversation. Then, they interact according to\\nthe chosen interaction protocol. However, none of the protocols specify when the\\nsimulation should end.\\nIt is not obvious how to construct an optimal, nor even good, stopping rule.\\nHuman conversations are unpredictable and do not always end when we expect them\\n48\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 49, 'text': 'to or want them to (Mastroianni et al., 2021). An analogous issue is the halting\\nproblem in computer science, which is the problem of determining when, if ever,\\nan arbitrary computer program will stop. Turing (1937) proved that no universal\\nalgorithm exists to solve the halting problem.\\nWe implemented a two-tier mechanism to determine when to stop each simulation.\\nThese apply to all interaction protocols. After each agent speaks, the coordinator\\nreceives the transcript and decides if the conversation should continue—a yes or no\\ndecision. Additionally, simulations are limited to 20 statements across all agents in\\nthe scenario, not including the coordinator.33 Agents are provided a live count of\\nthe remaining statements during the conversation.\\nA.3.3\\nPost-simulation survey and data collection\\nAfter the experiment, the system conducts a post-experiment survey. As determined\\nduring the SCM construction, the system asks the relevant agents or the coordinator\\nthe survey questions to measure the outcome variable in each simulation. The system\\nthen takes this question’s raw answer and saves it as an observation along with the\\nvalues of the exogenous variables. If there is no reasonable answer to the question,\\nsay, if the outcome is conditional, then the system will report an NA for the variable’s\\nvalue.\\nOnce the system has the answer to the survey question, it queries an LLM with\\nthe survey question, the agent’s response, and information about the variable’s type\\nto determine its correct numerical value as a string. If the variable is a count or\\ncontinuous variable, it is converted into an integer or a float.\\nIf the variable is\\nordinal or binary, the system queries an LLM to map it to a whole-number integer\\nsequence. If multiple survey questions determine a variable, the system aggregates\\nthe answers to the questions using the method selected during the SCM construction\\nphase. Then, it converts the aggregated value to the appropriate type. After parsing\\n33Limiting the number of turns in the simulation is partially a convenience. As of the time of\\nrunning the simulations for this paper, GPT-4 has a maximum token limit of 8,192 tokens, and the\\nsystem must provide each agent with the entire conversation up to that point each time they need\\nto speak.\\n49\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 50, 'text': 'the data for each outcome, the system has a data frame with one column of numerical\\nvalues for each variable in the SCM.\\nA.4\\nPath estimation & model fit\\nWith a complete dataset and the proposed SCM, the system can estimate the linear\\nSCM without further queries to an LLM. The system uses the R package lavaan to\\nestimate all paths in the model (Rosseel, 2012).34 The system can standardize all\\nestimates, estimate interactions and non-linear terms, and view various summary\\nstatistics for each variable. It can also provide likelihood ratio, Wald, and Lagrange\\nMultiplier tests to evaluate the model fit and compare path estimates. The system\\ncan do any statistical estimation or test that is built into lavaan.\\nA.5\\nFollow-on experiments\\nAlthough we have not yet automated this process, the system can perform follow-\\non experiments. Insignificant exogenous variables from the first experiment can be\\ndropped. Then, the system could query an LLM for new exogenous variables based\\non what might be interesting, given the already tested causal paths. The system\\nwould use the same agents and interaction protocol, but the agents would vary\\non the new exogenous variables and the old ones that were significant in the first\\nexperiment. Theoretically, the system can run follow-on experiments ad infinitum,\\nand we can imagine future models that could be very good at proposing potential\\ncausal relationships.\\nB\\nHypotheses as structural causal models\\nHypotheses stated in natural language can be ambiguous, making it challenging to\\ndiscern precise implied causal relationships. Suppose a researcher is interested in\\n34For those familiar with lavaan and Python, the system automatically generates the correctly\\nformatted string in lavaan syntax using a Python dictionary that stores the structure of the SCM\\nin key-value pairs.\\n50\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 51, 'text': 'Figure A.3: Valid graphical interpretations of the same natural language\\nhypothesis.\\nBuyer\\nBudget\\nSeller\\nAttach\\nDeal\\nOccurs\\n(a) Independent causes\\nBuyer\\nBudget\\nSeller\\nAttach\\nDeal\\nOccurs\\n(b) Mediation\\nBuyer\\nBudget\\nSeller\\nAttach\\nDeal\\nOccurs\\n(c) Alternative mediation\\nNotes: Each directed acyclic graph (DAG) is a valid causal interpretation of the following natu-\\nral language hypothesis: “The buyer’s budget and the seller’s sentimental attachment to the mug\\ncausally affect whether a deal occurs.” In contrast, each DAG is unique in its declaration of the\\ncausal relationships. In DAGs, each arrow represents a direct causal relationship, and the absence\\nof an arrow between two variables indicates no causal relationship. If a variable is not included in\\nthe graph, then there is no stated causal relationship about this variable. While DAGs are unam-\\nbiguous in their causal claims about which variables cause which other variables, they do not make\\nany claims about the functional form of the relationships between variables.\\ntwo-person bargaining scenarios with a buyer and a seller. And she has the following\\nnatural language hypothesis about two people bargaining over a mug: “the buyer’s\\nbudget and the seller’s sentimental attachment to the mug causally affect whether\\na deal occurs.”\\nFigure A.3 offers three ways we can interpret this causal state-\\nment: (A.3a) the budget and the sentimental attachment could independently affect\\nwhether a deal occurs, (A.3b) the budget could mediate the relationship between the\\nattachment and the outcome, or (A.3c), the mediation could be reversed.35\\nFor (A.3a), an example could be an online marketplace where the buyer and seller\\ncannot communicate. When the buyer has a higher budget, she is more likely to buy\\nthe mug. If the seller is more sentimentally attached to the mug, he may raise the\\nprice and, therefore, lower the probability of a deal. However, without any form\\nof communication, these causal variables would not affect each other. For (A.3b),\\nif the buyer and the seller can communicate and the seller realizes that the buyer\\n35This list of interpretations is not exhaustive.\\n51\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 52, 'text': 'is willing to spend more, he might become more attached to the mug and value it\\nhigher because of the increased potential sale price. Finally, for (A.3c), the mediated\\nrelationship could be reversed. If the buyer sees that the seller is attached to the\\nmug, this may cause her to increase her budget, which increases the probability of\\na deal. The ambiguity of stating even simple hypotheses makes natural language\\ninsufficient for our purposes.\\nThe graphs in Figure A.3 are directed acyclic graphs (DAGs) and represent causal\\nrelationships. DAGs unambiguously state whether a variable is a direct cause of\\nanother variable—the direction of the arrow indicates the direction of the causal\\nrelationship (Hern´an and Robins, 2020).\\nThe absence of an arrow between two\\nvariables indicates no causal relationship. If a variable is not included in the graph,\\nthen there is no stated causal relationship involving this variable.\\nWhile DAGs are clear in their claims about which variables cause others, they\\ndo not make any statements about the functional form of the relationships between\\nvariables. In contrast, structural causal models unambiguously state the causal re-\\nlationships between variables and the functional forms of these relationships (Pearl\\net al., 2016).\\nStructural causal models (SCM), as first explored by Wright (1934), represent\\nhypotheses as sets of equations. Suppose we assume the relationships between the\\nvariables in Figure A.3 are linear. We can write an SCM for each of the DAGs.\\nFigure A.3a can be stated as:\\nDealOccurs = β1BuyerBudget + β2SellerAttachment + ϵ;\\n(1)\\nFigure A.3b as:\\nBuyerBudget = β0SellerAttachment + η\\n(2)\\nDealOccurs = β1BuyerBudget + β2SellerAttachment + ϵ;\\n(3)\\nand Figure A.3c as:\\nSellerAttachment = β0BuyerBudget + η\\n(4)\\nDealOccurs = β1BuyerBudget + β2SellerAttachment + ϵ.\\n(5)\\nThe set of equations that represent the causal relationships between variables\\nmake the SCM. We could also write each SCM with interaction terms for some or\\n52\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 53, 'text': 'all of the causes or even use other types of link functions, and these would all be\\nequally valid representations of the corresponding DAGs.\\n53\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 54, 'text': 'C\\nAdditional figures and tables\\nFigure A.4: Fitted SCM with interaction terms for “two people bargaining over a\\nmug.”\\ndeal-for-mug\\nµ = 0.50\\nσ2 = 0.25\\nsell-love-mug\\nµ = 3.00\\nσ2 = 2.00\\nbuyers-budget\\n-x-\\nsell-love-mug\\nµ = 36.67\\nσ2 = 826.22\\nbuyers-budget\\n-x-\\nsell-min-mug\\nµ = 148.02\\nσ2 = 16787.95\\nsell-min-mug\\nµ = 12.11\\nσ2 = 49.43\\nsell-min-mug\\n-x-\\nsell-love-mug\\nµ = 36.33\\nσ2 = 837.11\\nbuyers-budget\\nµ = 12.22\\nσ2 = 47.95\\n0.032\\n(0.007)\\n-0.045\\n(0.007)\\n-0.094\\n(0.032)\\n-0.000\\n(0.000)\\n0.002\\n(0.002)\\n0.004\\n(0.002)\\nNotes: Each variable is given with its mean and variance. The edges are labeled with their unstan-\\ndardized path estimate and standard error. There were 405 simulations with these agents: [‘buyer’,\\n‘seller’].\\n54\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 55, 'text': 'Figure A.5: Fitted SCM with interaction terms for “a judge is setting bail for a\\ncriminal defendant who committed 50,000 dollars in tax fraud.”\\nbail-amt\\nµ = 54428.57\\nσ2 = 186000000.00\\nnum-judge-cases\\n-x-\\ndef-remorse\\nµ = 29.57\\nσ2 = 865.10\\ndef-crim-hist\\nµ = 4.71\\nσ2 = 17.06\\ndef-crim-hist\\n-x-\\nnum-judge-cases\\nµ = 46.47\\nσ2 = 4053.35\\ndef-crim-hist\\n-x-\\ndef-remorse\\nµ = 14.14\\nσ2 = 232.12\\ndef-remorse\\nµ = 3.00\\nσ2 = 2.00\\nnum-judge-cases\\nµ = 9.86\\nσ2 = 60.98\\n303.4\\n(545.5)\\n383.9\\n(282.6)\\n-29.6\\n(1180.9)\\n-1.301\\n(26.231)\\n77.0\\n(144.8)\\n-150.8\\n(76.6)\\nNotes: Each variable is given with its mean and variance. The edges are labeled with their unstan-\\ndardized path estimate and standard error. There were 245 simulations with these agents: [‘judge’,\\n‘defendant’, ‘defense attorney’, ‘prosecutor’].\\n55\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 56, 'text': 'Figure A.6: Fitted SCM with interaction terms for “a person is interviewing for a\\njob as a lawyer.”\\nhire-decision\\nµ = 0.62\\nσ2 = 0.23\\ninter-friendly\\n-x-\\njob-app-height\\nµ = 2130.00\\nσ2 = 1600775.00\\njob-app-height\\nµ = 177.50\\nσ2 = 131.25\\nbar-exam-pass\\n-x-\\njob-app-height\\nµ = 88.75\\nσ2 = 7942.19\\nbar-exam-pass\\n-x-\\ninter-friendly\\nµ = 6.00\\nσ2 = 61.00\\nbar-exam-pass\\nµ = 0.50\\nσ2 = 0.25\\ninter-friendly\\nµ = 12.00\\nσ2 = 50.00\\n1.704\\n(1.053)\\n-0.013\\n(0.074)\\n0.005\\n(0.007)\\n0.005\\n(0.010)\\n-0.006\\n(0.006)\\n0.000\\n(0.000)\\nNotes: Each variable is given with its mean and variance. The edges are labeled with their un-\\nstandardized path estimate and standard error. There were 80 simulations with these agents: [‘job\\napplicant’, ‘employer’].\\n56\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 57, 'text': 'Figure A.7: Fitted SCM with interaction terms for “3 bidders participating in an\\nauction for a piece of art starting at fifty dollars.”\\nfinal-art-price\\nµ = 186.53\\nσ2 = 3867.92\\nbid1-max-budget\\n-x-\\nbid2-max-budg\\nµ = 40000.00\\nσ2 = 900000000.00\\nbid1-max-budget\\nµ = 200.00\\nσ2 = 10000.00\\nbid2-max-budg\\n-x-\\nbid3-max-budg\\nµ = 40000.00\\nσ2 = 900000000.00\\nbid3-max-budg\\nµ = 200.00\\nσ2 = 10000.00\\nbid1-max-budget\\n-x-\\nbid3-max-budg\\nµ = 40000.00\\nσ2 = 900000000.00\\nbid2-max-budg\\nµ = 200.00\\nσ2 = 10000.00\\n0.136\\n(0.044)\\n0.120\\n(0.044)\\n0.171\\n(0.044)\\n0.001\\n(0.000)\\n0.000\\n(0.000)\\n0.000\\n(0.000)\\nNotes: Each variable is given with its mean and variance. The edges are labeled with their unstan-\\ndardized path estimate and standard error. There were 343 simulations with these agents: [‘bidder\\n1’, ‘bidder 2’, ‘bidder 3’, ‘auctioneer’].\\n57\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 58, 'text': 'Table A.1: GPT-4’s predictions for the path estimates for the experiments in\\nSection 3 at temperature 0.\\nScenario\\n(Outcome)\\nExogenous\\nVariable\\nPath\\nEstimate\\n(SE)\\nGPT-4\\nGuess\\nTwo-\\ntailed\\nT-Test\\nGPT-4\\nSign\\nCorrect\\n| Predicted\\nExperiment|\\nEstimates\\nMug\\nBargaining\\n(Deal Made)\\nBuyer’s\\nBudget\\n0.037*\\n(0.003)\\n0.05*\\np < 0.001\\nYes\\n1.35\\nSeller’s Min\\nPrice\\n-0.035*\\n(0.002)\\n-0.07*\\np < 0.001\\nYes\\n2.00\\nSeller’s\\nAttachment\\n-0.025*\\n(0.012)\\n0.02\\np < 0.001\\nNo\\n0.80\\nArt Auction\\n(Final Price)\\nBidder 1\\nBudget\\n0.35*\\n(0.015)\\n0.5*\\np < 0.001\\nYes\\n1.43\\nBidder 2\\nValuation\\n0.29*\\n(0.015)\\n0.5*\\np < 0.001\\nYes\\n1.72\\nBidder 3\\nValuation\\n0.31*\\n(0.015 )\\n0.5*\\np < 0.001\\nYes\\n1.610\\nBail Hearing\\n(Bail\\nAmount)\\nDefendant’s\\nPrevious\\nConvictions\\n521.53*\\n(206.567)\\n5000*\\np < 0.001\\nYes\\n9.59\\nJudge Cases\\nThat Day\\n-74.632\\n(109.263)\\n-200\\np = 0.252\\nYes\\n2.68\\nDefendant’s\\nRemorse\\n-1153.061\\n(603.325)\\n-3000*\\np = 0.002\\nYes\\n2.60\\nLawyer\\nInterview\\n(Gets Job)\\nPassed Bar\\n0.750*\\n(0.068)\\n0.6*\\np = 0.03\\nYes\\n0.80\\nInterviewer\\nFriendliness\\n-0.002\\n(0.005)\\n0.2\\np < 0.001\\nNo\\n100.00\\nApplicant’s\\nHeight\\n0.003\\n(0.003)\\n0.1\\np < 0.001\\nYes\\n33.33\\nNotes: The table provides GPT-4’s prediction for the path estimate for each experiment in Section 3\\nFrom left to right, column 1 provides the scenario and outcome, column 2 provides the causal variable\\nname, column 3 the path estimate and its standard error, and column 4 shows the LLM’s prediction\\nfor the path estimate and whether it was predicted to be statistically significant. Column 5 gives\\nthe p-value of a two-tailed t-test comparing the predictions to the results, column 6 is whether the\\npredicted sign of the estimate was correct, and column 7 is the magnitude of the difference between\\nthe predicted and actual estimate.\\n58\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 59, 'text': 'Table A.2: GPT-4’s predictions for the path estimates for the experiments in\\nSection 3 at temperature 1.\\nScenario\\n(Outcome)\\nExogenous\\nVariable\\nPath\\nEstimate\\n(SE)\\nGPT-4\\nGuess\\nTwo-\\ntailed\\nT-Test\\nGPT-4\\nSign\\nCorrect\\n(SE)\\n| Predicted\\nExperiment|\\nEstimates\\nMug\\nBargaining\\n(Deal Made)\\nBuyer’s\\nBudget\\n0.037*\\n(0.003)\\n0.117*\\n(0.016)\\np < 0.001\\nYes\\n3.16\\nSeller’s Min\\nPrice\\n-0.035*\\n(0.002)\\n0.008*\\n(0.018)\\np = 0.019\\nNo\\n0.23\\nSeller’s\\nAttachment\\n-0.025*\\n(0.012)\\n0.062\\n(0.013)\\np < 0.001\\nNo\\n2.48\\nArt Auction\\n(Final Price)\\nBidder 1\\nBudget\\n0.35*\\n(0.015)\\n1.279*\\n(0.501)\\np = 0.064\\nYes\\n3.65\\nBidder 2\\nValuation\\n0.29*\\n(0.015)\\n1.263*\\n(0.501)\\np = 0.053\\nYes\\n4.36\\nBidder 3\\nValuation\\n0.31*\\n(0.015 )\\n1.269*\\n(0.501)\\np = 0.056\\nYes\\n4.09\\nBail Hearing\\n(Bail\\nAmount)\\nDefendant’s\\nPrevious\\nConvictions\\n521.53*\\n(206.567)\\n1785.192*\\n(157.347)\\np < 0.001\\nYes\\n3.42\\nJudge Cases\\nThat Day\\n-74.632\\n(109.263)\\n644.316*\\n(79.919)\\np < 0.001\\nNo\\n8.63\\nDefendant’s\\nRemorse\\n-1153.061\\n(603.325)\\n-879.945*\\n(92.700)\\np = 0.09\\nYes\\n0.76\\nLawyer\\nInterview\\n(Gets Job)\\nPassed Bar\\n0.750*\\n(0.068)\\n0.408*\\n(0.018)\\np = 0.998\\nYes\\n0.54\\nInterviewer\\nFriendliness\\n-0.002\\n(0.005)\\n0.236*\\n(0.015)\\np = 0.999\\nNo\\n118\\nApplicant’s\\nHeight\\n0.003\\n(0.003)\\n0.108\\n(0.009)\\np = 0.999\\nYes\\n36\\nNotes: The table provides GPT-4’s prediction for the path estimate for each experiment in Section 3\\nEach prediction is the average of 100 prompts at temperature 1. From left to right, column 1 provides\\nthe scenario and outcome, column 2 provides the causal variable name, column 3 the path estimate\\nand its standard error, and column 4 shows the LLM’s average prediction for the path estimate\\nand whether it was predicted to be statistically significant more than 50% of the time. The given\\nstandard error is for the mean of the predictions, not the LLM’s prediction for the standard error.\\nColumn 5 gives the p-value of a two-tailed t-test comparing the average prediction to the results,\\ncolumn 6 is whether the predicted sign of the estimate was correct more than 50% of the time, and\\ncolumn 7 is the magnitude of the difference between the predicted and actual estimate.\\n59\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 60, 'text': 'Figure A.8: Fitted SCM for auction with bidder’s reservation prices and second\\nhighest bid as exogenous variables.\\nfinal-art-price\\nµ = 186.53\\nσ2 = 3867.92\\nbid1-max-budget\\nµ = 200.00\\nσ2 = 10000.00\\nbid2-max-budg\\nµ = 200.00\\nσ2 = 10000.00\\nbid3-max-budg\\nµ = 200.00\\nσ2 = 10000.00\\n2nd-highest-budget\\nµ = 180.99\\nσ2 = 4565.99\\n0.047\\n(0.009)\\n0.039\\n(0.008)\\n0.03\\n(0.009)\\nfinal-art-price\\nµ = 186.53\\nσ2 = 3867.92\\n0.826\\n(0.018)\\nNotes: Each variable is given with its mean and variance. The edges are labeled with their unstan-\\ndardized path estimate and standard error. There were 343 simulations with these agents: [‘bidder\\n1’, ‘bidder 2’, ‘bidder 3’, ‘auctioneer’].\\nFigure A.9: Fitted SCM for auction and second highest bid as exogenous variables.\\nfinal-art-price\\nµ = 186.53\\nσ2 = 3867.92\\n2nd-highest-budget\\nµ = 180.99\\nσ2 = 4565.99\\n0.912\\n(0.009)\\nNotes: Each variable is given with its mean and variance. The edges are labeled with their unstan-\\ndardized path estimate and standard error. There were 343 simulations with these agents: [‘bidder\\n1’, ‘bidder 2’, ‘bidder 3’, ‘auctioneer’].\\n60\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 61, 'text': 'Figure A.10: Comparison of the LLM’s predictions to the theoretical predictions\\nand all experimental results for the auction scenario.\\nBidder 3\\nReservation:\\n 50\\nBidder 3\\nReservation:\\n 100\\nBidder 3\\nReservation:\\n 150\\nBidder 3\\nReservation:\\n 200\\nBidder 3\\nReservation:\\n 250\\nBidder 3\\nReservation:\\n 300\\nBidder 3\\nReservation:\\n 350\\nBidder 2\\nReservation:\\n 350\\nBidder 2\\nReservation:\\n 300\\nBidder 2\\nReservation:\\n 250\\nBidder 2\\nReservation:\\n 200\\nBidder 2\\nReservation:\\n 150\\nBidder 2\\nReservation:\\n 100\\nBidder 2\\nReservation:\\n 50\\n100 200 300\\n100 200 300\\n100 200 300\\n100 200 300\\n100 200 300\\n100 200 300\\n100 200 300\\n100\\n200\\n300\\n100\\n200\\n300\\n100\\n200\\n300\\n100\\n200\\n300\\n100\\n200\\n300\\n100\\n200\\n300\\n100\\n200\\n300\\nBidder 1\\nReservation Price\\nFinal Clearing Price\\nAuction Theory\\nPredict yi | β^\\nPredict yi\\nExperiment\\nNotes: The columns correspond to the different reservation values for bidder 3 in a given simulation,\\nand the rows correspond to the different reservation values for bidder 2. The y-axis is the clearing\\nprice, and the x-axis lists bidder 1’s reservation price. The black triangles track the observed clearing\\nprice in each simulated experiment, the black line shows the predictions made by auction theory\\n(MSET heory = 128), the blue line indicates the LLM’s predictions without the fitted SCM—the\\npredict-yi task (MSEyi = 8628), and the red curve is the LLM’s predictions with the fitted SCM—\\nthe predict-yi|ˆβ−i task (MSEyi| ˆβ−i = 1505).\\n61\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 62, 'text': 'Figure A.11: Prompt used to elicity LLM predictions for the Predict-ˆβ task.\\nI have just run an experiment to estimate the paths in the SCM from the\\nTIKZ diagram below, which is delineated by triple backticks.\\nWe ran the\\nexperiment on multiple instances of GPT-4, once for each combination of the\\ndifferent “Attribute Treatments” in the accompanying table. This table also\\nincludes information about the variables and the individual agents involved in\\nthe scenario. Your task is to predict the point estimates for the paths in the\\nSCMs as accurately as possible based on the experiments. You can see the\\nsummary statistics of the treatment variables below each variable name in the\\nTikz Diagram. We want to know how good you are at predicting the outcomes\\nof experiments run on you. Make sure you consider the correct units for both\\nthe cause and the outcome for each path. Please output your answer in the\\nfollowing form and do not include any other text: {’predictions’: dictionary of\\npoint estimate predictions for each path} {’sig’: dictionary of whether or not\\neach path is significant} ‘‘‘Figure X and Table X’’’\\nNotes: For each experiment, we input the accompanying table and the TIKZ diagram into the LLM\\nbetween the triple backticks. For example, for the bargaining scenario, these are Figure 2b and\\nTable 2a.\\n62\\n'}), Scenario({'filename': 'tmpatssefoa.pdf', 'page': 63, 'text': 'Table A.3: Example of the information generated for each variable in an SCM.\\nInformation Type\\nDeal Occurred\\n(Endogenous)\\nBuyer’s Budget\\n(Exogenous)\\nSeller’s Attachment\\n(Exogenous)\\nOperationalization\\n1 if a deal\\noccurs, 0\\notherwise\\nMax amount the\\nbuyer will\\nspend\\nSeller’s emotional\\nattachment level\\non a scale\\nVariable Type\\nBinary\\nContinuous\\nOrdinal\\nUnits\\nBinary\\nDollars\\nLevels of\\nattachment\\nLevels\\n{0, 1}\\n{$0-$5, ...,\\n$40+}\\n{Low, ..., High}\\nExplicit\\nMeasurement\\nQuestions\\nBuyer:\\n‘‘Did\\na deal\\noccur?’’\\n-\\n-\\nData Aggregation\\nMethod\\nSingle Value\\n-\\n-\\nScenario or\\nIndividual\\n-\\nIndividual\\nIndividual\\nVaried Attribute\\nProxies\\n-\\n‘‘Your budget’’\\n‘‘Your attachment\\nlevel’’\\nAttribute\\nTreatments\\n-\\n{$3, ..., $45}\\n{no attachment,\\n...,\\nextreme attachment}\\nNotes: Each row shows a different piece of information generated for the variables in the SCM.\\nThe first column represents the type of information, the second column represents the information\\nfor the endogenous variable, and the third and fourth columns represent the information for the\\nexogenous variables. This is example information based on the SCM in Figure A.3a.\\n63\\n'})])" + "ScenarioList([Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 1, 'text': 'Automated Social Science:\\nLanguage Models as Scientist and Subjects∗\\nBenjamin S. Manning†\\nMIT\\nKehang Zhu†\\nHarvard\\nJohn J. Horton\\nMIT & NBER\\nApril 26, 2024\\nAbstract\\nWe present an approach for automatically generating and testing, in silico,\\nsocial scientific hypotheses. This automation is made possible by recent ad-\\nvances in large language models (LLM), but the key feature of the approach\\nis the use of structural causal models. Structural causal models provide a lan-\\nguage to state hypotheses, a blueprint for constructing LLM-based agents, an\\nexperimental design, and a plan for data analysis. The fitted structural causal\\nmodel becomes an object available for prediction or the planning of follow-on\\nexperiments. We demonstrate the approach with several scenarios: a nego-\\ntiation, a bail hearing, a job interview, and an auction. In each case, causal\\nrelationships are both proposed and tested by the system, finding evidence\\nfor some and not others. We provide evidence that the insights from these\\nsimulations of social interactions are not available to the LLM purely through\\ndirect elicitation. When given its proposed structural causal model for each\\nscenario, the LLM is good at predicting the signs of estimated effects, but\\nit cannot reliably predict the magnitudes of those estimates. In the auction\\nexperiment, the in silico simulation results closely match the predictions of\\nauction theory, but elicited predictions of the clearing prices from the LLM\\nare inaccurate. However, the LLM’s predictions are dramatically improved if\\nthe model can condition on the fitted structural causal model. In short, the\\nLLM knows more than it can (immediately) tell.\\n∗Thanks to generous support from Drew Houston and his AI for Augmentation and Productivity\\nseed grant. Thanks to Jordan Ellenberg, Benjamin Lira Luttges, David Holtz, Bruce Sacerdote,\\nPaul R¨ottger, Mohammed Alsobay, Ray Duch, Matt Schwartz, David Autor, and Dean Eckles\\nfor their helpful feedback. Author’s contact information, code, and data are currently or will be\\navailable at http://www.benjaminmanning.io/.\\n†Both authors contributed equally to this work.\\n1\\narXiv:2404.11794v2 [econ.GN] 25 Apr 2024\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 2, 'text': '1\\nIntroduction\\nThere is much work on efficiently estimating econometric models of human behavior\\nbut comparatively little work on efficiently generating and testing those models to\\nestimate. Previously, developing such models and hypotheses to test was exclusively\\na human task. This is changing as researchers have begun to explore automated\\nhypothesis generation through the use of machine learning.1 But even with novel\\nmachine-generated hypotheses, there is still the problem of testing.\\nA potential\\nsolution is simulation. Researchers have shown that Large Language Models (LLM)\\ncan simulate humans as experimental subjects with surprising degrees of realism.2\\nTo the extent that these simulation results carry over to human subjects in out-of-\\nsample tasks, they provide another option for testing (Horton, 2023). In this paper,\\nwe combine these ideas—automated hypothesis generation and automated in silico\\nhypothesis testing—by using LLMs for both purposes. We demonstrate that such\\nautomation is possible. We evaluate the approach by comparing results to a setting\\nwhere the real-world predictions are well known and test to see if an LLM can be\\nused to generate information that it cannot access through direct elicitation.\\nThe key innovation in our approach is the use of structural causal models to orga-\\nnize the research process. Structural causal models are mathematical representations\\nof cause and effect (Pearl, 2009b; Wright, 1934) and have long offered a language\\nfor expressing hypotheses.3 What is novel in our paper is the use of these models\\nas a blueprint for the design of agents and experiments. In short, each explanatory\\nvariable describes something about a person or scenario that has to vary for the effect\\nto be identified, so the system “knows” it needs to generate agents or scenarios that\\n1A few examples include generative adversarial networks to formulate new hypotheses (Ludwig\\nand Mullainathan, 2023), algorithms to find anomalies in formal theories (Mullainathan and Ram-\\nbachan, 2023), reinforcement learning to propose tax policies (Zheng et al., 2022), random forests\\nto identify heterogenous treatment effects (Wager and Athey, 2018), and several others (Buyalskaya\\net al., 2023; Cai et al., 2023; Enke and Shubatt, 2023; Girotra et al., 2023; Peterson et al., 2021).\\n2(Aher et al., 2023; Argyle et al., 2023; Bakker et al., 2022; Binz and Schulz, 2023b; Brand et\\nal., 2023; Bubeck et al., 2023; Fish et al., 2023; Mei et al., 2024; Park et al., 2023)\\n3In an unfortunate clash of naming conventions, some disciplines have alternative definitions\\nfor the term “structural” when discussing formal models. Here, structural does not refer to the\\ndefinition traditionally used in economics. See Appendix B for a more detailed explanation.\\n2\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 3, 'text': 'vary on that dimension—a straightforward transition from stated theory to experi-\\nmental design and data generation. Furthermore, the structural causal model offers\\na pre-specified plan for estimation (Haavelmo, 1943, 1944; J¨oreskog, 1970).\\nWe built an open-source computational system implementing this structural causal\\nmodel-based approach. The system can automatically generate hypotheses, design\\nexperiments, run those experiments on independent LLM-powered agents, and ana-\\nlyze the results. We use this system to explore several social scenarios: (1) two people\\nbargaining over a mug, (2) a bail hearing for tax fraud, (3) a lawyer interviewing\\nfor a job, and (4) an open ascending price auction with private values for a piece\\nof art. We allow the system to propose the hypotheses for the first two scenarios\\nand then run the experimental simulations without intervention. For (3) and (4),\\nwe demonstrate the system’s ability to accommodate human input at any point by\\nselecting the hypotheses ourselves and editing some of the agents, but otherwise, we\\nallow the system to proceed autonomously.\\nThough yet to be optimized for novelty, the system formulates and tests multiple\\nfalsifiable hypotheses—from which it generates several findings. The probability of\\na deal increased as the seller’s sentimental attachment to the mug decreased, and\\nboth the buyer’s and the seller’s reservation prices mattered. A remorseful defendant\\nwas granted lower bail but was not so fortunate if his criminal history was exten-\\nsive. However, the judge’s case count before the hearing—which was hypothesized\\nto matter—did not affect the final bail amount. The candidate passing the bar exam\\nwas the only important factor in her getting the job. Neither the candidate’s height\\nnor the interviewer’s friendliness affected the outcome.\\nThe auction scenario is particularly illuminating. An increase in the bidders’\\nreservation prices caused an increase in the clearing price, a clearing price that is\\nalways close to the second-highest reservation amongst the bidders. These simula-\\ntion results closely match the theory (Maskin and Riley, 1985) and what has been\\nobserved empirically (Athey et al., 2011).\\nNone of the findings from the system’s experiments are “counterintuitive,” but\\nit is important to emphasize they were the result of empiricism, not just model\\nintrospection.\\nHowever, this does raise the question of whether the simulations\\n3\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 4, 'text': 'are even necessary.4\\nInstead of simulation, could an LLM simply do a “thought\\nexperiment” about the proposed in silico experiment and achieve the same insight?\\nTo test this idea, we describe the experiments that will be simulated and ask the\\nLLM to predict the results—both the path estimates and point predictions. The\\npath estimates being the coefficients in the linear structural causal model. To make\\nthis concrete, suppose we had the simple linear model y = Xβ to describe some\\nscenario, and we ran an experiment to estimate ˆβ. We describe the scenario and the\\nexperiment to the LLM and ask it to predict yi given a particular Xi (a “predict-yi”\\ntask). Separately, we ask it to predict ˆβ (a “predict-ˆβ” task). Later, we examine\\nhow the LLM does on the predict-yi task when it has access to the fitted structural\\ncausal model (i.e., ˆβ).\\nIn the predict-yi task, we prompt the LLM to predict the outcome yi given each\\npossible combination of the Xi’s from the auction experiment. Direct elicitation of\\nthe predictions for yi in the auction experiment is wildly inaccurate. The predictions\\nare even further from the theory than the empirical results.\\nIn the predict-ˆβ task, the LLM is asked to predict the fitted structural causal\\nmodel’s path estimates for all four experiments, provided with contextual information\\nabout each scenario. On average, the LLM predicts the path estimates are 13.2 times\\nlarger than the experimental results. Its predictions are overestimates for 10 out of\\n12 of the paths, although they are generally in the correct direction.\\nWe repeat the predict-yi task, but this time, we provide the LLM with the ex-\\nperimental path estimates. For each Xi, we fit the structural causal model using\\nall but the ith observation and then ask the LLM to predict yi given Xi and this\\nfitted model. In this “predict-yi|ˆβ−i” task, the predictions are far better than in the\\npredict-yi task without the fitted model. The mean squared error is six times lower,\\nand the predictions are much closer to those made by the theory, but they are still\\nfurther from the theory than they are to the simulations.\\nWe design and implement an approach to automated social science because LLMs\\npossess latent information about human behavior that can be systematically explored\\nand extracted (Burns et al., 2023; Scherrer et al., 2024). These models are trained to\\n4Performing these experiments required a substantial software infrastructure.\\n4\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 5, 'text': 'predict the next token in a sequence of text from a massive human-generated corpus.\\nFrom this straightforward objective, the models develop a remarkably sophisticated\\nmodel of the world, at least as captured in text (Bubeck et al., 2023; Gurnee and\\nTegmark, 2023; Patel and Pavlick, 2021). And while there are many situations where\\nLLMs are imperfect proxies for humans (Cheng et al., 2023; Santurkar et al., 2023),\\nthere is also a growing body of work demonstrating that experiments with LLMs as\\nsubjects can predict human behavior in never-before-seen tasks (Binz and Schulz,\\n2023a; Li et al., 2024). Rapid and automated exploration of these models’ behavior\\ncould be a powerful tool to efficiently generate new insights about humans. Our\\ncontribution is to demonstrate that it is possible to create such a tool: a system that\\ncan simulate the entire social scientific process without human input at any step.\\nThe remainder of this paper is structured as follows: Section 2 provides an\\noverview of the system. Section 3 provides some results generated using our system.\\nSection 4 explores an LLM’s capacity to predict the results in Section 3. Section\\n5 discusses the advantages of using SCMs over other methods for studying causal\\nrelationships in simulations of social interactions. The paper concludes in Section 6.\\n2\\nOverview of the system\\nTo perform this automated social science, we needed to build a system. The system\\nintentionally mirrors the experimental social scientific process. These steps are, in\\nbroad strokes:\\n1. Social scientists start by selecting a topic or domain to study (e.g., misinfor-\\nmation, auctions, bargaining, etc).\\n2. Within the domain, they identify interesting outcomes and some causes that\\nmight affect the outcomes. These variables and their proposed relationships\\nare the hypotheses.\\n3. They design an experiment to test these hypotheses by inducing variation in\\nthe causes and measuring the outcomes.\\n5\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 6, 'text': '4. After designing the experiment, social scientists determine how they will ana-\\nlyze the data in a pre-analysis plan.\\n5. Next, they recruit participants, run the experiment, and collect the data.\\n6. Finally, they analyze the data per the pre-analysis plan to estimate the rela-\\ntionships between the proposed causes and outcomes.\\nWhile any given social scientist might not follow this sequence exactly, whatever\\ntheir approach may be, the first two steps should always guide the later steps—the\\ndevelopment of the hypothesis guides the experimental design and model estimation.\\nOf course, many social scientists must often omit steps 3-5 when a controlled exper-\\niment is not possible, but they typically have some notion of the experiment they\\nwould like to run.\\nTo build our system, we formalized a sequence of these steps analogous to those\\nlisted above. The system executes them autonomously. Since the system uses AI\\nagents instead of human subjects, it can always design and execute an experiment.\\nStructural causal models (SCM) are essential to the design of the system because\\nthey make unambiguous causal statements, which allow for unambiguous estimation\\nand experimental design.5 Algorithms can determine precisely which variables must\\nbe exogenously manipulated to identify the effect of a given cause (Pearl, 2009b). If\\nthe first two steps in the social scientific process are building the SCM, the last four\\ncan be directly determined subject to the SCM. Such precision makes automation\\npossible as the system only relies on a few key early decisions. Otherwise, the space\\nof possible choices for the latter steps would explode, making automation infeasible.\\nThe system is implemented in Python and uses GPT-4 for all LLM queries.\\nIts decisions are editable at every step.\\nThe overview in this section is a high-\\nlevel description of the system, but there are many more specific design choices and\\nprogramming details in Appendix A. For the purposes of most readers, the high-\\n5We use simple linear SCMs unless stated otherwise. This assumption is not necessarily correct\\nbut offers an unequivocal starting point to generate hypotheses. Functional assumptions can be\\ntested by comparing fitted SCMs with various forms using data generated from a known causal\\nstructure. Section B in the appendix provides a more detailed explanation of SCMs.\\n6\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 7, 'text': 'level overview should be sufficient to understand the system’s process, the results we\\npresent in Section 3, and the additional analyses in Sections 4 and 5.\\nThe system takes as input some scenario of social scientific interest: a negotia-\\ntion, a bail decision, a job interview, an auction, and so on. Starting with (1) this\\ninput, the system (2) generates outcomes of interest and their potential causes, (3)\\ncreates agents that vary on the exogenous dimensions of said causes, (4) designs an\\nexperiment, (5) executes the experiment with LLM-powered agents simulating hu-\\nmans, (6) surveys the agents to measure the outcomes, (7) analyzes the results of\\nthe experiment to assess the hypotheses, which can be used to plan a follow-on ex-\\nperiment. Figure 1 illustrates these steps, and we will briefly explore each in greater\\ndepth.\\nFigure 1: An overview of the automated system.\\nNotes: Each step in the process corresponds to an analogous step in the social scientific process as\\ndone by humans. The development of the hypothesis guides the experimental design, execution, and\\nmodel estimation. Researchers can edit the system’s decisions at any step in the process.\\nThe first step is to generate hypotheses as SCMs based on the social scenario, the\\nscenario being the only necessary input to the system. This is done by querying an\\n7\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 8, 'text': 'LLM for the relevant agents and then interesting outcomes, their potential causes,\\nand methods to operationalize and measure both.6\\nWe use Typewriter text to\\nindicate example output from the system. Suppose the social scenario is “two people\\nbargaining over a mug.” The LLM may generate whether a deal occurs for the\\nmug as an outcome, and operationalizes the outcome as a binary variable with\\na ‘‘1’’ when a deal occurs and a ‘‘0’’ when it does not.\\nIt then gener-\\nates potential exogenous causes and their operationalizations: the buyer’s budget,\\nwhich is operationalized as the buyer’s willingness to pay in dollars. The\\nsystem takes each of these variables, constructs an SCM (see the second step in Fig-\\nure 1), and stores the relevant information about the operationalizations associated\\nwith each variable.78 From this point on, the SCM serves as a blueprint for the rest\\nof the process, namely the automatic instantiation of agents, their interaction, and\\nthe estimation of the linear paths.\\nThe second step is to construct the relevant agents—the Buyer and the Seller\\nin Figure 1, step 3. By “construct,” we mean that the system prompts indepen-\\ndent LLMs to be people with sets of attributes. These attributes are the exogenous\\ndimensions of the SCM, dimensions that are varied in each simulation. I.e., the dif-\\nferent experimental conditions. For the current scenario, a Budget is provided to the\\nbuyer that can take on values of {$5, $10, $20, $40}. By simulating interactions\\nof agents that vary on the exogenous dimensions of the SCM, the data generated can\\nbe used to fit the SCM.\\nNext, the system generates survey questions to gather data about the outcomes\\n6When we say “query an LLM,” we mean this literally. We have written a prompt that the\\nsystem provides to an LLM with the scenario.\\nFor example, the prompt used to generate the\\nrelevant agents is: In the following scenario: “{scenario}”, who are the individual human agents in\\na simple simulation of this scenario? Where “{scenario}” is replaced with the scenario of interest.\\nThe LLM then returns a list of agents, which are stored in the system and can be used in follow-on\\nprompts, prompts that generate things like the outcomes and proposed causes. The system contains\\nover 50 pre-written scenario-neutral prompts to gather all the information needed to generate the\\nSCM, run the experiment, and analyze the results.\\n7The system generates several other pieces of information about each variable, which help guide\\nthe experimental design and data analysis. See Appendix A for further details.\\n8The graph in the second step of Figure 1 is a directed acyclic graph (DAG). For convenience,\\nwe will use DAGs to represent SCMs throughout the paper and assume they imply a simple linear\\nmodel unless stated otherwise.\\n8\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 9, 'text': 'from the agents automatically once each simulation is complete. An LLM can easily\\ngenerate these questions when provided with information about the variables in the\\nSCM (e.g., asking the buyer, “Did a deal happen?”). All LLM-powered agents in\\nour system have “memory.” They store what happened during the simulation in\\ntext, making it easy to ask them questions about what happened.\\nFourth, the system determines how the agents should interact. LLMs are designed\\nto generate text in sequence. Since independent LLMs power each agent, one agent\\nmust finish speaking before the next begins. This necessitates a turn-taking protocol\\nto simulate the conversation. We programmed a menu of six ordering protocols,\\nfrom which an LLM is queried to select the most appropriate for a given scenario.\\nWe describe each protocol in Appendix A, and they are presented in Figure A.2,\\nbut in our bargaining scenario with two agents, there are only two possible ways for\\nthe agents to alternate speaking. In this case, the system selects: speaking order:\\n(1) Buyer, (2) Seller, (step 4, Figure 1). The speaking order can be flexible in\\nmore complex simulations with more agents, such as an auction or a bail hearing.\\nNow, the system runs the experiment. The conditions are simulated in parallel\\n(step 5 in Figure 1), each with a different value for the exogenous dimensions of the\\nSCM—the possible budgets for the buyer.\\nThe system must also determine when to stop the simulations. There is no obvious\\nrule for when a conversation should end.\\nLike the halting problem in computer\\nscience—it is impossible to write a universal algorithm that can determine whether\\na given program will complete (Turing, 1937)—such a rule for conversations does\\nnot exist. We set two stopping conditions for the simulations. After each agent\\nspeaks in a simulation, an external LLM is prompted with the transcript of the\\nconversation and asked if the conversation should continue. If yes, the next agent\\nspeaks; otherwise, the simulation ends. Additionally, we limit the total number of\\nagent statements to twenty. One could imagine doing something more sophisticated\\nboth with the social interactions and the stopping conditions in the future. This\\nis even a place for possible experimentation as the structure of social interactions\\ncan impact various outcomes of interest (Jahani et al., 2023; Rajkumar et al., 2022;\\nSacerdote, 2001).\\n9\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 10, 'text': 'Finally, the system gathers the data for analysis. Outcomes are measured by\\nasking the agents the survey questions (Figure 1, step 6) as determined before the\\nexperiment. The data is then used to estimate the linear SCM. For our negotiation,\\nthat would be a simple linear model with a single path estimate (i.e., linear coef-\\nficient) for the effect of the buyer’s budget on the probability of a deal—the final\\nstep in Figure 1. Note that an SCM specifies, ex-ante, the exact statistical analyses\\nto be conducted after the experiment—akin to a pre-analysis plan. This step of the\\nsystem’s process is, therefore, mechanical.\\nThe system, as outlined, is automated from start to finish—the SCM and its\\naccompanying metadata serve as a blueprint for the rest of the process. Once there\\nis a fitted SCM, this process can be repeated. Although we have not automated\\nthe transition from one experiment to the next, the system can generate new causal\\nvariables, induce variations, and run another experiment based on the results of the\\nfirst.\\n3\\nResults of experiments\\nWe present results for four social scenarios explored using the system. In the first two\\nscenarios, our involvement in the system’s process was restricted to entering the de-\\nscription of the scenario and then the entire process was automated. In the third and\\nfourth scenarios, we selected the hypotheses and edited some of the agents, but the\\nsystem designed and executed the experiments. We intervened in the latter scenarios\\nnot because the system is incapable of simulating these scenarios autonomously, but\\nto demonstrate the system’s capacity to accommodate human input at any point\\nwhile still generating exciting results.\\n3.1\\nBargaining over a mug\\nWe first use the system to simulate “two people bargaining over a mug”—this phrase\\nbeing in quotes because it was the only input needed for the system to simulate the\\nfollowing process. The system selected a buyer and seller as the relevant agents,\\n10\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 11, 'text': 'the outcome as whether a deal occurs, and the buyer’s budget, the seller’s mini-\\nmum acceptable price, and the seller’s emotional attachment to the mug as potential\\ncauses.\\nTable 2a provides the information generated by the system about the SCM and\\nthe experimental design. The topmost row, simulation details, provides high-level\\ninformation about the structure of the simulation.\\nThe remaining rows provide\\ninformation about the variables in the SCM and how they were operationalized. The\\nsystem automatically generated all this information by iteratively querying the LLM.\\nThe three exogenous variables were operationalized as the buyer’s budget in dol-\\nlars, the seller’s minimum acceptable price in dollars, and the seller’s emotional\\nattachment as an ordinal scale from “no emotional attachment” to “extreme emo-\\ntional attachment.” The system chose nine values (the “Attribute Treatments” in\\nTable 2a) to vary for each of the first two causes and five for the seller’s feelings of\\nlove towards the mug (one for each level of the scale). This led to 9 × 9 × 5 = 405\\nexperimental runs of the simulated conversation between the buyer and seller.\\nFigure 2b provides the fitted SCM. The outcome variable is given with its mean\\nand variance. The raw path estimates and their standard errors are shown on the\\narrows. For ordinal variables (e.g., the seller’s feelings of love), we treat the levels as\\nnumerical values. The buyer and seller reached a deal for the mug in half of the sim-\\nulations, and all three causes had a statistically significant effect on the probability\\nof a deal.\\nA one-dollar increase in the buyer’s budget caused an average increase of 3.7\\npercentage points in the probability of a deal (ˆβ* = 0.51, p < 0.001).9 A one-dollar\\nincrease in the seller’s minimum acceptable price caused an average decrease of 3.5\\npercentage points in the probability of a deal occurring (ˆβ* = −0.49, p < 0.001).\\nFinally, a one-unit increase in the ordinal scale of the seller’s love for the mug, such\\nas going from moderate emotional attachment to high emotional attachment, caused\\nan average decrease of 2.5 percentage points in the probability of a deal (ˆβ* = −0.07,\\np = 0.044).\\n9We report standardized effect size estimates with ˆβ*. Standardized effect sizes being “a one\\nstandard deviation increase in X causes a ˆβ* standard deviation increase in Y.”\\n11\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 12, 'text': 'Figure 2: Experimental design and fitted SCM for “two people bargaining over a\\nmug.”\\nSIMULATION DETAILS\\nAgents: Buyer, Seller\\nSimulations Run: 9 × 9 × 5 = 405\\nSpeaking Order: Buyer, Seller, Buyer, ...repeat\\nVARIABLE INFORMATION\\nWhether or not a deal occurs\\nMeasurement\\nQuestion:\\ncoordinator:\\n“Did the\\nbuyer and seller explicitly agree on the price of the mug\\nduring their interaction?”\\nVariable Type: Binary\\nBuyer’s Budget\\nAttribute Treatments: [‘3’, ‘6’, ‘7’, ‘8’, ‘10’, ‘13’,\\n‘18’, ‘20’, ‘25’]\\nProxy Attribute: Your budget for the mug\\nVariable Type: Continuous\\nSeller’s minimum acceptable price\\nAttribute Treatments: [‘3’, ‘5’, ‘7’, ‘8’, ‘10’, ‘13’,\\n‘18’, ‘20’, ‘25’]\\nProxy Attribute: Your minimum acceptable price for\\nthe mug\\nVariable Type: Continuous\\nSeller’s feelings of love towards the mug\\nAttribute Treatments: [‘no emotional attachment’,\\n‘slight emotional attachment’, ‘moderate emotional at-\\ntachment’, ‘high emotional attachment’, ‘extreme emo-\\ntional attachment’]\\nProxy Attribute: Your feelings of love for the mug\\nVariable Type: Ordinal\\n(a) Information for experimental design\\nDeal\\nOccurs\\nµ = 0.5\\nσ2 = 0.25\\nBuyer\\nBudget\\nSeller Min\\nSeller Love\\n0.037\\n(0.003)\\n-0.035\\n(0.002)\\n-0.025\\n(0.012)\\n(b) Fitted SCM\\nNotes: Figure 2a provides the information automatically generated by the system to execute the\\nexperiment for its proposed hypothesis. This includes the high level structure of the simulations,\\nhow the outcome is measured, and the treatment variations for each of the causes. The fitted SCM\\nin Figure 2b shows the results of the experiment. The outcome is given with its mean and variance.\\nThe edges are labeled with their unstandardized path estimate and standard error. We assume a\\nsimple linear model for the SCM, such that the above graph can also be written as DealOccurs =\\n0.037BuyerBudget −0.035MinPrice −0.025SellerLove.\\n12\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 13, 'text': '3.2\\nA bail hearing\\nNext, we explore “a judge is setting bail for a criminal defendant who committed\\n50,000 dollars in tax fraud.”\\nTable 3a shows that the system selected a judge,\\ndefendant, defense attorney, and prosecutor as the relevant agents. In this scenario,\\nthe system selected a more flexible interaction protocol than the one used in the\\nprevious experiment. The judge was chosen as a center agent and, in order, the\\nprosecutor, defense attorney, and defendant as the non-center agents. This means\\nthe judge spoke first in every simulation, alternating with the other agents: judge,\\nprosecutor, judge, defense attorney, judge, defendant, and so on. As described in\\nSection A.3, we call this the “center-ordered” interaction protocol.\\nFigure 3: Experimental design and fitted SCM for “a judge is setting bail for a\\ncriminal defendant who committed 50,000 dollars in tax fraud.”\\nSIMULATION DETAILS\\nAgents: Judge, Defendant, Defense attorney, Prosecutor\\nSimulations Run: 7 × 7 × 5 = 243\\nSpeaking Order: Judge, Prosecutor, Judge,\\nDefense Attorney, Judge, Defendant, ... repeat\\nVARIABLE INFORMATION\\nBail amount set by the judge\\nMeasurement Question: Judge: “What was the bail\\namount you set for the defendant?”\\nVariable Type: Continuous\\nDefendant’s criminal history\\nAttribute Treatments: [‘0’, ‘1’, ‘2’, ‘3’, ‘6’, ‘9’, ‘12’]\\nProxy Attribute: Number of your prior convictions\\nVariable Type: Count\\nPrior case count for judge that day\\nAttribute Treatments: [‘0’, ‘2’, ‘5’, ‘9’, ‘12’, ‘18’,\\n‘23’]\\nProxy Attribute: Number of cases you have already\\nheard today\\nVariable Type: Count\\nDefendant’s level of remorse\\nAttribute Treatments: [‘no expressed remorse’, ‘low\\nexpressed remorse’, ‘moderate expressed remorse’, ‘high\\nexpressed remorse’, ‘extreme expressed remorse’]\\nProxy Attribute: Your level of expressed remorse\\nVariable Type: Ordinal\\n(a) Information for experimental design\\nBail\\nAmount\\nµ =\\n54428.57\\nσ2 = 1.9e7\\nCriminal\\nHistory\\nJudge Case\\nCount\\nDefendant’s\\nRemorse\\n521.53\\n(206.567)\\n-74.632\\n(109.263)\\n-1153.061\\n(603.325)\\n(b) Fitted SCM\\nNotes: Figure 3a provides the information automatically generated by the system to execute the\\nexperiment for its proposed hypothesis. Figure 3b shows the fitted SCM from the experiment.\\n13\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 14, 'text': 'The system chose the outcome to be the final bail amount, and the three pro-\\nposed causes are the defendant’s criminal history, the number of cases the judge has\\nalready heard that day, and the defendant’s level of remorse. The number of cases\\nthe judge already heard that day and the defendant’s level of remorse are opera-\\ntionalized literally, as the count of cases the judge has heard and five ordinal levels\\nof possible outward expressions of remorsefulness. The defendant’s criminal history\\nis operationalized as the number of previous convictions.\\nIn the fitted SCM in Figure 3b, only the defendant’s criminal history had a\\nsignificant effect on the final bail amount with each additional conviction causing an\\naverage increase of $521.53 in bail (ˆβ* = 0.16, p = 0.012). It is unclear whether\\nthe defendant’s remorse affected the final bail amount. The effect size was small but\\nnon-trivial with borderline significance (ˆβ* = −0.12, and p = 0.056).\\nWhen we estimated the SCM with interactions, the interaction between the\\njudge’s case count and the defendant’s remorse was nontrivial (ˆβ* = −0.32, p =\\n0.047). In this specification (Figure A.5), none of the other interactions or the stand-\\nalone causes have a significant effect, including the defendant’s criminal history.\\n3.3\\nInterviewing for a job as a lawyer\\nIn our third simulated experiment, we chose the scenario “a person interviewing for\\na job as a lawyer.” The system determined that a job applicant and an employer\\nwere the agents. Unlike the previous simulations, we manually selected the variables\\nin the SCM. Table 4a shows that these were the employer’s hiring decision as the\\noutcome and whether the applicant passed the bar, the interviewer’s friendliness,\\nand the job applicant’s height as the potential causes.\\nThe system operationalized the causes as a binary variable for passing the bar,\\nthe job applicant’s height in centimeters, and the interviewer’s friendliness as the\\nproposed number of friendly phrases to use during the simulation. Since one of the\\ncauses is a binary variable, the only potential cause in all our scenarios of this type,\\nthe sample size for the experimental simulations of this scenario is smaller (n = 80).\\nBy default, the system runs a factorial experimental design for all proposed values\\n14\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 15, 'text': 'Figure 4: Experimental design and fitted SCM for “a person is interviewing for a\\njob as a lawyer.”\\nSIMULATION DETAILS\\nAgents: Interviewer, Job Applicant\\nSimulations Run: 2 × 5 × 8 = 405\\nSpeaking Order: Interviewer, Job Applicant,\\nInterviewer, ...repeat\\nVARIABLE INFORMATION\\nEmployer’s Decision\\nMeasurement Question: Employer: “Have you de-\\ncided to hire the job applicant?”\\nVariable Type: Binary\\nWhether Applicant Passed Exam\\nAttribute Treatments: [‘Passed’, ‘Not’]\\nProxy Attribute: Your bar exam status\\nVariable Type: Binary\\nInterviewer’s level of friendliness\\nAttribute Treatments: [‘2’, ‘7’, ‘12’, ‘17’, ‘22’]\\nProxy Attribute: Number of positive phrases to use\\nduring interview\\nVariable Type: Count\\nJob applicant’s height\\nAttribute Treatments:\\n[‘160’, ‘165’, ‘170’, ‘175’,\\n‘180’, ‘185’, ‘190’, ‘195’]\\nProxy Attribute: Your height in centimeters\\nVariable Type: Continous\\n(a) Information for experimental design\\nEmployer\\nDecision\\nµ = 0.62\\nσ2 = 0.24\\nPassed Bar\\nInterviewer\\nFriend-\\nliness\\nApplicant\\nHeight\\n0.75\\n(0.068)\\n-0.002\\n(0.005)\\n0.003\\n(0.003)\\n(b) Fitted SCM\\nNotes: Figure 4a provides the information automatically generated by the system to execute the\\nexperiment for the proposed hypothesis. Figure 4b shows the fitted SCM from the experiment.\\n15\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 16, 'text': 'of each cause. With only two possible values for the job applicant passing the bar\\n(as opposed to 5 varied treatment values for the interviewer’s friendliness and 8 for\\nthe applicant’s height), this limits the possible combinations of the causal variables\\nto 2 × 5 × 8 = 80. A researcher could run more simulations to increase the sample\\nsize if so desired.\\nWe can see in Figure 4b that only the applicant passing the bar has a clear causal\\neffect on whether the applicant gets the job. This is the largest standardized effect we\\nsee across the simulations in the four scenarios (ˆβ* = 0.78, p < 0.001). On average,\\nwhether or not the applicant passes the bar increases the probability she gets the job\\nby 75 percentage points. When we test for interactions, none are significant (Figure\\nA.6).\\n3.4\\nAn auction for a piece of art\\nFinally, we explored the scenario of “3 bidders participating in an auction for a piece\\nof art starting at fifty dollars.” Table 5a shows that the causes are each bidder’s\\nmaximum budget for the piece of art, and the outcome is the final price of the piece\\nof art—all of which we selected.\\nAll four variables are operationalized in dollars. To maintain symmetry in the\\nsimulations, we also manually selected the same proxy attribute for the three bidders:\\n“your maximum budget for the piece of art.”\\nEach bidder had the same seven\\npossible values for their attribute, leading to 73 = 343 simulations of the auction. It\\nis important to note that these budgets are private values. Unless a bidder publically\\nreveals their budget, the other bidders do not know what it is.\\nLike the tax fraud scenario, the system chose the center-ordered interaction pro-\\ntocol for these simulations. The auctioneer was selected as the central agent, and\\nthe other agents were bidder 1, bidder 2, and bidder 3, who alternated with the\\nauctioneer in that order.\\nFigure 5b provides the results.\\nAll three causal variables had a positive and\\nstatistically significant effect on the final price. A one-dollar increase in any of the\\nbidder’s budgets caused a $0.35, $0.29, and $0.31 increase in the final price for the\\n16\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 17, 'text': 'Figure 5: Experimental design and fitted SCM for “3 bidders participating in an\\nauction for a piece of art starting at fifty dollars.”\\nSIMULATION DETAILS\\nAgents: Bidder 1, Bidder 2, Bidder 3, Auctioneer\\nSimulations Run: 7 × 7 × 7 = 343\\nSpeaking Order: Auctioneer, Bidder 1, Auctioneer,\\nBidder 2, Auctioneer, Bidder 3, ... repeat\\nVARIABLE INFORMATION\\nFinal price\\nMeasurement Question:\\nAuctioneer:\\n“What was\\nthe final bid for the piece of art at the end of the auc-\\ntion?”\\nVariable Type: Continuous\\nBidder 1’s maximum budget\\nAttribute Treatments: [‘$50’, ‘$100’, ‘$150’, ‘$200’,\\n‘$250’, ‘$300’, ‘$350’]\\nProxy Attribute: Your max budget for the art\\nVariable Type: Continuous\\nBidder 2’s maximum budget\\nAttribute Treatments: [‘$50’, ‘$100’, ‘$150’, ‘$200’,\\n‘$250’, ‘$300’, ‘$350’]\\nProxy Attribute: Your max budget for the art\\nVariable Type: Continuous\\nBidder 3’s maximum budget\\nAttribute Treatments: [‘$50’, ‘$100’, ‘$150’, ‘$200’,\\n‘$250’, ‘$300’, ‘$350’]\\nProxy Attribute: Your max budget for the art\\nVariable Type: Continuous\\n(a) Information for experimental design\\nFinal Price\\nµ = 186.53\\nσ2 = 3879.23\\nBidder 1\\nBudget\\nBidder 2\\nBudget\\nBudder\\n3 Budget\\n0.35\\n(0.015)\\n0.29\\n(0.015)\\n0.31\\n(0.015)\\n(b) Fitted SCM\\nNotes: Figure 5a provides the information automatically generated by the system to execute the\\nexperiment for the proposed hypothesis. Figure 5b shows the fitted SCM from the experiment.\\n17\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 18, 'text': 'piece of art for each respective bidder (ˆβ* = 0.57, p < 0.001; ˆβ* = 0.47, p < 0.001;\\nˆβ* = 0.5 p < 0.001). These quantities make sense as each bidder has a 1\\n3 chance of\\nbeing marginal.\\n4\\nLLM predictions for paths and points\\nIt is worth reiterating that the results in the previous section were not generated\\nby directly prompting an LLM but rather through experimentation. Although the\\nexperiments were fast and inexpensive, they were not free–in total, they took about\\n5 hours to run and cost over $1,000. This raises the question of whether the simu-\\nlations were even necessary. Could an LLM do a “thought experiment” (i.e., make\\na prediction based on a prompt) about a proposed in silico experiment and achieve\\nthe same insight? If so, we should just prompt the LLM to come up with an SCM\\nand elicit its predictions about the relationships between the variables.\\nTo test this idea, we describe some of the simulations to the LLM and ask it to\\npredict the results—path estimates and point predictions.10 Specifically, we modeled\\neach scenario as y = Xβ, where y is an n × 1 vector and X is a n × k matrix.\\nHere, n is the number of simulations, and k is the number of proposed causes. The\\nexperiments from Section 3 provided us with estimates for ˆβ (a k × 1 vector). We\\ndescribe the scenario and the experiment to the LLM and ask it to independently\\npredict yi given each Xi (a predict-yi task) as well as to predict ˆβ (a predict-ˆβ task).\\nThe LLM’s yi predictions are highly inaccurate compared to those from auction\\ntheory, which predicts that the clearing price will be the second highest valuation in\\nan open-ascending price auction with private values (Maskin and Riley, 1985). The\\nLLM is also unable to accurately predict the path estimates (ˆβ) of the fitted SCM.\\nFinally, we examine how the LLM does on the predict-yi task when provided with an\\nSCM fit on all of the data except for the corresponding Xi (the predict-yi|ˆβ−i task).\\nWhile the additional information dramatically improves the LLM’s predictions, they\\nare still less accurate than those made by auction theory.\\n10All predictions are made by the LLM once at temperature 0. When we elicit these predictions\\nmany times at higher temperatures, the results are similar.\\n18\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 19, 'text': '4.1\\nPredicting yi\\nFor various bidder reservation price combinations in the auction experiment, we\\nsupply the LLM with a prompt detailing the simulation and experimental design.11\\nWe then ask the LLM to predict the clearing price for the auction. This gives us a\\npoint prediction for each simulated auction (i.e., each unique row Xi in X) used to\\ngenerate the fitted SCM in Figure 5b.\\nFigure 6 presents a comparison of the LLMs predictions, the simulated experi-\\nments, and the predictions made by auction theory.12 The columns correspond to\\nthe different reservation values for bidder 3 in a given simulation, and the rows cor-\\nrespond to the different reservation values for bidder 2. The y-axis is the final bid\\nprice, and the x-axis lists bidder 1’s reservation price. The black triangles track the\\nobserved clearing price in each simulated experiment, the black line shows the pre-\\ndictions made by auction theory, and the blue line indicates the LLM’s predictions\\nwithout the fitted SCM—the predict-yi task.\\nThe LLM performs poorly at the predict-yi task.\\nThe blue line is often far\\nfrom the black triangles and sometimes remains constant or even decreases as the\\nsecond-highest reservation price across the agents increases.\\nIn contrast, auction\\ntheory is highly accurate in its predictions of the final bid price in the experiment—\\nthe black line often perfectly tracks the black triangles.13 The mean squared error\\n(MSE) of the LLM’s predictions in the predict-yi task (MSEyi = 8628) is an order of\\nmagnitude higher than that of the theoretical predictions (MSETheory = 128), and\\nthe predictions are even further from the theory than they are from the empirical\\nresults (MSEyi−Theory = 8915).14\\n11In 80/343 simulations, the agents made the maximum number of statements (20) allowed by\\nthe system before the auction ended. We remove these observations because, without additional\\ninformation, auction theory does not make predictions about partially completed auctions.\\n12We provide only a subset of the results in the main text as it is difficult to visualize all of them\\nin a single figure. Figure A.10 shows the full set of predictions. The results are generally the same.\\n13There are a few observations where the empirical clearing price is slightly above or below the\\ntheory prediction. In most cases where it was off, this was due to the auctioneer incrementing the\\nbid price above the second-highest reservation price in the last round.\\n14MSE is reported for all predictions, not just the subset shown in Figure 6.\\n19\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 20, 'text': 'Figure 6: Comparison of the LLM’s predictions to the theoretical predictions and a\\nsubset of experimental results for the auction scenario.\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nPred. yi\\nPred. yi | β^\\n−i\\nAuc. Theory\\nBidder 3\\nReservation: 150\\nBidder 3\\nReservation: 200\\nBidder 3\\nReservation: 250\\nBidder 3\\nReservation: 300\\nBidder 2\\nReservation:\\n 200\\nBidder 2\\nReservation:\\n 150\\nBidder 2\\nReservation:\\n 100\\nBidder 2\\nReservation:\\n 50\\n100\\n200\\n300\\n400\\n100\\n200\\n300\\n400\\n100\\n200\\n300\\n400\\n100\\n200\\n300\\n400\\n100\\n200\\n300\\n100\\n200\\n300\\n100\\n200\\n300\\n100\\n200\\n300\\nBidder 1\\nReservation Price\\nFinal Clearing Price\\nExperiment\\nNotes: The columns correspond to the different reservation values for bidder 3 in a given simulation,\\nand the rows correspond to the different reservation values for bidder 2. The y-axis is the clearing\\nprice, and the x-axis lists bidder 1’s reservation price. The black triangles track the observed clearing\\nprice in each simulated experiment, the black line shows the predictions made by auction theory\\n(MSET heory = 128), the blue line indicates the LLM’s predictions without the fitted SCM—the\\npredict-yi task (MSEyi = 8628), and the red line is the LLM’s predictions with the fitted SCM—the\\npredict-yi|ˆβ−i task (MSEyi| ˆβ−i = 1505).\\n20\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 21, 'text': '4.2\\nPredicting ˆβ\\nWe prompted the LLM to predict the path estimates and whether they would be\\nstatistically significant for the simulated experiments in Section 3. This is the predict-\\nˆβ task. We then compare the LLM’s predictions to the fitted SCMs. With four\\nexperiments and three causes in each, we generate 12 predictions.\\nWe provide the LLM with extensive information to make its predictions for each\\nexperiment.15 This information includes the proposed SCM, the operationalizations\\nof the variables, the number of simulations, and the possible treatment values. Each\\nprediction is elicited once at temperature 0.\\nThe predictions are shown in Table A.1. They were, on average, 13.2 times larger\\nthan the actual estimates, and 10/12 of the predictions were overestimates. Even\\nwhen we remove the largest overestimate, the average magnitude of the ratio between\\nthe predicted and actual estimates is still 5.3. The sign of the estimate was correct\\nin 10/12 predictions, and 10/12 correctly guessed whether or not the estimate would\\nbe statistically significant. When we repeat the predictions at a higher temperature\\nand take their average, the results are similar (see Table A.2).\\n4.3\\nPredicting yi|ˆβ−i\\nThe LLM was, on average, off by an order of magnitude for both the predict-yi task\\nand the predict-ˆβ task, but maybe it can do better with more information. For each\\nXi in the auction simulations, we use the data from the experiment to estimate ˆβ−i,\\nthe path estimates from the SCM excluding the ith observation. We then prompt\\nthe LLM to predict the outcome for each Xi given ˆβ−i.\\nThe red line in Figure 6 provides these new predictions.\\nThe LLM’s predic-\\ntions are much closer to the actual outcomes when it has access to a fitted SCM\\n(MSEyi|ˆβ−i = 1505) as opposed to when it does not (MSEyi = 8628), even though\\nall the predictions are out of sample and every Xi is unique.\\nHowever, the LLM’s predictions on the predict-yi|ˆβ−i task are still not as accurate\\n15See Figure A.11 in the appendix for the full prompt.\\n21\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 22, 'text': 'as the predictions made by auction theory (MSETheory = 128).16 They are also still\\nfurther from the theory than they are from the empirical results (MSEyi|ˆβ−i−Theory =\\n1761). There is clearly room for improvement. That improvement is feasible with\\nthe system: there exists an SCM perfectly consistent with auction theory. Only one\\nexogenous variable was missing: the second-highest reservation price of the bidders.\\nIf allowed to generate and test enough potential causes, our system could have se-\\nlected this variable as a possible cause by itself. In this case, the fitted SCM would\\nhave matched the theoretical predictions.17\\n5\\nIdentifying causal structure ex-ante\\nThe SCM-based approach offers a promising new method for studying simulated be-\\nhavior at scale. However, it is not the only option for such rapid exploration. Others\\nhave designed large, quasi-unstructured simulations demonstrating exciting results.\\nFor example, Park et al. (2023) endows a group of LLM agents with personas and\\nmemory systems and then allows them to freely interact in a simulated community\\nfor an extended period. Despite no explicit instructions to do so, the agents in the\\nsimulation produce many human-like behaviors, such as throwing parties, going on\\ndates, and making friends.\\nWhile impressive and informative, a problem with such open-ended social simu-\\nlations is that selecting and analyzing outcomes can be difficult. To unveil insights,\\nresearchers may need to comb through thousands of lines of unstructured text. If\\nthey are interested in casual relationships, they may need to infer the causal struc-\\nture ex-post, which can be problematic. In contrast, the SCM framework describes\\nexactly what needs to be measured as a downstream outcome subject to the exoge-\\nnous manipulations of the cause. Identification is guaranteed. In this section, we\\n16It is also less accurate than the mechanical predictions made by the fitted SCM using the same\\nprocedure MSEMechanistic:yi| ˆβ−i = 725. Maybe the LLM cannot do the math, is still conditioning\\non other information beyond the path estimates when making its predictions, or, like humans, is\\nignoring relevant information when making choices (Handel and Schwartzstein, 2018).\\n17When we do fit this SCM (see Figure A.9), the coefficient is close to one (β = 0.912), and\\nalmost all the variance in the outcome is explained (R2 = 0.977).\\n22\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 23, 'text': 'discuss how assuming or searching for causal structure in observational data, the\\ntype generated from massive open-ended simulations can lead to misidentification\\nand how using SCMs avoids this problem.\\n5.1\\nAssuming causal structure from data\\nAll estimates in the fitted SCMs in Section 3 are unbiased. We know this because\\nthe data comes from an experiment, and we randomized on the causal variables.\\nA nice feature of a perfectly randomized experiment is that we can get unbiased\\nmeasurements of any downstream endogenous outcome relative to the exogenous\\nmanipulations.18 I.e., the coefficients on the fitted SCM are identified. For example,\\nin the bargaining experiment, perhaps we are interested in the length of the con-\\nversation as an outcome, even though it was not a part of the original SCM. The\\nconversation length can be operationalized as the sum of the number of statements\\nmade by all agents, and we can use the transcript from the finished experiment to\\nmeasure it. We can then fit an SCM with the data and get unbiased estimates of\\nthe effect of the exogenous variables on the conversation’s length.\\nFigure 7a shows this fitted SCM using the data from the experiment in Section 3.\\nBoth the buyer’s budget and the seller’s minimum price have a significant effect on\\nthe length of the conversation (p < 0.001; p = 0.026), but the seller’s emotional\\nattachment does not (p = 0.147).\\nSuppose we did not know the actual causal structure of these scenarios or that the\\ndata came from an experiment. All we have are the data for the original three causes,\\nthe conversation length, and whether a deal was made (the original outcome). If we\\nwant to estimate the causal relationships between these variables, we would have to\\nmake untestable assumptions. For example, one could reasonably presume that the\\nbuyer’s budget, the seller’s minimum price, the seller’s emotional attachment, and\\nwhether a deal was made all causally affect the length of the conversation.\\nFigure 7b provides the fitted SCM for this proposed causal structure.\\nOnly\\n18When we say “downstream,” we mean any variable whose value is realized after the agents\\nbegin interacting in the simulated conversations.\\n23\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 24, 'text': 'Figure 7: Comparison of the true and misspecified SCMs.\\nConvo\\nLength\\nBuyer\\nBudget\\nSeller\\nMin\\nSeller\\nLove\\n-0.111\\n(0.031)\\n0.069\\n(0.031)\\n0.222\\n(0.153)\\n(a) Correctly specified SCM\\nConvo\\nLength\\nDeal\\nOccurs\\nBuyer\\nBudget\\nSeller\\nMin\\nSeller\\nLove\\n-0.051\\n(0.039)\\n0.012\\n(0.037)\\n-1.622\\n(0.615)\\n0.182\\n(0.153)\\n(b) Misspecified SCM\\nNotes: Statistically significant paths are marked in red (α = 0.05). Each path is given with its\\nestimated coefficient and standard error in parentheses. Both SCMs are estimated using the data\\nfrom the bargaining scenario in Section 3. Subfigure (a) provides a correctly specified SCM from\\na randomized experiment. Subfigure (b) shows a misspecified SCM based on an assumed structure.\\nThe path estimates of the buyer’s budget and the seller’s minimum price go from significant in the\\ncorrectly specified SCM to insignificant and far closer to zero in the misspecified SCM.\\nwhether a deal was made was estimated to have a significant effect on the length\\nof the conversation (p = 0.008). But we know this is wrong. We have the true\\ncausal structure in Figure 7a from a perfectly randomized experiment, and both\\nthe buyer’s and the seller’s reservation prices had a significant effect on the length\\nof the conversation. Here, they are insignificant and far closer to zero (p = 0.189;\\np = 0.755).\\nWhether or not the deal occurred is a bad control that biases the\\nestimates—it is probably codetermined with the length of the conversation.19\\nThe informed econometrician may presume that she would never make such a\\nmistake, but many researchers are not so savvy.20 We were unsure of it until we\\nhad unbiased estimates from the correctly specified SCM as a reference. There are\\nalso many kinds of bad controls, and many of them are less obvious than those in\\n19We cannot be sure about the causal relationship between the length of the conversation and\\nwhether a deal was made because neither is exogenously varied in the experiment. All we know\\nis that controlling for whether or not a deal occurs induces bias, as we have the experiment as a\\nreference.\\n20LLMs are definitely not yet savvy enough to avoid this mistake.\\n24\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 25, 'text': 'this example (Cinelli et al., 2022). It is easy to misspecify a model when the data\\nis observational and has many variables, even when their relationships may seem\\nobvious.\\nThe SCM-based approach avoids the bad controls. The generation of the data is\\nbased on the causal structure. There is no need to instrument endogenous variables\\nand presume their causal relationships. Exogenous variation is explicitly induced in\\nthe SCM to identify the causal relationships ex-ante. Even if we do not know how a\\nnew outcome is incorporated into the causal structure, we can always reference how\\nit is affected by the exogenous variables by fitting a simple linear SCM.\\n5.2\\nSearching for causal structure in data\\nAnother strategy for identifying causal relationships when the underlying structure is\\nunknown is to let the data speak for itself. For example, we could use an algorithm to\\nfind the model that makes the data most likely. There are many ways to do this, none\\nof which can always, or even consistently, identify the correct causal relationships\\nfrom observational data (Pearl, 2009a). These algorithms take as input potential\\nvariables of interest (a graph with no edges, only nodes) and data for these variables.\\nThey output a proposed DAG that best fits the data.21\\nThe simplest algorithm is to generate all possible DAGs for existing variables and\\nthen evaluate each model based on some criteria (e.g., maximum likelihood, Bayesian\\ninformation criterion, etc.).22 Another method is to add edges that maximize the\\ncriteria greedily. This approach can be further improved by penalizing the model\\nfor complexity (based on additional criteria) and removing edges until the model is\\ngreedily optimized. The second approach is the Greedy Equivalence Search (GES)\\nalgorithm (Chickering, 2002), which we used on the data and from all the experiments\\n21These algorithms often do not presume a functional form, so we refer refer to hypotheses as\\nDAGs, not SCMs, in this section.\\n22The number of possible DAGs grows exponentially with the number of nodes. For example,\\nfor n = 1, 2, 3, and 4 nodes, there are 1, 3, 25, and 543 possible DAGs. This is a combinatorial\\nexplosion, and it is not feasible to evaluate all potential models for a large number of nodes, which\\npresents further problems for this approach.\\n25\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 26, 'text': 'in Section 3.23\\nIn some experiments, the algorithm incorrectly identified the causal structure.\\nFigure 8 provides the DAG identified by the GES algorithm for the tax fraud scenario.\\nAs a reminder, the original causal variables are the defendant’s previous convictions,\\nthe judge’s number of cases heard that day, and the defendant’s level of remorse,\\nand the outcome is the bail amount. The algorithm has no information about which\\nvariables are exogenously varied, just the raw data.\\nFigure 8: Incorrect causal structure identified by the GES algorithm for the tax\\nfraud experiment.\\nBail\\nAmount\\nCrime\\nHistory\\nRemorse\\nNum\\nCases\\nNotes: The Greedy Equivalence Search (GES) algorithm can incorrectly identify the causal structure\\nof observational data. In the tax fraud scenario, we know from Figure 3b and the accompanying\\nexperiment that an increase in the defendant’s previous convictions caused an increase in the av-\\nerage bail amount. However, the algorithm identified the causal relationship as equally likely in\\neither direction. Without the correctly specified DAG, a researcher would have to assume the causal\\nstructure of the data, which can be problematic.\\nThe GES algorithm identified the defendant’s criminal history and the bail amount\\nas the only variables in the scenario with any causal relationship. This is partially\\ncorrect—we know from the experiment that an increase in the defendant’s previous\\nconvictions caused an increase in the average bail amount. However, the algorithm\\nidentified the causal relationship as equally likely in either direction.\\nThere was\\nno more evidence in the data that the defendant’s criminal history caused the bail\\namount than the bail amount caused the defendant’s criminal history. And while we\\nknow that the former is correct from our experiment, a researcher using the algo-\\n23The GES algorithm is not perfectly stable; different runs on the same data can produce different\\nresults, which is its own problem.\\n26\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 27, 'text': 'rithm without the correctly specified DAG would not. They would have to make an\\nassumption, which, as we have shown, can be problematic.\\nThe SCM-based approach avoids search problems, as we never need to search\\nfor the causal structure given the data. Instead, we generate the data based on a\\nproposed causal structure. Even if we want to measure a new outcome on the existing\\nexperimental data, we have already identified the sources of exogenous variation.\\nWe should note that problems with searching for or assuming causal structures\\nfrom data are not new. Pearl (2009a) makes a similar point many times. However,\\nsocial scientists have never had the tools to induce exogenous variation and explore\\ncausal relationships at scale in many different scenarios.\\n6\\nConclusion\\nThis paper demonstrates an approach to automated in silico hypothesis generation\\nand testing made possible through the use of SCMs. We implemented the approach\\nby building a computational system with LLMs and provided evidence that simu-\\nlations can elicit information from an LLM that was not ex-ante available to the\\nmodel. We also showed that such simulations produce results that are highly con-\\nsistent with theoretical predictions made by the relevant economic theory. In this\\nfinal section, we will discuss why such systems could be useful and identify areas for\\nfuture research.\\n6.1\\nControlled experimentation at scale\\nHow might systems like the one presented in this paper be useful for social science\\nresearch? One view is that these simulations are simple dress rehearsals for “real”\\nsocial science. A more expansive and exciting view is that these simulations would\\nyield insights that sometimes generalize to the real world.\\nThis is a view that sees these agents as a step forward in representing humans\\nfar beyond classical methods in agent-based modeling, such as those used to explore\\nhow individual preferences can lead to surprising social patterns (Schelling, 1969,\\n27\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 28, 'text': '1971).24 This view would mirror recent advances in the use of machine learning for\\nprotein folding (Jumper et al., 2021) and material discovery (Merchant et al., 2023).\\nThe system presented in this paper can generate these controlled experimental\\nsimulations en masse with prespecified plans for data collection and analysis. That\\ncontrasts most academic social science research as currently practiced (Almaatouq\\net al., 2022).25 This contrast is important. In the social sciences, context can heavily\\ninfluence results. Outcomes that hold true for one population may not for another.\\nEven within the same population, a change in environment can nullify or flip re-\\nsults (Lerner et al., 2004). Studying humans is also expensive and time-consuming,\\nwhich makes rapid, inexpensive, and replicable exploration valuable. There is still,\\nof course, the fundamental jump from simulations to human subjects.\\n6.2\\nInteractivity\\nThe system allows a scientist to monitor its entire process.\\nShould a researcher\\ndisagree with or be uncertain about a decision made by the system, they can probe\\nthe system regarding its choice. This allows the researcher to either (1) understand\\nwhy the decision was made, (2) ask the system to come up with a different option\\nfor that decision, or (3) input their own custom choice for that decision.\\nA researcher can even ignore much of the automation process and fill in the details\\nthemselves. They can choose the variables of interest, their operationalizations, the\\nattributes of the agents, how the agents interact, or customize the statistical analysis,\\namong other decision points. Different parts of the system can also accommodate\\ndifferent types of LLMs simultaneously. For example, a researcher could use GPT-\\n4 to generate hypotheses and Llama-2-70B to power the agents’ simulated social\\ninteractions.\\n24See Horton (2023) for a full discussion on the differences between traditional agent-based mod-\\neling and the use of LLM-powered agents. This position reflects our views as it was written recently\\nby some of the authors of this paper.\\n25When a group of social scientists has the same data set on some human behavior or outcome,\\nthey can reach very different conclusions when analyzing it independently (Engzell, 2023; Salganik\\net al., 2020).\\n28\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 29, 'text': '6.3\\nReplicability\\nReplicating social science experiments with human subjects can be difficult (Camerer\\net al., 2018). Despite the use of preregistrations, the exact procedures used in exper-\\niments are often unclear (Engzell, 2023). In contrast, the system allows for nearly\\nfrictionless communication and replication of the experimental design.\\nThe system’s entire procedure is exportable as a JSON file with the fitted SCM.26\\nThis JSON includes every decision the system makes, including natural language\\nexplanations for the choices and the transcripts from each simulation. These JSONs\\ncan be saved or uploaded at any point in the system’s process. A researcher could run\\nexperiments and post the JSON and results online. Other scientists could inspect,\\nreplicate the experiment, or extend the work.\\n6.4\\nFuture research\\nWhile designing our system, we encountered several areas for new research. First is\\nthe problem of “which attributes” to endow an LLM-powered agent beyond those im-\\nmediately relevant to the proposed exogenous variables. For example, demographic\\ninformation, personalities, and other traits are not included in the agent’s attributes\\nunless they are a part of the SCM. To improve the fidelity of the simulations, it\\nmight make sense to add some or all of these attributes to the agents. However, it\\nis unclear how to optimize this process.\\nSecond, we encountered the problem of engineering social interactions between\\nLLM agents. LLMs are designed to exchange text in sequence, necessitating a pro-\\ntocol for turn-taking that reflects the natural ebb and flow of human conversation.\\nIn an initial attempt to address this problem, we created a menu of flexible agent-\\nordering mechanisms. We also introduced an additional LLM-powered agent into our\\nversion of the system whom we dub the ‘coordinator.” The coordinator functions\\nas a quasi-omniscient assistant who can read through transcripts and make choices\\n26A JSON (JavaScript Object Notation) is a data format that is easy for humans to read and\\nwrite and easy for machines to parse and generate. It is commonly used for transmitting data in\\nweb applications, as a configuration and data storage format, and for serializing and transmitting\\nstructured data over a network.\\n29\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 30, 'text': 'about the speaking order of other agents in the simulations. There are probably\\nbetter ways to determine the speaking order of agents.\\nA related problem is the question of when to stop the simulations. Like Turing’s\\nhalting problem, there is likely no universal rule for when conversations should end,\\nbut there are probably better rules than those we have implemented. A Markov\\nmodel approximating the distribution of agents speaking, estimated from real con-\\nversation data, might provide more naturalistic results for simulating and ending\\ninteractions, but that is an idea for future work.\\nLastly, if we can build a system that can automate one iteration of the scientific\\nprocess and determine a follow-on experiment, a clear next step is to set up an\\nintelligently automated research program. This would involve using outcomes from\\nthe simulations to inform continuous cycles of experimentation. Then, a researcher\\ncould intelligently explore a given scenario’s parameter space. How to optimize this\\nexploration amongst so many possible variables will be an important problem to\\nsolve.\\nAs presented in this paper, the system provides only one possible implementation\\nof the SCM-based approach. We made many subjective decisions. Other researchers\\nmight implement the approach with different design choices.\\nThere is room for\\nimprovement and exploration.\\n30\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 31, 'text': 'References\\nAher, Gati V, Rosa I Arriaga, and Adam Tauman Kalai, “Using large lan-\\nguage models to simulate multiple humans and replicate human subject studies,”\\nin “International Conference on Machine Learning” PMLR 2023, pp. 337–371.\\nAlmaatouq, Abdullah, Thomas L. Griffiths, Jordan W. Suchow, Mark E.\\nWhiting, James Evans, and Duncan J. Watts, “Beyond Playing 20 Ques-\\ntions with Nature: Integrative Experiment Design in the Social and Behavioral\\nSciences,” Behavioral and Brain Sciences, 2022, p. 1–55.\\nArgyle, Lisa P, Ethan C Busby, Nancy Fulda, Joshua R Gubler, Christo-\\npher Rytting, and David Wingate, “Out of one, many: Using language models\\nto simulate human samples,” Political Analysis, 2023, 31 (3), 337–351.\\nAtari, M., M. J. Xue, P. S. Park, D. E. Blasi, and J. Henrich, “Which\\nHumans?,” Technical Report 09 2023. https://doi.org/10.31234/osf.io/5b26t.\\nAthey, Susan, Jonathan Levin, and Enrique Seira, “Comparing open and\\nSealed Bid Auctions: Evidence from Timber Auctions*,” The Quarterly Journal\\nof Economics, 02 2011, 126 (1), 207–257.\\nBakker, Michiel, Martin Chadwick, Hannah Sheahan, Michael Tessler,\\nLucy Campbell-Gillingham,\\nJan Balaguer,\\nNat McAleese,\\nAmelia\\nGlaese, John Aslanides, Matt Botvinick, and Christopher Summerfield,\\n“Fine-tuning language models to find agreement among humans with diverse pref-\\nerences,” in S. Koyejo, S. Mohamed, A. Agarwal, D. Belgrave, K. Cho, and A. Oh,\\neds., Advances in Neural Information Processing Systems, Vol. 35 Curran Asso-\\nciates, Inc. 2022, pp. 38176–38189.\\nBinz, Marcel and Eric Schulz, “Turning large language models into cognitive\\nmodels,” 2023.\\nand\\n, “Using cognitive psychology to understand GPT-3,” Proceedings of the\\nNational Academy of Sciences, 2023, 120 (6), e2218523120.\\n31\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 32, 'text': 'Brand, James, Ayelet Israeli, and Donald Ngwe, “Using GPT for Market\\nResearch,” Working paper, 2023.\\nBubeck,\\nS´ebastien,\\nVarun Chandrasekaran,\\nRonen Eldan,\\nJohannes\\nGehrke, Eric Horvitz, Ece Kamar, Peter Lee, Yin Tat Lee, Yuanzhi\\nLi, Scott Lundberg, Harsha Nori, Hamid Palangi, Marco Tulio Ribeiro,\\nand Yi Zhang, “Sparks of Artificial General Intelligence: Early experiments with\\nGPT-4,” 2023.\\nBurns, C, H Ye, D Klein, and J Steinhardt, “Discovering latent knowledge in\\nlanguage models without supervision,” in “International Conference on Learning\\nRepresentations (ICLR)” 2023.\\nBuyalskaya, Anastasia, Hung Ho, Katherine L. Milkman, Xiaomin Li,\\nAngela L. Duckworth, and Colin Camerer, “What can machine learning\\nteach us about habit formation? Evidence from exercise and hygiene,” Proceedings\\nof the National Academy of Sciences, 2023, 120 (17), e2216115120.\\nCai, Alice, Steven R Rick, Jennifer L Heyman, Yanxia Zhang, Alexandre\\nFilipowicz, Matthew Hong, Matt Klenk, and Thomas Malone, “Desig-\\nnAID: Using Generative AI and Semantic Diversity for Design Inspiration,” in\\n“Proceedings of The ACM Collective Intelligence Conference” CI ’23 Association\\nfor Computing Machinery New York, NY, USA 2023, p. 1–11.\\nCamerer, Colin, Anna Dreber, Felix Holzmeister, Teck-Hua Ho, Jurgen\\nHuber, Magnus Johannesson, Michael Kirchler, Gideon Nave, Brian A.\\nNosek, Thomas Pfeiffer, Adam Altmejd, Nick Buttrick, Taizan Chan,\\nYiling Chen, Eskil Forsell, Anup Gampa, Emma Heikensten, Lily Hum-\\nmer, Taisuke Imai, Siri Isaksson, Dylan Manfredi, Julia Rose, Eric-Jan\\nWagenmakers, and Hang Wu, “Evaluating the Replicability of Social Science\\nExperiments in Nature and Science between 2010 and 2015,” Nature Human Be-\\nhaviour, Aug 2018, 2 (9), 637–644.\\n32\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 33, 'text': 'Cheng, Myra, Tiziano Piccardi, and Diyi Yang, “CoMPosT: Characterizing\\nand Evaluating Caricature in LLM Simulations,” ArXiv, 2023, abs/2310.11501.\\nChickering,\\nDavid Maxwell, “Optimal structure identification with greedy\\nsearch,” Journal of machine learning research, 2002, 3 (Nov), 507–554.\\nCinelli, Carlos, Andrew Forney, and Judea Pearl, “A crash course in good\\nand bad controls,” Sociological Methods & Research, 2022, p. 00491241221099552.\\nEngzell, Per, “A universe of uncertainty hiding in plain sight,” Proceedings of the\\nNational Academy of Sciences, 2023, 120 (2), e2218530120.\\nEnke, Benjamin and Cassidy Shubatt, “Quantifying Lottery Choice Complex-\\nity,” Working Paper 31677, National Bureau of Economic Research September\\n2023.\\nFish, Sara, Paul G¨olz, David C Parkes, Ariel D Procaccia, Gili Rusak, Itai\\nShapira, and Manuel W¨uthrich, “Generative Social Choice,” arXiv preprint\\narXiv:2309.01291, 2023.\\nGirotra, Karan, Lennart Meincke, Christian Terwiesch, and Karl T Ul-\\nrich, “Ideas are dimes a dozen: Large language models for idea generation in\\ninnovation,” Available at SSRN 4526071, 2023.\\nGurnee, Wes and Max Tegmark, “Language Models Represent Space and Time,”\\n2023.\\nHaavelmo, Trygve, “The statistical implications of a system of simultaneous equa-\\ntions,” Econometrica, Journal of the Econometric Society, 1943, pp. 1–12.\\n, “The probability approach in econometrics,” Econometrica:\\nJournal of the\\nEconometric Society, 1944, pp. iii–115.\\nHandel, Benjamin and Joshua Schwartzstein, “Frictions or Mental Gaps:\\nWhat’s Behind the Information We (Don’t) Use and When Do We Care?,” Journal\\nof Economic Perspectives, February 2018, 32 (1), 155–178.\\n33\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 34, 'text': 'Hern´an, Miguel A. and James M. Robins, Causal Inference: What If, Boca\\nRaton: Chapman & Hall/CRC, 2020.\\nHorton, John J, “Large language models as simulated economic agents: What\\ncan we learn from homo silicus?,” Technical Report, National Bureau of Economic\\nResearch 2023.\\nImai, Kosuke, Dustin Tingley, and Teppei Yamamoto, “Experimental De-\\nsigns for Identifying Causal Mechanisms,” Journal of the Royal Statistical Society\\nSeries A: Statistics in Society, 11 2012, 176 (1), 5–51.\\nJahani, Eaman, Samuel P. Fraiberger, Michael Bailey, and Dean Eckles,\\n“Long ties, disruptive life events, and economic prosperity,” Proceedings of the\\nNational Academy of Sciences, 2023, 120 (28), e2211062120.\\nJumper, John, Richard Evans, Alexander Pritzel, Tim Green, Michael\\nFigurnov, Olaf Ronneberger, Kathryn Tunyasuvunakool, Russ Bates,\\nAugustin ˇZ´ıdek, Anna Potapenko et al., “Highly accurate protein structure\\nprediction with AlphaFold,” Nature, 2021, 596 (7873), 583–589.\\nJ¨oreskog, Karl G., “A GENERAL METHOD FOR ESTIMATING A LINEAR\\nSTRUCTURAL EQUATION SYSTEM*,” ETS Research Bulletin Series, 1970,\\n1970 (2), i–41.\\nLerner, Jennifer S., Deborah A. Small, and George Loewenstein, “Heart\\nStrings and Purse Strings: Carryover Effects of Emotions on Economic Decisions,”\\nPsychological Science, 2004, 15 (5), 337–341. PMID: 15102144.\\nLi, Peiyao, Noah Castelo, Zsolt Katona, and Miklos Sarvary, “Frontiers:\\nDetermining the Validity of Large Language Models for Automated Perceptual\\nAnalysis,” Marketing Science, 2024, 0 (0), null.\\nLudwig, Jens and Sendhil Mullainathan, “Machine Learning as a Tool for\\nHypothesis Generation,” Working Paper 31017, National Bureau of Economic Re-\\nsearch March 2023.\\n34\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 35, 'text': 'Maskin, Eric S. and John G. Riley, “Auction Theory with Private Values,” The\\nAmerican Economic Review, 1985, 75 (2), 150–155.\\nMastroianni, Adam M., Daniel T. Gilbert, Gus Cooney, and Timothy D.\\nWilson, “Do conversations end when people want them to?,” Proceedings of the\\nNational Academy of Sciences, 2021, 118 (10), e2011809118.\\nMei, Qiaozhu, Yutong Xie, Walter Yuan, and Matthew O. Jackson, “A Tur-\\ning test of whether AI chatbots are behaviorally similar to humans,” Proceedings\\nof the National Academy of Sciences, 2024, 121 (9), e2313925121.\\nMerchant, Amil, Simon Batzner, Samuel S Schoenholz, Muratahan Aykol,\\nGowoon Cheon, and Ekin Dogus Cubuk, “Scaling deep learning for materials\\ndiscovery,” Nature, 2023, pp. 1–6.\\nMullainathan, Sendhil and Ashesh Rambachan, “From Predictive Algorithms\\nto Automatic Generation of Anomalies,” Technical Report May 2023. Available at:\\nhttps://ssrn.com/abstract=4443738 or http://dx.doi.org/10.2139/ssrn.\\n4443738.\\nPark, Joon Sung, Joseph C O’Brien, Carrie J Cai, Meredith Ringel Mor-\\nris, Percy Liang, and Michael S Bernstein, “Generative agents: Interactive\\nsimulacra of human behavior,” arXiv preprint arXiv:2304.03442, 2023.\\nPatel, R. and E. Pavlick, “Mapping language models to grounded conceptual\\nspaces,” in “Proceedings of the International Conference on Learning Representa-\\ntions” 2021, p. 79.\\nPearl, J., M. Glymour, and N.P. Jewell, Causal Inference in Statistics: A\\nPrimer, Wiley, 2016.\\nPearl, Judea, “Causal inference in statistics: An overview,” Statistics Surveys,\\n2009, 3 (none), 96 – 146.\\n, Causality, Cambridge university press, 2009.\\n35\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 36, 'text': 'Peterson, Joshua C., David D. Bourgin, Mayank Agrawal, Daniel Reich-\\nman, and Thomas L. Griffiths, “Using large-scale experiments and machine\\nlearning to discover theories of human decision-making,” Science, 2021, 372 (6547),\\n1209–1214.\\nRajkumar, Karthik, Guillaume Saint-Jacques, Iavor Bojinov, Erik Bryn-\\njolfsson, and Sinan Aral, “A causal test of the strength of weak ties,” Science,\\n2022, 377 (6612), 1304–1310.\\nRosenbusch, Hannes, Claire E. Stevenson, and Han L. J. van der Maas,\\n“How Accurate are GPT-3’s Hypotheses About Social Science Phenomena?,” Dig-\\nital Society, July 2023, 2 (2), 26.\\nRosseel, Yves, “lavaan: An R Package for Structural Equation Modeling,” Journal\\nof Statistical Software, 2012, 48 (2), 1–36.\\nSacerdote, Bruce, “Peer Effects with Random Assignment: Results for Dartmouth\\nRoommates*,” The Quarterly Journal of Economics, 05 2001, 116 (2), 681–704.\\nSalganik, Matthew J., Ian Lundberg, Alexander T. Kindel, Caitlin E.\\nAhearn, Khaled Al-Ghoneim, Abdullah Almaatouq, Drew M. Altschul,\\nJennie E. Brand, Nicole Bohme Carnegie, Ryan James Compton,\\nDebanjan Datta, Thomas Davidson, Anna Filippova, Connor Gilroy,\\nBrian J. Goode,\\nEaman Jahani,\\nRidhi Kashyap,\\nAntje Kirchner,\\nStephen McKay, Allison C. Morgan, Alex Pentland, Kivan Polimis,\\nLouis Raes, Daniel E. Rigobon, Claudia V. Roberts, Diana M. Stanescu,\\nYoshihiko Suhara, Adaner Usmani, Erik H. Wang, Muna Adem, Ab-\\ndulla Alhajri, Bedoor AlShebli, Redwane Amin, Ryan B. Amos, Lisa P.\\nArgyle, Livia Baer-Bositis, Moritz B¨uchi, Bo-Ryehn Chung, William\\nEggert, Gregory Faletto, Zhilin Fan, Jeremy Freese, Tejomay Gadgil,\\nJosh Gagn´e, Yue Gao, Andrew Halpern-Manners, Sonia P. Hashim, So-\\nnia Hausen, Guanhua He, Kimberly Higuera, Bernie Hogan, Ilana M.\\nHorwitz, Lisa M. Hummel, Naman Jain, Kun Jin, David Jurgens,\\n36\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 37, 'text': 'Patrick Kaminski, Areg Karapetyan, E. H. Kim, Ben Leizman, Naijia\\nLiu, Malte M¨oser, Andrew E. Mack, Mayank Mahajan, Noah Man-\\ndell, Helge Marahrens, Diana Mercado-Garcia, Viola Mocz, Katari-\\nina Mueller-Gastell, Ahmed Musse, Qiankun Niu, William Nowak,\\nHamidreza Omidvar, Andrew Or, Karen Ouyang, Katy M. Pinto,\\nEthan Porter, Kristin E. Porter, Crystal Qian, Tamkinat Rauf, Anahit\\nSargsyan, Thomas Schaffner, Landon Schnabel, Bryan Schonfeld, Ben\\nSender, Jonathan D. Tang, Emma Tsurkov, Austin van Loon, Onur\\nVarol, Xiafei Wang, Zhi Wang, Julia Wang, Flora Wang, Saman-\\ntha Weissman, Kirstie Whitaker, Maria K. Wolters, Wei Lee Woon,\\nJames Wu, Catherine Wu, Kengran Yang, Jingwen Yin, Bingyu Zhao,\\nChenyun Zhu, Jeanne Brooks-Gunn, Barbara E. Engelhardt, Moritz\\nHardt, Dean Knox, Karen Levy, Arvind Narayanan, Brandon M. Stew-\\nart, Duncan J. Watts, and Sara McLanahan, “Measuring the predictability\\nof life outcomes with a scientific mass collaboration,” Proceedings of the National\\nAcademy of Sciences, 2020, 117 (15), 8398–8403.\\nSanturkar, Shibani, Esin Durmus, Faisal Ladhak, Cinoo Lee, Percy Liang,\\nand Tatsunori Hashimoto, “Whose Opinions Do Language Models Reflect?,”\\n2023.\\nSchelling, Thomas C, “Models of segregation,” The American economic review,\\n1969, 59 (2), 488–493.\\n, “Dynamic models of segregation,” Journal of mathematical sociology, 1971, 1 (2),\\n143–186.\\nScherrer, Nino, Claudia Shi, Amir Feder, and David Blei, “Evaluating the\\nmoral beliefs encoded in llms,” Advances in Neural Information Processing Sys-\\ntems, 2024, 36.\\nSimon, Herbert A., The Sciences of the Artificial, 3rd Edition number 0262691914.\\nIn ‘MIT Press Books.’, The MIT Press, September 1996.\\n37\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 38, 'text': 'Turing, A. M., “On Computable Numbers, with an Application to the Entschei-\\ndungsproblem,” Proceedings of the London Mathematical Society, 1937, s2-42 (1),\\n230–265.\\nT¨ornberg, Petter, Diliara Valeeva, Justus Uitermark, and Christopher\\nBail, “Simulating Social Media Using Large Language Models to Evaluate Alter-\\nnative News Feed Algorithms,” 2023.\\nWager, Stefan and Susan Athey, “Estimation and Inference of Heterogeneous\\nTreatment Effects using Random Forests,” Journal of the American Statistical\\nAssociation, 2018, 113 (523), 1228–1242.\\nWei, Jason, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Ed H. Chi,\\nQuoc Le, and Denny Zhou, “Chain of Thought Prompting Elicits Reasoning\\nin Large Language Models,” CoRR, 2022, abs/2201.11903.\\nWright, Sewall, “The method of path coefficients,” The annals of mathematical\\nstatistics, 1934, 5 (3), 161–215.\\nZheng, Stephan, Alexander Trott, Sunil Srinivasa, David C Parkes, and\\nRichard Socher, “The AI Economist: Taxation policy design via two-level deep\\nmultiagent reinforcement learning,” Science advances, 2022, 8 (18), eabk2607.\\n38\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 39, 'text': 'A\\nImplementation details\\nThe first step in the system’s process is to query an LLM for the roles of the relevant\\nagents in the scenario. When we say “query an LLM,” we mean this quite literally.\\nWe have written a scenario-neutral prompt that the system provides to an LLM with\\nthe scenario added to the prompt. The prompt is scenario-neutral because we can\\nreuse it for any scenario. The prompt takes the following format:\\nIn the following scenario: “{scenario description}”, Who are the in-\\ndividual human agents in a simple simulation of this scenario?\\nwhere {scenario description} is replaced with the scenario of interest. The LLM\\nthen returns a list of agents relevant to the scenario, and we have various checking\\nmechanisms to ensure the LLM’s response is valid.\\nThe system contains over 50 pre-written scenario-neutral prompts to gather all\\nthe information needed to generate the SCM, run the experiment, and analyze the\\nresults. These prompts have placeholders for the necessary information aggregated\\nin the system’s memory as it progresses through the different parts of the process.\\nA.1\\nConstructing variables and drawing causal paths\\nThe system builds SCMs variable-by-variable. It queries an LLM for an outcome\\ninvolving the agents in the social scenario of interest.\\nWe refer to outcomes as\\nendogenous variables because their values are realized during the experiment. This\\ncontrasts exogenous variables, the causes, whose values are determined before the\\nexperiment.\\nThe system queries the LLM for a list of possible exogenous causes of the en-\\ndogenous variable, generating a hypothesis as an SCM.27 Exogenous variables serve\\nas inputs to the experiment, whose values can be deterministically manipulated to\\nidentify causal effects. The system assumes that when an exogenous variable causes\\nan endogenous variable, a single causal path is proposed from the exogenous variable\\n27There is growing evidence that LLMs can be quite good at coming up with ideas and generating\\nhypotheses (Girotra et al., 2023; Rosenbusch et al., 2023).\\n39\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 40, 'text': 'to the endogenous variable. More formally, the system always generates SCMs as a\\nsimple linear model. The system currently generates all SCMs with one endogenous\\nvariable and as many exogenous causes as a researcher desires. We do little optimiza-\\ntion here, although the system can test for interaction terms. In future iterations\\nof the system, a researcher could choose outcomes and causes they are interested\\nin, score hypotheses by interestingness, and generate more complex hypotheses with\\nmediating endogenous variables.28\\nA.1.1\\nEndogenous outcomes\\nFor each endogenous variable, the system generates an operationalization, a type, the\\nunits, the possible levels, the explicit questions that need to be asked to measure the\\nvariable’s realized value, and how the answers to those questions will be aggregated\\nto get the final data for analysis. Examples of all information collected about the\\nvariables in an SCM are provided in Table A.3. Each piece of information about a\\nvariable is stored by the system and is then used to determine subsequent informa-\\ntion in consecutive scenario-neutral prompts. This is a kind of “chain-of-thoughts\\nprompting”, or the process of breaking down a complex prompt into a series of sim-\\npler prompts. This method can dramatically improve the quality and robustness of\\nan LLM’s performance (Wei et al., 2022).\\nThe first piece of information determined for each endogenous variable is the\\noperationalization. That is, how the possible realizations of said variable can be\\ndirectly mapped to measurable outcomes that can be observed and quantified. Sup-\\npose the outcome variable is whether or not a deal occurred from the SCM in\\nFigure 2b.29 The system could operationalize this as a binary variable, where ‘‘1’’\\nmeans a deal occurred and ‘‘0’’ does not. It then stores this information and\\nuses it in a scenario-neutral prompt to choose the variable type.\\nAll variables are determined to be one of five mutually exclusive “types.” These\\n28Parallel and crossover experimental designs can be used to identify mediating causal relation-\\nships (Imai et al., 2012). These experiments require few assumptions, which are often more plausible\\nwhen researchers have more control over the experiment, as they usually do with LLMs.\\n29We continue the practice from Section 2 of using typewriter text to denote example infor-\\nmation from the system.\\n40\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 41, 'text': 'are continuous, ordinal, nominal, binary, or count. By selecting a unique type for\\neach variable, the system can accommodate different distributions when estimating\\nthe fitted SCM after the experiment.\\nEach variable also has units. The units are the specific measure or standard used\\nto represent the variable’s quantified value. This information is used to improve the\\nrobustness and consistency of the system’s output when querying the LLM for other\\ninformation about a variable.\\nThe levels of the variable represent all of the values the variable can realize in\\na short list. They can take on different forms depending on the variable type, but\\nthey all follow a general pattern where they are defined by the range and nature of\\na variable’s possible values.30\\nTo measure the endogenous outcome, the system generates survey questions for\\none of the agents.\\nFor example, to measure whether or not a deal occurred,\\nthe system could ask the buyer or the seller, “Did you agree to buy the mug?”\\nOr, if the endogenous variable was the final price of the mug, the system could\\nask one of the agents, “How much did you sell the mug for?” Even though the\\nsimulations have yet to be conducted, the system generates survey questions. As\\nwith pre-registration, this reduces unneeded degrees of freedom in the data collection\\nprocess after the experiment.\\nMost endogenous variables are measured with only one question. In this case,\\nthe answer to this question is the only information needed to quantify the variable.\\nSometimes, it takes more than one survey question to measure a variable. Maybe the\\nvariable is the average satisfaction of the buyer and the seller; a variable\\nthat requires two separate measurements to quantify. In this case, the system gener-\\nates separate measurement questions to elicit the buyer’s and the seller’s satisfaction.\\nThen, the system averages the answers to the questions to measure the variable.\\n30For binary variables, the levels are the two possible outcomes. For ordinal variables, the levels\\ninclude all possible values that the ordinal variable could take on as determined by its operational-\\nization.\\nThe levels are selected for count and continuous variables by segmenting the range of\\npossible values into discrete intervals. In cases where the variable does not have a defined maxi-\\nmum or minimum, categories such as “above X” or “below Y” are included to ensure all possible\\nvalues are covered.\\n41\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 42, 'text': 'We pre-programmed a menu of 6 mechanical aggregation methods: finding the\\nminimum, maximum, average, mode, median, or sum of a list of values. If the system\\nneeds to combine the answers to multiple questions to measure a variable, it queries\\nan LLM to select the appropriate aggregation method. Then, the system uses a\\npre-written Python function to perform said aggregation. We refrain from asking\\nthe LLM to perform mathematical functions whenever possible, as they often make\\nmistakes.\\nA.1.2\\nExogenous causes\\nBesides the explicit measurement questions and data aggregation method, the system\\ncollects the same information for the exogenous variables as it does for the endogenous\\nvariables. For exogenous variables, these two pieces of information are unnecessary\\nfor measurement. In each simulation of the social scenario, a different combination\\nof the values of the exogenous variables is initialized. This is how the system induces\\nvariation in an experiment, so the treatments are always known to the system ex-\\nante.\\nCausal variables can have one of two possible “scopes.” The scope can be specific\\nto an individual agent or the scenario as a whole. This scope determines how the\\nsystem induces variation in the exogenous variables—at the agent or scenario level.\\nIndividual-level variables are further designated as either public or private. If private,\\nthe variable’s values are only provided to one agent; if public, they are treated as\\ncommon knowledge to all agents in the scenario.\\nThe system induces variation in the exogenous variables by transforming them\\ninto manageable proxy attributes for the agents. The system queries an LLM to cre-\\nate a second-person phrasing of the operationalized variable provided to the agent\\n(or agents, depending on the scope). For instance, with the buyer’s budget vari-\\nable, the attribute could be “your budget” for the buyer. These attributes will be\\nassigned to the agents, which we discuss in Section A.2.\\nWith the proxy attribute for the variable, the system queries an LLM for possible\\nvalues the attribute can take on. These are the induced variations—the treatment\\n42\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 43, 'text': 'conditions for the simulated experiments. By default, the system uses the levels, or a\\nvalue within each level, of the variable for the possible variation values. For example,\\nthese could be {$5, $10, $20, $40} for the buyer’s budget.\\nA.2\\nBuilding hypothesis-driven agents\\nIn conventional social science research, human subjects are catch as catch can. Here,\\nwe have to construct them from scratch. By “construct” we mean that we prompt\\nan LLM to be a person with a set of attributes. This is quite literal; for example,\\nwe could construct an agent in a negotiating scenario with the following prompt:\\n“You are a buyer in a negotiation scenario with a seller. You are negoti-\\nating over a mug. You have a budget of $20.”\\nWe can construct an agent with any set of attributes we want, which raises the\\nquestion of what attributes we should use.\\nWe already have the attributes that will be varied to test the SCM, but there are\\nmany others we could include. Some work has explored the endowing of agents with\\nmany different attributes, but it is unclear what is optimal, sufficient, or even neces-\\nsary.31 We take a minimalist approach, endowing our agents with goals, constraints,\\nroles, names, and any relevant proxy attributes for the exogenous variables. In the\\nfuture, we could integrate large numbers of diverse agents, perhaps constructed to\\nbe representative of some specific population.\\nA.2.1\\nAssigning agents attributes\\nThe system collects information for agents independently, similar to its one-at-a-time\\napproach with the variables in the SCM. The system randomly selects an agent,\\n31The methods have varied, ranging from endowing agents with interesting attributes (Argyle et\\nal., 2023; Horton, 2023) to using American National Election Study data to create “real” people\\n(T¨ornberg et al., 2023) to demonstrating that endowing demographic information does not nec-\\nessarily represent a population of interest (Atari et al., 2023; Santurkar et al., 2023). There is a\\nbalance to be struck. While attributes can provide a rich and nuanced simulation, they can also\\nlead to redundancy, inefficiency, and unexpected interactions. In contrast, too few attributes might\\nresult in an oversimplified and unrealistic portrayal of social interactions.\\n43\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 44, 'text': 'determines its attributes, and then moves on to the next agent.32 Examples of buyer\\nand seller agents with their attributes are provided in Figure A.1.\\nFigure A.1: Example agents generated by the system for “two people bargaining\\nover a mug”\\nNotes: In all simulations, agents are endowed with a randomly generated name, role, goal, con-\\nstraint, and proxy attributes for the exogenous variables. To simulate the experiment for the agents\\nin this figure, the system will generate four versions of the seller and four versions of the buyer,\\neach with one of the values for the exogenously varied attributes (assuming there are four possible\\nvalues for “Your sentimental attachment”). That is 4 × 4 = 16 treatments.\\nFor each agent, the system queries the LLM for a random name. Agents perform\\nbetter in simulations with identifiers to address one another, although this feature\\ncan be disabled. An agent’s name can also be varied as a proposed exogenous cause.\\nThe system then queries an LLM again, this time for a goal and then a constraint,\\nwhich we discuss in the following subsection.\\nFinally, the system cross-checks the values of the proxy attributes between the\\nagents to ensure they overlap appropriately. For example, if the two exogenous vari-\\nables in the SCM were the buyer’s budget and the seller’s minimum acceptable\\n32The system already has the agent’s roles from the construction of the SCM.\\n44\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 45, 'text': 'price, the system would check to make sure that the seller’s minimum acceptable\\nprice is not invariably higher than the buyer’s budget. We let the LLM deter-\\nmine if these attribute values overlap appropriately. If any discrepancies are found,\\nthe system queries the LLM again to resolve them with new values for the proxy\\nattributes. Otherwise, the simulated experiment would waste time and resources\\nbecause the induced variations were not supported across reasonable values. For ex-\\nample, if the buyer’s budget was always below the seller’s minimum acceptable\\nprice, then they might never make a deal.\\nA.2.2\\nThe importance of agent goals\\nUnlike, say, economic agents, whose goals are expressed via explicit utility func-\\ntions, the LLM agent’s goals are expressed in natural language. In the context of\\nour bargaining scenario, an example goal generated by our system for the seller\\nis to sell the mug at the highest price possible. An example constraint is\\nto not accept a price below your minimum selling price. These goals and\\nconstraints are oriented towards value, but they do not have to be; these are merely\\nthe ones generated by the system. A constraint could just have easily been do not\\nruin your reputation with your negotiating partner.\\nWe do not take a prescriptive stance on what these goals should be. We let the\\nsystem decide what is reasonable. These goals can, of course, also be the object of\\nstudy in their own right; researchers can vary them or choose their own, but they\\nare seemingly fundamental to any social science for reasons laid out in Simon (1996).\\nTherefore, explicit goals are a requirement for agents in our system.\\nA.3\\nSimulation design and execution\\nLLMs are designed to produce text. And since an independent LLM powers each\\nagent, one agent must finish speaking before the next begins. So, in any multi-agent\\nsimulation, there must be a speaking order, which raises the question of how the\\nsystem should determine this speaking order. Unfortunately, most human conver-\\nsations do not have an obvious order; people collectively figure out how to interact.\\n45\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 46, 'text': 'We centralize this process, but we could imagine a consensus protocol for who speaks\\nnext.\\nIn more straightforward settings with only two agents (e.g., two people bargaining\\nover a mug), the only possible conversational order is for the agents to alternate\\nspeaking. As the number of agents in interaction increases beyond two, the number\\nof possible speaking orders grows factorially. For example, with three agents, there\\nare 3! = 6 ways to order them; with 4 agents, 4! = 24 orderings, and so on. However,\\nthe number of possible orderings of the agents is only part of the complexity.\\nWho speaks next in a given conversation is a product of the participants’ per-\\nsonalities, the setting of the conversation, the social dynamics between the speakers,\\nthe emotional state of the participants, and many other factors.\\nThey are also\\nadaptive—often, the speaking order changes throughout a conversation. For exam-\\nple, in a court proceeding, the judge usually guides the interaction—signaling who\\nspeaks between the lawyers, witnesses, and the jury. Each contributes at various\\nand irregular intervals depending on both the type and stage of the proceeding. In a\\nfamily of two parents and two children, the order of who speaks next varies greatly.\\nIt might depend on the parents’ moods or how annoying the children have been that\\nday. In contrast, the teacher is typically the main speaker in a high school classroom,\\nalthough this varies depending on the classroom activity, such as a lecture versus a\\ngroup discussion. No simple universal formula exists for who speaks next in such\\ndiverse settings.\\nLike the aggregation methods for outcomes determined by multiple measurement\\nquestions, we designed a menu of six interaction protocols. The system queries an\\nLLM to select the appropriate protocol for a given scenario. Figure A.2 provides the\\nmenu, and we discuss each in turn.\\nA.3.1\\nTurn-taking protocols\\nThe first interaction protocol is the ordered protocol (Figure A.2, option 1), where\\nthe agents speak in a predetermined order and continue repeatedly speaking in that\\norder until the simulation is complete. Next is the random protocol. An agent is\\n46\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 47, 'text': 'Figure A.2: Menu of interaction protocols for the system to choose from for a given\\nscenario.\\nNotes: (1) The agents speak in a predetermined order. (2) The agents speak in a random order. (3)\\nA central agent alternates speaking with non-central agents in a predetermined order. (4) A central\\nagent alternates speaking with non-central agents in random order. (5) A separate LLM (whom\\nwe call the coordinator) determines who speaks next based on the conversation. (6) Each agent\\nresponds privately to the conversation so far, and the coordinator realizes one of the responses.\\nrandomly selected to speak first (Figure A.2, option 2).\\nThen, each subsequent\\nspeaker is randomly selected, with the only restriction being that no agent can speak\\ntwice in a row.\\nIn more complex scenarios with a central agent—an agent that speaks more than\\nall others—like an auction with an auctioneer or a teacher in a classroom, the system\\ncan choose the central-ordered or central-random protocols (Figure A.2, options\\n3 and 4). The former features a central agent who interacts alternately with a series\\nof non-central agents, following a predetermined order among the non-central agents.\\nThe latter also has a central agent alternating with the non-central agents but in\\nrandom order. Whenever there is an order of agents or a central agent, we also query\\n47\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 48, 'text': 'the system to determine this order.\\nFinally, we designed two interaction protocols that provide more flexibility. These\\ninteraction protocols involve a separate LLM-powered agent: “the coordinator.” The\\ncoordinator can read through transcripts of the conversations and make decisions\\nabout the simulations when necessary. It can also answer measurement questions\\nafter the experiment. The agents are not aware of the coordinator. The use of the\\ncoordinator is the only part of the system that needs quasi-omniscient supervision.\\nFortunately, LLMs perform so well that they can be used to automate this role.\\nIn the coordinator-before protocol (Figure A.2, option 5), the coordinator is\\ngiven the transcript of the conversation after each agent speaks. Then, it selects the\\nnext speaker.\\nIn the coordinator-after protocol (Figure A.2, option 6), after each agent\\nspeaks, all the agents respond, but only the coordinator can see the responses along\\nwith the transcript of the conversation up to that point.\\nThen, the coordinator\\nchooses the response to “realize” as the real response.\\nThe realized response is\\nadded to the conversation’s transcript, and the rest are deleted as if they had never\\nbeen made. The only limitation in either of the coordinator protocols is that no\\nagent can speak twice in a row.\\nA.3.2\\nExecuting the experimental simulations\\nThe system runs each experimental simulation in parallel, subject to the computa-\\ntional constraints of the researcher’s machine. When the exogenous variable’s values\\npresent too many combinations to sample from, a subset is randomly selected. In\\nevery simulation, agents are provided with a description of the scenario, their unique\\nprivate attributes, the other agents’ roles, any public or scenario-level attributes,\\nand access to the transcript of the conversation. Then, they interact according to\\nthe chosen interaction protocol. However, none of the protocols specify when the\\nsimulation should end.\\nIt is not obvious how to construct an optimal, nor even good, stopping rule.\\nHuman conversations are unpredictable and do not always end when we expect them\\n48\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 49, 'text': 'to or want them to (Mastroianni et al., 2021). An analogous issue is the halting\\nproblem in computer science, which is the problem of determining when, if ever,\\nan arbitrary computer program will stop. Turing (1937) proved that no universal\\nalgorithm exists to solve the halting problem.\\nWe implemented a two-tier mechanism to determine when to stop each simulation.\\nThese apply to all interaction protocols. After each agent speaks, the coordinator\\nreceives the transcript and decides if the conversation should continue—a yes or no\\ndecision. Additionally, simulations are limited to 20 statements across all agents in\\nthe scenario, not including the coordinator.33 Agents are provided a live count of\\nthe remaining statements during the conversation.\\nA.3.3\\nPost-simulation survey and data collection\\nAfter the experiment, the system conducts a post-experiment survey. As determined\\nduring the SCM construction, the system asks the relevant agents or the coordinator\\nthe survey questions to measure the outcome variable in each simulation. The system\\nthen takes this question’s raw answer and saves it as an observation along with the\\nvalues of the exogenous variables. If there is no reasonable answer to the question,\\nsay, if the outcome is conditional, then the system will report an NA for the variable’s\\nvalue.\\nOnce the system has the answer to the survey question, it queries an LLM with\\nthe survey question, the agent’s response, and information about the variable’s type\\nto determine its correct numerical value as a string. If the variable is a count or\\ncontinuous variable, it is converted into an integer or a float.\\nIf the variable is\\nordinal or binary, the system queries an LLM to map it to a whole-number integer\\nsequence. If multiple survey questions determine a variable, the system aggregates\\nthe answers to the questions using the method selected during the SCM construction\\nphase. Then, it converts the aggregated value to the appropriate type. After parsing\\n33Limiting the number of turns in the simulation is partially a convenience. As of the time of\\nrunning the simulations for this paper, GPT-4 has a maximum token limit of 8,192 tokens, and the\\nsystem must provide each agent with the entire conversation up to that point each time they need\\nto speak.\\n49\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 50, 'text': 'the data for each outcome, the system has a data frame with one column of numerical\\nvalues for each variable in the SCM.\\nA.4\\nPath estimation & model fit\\nWith a complete dataset and the proposed SCM, the system can estimate the linear\\nSCM without further queries to an LLM. The system uses the R package lavaan to\\nestimate all paths in the model (Rosseel, 2012).34 The system can standardize all\\nestimates, estimate interactions and non-linear terms, and view various summary\\nstatistics for each variable. It can also provide likelihood ratio, Wald, and Lagrange\\nMultiplier tests to evaluate the model fit and compare path estimates. The system\\ncan do any statistical estimation or test that is built into lavaan.\\nA.5\\nFollow-on experiments\\nAlthough we have not yet automated this process, the system can perform follow-\\non experiments. Insignificant exogenous variables from the first experiment can be\\ndropped. Then, the system could query an LLM for new exogenous variables based\\non what might be interesting, given the already tested causal paths. The system\\nwould use the same agents and interaction protocol, but the agents would vary\\non the new exogenous variables and the old ones that were significant in the first\\nexperiment. Theoretically, the system can run follow-on experiments ad infinitum,\\nand we can imagine future models that could be very good at proposing potential\\ncausal relationships.\\nB\\nHypotheses as structural causal models\\nHypotheses stated in natural language can be ambiguous, making it challenging to\\ndiscern precise implied causal relationships. Suppose a researcher is interested in\\n34For those familiar with lavaan and Python, the system automatically generates the correctly\\nformatted string in lavaan syntax using a Python dictionary that stores the structure of the SCM\\nin key-value pairs.\\n50\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 51, 'text': 'Figure A.3: Valid graphical interpretations of the same natural language\\nhypothesis.\\nBuyer\\nBudget\\nSeller\\nAttach\\nDeal\\nOccurs\\n(a) Independent causes\\nBuyer\\nBudget\\nSeller\\nAttach\\nDeal\\nOccurs\\n(b) Mediation\\nBuyer\\nBudget\\nSeller\\nAttach\\nDeal\\nOccurs\\n(c) Alternative mediation\\nNotes: Each directed acyclic graph (DAG) is a valid causal interpretation of the following natu-\\nral language hypothesis: “The buyer’s budget and the seller’s sentimental attachment to the mug\\ncausally affect whether a deal occurs.” In contrast, each DAG is unique in its declaration of the\\ncausal relationships. In DAGs, each arrow represents a direct causal relationship, and the absence\\nof an arrow between two variables indicates no causal relationship. If a variable is not included in\\nthe graph, then there is no stated causal relationship about this variable. While DAGs are unam-\\nbiguous in their causal claims about which variables cause which other variables, they do not make\\nany claims about the functional form of the relationships between variables.\\ntwo-person bargaining scenarios with a buyer and a seller. And she has the following\\nnatural language hypothesis about two people bargaining over a mug: “the buyer’s\\nbudget and the seller’s sentimental attachment to the mug causally affect whether\\na deal occurs.”\\nFigure A.3 offers three ways we can interpret this causal state-\\nment: (A.3a) the budget and the sentimental attachment could independently affect\\nwhether a deal occurs, (A.3b) the budget could mediate the relationship between the\\nattachment and the outcome, or (A.3c), the mediation could be reversed.35\\nFor (A.3a), an example could be an online marketplace where the buyer and seller\\ncannot communicate. When the buyer has a higher budget, she is more likely to buy\\nthe mug. If the seller is more sentimentally attached to the mug, he may raise the\\nprice and, therefore, lower the probability of a deal. However, without any form\\nof communication, these causal variables would not affect each other. For (A.3b),\\nif the buyer and the seller can communicate and the seller realizes that the buyer\\n35This list of interpretations is not exhaustive.\\n51\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 52, 'text': 'is willing to spend more, he might become more attached to the mug and value it\\nhigher because of the increased potential sale price. Finally, for (A.3c), the mediated\\nrelationship could be reversed. If the buyer sees that the seller is attached to the\\nmug, this may cause her to increase her budget, which increases the probability of\\na deal. The ambiguity of stating even simple hypotheses makes natural language\\ninsufficient for our purposes.\\nThe graphs in Figure A.3 are directed acyclic graphs (DAGs) and represent causal\\nrelationships. DAGs unambiguously state whether a variable is a direct cause of\\nanother variable—the direction of the arrow indicates the direction of the causal\\nrelationship (Hern´an and Robins, 2020).\\nThe absence of an arrow between two\\nvariables indicates no causal relationship. If a variable is not included in the graph,\\nthen there is no stated causal relationship involving this variable.\\nWhile DAGs are clear in their claims about which variables cause others, they\\ndo not make any statements about the functional form of the relationships between\\nvariables. In contrast, structural causal models unambiguously state the causal re-\\nlationships between variables and the functional forms of these relationships (Pearl\\net al., 2016).\\nStructural causal models (SCM), as first explored by Wright (1934), represent\\nhypotheses as sets of equations. Suppose we assume the relationships between the\\nvariables in Figure A.3 are linear. We can write an SCM for each of the DAGs.\\nFigure A.3a can be stated as:\\nDealOccurs = β1BuyerBudget + β2SellerAttachment + ϵ;\\n(1)\\nFigure A.3b as:\\nBuyerBudget = β0SellerAttachment + η\\n(2)\\nDealOccurs = β1BuyerBudget + β2SellerAttachment + ϵ;\\n(3)\\nand Figure A.3c as:\\nSellerAttachment = β0BuyerBudget + η\\n(4)\\nDealOccurs = β1BuyerBudget + β2SellerAttachment + ϵ.\\n(5)\\nThe set of equations that represent the causal relationships between variables\\nmake the SCM. We could also write each SCM with interaction terms for some or\\n52\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 53, 'text': 'all of the causes or even use other types of link functions, and these would all be\\nequally valid representations of the corresponding DAGs.\\n53\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 54, 'text': 'C\\nAdditional figures and tables\\nFigure A.4: Fitted SCM with interaction terms for “two people bargaining over a\\nmug.”\\ndeal-for-mug\\nµ = 0.50\\nσ2 = 0.25\\nsell-love-mug\\nµ = 3.00\\nσ2 = 2.00\\nbuyers-budget\\n-x-\\nsell-love-mug\\nµ = 36.67\\nσ2 = 826.22\\nbuyers-budget\\n-x-\\nsell-min-mug\\nµ = 148.02\\nσ2 = 16787.95\\nsell-min-mug\\nµ = 12.11\\nσ2 = 49.43\\nsell-min-mug\\n-x-\\nsell-love-mug\\nµ = 36.33\\nσ2 = 837.11\\nbuyers-budget\\nµ = 12.22\\nσ2 = 47.95\\n0.032\\n(0.007)\\n-0.045\\n(0.007)\\n-0.094\\n(0.032)\\n-0.000\\n(0.000)\\n0.002\\n(0.002)\\n0.004\\n(0.002)\\nNotes: Each variable is given with its mean and variance. The edges are labeled with their unstan-\\ndardized path estimate and standard error. There were 405 simulations with these agents: [‘buyer’,\\n‘seller’].\\n54\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 55, 'text': 'Figure A.5: Fitted SCM with interaction terms for “a judge is setting bail for a\\ncriminal defendant who committed 50,000 dollars in tax fraud.”\\nbail-amt\\nµ = 54428.57\\nσ2 = 186000000.00\\nnum-judge-cases\\n-x-\\ndef-remorse\\nµ = 29.57\\nσ2 = 865.10\\ndef-crim-hist\\nµ = 4.71\\nσ2 = 17.06\\ndef-crim-hist\\n-x-\\nnum-judge-cases\\nµ = 46.47\\nσ2 = 4053.35\\ndef-crim-hist\\n-x-\\ndef-remorse\\nµ = 14.14\\nσ2 = 232.12\\ndef-remorse\\nµ = 3.00\\nσ2 = 2.00\\nnum-judge-cases\\nµ = 9.86\\nσ2 = 60.98\\n303.4\\n(545.5)\\n383.9\\n(282.6)\\n-29.6\\n(1180.9)\\n-1.301\\n(26.231)\\n77.0\\n(144.8)\\n-150.8\\n(76.6)\\nNotes: Each variable is given with its mean and variance. The edges are labeled with their unstan-\\ndardized path estimate and standard error. There were 245 simulations with these agents: [‘judge’,\\n‘defendant’, ‘defense attorney’, ‘prosecutor’].\\n55\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 56, 'text': 'Figure A.6: Fitted SCM with interaction terms for “a person is interviewing for a\\njob as a lawyer.”\\nhire-decision\\nµ = 0.62\\nσ2 = 0.23\\ninter-friendly\\n-x-\\njob-app-height\\nµ = 2130.00\\nσ2 = 1600775.00\\njob-app-height\\nµ = 177.50\\nσ2 = 131.25\\nbar-exam-pass\\n-x-\\njob-app-height\\nµ = 88.75\\nσ2 = 7942.19\\nbar-exam-pass\\n-x-\\ninter-friendly\\nµ = 6.00\\nσ2 = 61.00\\nbar-exam-pass\\nµ = 0.50\\nσ2 = 0.25\\ninter-friendly\\nµ = 12.00\\nσ2 = 50.00\\n1.704\\n(1.053)\\n-0.013\\n(0.074)\\n0.005\\n(0.007)\\n0.005\\n(0.010)\\n-0.006\\n(0.006)\\n0.000\\n(0.000)\\nNotes: Each variable is given with its mean and variance. The edges are labeled with their un-\\nstandardized path estimate and standard error. There were 80 simulations with these agents: [‘job\\napplicant’, ‘employer’].\\n56\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 57, 'text': 'Figure A.7: Fitted SCM with interaction terms for “3 bidders participating in an\\nauction for a piece of art starting at fifty dollars.”\\nfinal-art-price\\nµ = 186.53\\nσ2 = 3867.92\\nbid1-max-budget\\n-x-\\nbid2-max-budg\\nµ = 40000.00\\nσ2 = 900000000.00\\nbid1-max-budget\\nµ = 200.00\\nσ2 = 10000.00\\nbid2-max-budg\\n-x-\\nbid3-max-budg\\nµ = 40000.00\\nσ2 = 900000000.00\\nbid3-max-budg\\nµ = 200.00\\nσ2 = 10000.00\\nbid1-max-budget\\n-x-\\nbid3-max-budg\\nµ = 40000.00\\nσ2 = 900000000.00\\nbid2-max-budg\\nµ = 200.00\\nσ2 = 10000.00\\n0.136\\n(0.044)\\n0.120\\n(0.044)\\n0.171\\n(0.044)\\n0.001\\n(0.000)\\n0.000\\n(0.000)\\n0.000\\n(0.000)\\nNotes: Each variable is given with its mean and variance. The edges are labeled with their unstan-\\ndardized path estimate and standard error. There were 343 simulations with these agents: [‘bidder\\n1’, ‘bidder 2’, ‘bidder 3’, ‘auctioneer’].\\n57\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 58, 'text': 'Table A.1: GPT-4’s predictions for the path estimates for the experiments in\\nSection 3 at temperature 0.\\nScenario\\n(Outcome)\\nExogenous\\nVariable\\nPath\\nEstimate\\n(SE)\\nGPT-4\\nGuess\\nTwo-\\ntailed\\nT-Test\\nGPT-4\\nSign\\nCorrect\\n| Predicted\\nExperiment|\\nEstimates\\nMug\\nBargaining\\n(Deal Made)\\nBuyer’s\\nBudget\\n0.037*\\n(0.003)\\n0.05*\\np < 0.001\\nYes\\n1.35\\nSeller’s Min\\nPrice\\n-0.035*\\n(0.002)\\n-0.07*\\np < 0.001\\nYes\\n2.00\\nSeller’s\\nAttachment\\n-0.025*\\n(0.012)\\n0.02\\np < 0.001\\nNo\\n0.80\\nArt Auction\\n(Final Price)\\nBidder 1\\nBudget\\n0.35*\\n(0.015)\\n0.5*\\np < 0.001\\nYes\\n1.43\\nBidder 2\\nValuation\\n0.29*\\n(0.015)\\n0.5*\\np < 0.001\\nYes\\n1.72\\nBidder 3\\nValuation\\n0.31*\\n(0.015 )\\n0.5*\\np < 0.001\\nYes\\n1.610\\nBail Hearing\\n(Bail\\nAmount)\\nDefendant’s\\nPrevious\\nConvictions\\n521.53*\\n(206.567)\\n5000*\\np < 0.001\\nYes\\n9.59\\nJudge Cases\\nThat Day\\n-74.632\\n(109.263)\\n-200\\np = 0.252\\nYes\\n2.68\\nDefendant’s\\nRemorse\\n-1153.061\\n(603.325)\\n-3000*\\np = 0.002\\nYes\\n2.60\\nLawyer\\nInterview\\n(Gets Job)\\nPassed Bar\\n0.750*\\n(0.068)\\n0.6*\\np = 0.03\\nYes\\n0.80\\nInterviewer\\nFriendliness\\n-0.002\\n(0.005)\\n0.2\\np < 0.001\\nNo\\n100.00\\nApplicant’s\\nHeight\\n0.003\\n(0.003)\\n0.1\\np < 0.001\\nYes\\n33.33\\nNotes: The table provides GPT-4’s prediction for the path estimate for each experiment in Section 3\\nFrom left to right, column 1 provides the scenario and outcome, column 2 provides the causal variable\\nname, column 3 the path estimate and its standard error, and column 4 shows the LLM’s prediction\\nfor the path estimate and whether it was predicted to be statistically significant. Column 5 gives\\nthe p-value of a two-tailed t-test comparing the predictions to the results, column 6 is whether the\\npredicted sign of the estimate was correct, and column 7 is the magnitude of the difference between\\nthe predicted and actual estimate.\\n58\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 59, 'text': 'Table A.2: GPT-4’s predictions for the path estimates for the experiments in\\nSection 3 at temperature 1.\\nScenario\\n(Outcome)\\nExogenous\\nVariable\\nPath\\nEstimate\\n(SE)\\nGPT-4\\nGuess\\nTwo-\\ntailed\\nT-Test\\nGPT-4\\nSign\\nCorrect\\n(SE)\\n| Predicted\\nExperiment|\\nEstimates\\nMug\\nBargaining\\n(Deal Made)\\nBuyer’s\\nBudget\\n0.037*\\n(0.003)\\n0.117*\\n(0.016)\\np < 0.001\\nYes\\n3.16\\nSeller’s Min\\nPrice\\n-0.035*\\n(0.002)\\n0.008*\\n(0.018)\\np = 0.019\\nNo\\n0.23\\nSeller’s\\nAttachment\\n-0.025*\\n(0.012)\\n0.062\\n(0.013)\\np < 0.001\\nNo\\n2.48\\nArt Auction\\n(Final Price)\\nBidder 1\\nBudget\\n0.35*\\n(0.015)\\n1.279*\\n(0.501)\\np = 0.064\\nYes\\n3.65\\nBidder 2\\nValuation\\n0.29*\\n(0.015)\\n1.263*\\n(0.501)\\np = 0.053\\nYes\\n4.36\\nBidder 3\\nValuation\\n0.31*\\n(0.015 )\\n1.269*\\n(0.501)\\np = 0.056\\nYes\\n4.09\\nBail Hearing\\n(Bail\\nAmount)\\nDefendant’s\\nPrevious\\nConvictions\\n521.53*\\n(206.567)\\n1785.192*\\n(157.347)\\np < 0.001\\nYes\\n3.42\\nJudge Cases\\nThat Day\\n-74.632\\n(109.263)\\n644.316*\\n(79.919)\\np < 0.001\\nNo\\n8.63\\nDefendant’s\\nRemorse\\n-1153.061\\n(603.325)\\n-879.945*\\n(92.700)\\np = 0.09\\nYes\\n0.76\\nLawyer\\nInterview\\n(Gets Job)\\nPassed Bar\\n0.750*\\n(0.068)\\n0.408*\\n(0.018)\\np = 0.998\\nYes\\n0.54\\nInterviewer\\nFriendliness\\n-0.002\\n(0.005)\\n0.236*\\n(0.015)\\np = 0.999\\nNo\\n118\\nApplicant’s\\nHeight\\n0.003\\n(0.003)\\n0.108\\n(0.009)\\np = 0.999\\nYes\\n36\\nNotes: The table provides GPT-4’s prediction for the path estimate for each experiment in Section 3\\nEach prediction is the average of 100 prompts at temperature 1. From left to right, column 1 provides\\nthe scenario and outcome, column 2 provides the causal variable name, column 3 the path estimate\\nand its standard error, and column 4 shows the LLM’s average prediction for the path estimate\\nand whether it was predicted to be statistically significant more than 50% of the time. The given\\nstandard error is for the mean of the predictions, not the LLM’s prediction for the standard error.\\nColumn 5 gives the p-value of a two-tailed t-test comparing the average prediction to the results,\\ncolumn 6 is whether the predicted sign of the estimate was correct more than 50% of the time, and\\ncolumn 7 is the magnitude of the difference between the predicted and actual estimate.\\n59\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 60, 'text': 'Figure A.8: Fitted SCM for auction with bidder’s reservation prices and second\\nhighest bid as exogenous variables.\\nfinal-art-price\\nµ = 186.53\\nσ2 = 3867.92\\nbid1-max-budget\\nµ = 200.00\\nσ2 = 10000.00\\nbid2-max-budg\\nµ = 200.00\\nσ2 = 10000.00\\nbid3-max-budg\\nµ = 200.00\\nσ2 = 10000.00\\n2nd-highest-budget\\nµ = 180.99\\nσ2 = 4565.99\\n0.047\\n(0.009)\\n0.039\\n(0.008)\\n0.03\\n(0.009)\\nfinal-art-price\\nµ = 186.53\\nσ2 = 3867.92\\n0.826\\n(0.018)\\nNotes: Each variable is given with its mean and variance. The edges are labeled with their unstan-\\ndardized path estimate and standard error. There were 343 simulations with these agents: [‘bidder\\n1’, ‘bidder 2’, ‘bidder 3’, ‘auctioneer’].\\nFigure A.9: Fitted SCM for auction and second highest bid as exogenous variables.\\nfinal-art-price\\nµ = 186.53\\nσ2 = 3867.92\\n2nd-highest-budget\\nµ = 180.99\\nσ2 = 4565.99\\n0.912\\n(0.009)\\nNotes: Each variable is given with its mean and variance. The edges are labeled with their unstan-\\ndardized path estimate and standard error. There were 343 simulations with these agents: [‘bidder\\n1’, ‘bidder 2’, ‘bidder 3’, ‘auctioneer’].\\n60\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 61, 'text': 'Figure A.10: Comparison of the LLM’s predictions to the theoretical predictions\\nand all experimental results for the auction scenario.\\nBidder 3\\nReservation:\\n 50\\nBidder 3\\nReservation:\\n 100\\nBidder 3\\nReservation:\\n 150\\nBidder 3\\nReservation:\\n 200\\nBidder 3\\nReservation:\\n 250\\nBidder 3\\nReservation:\\n 300\\nBidder 3\\nReservation:\\n 350\\nBidder 2\\nReservation:\\n 350\\nBidder 2\\nReservation:\\n 300\\nBidder 2\\nReservation:\\n 250\\nBidder 2\\nReservation:\\n 200\\nBidder 2\\nReservation:\\n 150\\nBidder 2\\nReservation:\\n 100\\nBidder 2\\nReservation:\\n 50\\n100 200 300\\n100 200 300\\n100 200 300\\n100 200 300\\n100 200 300\\n100 200 300\\n100 200 300\\n100\\n200\\n300\\n100\\n200\\n300\\n100\\n200\\n300\\n100\\n200\\n300\\n100\\n200\\n300\\n100\\n200\\n300\\n100\\n200\\n300\\nBidder 1\\nReservation Price\\nFinal Clearing Price\\nAuction Theory\\nPredict yi | β^\\nPredict yi\\nExperiment\\nNotes: The columns correspond to the different reservation values for bidder 3 in a given simulation,\\nand the rows correspond to the different reservation values for bidder 2. The y-axis is the clearing\\nprice, and the x-axis lists bidder 1’s reservation price. The black triangles track the observed clearing\\nprice in each simulated experiment, the black line shows the predictions made by auction theory\\n(MSET heory = 128), the blue line indicates the LLM’s predictions without the fitted SCM—the\\npredict-yi task (MSEyi = 8628), and the red curve is the LLM’s predictions with the fitted SCM—\\nthe predict-yi|ˆβ−i task (MSEyi| ˆβ−i = 1505).\\n61\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 62, 'text': 'Figure A.11: Prompt used to elicity LLM predictions for the Predict-ˆβ task.\\nI have just run an experiment to estimate the paths in the SCM from the\\nTIKZ diagram below, which is delineated by triple backticks.\\nWe ran the\\nexperiment on multiple instances of GPT-4, once for each combination of the\\ndifferent “Attribute Treatments” in the accompanying table. This table also\\nincludes information about the variables and the individual agents involved in\\nthe scenario. Your task is to predict the point estimates for the paths in the\\nSCMs as accurately as possible based on the experiments. You can see the\\nsummary statistics of the treatment variables below each variable name in the\\nTikz Diagram. We want to know how good you are at predicting the outcomes\\nof experiments run on you. Make sure you consider the correct units for both\\nthe cause and the outcome for each path. Please output your answer in the\\nfollowing form and do not include any other text: {’predictions’: dictionary of\\npoint estimate predictions for each path} {’sig’: dictionary of whether or not\\neach path is significant} ‘‘‘Figure X and Table X’’’\\nNotes: For each experiment, we input the accompanying table and the TIKZ diagram into the LLM\\nbetween the triple backticks. For example, for the bargaining scenario, these are Figure 2b and\\nTable 2a.\\n62\\n'}), Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 63, 'text': 'Table A.3: Example of the information generated for each variable in an SCM.\\nInformation Type\\nDeal Occurred\\n(Endogenous)\\nBuyer’s Budget\\n(Exogenous)\\nSeller’s Attachment\\n(Exogenous)\\nOperationalization\\n1 if a deal\\noccurs, 0\\notherwise\\nMax amount the\\nbuyer will\\nspend\\nSeller’s emotional\\nattachment level\\non a scale\\nVariable Type\\nBinary\\nContinuous\\nOrdinal\\nUnits\\nBinary\\nDollars\\nLevels of\\nattachment\\nLevels\\n{0, 1}\\n{$0-$5, ...,\\n$40+}\\n{Low, ..., High}\\nExplicit\\nMeasurement\\nQuestions\\nBuyer:\\n‘‘Did\\na deal\\noccur?’’\\n-\\n-\\nData Aggregation\\nMethod\\nSingle Value\\n-\\n-\\nScenario or\\nIndividual\\n-\\nIndividual\\nIndividual\\nVaried Attribute\\nProxies\\n-\\n‘‘Your budget’’\\n‘‘Your attachment\\nlevel’’\\nAttribute\\nTreatments\\n-\\n{$3, ..., $45}\\n{no attachment,\\n...,\\nextreme attachment}\\nNotes: Each row shows a different piece of information generated for the variables in the SCM.\\nThe first column represents the type of information, the second column represents the information\\nfor the endogenous variable, and the third and fourth columns represent the information for the\\nexogenous variables. This is example information based on the SCM in Figure A.3a.\\n63\\n'})])" ] }, "execution_count": 4, @@ -3420,7 +3420,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "id": "1f07e3ae-ca2a-47d0-8f24-12aa6211ee90", "metadata": { "editable": true, @@ -3433,33 +3433,33 @@ { "data": { "text/html": [ - "

ScenarioList scenarios: 1; keys: ['text', 'page', 'filename'];

\n", + "

ScenarioList scenarios: 1; keys: ['page', 'text', 'filename'];

\n", "
\n", " \n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", + " \n", " \n", - " \n", " \n", + " \n", " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", + " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", - " \n", - " \n", - " \n", + " \n", " \n", + " \n", " \n", - " \n", - " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", + " \n", " \n", - " \n", " \n", - " \n", " \n", + " \n", " \n", - " \n", - " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", " \n", " \n", " \n", + " \n", " \n", - " \n", " \n", - " \n", " \n", + " \n", " \n", - " \n", - " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", " \n", - " \n", - " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", " \n", " \n", "
 filenamepagetextfilenamepagetext
0tmpatssefoa.pdf1Automated Social Science:\n", + " 0tmpt7avuj8r.pdf1Automated Social Science:\n", "Language Models as Scientist and Subjects∗\n", "Benjamin S. Manning†\n", "MIT\n", @@ -3506,10 +3506,10 @@ " " ], "text/plain": [ - "ScenarioList([Scenario({'filename': 'tmpatssefoa.pdf', 'page': 1, 'text': 'Automated Social Science:\\nLanguage Models as Scientist and Subjects∗\\nBenjamin S. Manning†\\nMIT\\nKehang Zhu†\\nHarvard\\nJohn J. Horton\\nMIT & NBER\\nApril 26, 2024\\nAbstract\\nWe present an approach for automatically generating and testing, in silico,\\nsocial scientific hypotheses. This automation is made possible by recent ad-\\nvances in large language models (LLM), but the key feature of the approach\\nis the use of structural causal models. Structural causal models provide a lan-\\nguage to state hypotheses, a blueprint for constructing LLM-based agents, an\\nexperimental design, and a plan for data analysis. The fitted structural causal\\nmodel becomes an object available for prediction or the planning of follow-on\\nexperiments. We demonstrate the approach with several scenarios: a nego-\\ntiation, a bail hearing, a job interview, and an auction. In each case, causal\\nrelationships are both proposed and tested by the system, finding evidence\\nfor some and not others. We provide evidence that the insights from these\\nsimulations of social interactions are not available to the LLM purely through\\ndirect elicitation. When given its proposed structural causal model for each\\nscenario, the LLM is good at predicting the signs of estimated effects, but\\nit cannot reliably predict the magnitudes of those estimates. In the auction\\nexperiment, the in silico simulation results closely match the predictions of\\nauction theory, but elicited predictions of the clearing prices from the LLM\\nare inaccurate. However, the LLM’s predictions are dramatically improved if\\nthe model can condition on the fitted structural causal model. In short, the\\nLLM knows more than it can (immediately) tell.\\n∗Thanks to generous support from Drew Houston and his AI for Augmentation and Productivity\\nseed grant. Thanks to Jordan Ellenberg, Benjamin Lira Luttges, David Holtz, Bruce Sacerdote,\\nPaul R¨ottger, Mohammed Alsobay, Ray Duch, Matt Schwartz, David Autor, and Dean Eckles\\nfor their helpful feedback. Author’s contact information, code, and data are currently or will be\\navailable at http://www.benjaminmanning.io/.\\n†Both authors contributed equally to this work.\\n1\\narXiv:2404.11794v2 [econ.GN] 25 Apr 2024\\n'})])" + "ScenarioList([Scenario({'filename': 'tmpt7avuj8r.pdf', 'page': 1, 'text': 'Automated Social Science:\\nLanguage Models as Scientist and Subjects∗\\nBenjamin S. Manning†\\nMIT\\nKehang Zhu†\\nHarvard\\nJohn J. Horton\\nMIT & NBER\\nApril 26, 2024\\nAbstract\\nWe present an approach for automatically generating and testing, in silico,\\nsocial scientific hypotheses. This automation is made possible by recent ad-\\nvances in large language models (LLM), but the key feature of the approach\\nis the use of structural causal models. Structural causal models provide a lan-\\nguage to state hypotheses, a blueprint for constructing LLM-based agents, an\\nexperimental design, and a plan for data analysis. The fitted structural causal\\nmodel becomes an object available for prediction or the planning of follow-on\\nexperiments. We demonstrate the approach with several scenarios: a nego-\\ntiation, a bail hearing, a job interview, and an auction. In each case, causal\\nrelationships are both proposed and tested by the system, finding evidence\\nfor some and not others. We provide evidence that the insights from these\\nsimulations of social interactions are not available to the LLM purely through\\ndirect elicitation. When given its proposed structural causal model for each\\nscenario, the LLM is good at predicting the signs of estimated effects, but\\nit cannot reliably predict the magnitudes of those estimates. In the auction\\nexperiment, the in silico simulation results closely match the predictions of\\nauction theory, but elicited predictions of the clearing prices from the LLM\\nare inaccurate. However, the LLM’s predictions are dramatically improved if\\nthe model can condition on the fitted structural causal model. In short, the\\nLLM knows more than it can (immediately) tell.\\n∗Thanks to generous support from Drew Houston and his AI for Augmentation and Productivity\\nseed grant. Thanks to Jordan Ellenberg, Benjamin Lira Luttges, David Holtz, Bruce Sacerdote,\\nPaul R¨ottger, Mohammed Alsobay, Ray Duch, Matt Schwartz, David Autor, and Dean Eckles\\nfor their helpful feedback. Author’s contact information, code, and data are currently or will be\\navailable at http://www.benjaminmanning.io/.\\n†Both authors contributed equally to this work.\\n1\\narXiv:2404.11794v2 [econ.GN] 25 Apr 2024\\n'})])" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -3535,7 +3535,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "id": "18bf771b-a06e-4737-aad9-4b218479fc4c", "metadata": { "editable": true, @@ -3551,7 +3551,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "id": "e927902f-4c40-4df4-9188-fc2fc11a5943", "metadata": { "editable": true, @@ -3596,7 +3596,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "id": "179aeda5-bd7b-4a61-9772-af1a18456893", "metadata": { "editable": true, @@ -3611,45 +3611,45 @@ "text/html": [ "\n", " \n", - "
\n", + "
\n", "
\n", " \n", - " ▼ \n", - " Job Status (2024-12-28 14:45:33)\n", + " ▼ \n", + " Job Status (2025-02-07 19:57:20)\n", " \n", "
\n", - "
\n", + "
\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", "
Job UUID37bd8248-57da-4664-8af7-3078f908e9a01f5b2c18-9d95-4058-b72a-5294015122f3
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/37bd8248-57da-4664-8af7-3078f908e9a0https://www.expectedparrot.com/home/remote-job-progress/1f5b2c18-9d95-4058-b72a-5294015122f3
Error Report URLExceptions Report URLNone
Results UUID5e1f63d4-d67d-429c-96cd-b5f30792f890ddcbb441-2816-4c53-bc9f-041609dc1c7d
Results URLNonehttps://www.expectedparrot.com/content/ddcbb441-2816-4c53-bc9f-041609dc1c7d
\n", " \n", "
\n", - " ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/5e1f63d4-d67d-429c-96cd-b5f30792f890\n", + " ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/ddcbb441-2816-4c53-bc9f-041609dc1c7d\n", "
\n", " \n", "
\n", @@ -3856,7 +3856,7 @@ " \n", " \n", " " @@ -3889,7 +3889,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "id": "99ffbe92-9155-49f2-b824-03e125ce36ca", "metadata": { "editable": true, @@ -3905,205 +3905,245 @@ "\n", "
\n", " \n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 00
0agent.agent_instruction0agent.agent_index
1agent.agent_instruction
2agent.agent_name
1agent.agent_name3answer.authors
2answer.authors4answer.summary
3answer.summary5answer.thanks
4answer.thanks6cache_keys.authors_cache_key
5comment.authors_comment7cache_keys.summary_cache_key
6comment.summary_comment8cache_keys.thanks_cache_key
7comment.thanks_comment9cache_used.authors_cache_used
8generated_tokens.authors_generated_tokens10cache_used.summary_cache_used
9generated_tokens.summary_generated_tokens11cache_used.thanks_cache_used
10generated_tokens.thanks_generated_tokens12comment.authors_comment
11iteration.iteration13comment.summary_comment
12model.frequency_penalty14comment.thanks_comment
13model.logprobs15generated_tokens.authors_generated_tokens
14model.max_tokens16generated_tokens.summary_generated_tokens
15model.model17generated_tokens.thanks_generated_tokens
16model.presence_penalty18iteration.iteration
17model.temperature19model.frequency_penalty
18model.top_logprobs20model.inference_service
19model.top_p21model.logprobs
20prompt.authors_system_prompt22model.max_tokens
21prompt.authors_user_prompt23model.model
22prompt.summary_system_prompt24model.model_index
23prompt.summary_user_prompt25model.presence_penalty
24prompt.thanks_system_prompt26model.temperature
25prompt.thanks_user_prompt27model.top_logprobs
26question_options.authors_question_options28model.top_p
27question_options.summary_question_options29prompt.authors_system_prompt
28question_options.thanks_question_options30prompt.authors_user_prompt
29question_text.authors_question_text31prompt.summary_system_prompt
30question_text.summary_question_text32prompt.summary_user_prompt
31question_text.thanks_question_text33prompt.thanks_system_prompt
32question_type.authors_question_type34prompt.thanks_user_prompt
33question_type.summary_question_type35question_options.authors_question_options
34question_type.thanks_question_type36question_options.summary_question_options
35raw_model_response.authors_cost37question_options.thanks_question_options
36raw_model_response.authors_one_usd_buys38question_text.authors_question_text
37raw_model_response.authors_raw_model_response39question_text.summary_question_text
38raw_model_response.summary_cost40question_text.thanks_question_text
39raw_model_response.summary_one_usd_buys41question_type.authors_question_type
40raw_model_response.summary_raw_model_response42question_type.summary_question_type
41raw_model_response.thanks_cost43question_type.thanks_question_type
42raw_model_response.thanks_one_usd_buys44raw_model_response.authors_cost
43raw_model_response.thanks_raw_model_response45raw_model_response.authors_one_usd_buys
44scenario.filename46raw_model_response.authors_raw_model_response
45scenario.page47raw_model_response.summary_cost
46scenario.text48raw_model_response.summary_one_usd_buys
49raw_model_response.summary_raw_model_response
50raw_model_response.thanks_cost
51raw_model_response.thanks_one_usd_buys
52raw_model_response.thanks_raw_model_response
53scenario.filename
54scenario.page
55scenario.scenario_index
56scenario.text
\n", @@ -4112,11 +4152,18 @@ " " ], "text/plain": [ - "PrettyList(['agent.agent_instruction',\n", + "PrettyList(['agent.agent_index',\n", + " 'agent.agent_instruction',\n", " 'agent.agent_name',\n", " 'answer.authors',\n", " 'answer.summary',\n", " 'answer.thanks',\n", + " 'cache_keys.authors_cache_key',\n", + " 'cache_keys.summary_cache_key',\n", + " 'cache_keys.thanks_cache_key',\n", + " 'cache_used.authors_cache_used',\n", + " 'cache_used.summary_cache_used',\n", + " 'cache_used.thanks_cache_used',\n", " 'comment.authors_comment',\n", " 'comment.summary_comment',\n", " 'comment.thanks_comment',\n", @@ -4125,9 +4172,11 @@ " 'generated_tokens.thanks_generated_tokens',\n", " 'iteration.iteration',\n", " 'model.frequency_penalty',\n", + " 'model.inference_service',\n", " 'model.logprobs',\n", " 'model.max_tokens',\n", " 'model.model',\n", + " 'model.model_index',\n", " 'model.presence_penalty',\n", " 'model.temperature',\n", " 'model.top_logprobs',\n", @@ -4158,10 +4207,11 @@ " 'raw_model_response.thanks_raw_model_response',\n", " 'scenario.filename',\n", " 'scenario.page',\n", + " 'scenario.scenario_index',\n", " 'scenario.text'])" ] }, - "execution_count": 11, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -4186,7 +4236,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "id": "66a501e9-5d1a-4fe4-819c-db3dc20c0bb6", "metadata": { "editable": true, @@ -4202,25 +4252,25 @@ "\n", "
\n", " \n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 answer.summaryanswer.authorsanswer.thanksanswer.summaryanswer.authorsanswer.thanks
0The paper introduces a method for automating the generation and testing of social science hypotheses using large language models (LLMs) and structural causal models. This approach facilitates hypothesis formulation, agent construction, experimental design, and data analysis. The structural causal model serves as a predictive tool and a basis for future experiments. The authors demonstrate this method through scenarios like negotiations, bail hearings, job interviews, and auctions, where the system identifies and tests causal relationships. While LLMs can predict the direction of effects, they struggle with estimating magnitudes unless conditioned on a fitted causal model. The results show that LLMs possess latent knowledge that becomes accessible when integrated with structural causal models, improving prediction accuracy in simulations like auctions.['Benjamin S. Manning', 'Kehang Zhu', 'John J. Horton']['Drew Houston', 'Jordan Ellenberg', 'Benjamin Lira Luttges', 'David Holtz', 'Bruce Sacerdote', 'Paul Röttger', 'Mohammed Alsobay', 'Ray Duch', 'Matt Schwartz', 'David Autor', 'Dean Eckles']0The paper introduces a method for automating the generation and testing of social science hypotheses using large language models (LLMs) and structural causal models. This approach facilitates hypothesis formulation, agent construction, experimental design, and data analysis. The structural causal model serves as a predictive tool and a basis for future experiments. The authors demonstrate this method through scenarios like negotiations, bail hearings, job interviews, and auctions, where the system identifies and tests causal relationships. While LLMs can predict the direction of effects, they struggle with estimating magnitudes unless conditioned on a fitted causal model. The results show that LLMs possess latent knowledge that becomes accessible when integrated with structural causal models, improving prediction accuracy in simulations like auctions.['Benjamin S. Manning', 'Kehang Zhu', 'John J. Horton']['Drew Houston', 'Jordan Ellenberg', 'Benjamin Lira Luttges', 'David Holtz', 'Bruce Sacerdote', 'Paul Röttger', 'Mohammed Alsobay', 'Ray Duch', 'Matt Schwartz', 'David Autor', 'Dean Eckles']
\n", @@ -4232,7 +4282,7 @@ "Dataset([{'answer.summary': ['The paper introduces a method for automating the generation and testing of social science hypotheses using large language models (LLMs) and structural causal models. This approach facilitates hypothesis formulation, agent construction, experimental design, and data analysis. The structural causal model serves as a predictive tool and a basis for future experiments. The authors demonstrate this method through scenarios like negotiations, bail hearings, job interviews, and auctions, where the system identifies and tests causal relationships. While LLMs can predict the direction of effects, they struggle with estimating magnitudes unless conditioned on a fitted causal model. The results show that LLMs possess latent knowledge that becomes accessible when integrated with structural causal models, improving prediction accuracy in simulations like auctions.']}, {'answer.authors': [['Benjamin S. Manning', 'Kehang Zhu', 'John J. Horton']]}, {'answer.thanks': [['Drew Houston', 'Jordan Ellenberg', 'Benjamin Lira Luttges', 'David Holtz', 'Bruce Sacerdote', 'Paul Röttger', 'Mohammed Alsobay', 'Ray Duch', 'Matt Schwartz', 'David Autor', 'Dean Eckles']]}])" ] }, - "execution_count": 12, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -4262,7 +4312,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "id": "e93d1dd5-509d-48e6-93e1-815d2d892764", "metadata": { "editable": true, @@ -4280,7 +4330,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "id": "acb305f3-21a7-44b7-be19-b91bbd334fcd", "metadata": { "editable": true, @@ -4298,7 +4348,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "id": "cc41f2e1-c20e-40c5-af0b-2e679f6ebc21", "metadata": { "editable": true, @@ -4315,33 +4365,42 @@ "text/plain": [ "{'description': 'Example code for generating scenarios from PDFs',\n", " 'object_type': 'notebook',\n", - " 'url': 'https://www.expectedparrot.com/content/37f2034d-6c00-4f29-be23-3b31d3e93e47',\n", - " 'uuid': '37f2034d-6c00-4f29-be23-3b31d3e93e47',\n", - " 'version': '0.1.39.dev1',\n", + " 'url': 'https://www.expectedparrot.com/content/3082d9f9-7c91-4fcc-8db6-4b54b9ec879c',\n", + " 'uuid': '3082d9f9-7c91-4fcc-8db6-4b54b9ec879c',\n", + " 'version': '0.1.43.dev1',\n", " 'visibility': 'public'}" ] }, - "execution_count": 15, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "n.push(description = \"Example code for generating scenarios from PDFs\", visibility = \"public\")" + "info = n.push(description = \"Example code for generating scenarios from PDFs\", visibility = \"public\")\n", + "info" ] }, { "cell_type": "markdown", "id": "0406dee0-c399-432e-8748-9b4b294a8db5", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "skip-execution" + ] + }, "source": [ "To update an object at Coop:" ] }, { "cell_type": "code", - "execution_count": 13, - "id": "9b059bb1-5ac9-441b-ab0e-83d2f12661fc", + "execution_count": 14, + "id": "8145e02f-539b-4b90-acd4-b28091cb106d", "metadata": { "editable": true, "slideshow": { @@ -4358,7 +4417,7 @@ "{'status': 'success'}" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -4368,7 +4427,7 @@ "\n", "n = Notebook(path = \"scenario_from_pdf.ipynb\") # resave\n", "\n", - "n.patch(uuid = \"37f2034d-6c00-4f29-be23-3b31d3e93e47\", value = n)" + "n.patch(uuid = info[\"uuid\"], value = n)" ] } ], From 6a322f0ad4f1acec318ed4f94b57e87ec0d53e1f Mon Sep 17 00:00:00 2001 From: robin Date: Fri, 7 Feb 2025 20:03:54 -0500 Subject: [PATCH 08/14] updating nb --- docs/notebooks/edsl_intro.ipynb | 2339 ++++++++++++++++++------------- 1 file changed, 1392 insertions(+), 947 deletions(-) diff --git a/docs/notebooks/edsl_intro.ipynb b/docs/notebooks/edsl_intro.ipynb index 26169121..56735bc0 100644 --- a/docs/notebooks/edsl_intro.ipynb +++ b/docs/notebooks/edsl_intro.ipynb @@ -59,25 +59,51 @@ "data": { "text/html": [ "\n", - "
\n", - "
\n", - " ▼ Remote Job Log (2024-12-14 08:37:16)\n", + " \n", + "
\n", + "
\n", + " \n", + " ▼ \n", + " Job Status (2025-02-07 20:01:02)\n", + " \n", "
\n", - "
\n", - "
Remote inference activated. Sending job to server...
\n", - "
Your survey is running at the Expected Parrot server...
\n", - "
Job sent to server. (Job uuid=d321721d-4e3a-42af-9bc2-9f492e5dcaaa).
\n", - "\n", - "\n", - "
Job status: queued - last update: 2024-12-14 08:37:03 AM
\n", - "
Job status: running - last update: 2024-12-14 08:37:06 AM
\n", - "
Job status: running - last update: 2024-12-14 08:37:09 AM
\n", - "
Job status: running - last update: 2024-12-14 08:37:12 AM
\n", - "\n", + "
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Job UUIDc62b796c-f4e0-4028-b256-9b64e6688898
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/c62b796c-f4e0-4028-b256-9b64e6688898
Exceptions Report URLNone
Results UUIDa45fb248-29b1-4339-a2d3-7aee1aaa1da3
Results URLhttps://www.expectedparrot.com/content/a45fb248-29b1-4339-a2d3-7aee1aaa1da3
\n", + " \n", + "
\n", + " ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/a45fb248-29b1-4339-a2d3-7aee1aaa1da3\n", + "
\n", + " \n", "
\n", "
\n", + " \n", " " ], "text/plain": [ @@ -92,103 +118,232 @@ "text/html": [ "\n", " \n", + " \n", + " \n", + " \n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ "\n", - "/* Handle Jupyter notebook specific styling */\n", - ".jp-OutputArea-output .table-container {\n", - " max-width: 100%;\n", - " margin: 0;\n", - " overflow-x: auto;\n", + "
\n", + " \n", - "
\n", - "
\n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "\n", + "
answer.marvel_movies
I do not know
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", "
 answer.marvel_movies
0I do not know
\n", + "\n", "
\n", - "
\n", - " " + " " ], "text/plain": [ "Dataset([{'answer.marvel_movies': ['I do not know']}])" @@ -248,11 +403,9 @@ "source": [ "from edsl import ModelList, Model\n", "\n", - "models = [\"gpt-4o\", \"claude-3-5-sonnet-20240620\"]\n", + "models = [\"gpt-4o\", \"gemini-1.5-flash\"]\n", "\n", - "m = ModelList(\n", - " Model(m) for m in [\"gpt-4o\", \"claude-3-5-sonnet-20240620\"]\n", - ")" + "m = ModelList(Model(model) for model in models)" ] }, { @@ -274,26 +427,51 @@ "data": { "text/html": [ "\n", - "
\n", - "
\n", - " ▼ Remote Job Log (2024-12-14 08:39:59)\n", + " \n", + "
\n", + "
\n", + " \n", + " ▼ \n", + " Job Status (2025-02-07 20:01:43)\n", + " \n", + "
\n", + "
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Job UUID4977ba4e-8572-4ce0-9281-56475199e4d4
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/4977ba4e-8572-4ce0-9281-56475199e4d4
Exceptions Report URLNone
Results UUID872be459-3e97-4bfc-a796-e198c085e8b6
Results URLhttps://www.expectedparrot.com/content/872be459-3e97-4bfc-a796-e198c085e8b6
\n", + " \n", + "
\n", + " ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/872be459-3e97-4bfc-a796-e198c085e8b6\n", "
\n", - "
\n", - "
Remote inference activated. Sending job to server...
\n", - "
Your survey is running at the Expected Parrot server...
\n", - "
Job sent to server. (Job uuid=96b8fad4-e884-4370-8cf5-3ddc5ffa5f37).
\n", - "\n", - "\n", - "
Job status: queued - last update: 2024-12-14 08:39:43 AM
\n", - "
Job status: running - last update: 2024-12-14 08:39:46 AM
\n", - "
Job status: running - last update: 2024-12-14 08:39:50 AM
\n", - "
Job status: running - last update: 2024-12-14 08:39:53 AM
\n", - "
Job status: running - last update: 2024-12-14 08:39:56 AM
\n", - "\n", + " \n", "
\n", "
\n", + " \n", " " ], "text/plain": [ @@ -308,109 +486,257 @@ "text/html": [ "\n", " \n", + " \n", + " \n", + " \n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ "\n", - "/* Handle Jupyter notebook specific styling */\n", - ".jp-OutputArea-output .table-container {\n", - " max-width: 100%;\n", - " margin: 0;\n", - " overflow-x: auto;\n", + "
\n", + " \n", - "
\n", - "
\n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "\n", + "
model.model agent.persona answer.marvel_movies
gpt-4o comic book collectorYes
claude-3-5-sonnet-20240620comic book collectorYes
gpt-4o movie critic Yes
claude-3-5-sonnet-20240620movie critic Yes
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", "
 model.modelagent.personaanswer.marvel_movies
0gpt-4ocomic book collectorYes
1gemini-1.5-flashcomic book collectorYes
2gpt-4omovie criticYes
3gemini-1.5-flashmovie criticYes
\n", + "\n", "
\n", - "
\n", - " " + " " ], "text/plain": [ - "Dataset([{'model.model': ['gpt-4o', 'claude-3-5-sonnet-20240620', 'gpt-4o', 'claude-3-5-sonnet-20240620']}, {'agent.persona': ['comic book collector', 'comic book collector', 'movie critic', 'movie critic']}, {'answer.marvel_movies': ['Yes', 'Yes', 'Yes', 'Yes']}])" + "Dataset([{'model.model': ['gpt-4o', 'gemini-1.5-flash', 'gpt-4o', 'gemini-1.5-flash']}, {'agent.persona': ['comic book collector', 'comic book collector', 'movie critic', 'movie critic']}, {'answer.marvel_movies': ['Yes', 'Yes', 'Yes', 'Yes']}])" ] }, "execution_count": 5, @@ -492,27 +818,51 @@ "data": { "text/html": [ "\n", - "
\n", - "
\n", - " ▼ Remote Job Log (2024-12-14 08:42:05)\n", + " \n", + "
\n", + "
\n", + " \n", + " ▼ \n", + " Job Status (2025-02-07 20:01:59)\n", + " \n", + "
\n", + "
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Job UUID58a63ef0-269b-4709-8c16-148e59bb01a8
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/58a63ef0-269b-4709-8c16-148e59bb01a8
Exceptions Report URLNone
Results UUIDa1816206-731e-402f-be7f-2e144395adba
Results URLhttps://www.expectedparrot.com/content/a1816206-731e-402f-be7f-2e144395adba
\n", + " \n", + "
\n", + " ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/a1816206-731e-402f-be7f-2e144395adba\n", "
\n", - "
\n", - "
Remote inference activated. Sending job to server...
\n", - "
Your survey is running at the Expected Parrot server...
\n", - "
Job sent to server. (Job uuid=8b1fcef8-684c-4696-a533-d2b7811fb281).
\n", - "\n", - "\n", - "
Job status: queued - last update: 2024-12-14 08:41:45 AM
\n", - "
Job status: queued - last update: 2024-12-14 08:41:49 AM
\n", - "
Job status: running - last update: 2024-12-14 08:41:52 AM
\n", - "
Job status: running - last update: 2024-12-14 08:41:55 AM
\n", - "
Job status: running - last update: 2024-12-14 08:41:58 AM
\n", - "
Job status: running - last update: 2024-12-14 08:42:01 AM
\n", - "\n", + " \n", "
\n", "
\n", + " \n", " " ], "text/plain": [ @@ -527,117 +877,272 @@ "text/html": [ "\n", " \n", + " \n", + " \n", + " \n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "results = q1.by(s).by(a).by(m).run()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "9d15f2e4-2bf7-4a21-b62f-c2542fea59a4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ "\n", - ".table-container:hover::after {\n", - " opacity: 1;\n", + "
\n", + " \n", - "
\n", - "
\n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "\n", + "
model.model scenario.yearscenario.title answer.politically_motivated
claude-3-5-sonnet-20240620 2014Captain America: The Winter SoldierNo
gpt-4o 2014Captain America: The Winter SoldierYes
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", "
 model.modelscenario.yearscenario.titleanswer.politically_motivated
0gemini-1.5-flash2014Captain America: The Winter SoldierNo
1gpt-4o2014Captain America: The Winter SoldierYes
\n", + "\n", "
\n", - "
\n", - " " + " " ], "text/plain": [ - "Dataset([{'model.model': ['claude-3-5-sonnet-20240620', 'gpt-4o']}, {'scenario.year': [2014, 2014]}, {'scenario.title': ['Captain America: The Winter Soldier', 'Captain America: The Winter Soldier']}, {'answer.politically_motivated': ['No', 'Yes']}])" + "Dataset([{'model.model': ['gemini-1.5-flash', 'gpt-4o']}, {'scenario.year': [2014, 2014]}, {'scenario.title': ['Captain America: The Winter Soldier', 'Captain America: The Winter Soldier']}, {'answer.politically_motivated': ['No', 'Yes']}])" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "results = q1.by(s).by(a).by(m).run()\n", - "\n", "(\n", " results.filter(\"persona == 'movie critic'\")\n", " .sort_by(\"model\")\n", @@ -657,7 +1162,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "7ed7720d-5c2e-4437-b7ae-3b881620bbaa", "metadata": {}, "outputs": [ @@ -665,111 +1170,45 @@ "data": { "text/html": [ "\n", - " \n", - "
\n", - "
\n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "\n", + "
model.model answer.politically_motivated comment.politically_motivated_comment
claude-3-5-sonnet-20240620No While the review mentions political themes, it doesn't appear to be politically motivated itself. It's a straightforward assessment of the film's genre blend and thematic content without pushing any particular political agenda.
gpt-4o Yes The review explicitly mentions a "scathing critique of surveillance states," indicating a political perspective on the film's themes.
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", "
 model.modelanswer.politically_motivatedcomment.politically_motivated_comment
0gemini-1.5-flashNoThe review focuses on the film's genre blending and its thematic exploration of surveillance states. While the subject matter has political implications, the review itself doesn't explicitly endorse or condemn any specific political ideology or party. It's a critique of a concept, not a political stance.
1gpt-4oYesThe review highlights the film's critique of surveillance states, which is a political theme, suggesting that the review is politically motivated.
\n", + "\n", "
\n", - "
\n", - " " + " " ], "text/plain": [ - "Dataset([{'model.model': ['claude-3-5-sonnet-20240620', 'gpt-4o']}, {'answer.politically_motivated': ['No', 'Yes']}, {'comment.politically_motivated_comment': [\"While the review mentions political themes, it doesn't appear to be politically motivated itself. It's a straightforward assessment of the film's genre blend and thematic content without pushing any particular political agenda.\", 'The review explicitly mentions a \"scathing critique of surveillance states,\" indicating a political perspective on the film\\'s themes.']}])" + "Dataset([{'model.model': ['gemini-1.5-flash', 'gpt-4o']}, {'answer.politically_motivated': ['No', 'Yes']}, {'comment.politically_motivated_comment': [\"The review focuses on the film's genre blending and its thematic exploration of surveillance states. While the subject matter has political implications, the review itself doesn't explicitly endorse or condemn any specific political ideology or party. It's a critique of a concept, not a political stance.\", \"The review highlights the film's critique of surveillance states, which is a political theme, suggesting that the review is politically motivated.\"]}])" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -794,7 +1233,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "c50bc0cd-e18e-4985-9e0e-5d92302356d0", "metadata": {}, "outputs": [], @@ -813,7 +1252,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "42c7f350-699a-47a6-a216-09d6db15af8f", "metadata": {}, "outputs": [], @@ -834,7 +1273,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "7afa788b-d4fe-4cf3-abc8-0554707b6ca8", "metadata": {}, "outputs": [], @@ -859,7 +1298,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "6cf2afdf-0d13-4a38-8620-72fc302a92ad", "metadata": {}, "outputs": [], @@ -873,7 +1312,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "9c8cf39f-db9a-4cf0-bc62-6d04ab51a6aa", "metadata": {}, "outputs": [ @@ -881,27 +1320,255 @@ "data": { "text/html": [ "\n", - "
\n", - "
\n", - " ▼ Remote Job Log (2024-12-14 08:46:18)\n", + " \n", + "
\n", + "
\n", + " \n", + " ▼ \n", + " Job Status (2025-02-07 20:02:25)\n", + " \n", + "
\n", + "
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Job UUID5aca03bf-d1bd-4fb0-984e-c8f53d8a5a08
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/5aca03bf-d1bd-4fb0-984e-c8f53d8a5a08
Exceptions Report URLNone
Results UUID084c5a89-3bc3-4f7f-b037-34445bfb27a9
Results URLhttps://www.expectedparrot.com/content/084c5a89-3bc3-4f7f-b037-34445bfb27a9
\n", + " \n", + "
\n", + " ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/084c5a89-3bc3-4f7f-b037-34445bfb27a9\n", "
\n", - "
\n", - "
Remote inference activated. Sending job to server...
\n", - "
Your survey is running at the Expected Parrot server...
\n", - "
Job sent to server. (Job uuid=b239f5bb-27dc-4834-9741-babfc0b5f8c9).
\n", - "\n", - "\n", - "
Job status: queued - last update: 2024-12-14 08:45:59 AM
\n", - "
Job status: running - last update: 2024-12-14 08:46:02 AM
\n", - "
Job status: running - last update: 2024-12-14 08:46:05 AM
\n", - "
Job status: running - last update: 2024-12-14 08:46:09 AM
\n", - "
Job status: running - last update: 2024-12-14 08:46:12 AM
\n", - "
Job status: running - last update: 2024-12-14 08:46:15 AM
\n", - "\n", + " \n", "
\n", "
\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", " " ], "text/plain": [ @@ -918,138 +1585,72 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "367f8bc5-0936-4fc1-8416-b8b4eafae804", "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
+       "\n",
+       "
model.model               agent.persona       Yes/No version    Linear scale versionFavorites                                                                            
gpt-4o                    comic book collectorYes                                  3['Guardians of the Galaxy', 'Spider-Man: Into the Spider-Verse', 'Avengers: Endgame']
claude-3-5-sonnet-20240620comic book collectorNo                                   2                                                                                     
\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
        "
 model.modelagent.personaYes/No versionLinear scale versionFavorites
0gpt-4ocomic book collectorYes4['Avengers: Endgame', 'Spider-Man: Into the Spider-Verse', 'Guardians of the Galaxy']
1gemini-1.5-flashcomic book collectorNo1nan
\n",
+       "\n",
        "            
\n",
-       "        
\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "┏━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
-       "┃\u001b[1m \u001b[0m\u001b[1mmodel.model           \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1magent.persona       \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mYes/No version\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mLinear scale version\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mFavorites              \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┡━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
-       "│ gpt-4o                 │ comic book collector │ Yes            │ 3                    │ ['Guardians of the      │\n",
-       "│                        │                      │                │                      │ Galaxy', 'Spider-Man:   │\n",
-       "│                        │                      │                │                      │ Into the Spider-Verse', │\n",
-       "│                        │                      │                │                      │ 'Avengers: Endgame']    │\n",
-       "├────────────────────────┼──────────────────────┼────────────────┼──────────────────────┼─────────────────────────┤\n",
-       "│ claude-3-5-sonnet-202… │ comic book collector │ No             │ 2                    │ None                    │\n",
-       "└────────────────────────┴──────────────────────┴────────────────┴──────────────────────┴─────────────────────────┘"
+       "model.model       agent.persona         Yes/No version      Linear scale version  Favorites\n",
+       "----------------  --------------------  ----------------  ----------------------  -------------------------------------------------------------------------------------\n",
+       "gpt-4o            comic book collector  Yes                                    4  ['Avengers: Endgame', 'Spider-Man: Into the Spider-Verse', 'Guardians of the Galaxy']\n",
+       "gemini-1.5-flash  comic book collector  No                                     1"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1077,7 +1678,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "id": "261e72cc-1621-4370-bf39-e6163dd9b192",
    "metadata": {},
    "outputs": [
@@ -1085,113 +1686,77 @@
      "data": {
       "text/html": [
        "\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
+       "\n",
+       "
model                     persona             yn    lsfavorites                                                                            
gpt-4o                    comic book collectorYes    3['Guardians of the Galaxy', 'Spider-Man: Into the Spider-Verse', 'Avengers: Endgame']
claude-3-5-sonnet-20240620comic book collectorNo     2                                                                                     
gpt-4o                    movie critic        Yes    3['Avengers: Endgame', 'Black Panther', 'Guardians of the Galaxy']                    
claude-3-5-sonnet-20240620movie critic        No     0                                                                                     
\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
        "
 modelpersonaynlsfavorites
0gpt-4ocomic book collectorYes4['Avengers: Endgame', 'Spider-Man: Into the Spider-Verse', 'Guardians of the Galaxy']
1gemini-1.5-flashcomic book collectorNo1nan
2gpt-4omovie criticYes4['Avengers: Endgame', 'Black Panther', 'Guardians of the Galaxy']
3gemini-1.5-flashmovie criticYes1nan
\n",
+       "\n",
        "            
\n",
-       "        
\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "Dataset([{'model': ['gpt-4o', 'claude-3-5-sonnet-20240620', 'gpt-4o', 'claude-3-5-sonnet-20240620']}, {'persona': ['comic book collector', 'comic book collector', 'movie critic', 'movie critic']}, {'yn': ['Yes', 'No', 'Yes', 'No']}, {'ls': [3, 2, 3, 0]}, {'favorites': [\"['Guardians of the Galaxy', 'Spider-Man: Into the Spider-Verse', 'Avengers: Endgame']\", None, \"['Avengers: Endgame', 'Black Panther', 'Guardians of the Galaxy']\", None]}])"
+       "Dataset([{'model': ['gpt-4o', 'gemini-1.5-flash', 'gpt-4o', 'gemini-1.5-flash']}, {'persona': ['comic book collector', 'comic book collector', 'movie critic', 'movie critic']}, {'yn': ['Yes', 'No', 'Yes', 'Yes']}, {'ls': [4, 1, 4, 1]}, {'favorites': [\"['Avengers: Endgame', 'Spider-Man: Into the Spider-Verse', 'Guardians of the Galaxy']\", None, \"['Avengers: Endgame', 'Black Panther', 'Guardians of the Galaxy']\", None]}])"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1202,7 +1767,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "id": "402d49ea-c040-482b-a223-9c8cdcaf1da5",
    "metadata": {},
    "outputs": [
@@ -1227,220 +1792,208 @@
        "  
answer.ynanswer.lsanswer.ynanswer.favoritesscenario.yearscenario.titlescenario.yearscenario.reviewagent.agent_instructionscenario.scenario_indexagent.agent_indexagent.agent_nameagent.personamodel.frequency_penaltyagent.agent_instruction...question_options.ls_question_optionsquestion_type.favorites_question_typequestion_type.yn_question_typequestion_type.ls_question_typecomment.yn_commentcomment.ls_commentcomment.favorites_commentgenerated_tokens.ls_generated_tokensgenerated_tokens.yn_generated_tokensgenerated_tokens.ls_generated_tokensgenerated_tokens.favorites_generated_tokenscache_used.ls_cache_usedcache_used.yn_cache_usedcache_used.favorites_cache_usedcache_keys.yn_cache_keycache_keys.ls_cache_keycache_keys.favorites_cache_key
04Yes3['Guardians of the Galaxy', 'Spider-Man: Into ...2014['Avengers: Endgame', 'Spider-Man: Into the Sp...Captain America: The Winter Soldier2014\\n    Part superhero flick, part 70s political...You are answering questions as if you were a h...Agent_9comic book collector00Agent_9You are answering questions as if you were a h......[0, 1, 2, 3, 4, 5]listyes_nolinear_scaleWhile the review highlights the film's action ...The review suggests that the movie delivers a ...These movies capture the essence of what makes...3  \\nThe review suggests that the movie delive...Yes\\n\\nWhile the review highlights the film's ...[\"Guardians of the Galaxy\", \"Spider-Man: Into ...Avengers: Endgame is an epic conclusion to the...Yes\\n\\nThe review mentions a \"scathing critiqu...4  \\nThe review highlights the movie's critiqu...[\"Avengers: Endgame\", \"Spider-Man: Into the Sp...TrueTrueTrue28be7af4ca7266aeaaf6dfb1939f2830f34701a54317094ac2145039c54d2e824a65448cf57b2e2529af3a3fe11ad8b0
11No2NaN2014Captain America: The Winter Soldier2014\\n    Part superhero flick, part 70s political...You are answering questions as if you were a h...Agent_10comic book collector00Agent_10You are answering questions as if you were a h......[0, 1, 2, 3, 4, 5]listyes_nolinear_scaleComment: As a comic book collector, I don't se...Task was cancelled.Task was cancelled.No\\n\\nLook, I'm not saying the movie *doesn't*...NaNNaNNaNFalseNaN455b0c2040a35ed5ee2b5653a939e8adNaNNo\\n\\nComment: As a comic book collector, I do...NaN
24Yes3['Avengers: Endgame', 'Black Panther', 'Guardi...2014Captain America: The Winter Soldier2014\\n    Part superhero flick, part 70s political...You are answering questions as if you were a h...Agent_11movie critic01Agent_11You are answering questions as if you were a h......[0, 1, 2, 3, 4, 5]listyes_nolinear_scaleThe review mentions a \"scathing critique of su...The review acknowledges the film's critique of...These films stand out due to their compelling ...3  \\nThe review acknowledges the film's critiq...Yes\\n\\nThe review mentions a \"scathing critiqu...These films stand out for their compelling sto...Yes\\n\\nThe review describes the movie as deliv...4  \\nThe review highlights a critique of surve...[\"Avengers: Endgame\", \"Black Panther\", \"Guardi...TrueTrueTrue502a250f2082fec0421839e48967b5d6b24392669b17dbf2ddcaf21067eafae9595a2e86d433057894b2609f4e058586
3No01YesNaN2014Captain America: The Winter Soldier2014\\n    Part superhero flick, part 70s political...You are answering questions as if you were a h...Agent_12movie critic01Agent_12You are answering questions as if you were a h......[0, 1, 2, 3, 4, 5]listyes_nolinear_scaleComment: This review does not appear to be pol...Task was cancelled.Task was cancelled.Yes\\n\\nThe review explicitly mentions a \"scath...NaNNaNNaNFalseNaN6a0c7ae0d01760ce2648dae44cbcfa82NaNNo\\n\\nComment: This review does not appear to ...NaN
\n",
-       "
4 rows × 48 columns
\n",
+       "
4 rows × 62 columns
\n",
        "
"
       ],
       "text/plain": [
-       "  answer.yn  answer.ls                                   answer.favorites  \\\n",
-       "0       Yes          3  ['Guardians of the Galaxy', 'Spider-Man: Into ...   \n",
-       "1        No          2                                                NaN   \n",
-       "2       Yes          3  ['Avengers: Endgame', 'Black Panther', 'Guardi...   \n",
-       "3        No          0                                                NaN   \n",
-       "\n",
-       "   scenario.year                       scenario.title  \\\n",
-       "0           2014  Captain America: The Winter Soldier   \n",
-       "1           2014  Captain America: The Winter Soldier   \n",
-       "2           2014  Captain America: The Winter Soldier   \n",
-       "3           2014  Captain America: The Winter Soldier   \n",
-       "\n",
-       "                                     scenario.review  \\\n",
-       "0  \\n    Part superhero flick, part 70s political...   \n",
-       "1  \\n    Part superhero flick, part 70s political...   \n",
-       "2  \\n    Part superhero flick, part 70s political...   \n",
-       "3  \\n    Part superhero flick, part 70s political...   \n",
-       "\n",
-       "                             agent.agent_instruction agent.agent_name  \\\n",
-       "0  You are answering questions as if you were a h...          Agent_9   \n",
-       "1  You are answering questions as if you were a h...         Agent_10   \n",
-       "2  You are answering questions as if you were a h...         Agent_11   \n",
-       "3  You are answering questions as if you were a h...         Agent_12   \n",
-       "\n",
-       "          agent.persona  model.frequency_penalty  ...  \\\n",
-       "0  comic book collector                        0  ...   \n",
-       "1  comic book collector                        0  ...   \n",
-       "2          movie critic                        0  ...   \n",
-       "3          movie critic                        0  ...   \n",
-       "\n",
-       "   question_options.ls_question_options  \\\n",
-       "0                    [0, 1, 2, 3, 4, 5]   \n",
-       "1                    [0, 1, 2, 3, 4, 5]   \n",
-       "2                    [0, 1, 2, 3, 4, 5]   \n",
-       "3                    [0, 1, 2, 3, 4, 5]   \n",
-       "\n",
-       "   question_type.favorites_question_type question_type.yn_question_type  \\\n",
-       "0                                   list                         yes_no   \n",
-       "1                                   list                         yes_no   \n",
-       "2                                   list                         yes_no   \n",
-       "3                                   list                         yes_no   \n",
-       "\n",
-       "   question_type.ls_question_type  \\\n",
-       "0                    linear_scale   \n",
-       "1                    linear_scale   \n",
-       "2                    linear_scale   \n",
-       "3                    linear_scale   \n",
-       "\n",
-       "                                  comment.yn_comment  \\\n",
-       "0  While the review highlights the film's action ...   \n",
-       "1  Comment: As a comic book collector, I don't se...   \n",
-       "2  The review mentions a \"scathing critique of su...   \n",
-       "3  Comment: This review does not appear to be pol...   \n",
-       "\n",
-       "                                  comment.ls_comment  \\\n",
-       "0  The review suggests that the movie delivers a ...   \n",
-       "1                                Task was cancelled.   \n",
-       "2  The review acknowledges the film's critique of...   \n",
-       "3                                Task was cancelled.   \n",
+       "   answer.ls answer.yn                                   answer.favorites  \\\n",
+       "0          4       Yes  ['Avengers: Endgame', 'Spider-Man: Into the Sp...   \n",
+       "1          1        No                                                NaN   \n",
+       "2          4       Yes  ['Avengers: Endgame', 'Black Panther', 'Guardi...   \n",
+       "3          1       Yes                                                NaN   \n",
+       "\n",
+       "                        scenario.title  scenario.year  \\\n",
+       "0  Captain America: The Winter Soldier           2014   \n",
+       "1  Captain America: The Winter Soldier           2014   \n",
+       "2  Captain America: The Winter Soldier           2014   \n",
+       "3  Captain America: The Winter Soldier           2014   \n",
+       "\n",
+       "                                     scenario.review  scenario.scenario_index  \\\n",
+       "0  \\n    Part superhero flick, part 70s political...                        0   \n",
+       "1  \\n    Part superhero flick, part 70s political...                        0   \n",
+       "2  \\n    Part superhero flick, part 70s political...                        0   \n",
+       "3  \\n    Part superhero flick, part 70s political...                        0   \n",
+       "\n",
+       "   agent.agent_index agent.agent_name  \\\n",
+       "0                  0          Agent_9   \n",
+       "1                  0         Agent_10   \n",
+       "2                  1         Agent_11   \n",
+       "3                  1         Agent_12   \n",
+       "\n",
+       "                             agent.agent_instruction  ...  \\\n",
+       "0  You are answering questions as if you were a h...  ...   \n",
+       "1  You are answering questions as if you were a h...  ...   \n",
+       "2  You are answering questions as if you were a h...  ...   \n",
+       "3  You are answering questions as if you were a h...  ...   \n",
        "\n",
        "                           comment.favorites_comment  \\\n",
-       "0  These movies capture the essence of what makes...   \n",
+       "0  Avengers: Endgame is an epic conclusion to the...   \n",
        "1                                Task was cancelled.   \n",
-       "2  These films stand out due to their compelling ...   \n",
+       "2  These films stand out for their compelling sto...   \n",
        "3                                Task was cancelled.   \n",
        "\n",
+       "                generated_tokens.yn_generated_tokens  \\\n",
+       "0  Yes\\n\\nThe review mentions a \"scathing critiqu...   \n",
+       "1  No\\n\\nLook, I'm not saying the movie *doesn't*...   \n",
+       "2  Yes\\n\\nThe review describes the movie as deliv...   \n",
+       "3  Yes\\n\\nThe review explicitly mentions a \"scath...   \n",
+       "\n",
        "                generated_tokens.ls_generated_tokens  \\\n",
-       "0  3  \\nThe review suggests that the movie delive...   \n",
+       "0  4  \\nThe review highlights the movie's critiqu...   \n",
        "1                                                NaN   \n",
-       "2  3  \\nThe review acknowledges the film's critiq...   \n",
+       "2  4  \\nThe review highlights a critique of surve...   \n",
        "3                                                NaN   \n",
        "\n",
-       "                generated_tokens.yn_generated_tokens  \\\n",
-       "0  Yes\\n\\nWhile the review highlights the film's ...   \n",
-       "1  No\\n\\nComment: As a comic book collector, I do...   \n",
-       "2  Yes\\n\\nThe review mentions a \"scathing critiqu...   \n",
-       "3  No\\n\\nComment: This review does not appear to ...   \n",
-       "\n",
-       "         generated_tokens.favorites_generated_tokens  \n",
-       "0  [\"Guardians of the Galaxy\", \"Spider-Man: Into ...  \n",
-       "1                                                NaN  \n",
-       "2  [\"Avengers: Endgame\", \"Black Panther\", \"Guardi...  \n",
-       "3                                                NaN  \n",
+       "         generated_tokens.favorites_generated_tokens  \\\n",
+       "0  [\"Avengers: Endgame\", \"Spider-Man: Into the Sp...   \n",
+       "1                                                NaN   \n",
+       "2  [\"Avengers: Endgame\", \"Black Panther\", \"Guardi...   \n",
+       "3                                                NaN   \n",
        "\n",
-       "[4 rows x 48 columns]"
+       "   cache_used.ls_cache_used  cache_used.yn_cache_used  \\\n",
+       "0                      True                      True   \n",
+       "1                       NaN                     False   \n",
+       "2                      True                      True   \n",
+       "3                       NaN                     False   \n",
+       "\n",
+       "   cache_used.favorites_cache_used           cache_keys.yn_cache_key  \\\n",
+       "0                             True  28be7af4ca7266aeaaf6dfb1939f2830   \n",
+       "1                              NaN  455b0c2040a35ed5ee2b5653a939e8ad   \n",
+       "2                             True  502a250f2082fec0421839e48967b5d6   \n",
+       "3                              NaN  6a0c7ae0d01760ce2648dae44cbcfa82   \n",
+       "\n",
+       "            cache_keys.ls_cache_key    cache_keys.favorites_cache_key  \n",
+       "0  f34701a54317094ac2145039c54d2e82  4a65448cf57b2e2529af3a3fe11ad8b0  \n",
+       "1                               NaN                               NaN  \n",
+       "2  b24392669b17dbf2ddcaf21067eafae9  595a2e86d433057894b2609f4e058586  \n",
+       "3                               NaN                               NaN  \n",
+       "\n",
+       "[4 rows x 62 columns]"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1451,124 +2004,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "id": "bbf612a1-c8f1-4680-b154-53b7ff6865f0",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/html": [
-       "
FileStore
\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "
key          value                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
path         marvel_movies_survey.csv                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
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
binary       False                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
suffix       csv                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
mime_type    text/csv                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
\n",
-       "            
\n",
-       "        
\n",
-       "        "
-      ],
-      "text/plain": [
-       "FileStore(path='marvel_movies_survey.csv', base64_string='answer.yn,answer.ls,answer.favorites,scenario.year,scenario.title,scenario.review,agent.agent_instruction,agent.agent_name,agent.persona,model.frequency_penalty,model.logprobs,model.max_tokens,model.model,model.temperature,model.top_p,model.presence_penalty,model.top_logprobs,prompt.yn_user_prompt,prompt.ls_user_prompt,prompt.favorites_system_prompt,prompt.favorites_user_prompt,prompt.ls_system_prompt,prompt.yn_system_prompt,raw_model_response.ls_raw_model_response,raw_model_response.ls_one_usd_buys,raw_model_response.favorites_cost,raw_model_response.yn_one_usd_buys,raw_model_response.ls_cost,raw_model_response.favorites_one_usd_buys,raw_model_response.favorites_raw_model_response,raw_model_response.yn_raw_model_response,raw_model_response.yn_cost,iteration.iteration,question_text.yn_question_text,question_text.ls_question_text,question_text.favorites_question_text,question_options.yn_question_options,question_options.favorites_question_options,question_options.ls_question_options,question_type.favorites_question_type,question_type.yn_question_type,question_type.ls_question_type,comment.yn_comment,comment.ls_comment,comment.favorites_comment,generated_tokens.ls_generated_tokens,generated_tokens.yn_generated_tokens,generated_tokens.favorites_generated_tokens
Yes,3,"['Guardians of the Galaxy', 'Spider-Man: Into the Spider-Verse', 'Avengers: Endgame']",2014,Captain America: The Winter Soldier,"
    Part superhero flick, part 70s political thriller. 
    It's a bold mix that pays off, delivering a scathing 
    critique of surveillance states wrapped in spandex 
    and shield-throwing action.    
    ",You are answering questions as if you were a human. Do not break character.,Agent_9,comic book collector,0,False,1000,gpt-4o,0.5,1,0,3,"

    Read the following movie review and determine whether it is politically motivated.
    Movie: Captain America: The Winter Soldier
    Review: 
    Part superhero flick, part 70s political thriller. 
    It's a bold mix that pays off, delivering a scathing 
    critique of surveillance states wrapped in spandex 
    and shield-throwing action.    
    
    

    
No
    
Yes
    

Only 1 option may be selected.
Please respond with just your answer. 


After the answer, you can put a comment explaining your response.","
    Read the following movie review and indicate whether it is politically motivated.
    Movie: Captain America: The Winter Soldier
    Review: 
    Part superhero flick, part 70s political thriller. 
    It's a bold mix that pays off, delivering a scathing 
    critique of surveillance states wrapped in spandex 
    and shield-throwing action.    
    
    

0 : Not at all

1 : 

2 : 

3 : 

4 : 

5 : Very much

Only 1 option may be selected.

Respond only with the code corresponding to one of the options. E.g., ""1"" or ""5"" by itself.

After the answer, you can put a comment explaining why you chose that option on the next line.",You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'comic book collector'},"List your favorite Marvel movies.


The list must not contain more than 3 items.

Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [""A"", ""B"", ""C""]

After the answers, you can put a comment explaining your choice on the next line.",You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'comic book collector'},You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'comic book collector'},"{'id': 'chatcmpl-AeMl8M4jPDPU29XYYYFdw7tfujHB0', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': ""3  \nThe review suggests that the movie delivers a critique of surveillance states, indicating a political angle, but it doesn't seem to be overwhelmingly focused on politics alone."", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734183970, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_f785eb5f47', 'usage': {'completion_tokens': 32, 'prompt_tokens': 190, 'total_tokens': 222, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}",1257.8616352201257,0.00107,1351.3513513513515,0.000795,934.5794392523364,"{'id': 'chatcmpl-AeMl9hhmTgoYz7FOtRIKaVLmNmbU3', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[""Guardians of the Galaxy"", ""Spider-Man: Into the Spider-Verse"", ""Avengers: Endgame""]\n\nThese movies capture the essence of what makes Marvel so captivating: a blend of humor, compelling storytelling, and epic battles. Plus, ""Spider-Man: Into the Spider-Verse"" is a visual masterpiece that brings comic book art to life in a way that\'s never been done before.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734183971, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 80, 'prompt_tokens': 108, 'total_tokens': 188, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}","{'id': 'chatcmpl-AeMl8FZXFevHFej6yMrM8MElgenPc', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Yes\n\nWhile the review highlights the film\'s action and superhero elements, it also mentions a ""scathing critique of surveillance states,"" which suggests a political theme or message within the movie.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734183970, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 37, 'prompt_tokens': 148, 'total_tokens': 185, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}",0.00074,0,"
    Read the following movie review and determine whether it is politically motivated.
    Movie: {{ title }}
    Review: {{ review }}
    ","
    Read the following movie review and indicate whether it is politically motivated.
    Movie: {{ title }}
    Review: {{ review }}
    ",List your favorite Marvel movies.,"['No', 'Yes']",,"[0, 1, 2, 3, 4, 5]",list,yes_no,linear_scale,"While the review highlights the film's action and superhero elements, it also mentions a ""scathing critique of surveillance states,"" which suggests a political theme or message within the movie.","The review suggests that the movie delivers a critique of surveillance states, indicating a political angle, but it doesn't seem to be overwhelmingly focused on politics alone.","These movies capture the essence of what makes Marvel so captivating: a blend of humor, compelling storytelling, and epic battles. Plus, ""Spider-Man: Into the Spider-Verse"" is a visual masterpiece that brings comic book art to life in a way that's never been done before.","3  
The review suggests that the movie delivers a critique of surveillance states, indicating a political angle, but it doesn't seem to be overwhelmingly focused on politics alone.","Yes

While the review highlights the film's action and superhero elements, it also mentions a ""scathing critique of surveillance states,"" which suggests a political theme or message within the movie.","[""Guardians of the Galaxy"", ""Spider-Man: Into the Spider-Verse"", ""Avengers: Endgame""]

These movies capture the essence of what makes Marvel so captivating: a blend of humor, compelling storytelling, and epic battles. Plus, ""Spider-Man: Into the Spider-Verse"" is a visual masterpiece that brings comic book art to life in a way that's never been done before."
No,2,,2014,Captain America: The Winter Soldier,"
    Part superhero flick, part 70s political thriller. 
    It's a bold mix that pays off, delivering a scathing 
    critique of surveillance states wrapped in spandex 
    and shield-throwing action.    
    ",You are answering questions as if you were a human. Do not break character.,Agent_10,comic book collector,0,False,1000,claude-3-5-sonnet-20240620,0.5,1,0,3,"

    Read the following movie review and determine whether it is politically motivated.
    Movie: Captain America: The Winter Soldier
    Review: 
    Part superhero flick, part 70s political thriller. 
    It's a bold mix that pays off, delivering a scathing 
    critique of surveillance states wrapped in spandex 
    and shield-throwing action.    
    
    

    
No
    
Yes
    

Only 1 option may be selected.
Please respond with just your answer. 


After the answer, you can put a comment explaining your response.","
    Read the following movie review and indicate whether it is politically motivated.
    Movie: Captain America: The Winter Soldier
    Review: 
    Part superhero flick, part 70s political thriller. 
    It's a bold mix that pays off, delivering a scathing 
    critique of surveillance states wrapped in spandex 
    and shield-throwing action.    
    
    

0 : Not at all

1 : 

2 : 

3 : 

4 : 

5 : Very much

Only 1 option may be selected.

Respond only with the code corresponding to one of the options. E.g., ""1"" or ""5"" by itself.

After the answer, you can put a comment explaining why you chose that option on the next line.",You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'comic book collector'},"List your favorite Marvel movies.


The list must not contain more than 3 items.

Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [""A"", ""B"", ""C""]

After the answers, you can put a comment explaining your choice on the next line.",You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'comic book collector'},You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'comic book collector'},,NA,,601.6871749913581,,NA,,"{'id': 'msg_01XFKRXpSgt5cmWnVvymU3Qq', 'content': [{'text': ""No\n\nComment: As a comic book collector, I don't see any overt political motivation in this review. It's discussing the film's genre blend and themes, which are inherent to the movie itself rather than pushing a specific political agenda. The mention of surveillance critique is presented as part of the film's plot, not as the reviewer's personal political stance."", 'type': 'text'}], 'model': 'claude-3-5-sonnet-20240620', 'role': 'assistant', 'stop_reason': 'end_turn', 'stop_sequence': None, 'type': 'message', 'usage': {'input_tokens': 169, 'output_tokens': 77}}",0.0016619932110309029,0,"
    Read the following movie review and determine whether it is politically motivated.
    Movie: {{ title }}
    Review: {{ review }}
    ","
    Read the following movie review and indicate whether it is politically motivated.
    Movie: {{ title }}
    Review: {{ review }}
    ",List your favorite Marvel movies.,"['No', 'Yes']",,"[0, 1, 2, 3, 4, 5]",list,yes_no,linear_scale,"Comment: As a comic book collector, I don't see any overt political motivation in this review. It's discussing the film's genre blend and themes, which are inherent to the movie itself rather than pushing a specific political agenda. The mention of surveillance critique is presented as part of the film's plot, not as the reviewer's personal political stance.",Task was cancelled.,Task was cancelled.,,"No

Comment: As a comic book collector, I don't see any overt political motivation in this review. It's discussing the film's genre blend and themes, which are inherent to the movie itself rather than pushing a specific political agenda. The mention of surveillance critique is presented as part of the film's plot, not as the reviewer's personal political stance.",
Yes,3,"['Avengers: Endgame', 'Black Panther', 'Guardians of the Galaxy']",2014,Captain America: The Winter Soldier,"
    Part superhero flick, part 70s political thriller. 
    It's a bold mix that pays off, delivering a scathing 
    critique of surveillance states wrapped in spandex 
    and shield-throwing action.    
    ",You are answering questions as if you were a human. Do not break character.,Agent_11,movie critic,0,False,1000,gpt-4o,0.5,1,0,3,"

    Read the following movie review and determine whether it is politically motivated.
    Movie: Captain America: The Winter Soldier
    Review: 
    Part superhero flick, part 70s political thriller. 
    It's a bold mix that pays off, delivering a scathing 
    critique of surveillance states wrapped in spandex 
    and shield-throwing action.    
    
    

    
No
    
Yes
    

Only 1 option may be selected.
Please respond with just your answer. 


After the answer, you can put a comment explaining your response.","
    Read the following movie review and indicate whether it is politically motivated.
    Movie: Captain America: The Winter Soldier
    Review: 
    Part superhero flick, part 70s political thriller. 
    It's a bold mix that pays off, delivering a scathing 
    critique of surveillance states wrapped in spandex 
    and shield-throwing action.    
    
    

0 : Not at all

1 : 

2 : 

3 : 

4 : 

5 : Very much

Only 1 option may be selected.

Respond only with the code corresponding to one of the options. E.g., ""1"" or ""5"" by itself.

After the answer, you can put a comment explaining why you chose that option on the next line.",You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'movie critic'},"List your favorite Marvel movies.


The list must not contain more than 3 items.

Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [""A"", ""B"", ""C""]

After the answers, you can put a comment explaining your choice on the next line.",You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'movie critic'},You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'movie critic'},"{'id': 'chatcmpl-AeMl8v0ILUtGo63nUMAHVNGwinYoV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': ""3  \nThe review acknowledges the film's critique of surveillance states, which can be seen as a politically motivated theme, though it's balanced with the entertainment aspects of a superhero movie."", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734183970, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 35, 'prompt_tokens': 189, 'total_tokens': 224, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}",1215.80547112462,0.0011575,1393.7282229965156,0.0008225,863.9308855291578,"{'id': 'chatcmpl-AeMl9vLvJR1UUUujJ7NQccrm6qm6w', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[""Avengers: Endgame"", ""Black Panther"", ""Guardians of the Galaxy""]  \nThese films stand out due to their compelling storytelling, strong character development, and cultural impact. ""Avengers: Endgame"" masterfully concludes a decade-long saga, ""Black Panther"" breaks ground with its cultural significance and direction, while ""Guardians of the Galaxy"" brings a fresh, fun, and irreverent tone to the superhero genre.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734183971, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 89, 'prompt_tokens': 107, 'total_tokens': 196, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}","{'id': 'chatcmpl-AeMl84pzVXLosKDAZ3rJrMAKr2DuI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Yes\n\nThe review mentions a ""scathing critique of surveillance states,"" which indicates a political element in the film\'s themes and suggests that the review is acknowledging this political aspect.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734183970, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 35, 'prompt_tokens': 147, 'total_tokens': 182, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}",0.0007175,0,"
    Read the following movie review and determine whether it is politically motivated.
    Movie: {{ title }}
    Review: {{ review }}
    ","
    Read the following movie review and indicate whether it is politically motivated.
    Movie: {{ title }}
    Review: {{ review }}
    ",List your favorite Marvel movies.,"['No', 'Yes']",,"[0, 1, 2, 3, 4, 5]",list,yes_no,linear_scale,"The review mentions a ""scathing critique of surveillance states,"" which indicates a political element in the film's themes and suggests that the review is acknowledging this political aspect.","The review acknowledges the film's critique of surveillance states, which can be seen as a politically motivated theme, though it's balanced with the entertainment aspects of a superhero movie.","These films stand out due to their compelling storytelling, strong character development, and cultural impact. ""Avengers: Endgame"" masterfully concludes a decade-long saga, ""Black Panther"" breaks ground with its cultural significance and direction, while ""Guardians of the Galaxy"" brings a fresh, fun, and irreverent tone to the superhero genre.","3  
The review acknowledges the film's critique of surveillance states, which can be seen as a politically motivated theme, though it's balanced with the entertainment aspects of a superhero movie.","Yes

The review mentions a ""scathing critique of surveillance states,"" which indicates a political element in the film's themes and suggests that the review is acknowledging this political aspect.","[""Avengers: Endgame"", ""Black Panther"", ""Guardians of the Galaxy""]  
These films stand out due to their compelling storytelling, strong character development, and cultural impact. ""Avengers: Endgame"" masterfully concludes a decade-long saga, ""Black Panther"" breaks ground with its cultural significance and direction, while ""Guardians of the Galaxy"" brings a fresh, fun, and irreverent tone to the superhero genre."
No,0,,2014,Captain America: The Winter Soldier,"
    Part superhero flick, part 70s political thriller. 
    It's a bold mix that pays off, delivering a scathing 
    critique of surveillance states wrapped in spandex 
    and shield-throwing action.    
    ",You are answering questions as if you were a human. Do not break character.,Agent_12,movie critic,0,False,1000,claude-3-5-sonnet-20240620,0.5,1,0,3,"

    Read the following movie review and determine whether it is politically motivated.
    Movie: Captain America: The Winter Soldier
    Review: 
    Part superhero flick, part 70s political thriller. 
    It's a bold mix that pays off, delivering a scathing 
    critique of surveillance states wrapped in spandex 
    and shield-throwing action.    
    
    

    
No
    
Yes
    

Only 1 option may be selected.
Please respond with just your answer. 


After the answer, you can put a comment explaining your response.","
    Read the following movie review and indicate whether it is politically motivated.
    Movie: Captain America: The Winter Soldier
    Review: 
    Part superhero flick, part 70s political thriller. 
    It's a bold mix that pays off, delivering a scathing 
    critique of surveillance states wrapped in spandex 
    and shield-throwing action.    
    
    

0 : Not at all

1 : 

2 : 

3 : 

4 : 

5 : Very much

Only 1 option may be selected.

Respond only with the code corresponding to one of the options. E.g., ""1"" or ""5"" by itself.

After the answer, you can put a comment explaining why you chose that option on the next line.",You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'movie critic'},"List your favorite Marvel movies.


The list must not contain more than 3 items.

Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [""A"", ""B"", ""C""]

After the answers, you can put a comment explaining your choice on the next line.",You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'movie critic'},You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'movie critic'},,NA,,613.8760416336902,,NA,,"{'id': 'msg_01R9yDYctvMjdTsXZ2UY1bM7', 'content': [{'text': ""No\n\nComment: This review does not appear to be politically motivated. While it mentions a political theme (critique of surveillance states), the review focuses primarily on the film's genre blend and overall effectiveness. It reads as a standard movie critic analysis praising the film's successful combination of superhero elements with political thriller themes, rather than pushing any particular political agenda."", 'type': 'text'}], 'model': 'claude-3-5-sonnet-20240620', 'role': 'assistant', 'stop_reason': 'end_turn', 'stop_sequence': None, 'type': 'message', 'usage': {'input_tokens': 168, 'output_tokens': 75}}",0.001628993367030141,0,"
    Read the following movie review and determine whether it is politically motivated.
    Movie: {{ title }}
    Review: {{ review }}
    ","
    Read the following movie review and indicate whether it is politically motivated.
    Movie: {{ title }}
    Review: {{ review }}
    ",List your favorite Marvel movies.,"['No', 'Yes']",,"[0, 1, 2, 3, 4, 5]",list,yes_no,linear_scale,"Comment: This review does not appear to be politically motivated. While it mentions a political theme (critique of surveillance states), the review focuses primarily on the film's genre blend and overall effectiveness. It reads as a standard movie critic analysis praising the film's successful combination of superhero elements with political thriller themes, rather than pushing any particular political agenda.",Task was cancelled.,Task was cancelled.,,"No

Comment: This review does not appear to be politically motivated. While it mentions a political theme (critique of surveillance states), the review focuses primarily on the film's genre blend and overall effectiveness. It reads as a standard movie critic analysis praising the film's successful combination of superhero elements with political thriller themes, rather than pushing any particular political agenda.",
', binary=False, suffix='csv', mime_type='text/csv', external_locations={})"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "File written to marvel_movies_survey.csv\n"
+     ]
     }
    ],
    "source": [
@@ -1585,7 +2030,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 20,
    "id": "4f9772c7-f7e6-4e15-a360-dabe84529f55",
    "metadata": {
     "editable": true,
@@ -1603,7 +2048,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 21,
    "id": "75abacce-823c-4b28-a253-5a8c2d829e63",
    "metadata": {
     "editable": true,
@@ -1621,7 +2066,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 22,
    "id": "a5997c97-4a89-400f-9225-68fb4d931007",
    "metadata": {
     "editable": true,
@@ -1638,13 +2083,13 @@
       "text/plain": [
        "{'description': 'Example survey: Using EDSL to analyze content',\n",
        " 'object_type': 'notebook',\n",
-       " 'url': 'https://www.expectedparrot.com/content/2ed11d62-8e1a-44c3-976c-7de87cb28e6b',\n",
-       " 'uuid': '2ed11d62-8e1a-44c3-976c-7de87cb28e6b',\n",
-       " 'version': '0.1.39.dev1',\n",
+       " 'url': 'https://www.expectedparrot.com/content/0d416fec-133f-4a93-a87d-5ae398fb9356',\n",
+       " 'uuid': '0d416fec-133f-4a93-a87d-5ae398fb9356',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1664,8 +2109,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "id": "e8b6eed8-0a2b-4bb4-8d29-0426e046d0b2",
+   "execution_count": 23,
+   "id": "7b8ec307-d73a-4274-9561-b4fce9720652",
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -1682,8 +2127,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "id": "17c4ae2b-450b-461d-a049-f7770615a51e",
+   "execution_count": 24,
+   "id": "64deb5f0-4cbf-44e6-86df-d1b0de333e79",
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -1700,7 +2145,7 @@
        "{'status': 'success'}"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }

From 37d71d9ad67125d25a082834eb00b31b26cf5864 Mon Sep 17 00:00:00 2001
From: robin 
Date: Fri, 7 Feb 2025 20:06:44 -0500
Subject: [PATCH 09/14] updating nb

---
 .../notebooks/save_load_objects_locally.ipynb | 57 +++++++++++--------
 1 file changed, 33 insertions(+), 24 deletions(-)

diff --git a/docs/notebooks/save_load_objects_locally.ipynb b/docs/notebooks/save_load_objects_locally.ipynb
index fdaaa079..6dccc0c3 100644
--- a/docs/notebooks/save_load_objects_locally.ipynb
+++ b/docs/notebooks/save_load_objects_locally.ipynb
@@ -282,9 +282,9 @@
       "text/plain": [
        "{'description': 'Example free text question',\n",
        " 'object_type': 'question',\n",
-       " 'url': 'https://www.expectedparrot.com/content/a1558ad6-a569-4c23-9350-ad4687f2e7b4',\n",
-       " 'uuid': 'a1558ad6-a569-4c23-9350-ad4687f2e7b4',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/56a83cf3-5f2c-48de-856f-eeb4a531c8bc',\n",
+       " 'uuid': '56a83cf3-5f2c-48de-856f-eeb4a531c8bc',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
@@ -316,9 +316,9 @@
       "text/plain": [
        "{'description': 'Example survey',\n",
        " 'object_type': 'survey',\n",
-       " 'url': 'https://www.expectedparrot.com/content/afac5eb3-0c58-44a5-8478-39065df02135',\n",
-       " 'uuid': 'afac5eb3-0c58-44a5-8478-39065df02135',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/de99846c-5771-40dd-9e86-dce88f3fc70f',\n",
+       " 'uuid': 'de99846c-5771-40dd-9e86-dce88f3fc70f',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
@@ -350,9 +350,9 @@
       "text/plain": [
        "{'description': 'Example scenario list',\n",
        " 'object_type': 'scenario_list',\n",
-       " 'url': 'https://www.expectedparrot.com/content/487c4cb4-7f4f-4393-b333-ed3ffc2d56c4',\n",
-       " 'uuid': '487c4cb4-7f4f-4393-b333-ed3ffc2d56c4',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/abb06194-f0ae-4585-a0e1-352fccf8c556',\n",
+       " 'uuid': 'abb06194-f0ae-4585-a0e1-352fccf8c556',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
@@ -384,9 +384,9 @@
       "text/plain": [
        "{'description': 'Example scenario',\n",
        " 'object_type': 'scenario',\n",
-       " 'url': 'https://www.expectedparrot.com/content/e46661c4-3529-4a03-8caf-e0986e1f678d',\n",
-       " 'uuid': 'e46661c4-3529-4a03-8caf-e0986e1f678d',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/7c8d1e53-8dcf-4cde-9d5a-9daf556e6ec8',\n",
+       " 'uuid': '7c8d1e53-8dcf-4cde-9d5a-9daf556e6ec8',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
@@ -418,9 +418,9 @@
       "text/plain": [
        "{'description': 'Example agent list',\n",
        " 'object_type': 'agent_list',\n",
-       " 'url': 'https://www.expectedparrot.com/content/c9ec0b1c-a610-4e28-a143-8db7179eb85e',\n",
-       " 'uuid': 'c9ec0b1c-a610-4e28-a143-8db7179eb85e',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/b30c7a75-c1b8-4fdd-9f43-65927e3673e5',\n",
+       " 'uuid': 'b30c7a75-c1b8-4fdd-9f43-65927e3673e5',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
@@ -452,9 +452,9 @@
       "text/plain": [
        "{'description': 'Example agent',\n",
        " 'object_type': 'agent',\n",
-       " 'url': 'https://www.expectedparrot.com/content/96cff666-086e-44be-bb09-ac78f76f777f',\n",
-       " 'uuid': '96cff666-086e-44be-bb09-ac78f76f777f',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/fd26b95c-cb0a-47aa-b4b8-ef25a6f73c0f',\n",
+       " 'uuid': 'fd26b95c-cb0a-47aa-b4b8-ef25a6f73c0f',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
@@ -467,6 +467,14 @@
     "my_agent.push(description = \"Example agent\", visibility = \"public\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "a38a2d93-85d4-488d-b117-204cb7c97c97",
+   "metadata": {},
+   "source": [
+    "Here we post this notebook:"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 17,
@@ -522,9 +530,9 @@
       "text/plain": [
        "{'description': 'Methods for saving and loading objects locally',\n",
        " 'object_type': 'notebook',\n",
-       " 'url': 'https://www.expectedparrot.com/content/5496e997-b04e-4cf8-bd25-25180f2768fd',\n",
-       " 'uuid': '5496e997-b04e-4cf8-bd25-25180f2768fd',\n",
-       " 'version': '0.1.36.dev1',\n",
+       " 'url': 'https://www.expectedparrot.com/content/fb08f43e-ee45-4331-b705-e758a7ccc636',\n",
+       " 'uuid': 'fb08f43e-ee45-4331-b705-e758a7ccc636',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
@@ -534,7 +542,8 @@
     }
    ],
    "source": [
-    "n.push(description = \"Methods for saving and loading objects locally\", visibility = \"public\")"
+    "info = n.push(description = \"Methods for saving and loading objects locally\", visibility = \"public\")\n",
+    "info"
    ]
   },
   {
@@ -568,7 +577,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "99d10301-343d-4125-852f-93ca0c4a966f",
+   "id": "d1709a7d-7ef2-472f-9ab4-e83346a197ee",
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -591,7 +600,7 @@
     }
    ],
    "source": [
-    "n.patch(uuid = \"5496e997-b04e-4cf8-bd25-25180f2768fd\", value = n)"
+    "n.patch(uuid = info[\"uuid\"], value = n)"
    ]
   }
  ],

From 9b9b1cf5c7c9cea25f66584dd62c192438240107 Mon Sep 17 00:00:00 2001
From: robin 
Date: Fri, 7 Feb 2025 20:25:15 -0500
Subject: [PATCH 10/14] updating nb

---
 docs/notebooks/data_labeling_agent.ipynb   | 4440 ++++++++-------
 docs/notebooks/data_labeling_example.ipynb | 5759 +++++---------------
 2 files changed, 3718 insertions(+), 6481 deletions(-)

diff --git a/docs/notebooks/data_labeling_agent.ipynb b/docs/notebooks/data_labeling_agent.ipynb
index 310f1491..d244b923 100644
--- a/docs/notebooks/data_labeling_agent.ipynb
+++ b/docs/notebooks/data_labeling_agent.ipynb
@@ -213,9 +213,9 @@
       "text/plain": [
        "{'description': 'Example CSV file: Job categories',\n",
        " 'object_type': 'scenario',\n",
-       " 'url': 'https://www.expectedparrot.com/content/c30998b9-dad8-45e9-afda-b52bb26761ef',\n",
-       " 'uuid': 'c30998b9-dad8-45e9-afda-b52bb26761ef',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/6e3359b3-3418-450d-8db5-c48b115b4d57',\n",
+       " 'uuid': '6e3359b3-3418-450d-8db5-c48b115b4d57',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
@@ -250,139 +250,139 @@
        "
ScenarioList scenarios: 20; keys: ['job_category', 'job_title', 'job_post'];
\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 job_categoryjob_titlejob_postjob_categoryjob_titlejob_post
0Content WritingBlog Post WritingLooking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words0Content WritingBlog Post WritingLooking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words
1Content WritingProduct Description WritingWe need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.1Content WritingProduct Description WritingWe need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.
2Content WritingTechnical Writing for Software DocumentationSeeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.2Content WritingTechnical Writing for Software DocumentationSeeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.
3Content WritingWebsite CopywritingLooking for a copywriter to create persuasive content for our company’s website. The content should be clear3Content WritingWebsite CopywritingLooking for a copywriter to create persuasive content for our company’s website. The content should be clear
4Content WritingPress Release WritingWe need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.4Content WritingPress Release WritingWe need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.
5Digital MarketingSocial Media ManagementWe are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation5Digital MarketingSocial Media ManagementWe are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation
6Digital MarketingSEO OptimizationNeed an SEO expert to optimize our website for search engines. The project includes keyword research6Digital MarketingSEO OptimizationNeed an SEO expert to optimize our website for search engines. The project includes keyword research
7Digital MarketingGoogle Ads Campaign ManagementLooking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.7Digital MarketingGoogle Ads Campaign ManagementLooking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.
8Digital MarketingEmail Marketing CampaignSeeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.8Digital MarketingEmail Marketing CampaignSeeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.
9Digital MarketingContent Marketing StrategySeeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation9Digital MarketingContent Marketing StrategySeeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation
10Graphic DesignLogo Design for New StartupWe are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.10Graphic DesignLogo Design for New StartupWe are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.
11Graphic DesignBrochure DesignLooking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.11Graphic DesignBrochure DesignLooking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.
12Graphic DesignSocial Media GraphicsNeed a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.12Graphic DesignSocial Media GraphicsNeed a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.
13Graphic DesignWebsite Banner DesignSeeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.13Graphic DesignWebsite Banner DesignSeeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.
14Graphic DesignInfographic DesignWe need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.14Graphic DesignInfographic DesignWe need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.
15Web DevelopmentWordPress Website SetupWe need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form15Web DevelopmentWordPress Website SetupWe need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form
16Web DevelopmentCustom Web Application DevelopmentLooking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system16Web DevelopmentCustom Web Application DevelopmentLooking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system
17Web DevelopmentShopify Store CustomizationSeeking a Shopify expert to customize our online store. We need theme adjustments17Web DevelopmentShopify Store CustomizationSeeking a Shopify expert to customize our online store. We need theme adjustments
18Web DevelopmentAPI IntegrationNeed a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.18Web DevelopmentAPI IntegrationNeed a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.
19Web DevelopmentLanding Page DevelopmentLooking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.19Web DevelopmentLanding Page DevelopmentLooking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.
\n",
@@ -548,7 +548,7 @@
     {
      "data": {
       "text/plain": [
-       "['Graphic Design', 'Digital Marketing', 'Content Writing', 'Web Development']"
+       "['Content Writing', 'Graphic Design', 'Web Development', 'Digital Marketing']"
       ]
      },
      "execution_count": 9,
@@ -597,43 +597,43 @@
        "
AgentList agents: 4;
\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 personajob_categoryexpertisepersonajob_categoryexpertise
0You are an experienced freelancer on online labor marketplaces.Graphic DesignYou regularly perform jobs in the following category: Graphic Design.0You are an experienced freelancer on online labor marketplaces.Content WritingYou regularly perform jobs in the following category: Content Writing.
1You are an experienced freelancer on online labor marketplaces.Digital MarketingYou regularly perform jobs in the following category: Digital Marketing.1You are an experienced freelancer on online labor marketplaces.Graphic DesignYou regularly perform jobs in the following category: Graphic Design.
2You are an experienced freelancer on online labor marketplaces.Content WritingYou regularly perform jobs in the following category: Content Writing.2You are an experienced freelancer on online labor marketplaces.Web DevelopmentYou regularly perform jobs in the following category: Web Development.
3You are an experienced freelancer on online labor marketplaces.Web DevelopmentYou regularly perform jobs in the following category: Web Development.3You are an experienced freelancer on online labor marketplaces.Digital MarketingYou regularly perform jobs in the following category: Digital Marketing.
\n",
@@ -642,7 +642,7 @@
        "            "
       ],
       "text/plain": [
-       "AgentList([Agent(traits = {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}), Agent(traits = {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}), Agent(traits = {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}), Agent(traits = {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'})])"
+       "AgentList([Agent(traits = {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}), Agent(traits = {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}), Agent(traits = {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}), Agent(traits = {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'})])"
       ]
      },
      "execution_count": 10,
@@ -759,7 +759,7 @@
      "text": [
       "\n",
       "\n",
-      "Job category:  Graphic Design\n"
+      "Job category:  Content Writing\n"
      ]
     },
     {
@@ -767,45 +767,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 14:23:25)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:23:12)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUIDe3413323-72f9-4f48-9c5d-d7d06c35df3e9c7a0291-5613-48c0-9f79-540f72637999
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/e3413323-72f9-4f48-9c5d-d7d06c35df3ehttps://www.expectedparrot.com/home/remote-job-progress/9c7a0291-5613-48c0-9f79-540f72637999
Error Report URLExceptions Report URLNone
Results UUIDd369c526-326a-47cc-b279-430b1356a5faab2440fd-2246-4088-9fff-bb85b57fb964
Results URLNonehttps://www.expectedparrot.com/content/ab2440fd-2246-4088-9fff-bb85b57fb964
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/d369c526-326a-47cc-b279-430b1356a5fa\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/ab2440fd-2246-4088-9fff-bb85b57fb964\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -1012,7 +1012,7 @@
        "        \n",
        "        \n",
        "        "
@@ -1030,7 +1030,7 @@
      "text": [
       "\n",
       "\n",
-      "Job category:  Digital Marketing\n"
+      "Job category:  Graphic Design\n"
      ]
     },
     {
@@ -1038,45 +1038,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 14:23:42)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:23:28)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUID901235aa-dcca-42ac-a5b6-30f53064e68cc3f7efbc-e2f4-42fd-b5a0-e4f85178d3ca
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/901235aa-dcca-42ac-a5b6-30f53064e68chttps://www.expectedparrot.com/home/remote-job-progress/c3f7efbc-e2f4-42fd-b5a0-e4f85178d3ca
Error Report URLExceptions Report URLNone
Results UUID9bee597e-e9a9-4f52-9c8d-da9829b10350da6332ff-eddf-403b-80f2-a576d5af796d
Results URLNonehttps://www.expectedparrot.com/content/da6332ff-eddf-403b-80f2-a576d5af796d
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/9bee597e-e9a9-4f52-9c8d-da9829b10350\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/da6332ff-eddf-403b-80f2-a576d5af796d\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -1283,7 +1283,7 @@
        "        \n",
        "        \n",
        "        "
@@ -1301,7 +1301,7 @@
      "text": [
       "\n",
       "\n",
-      "Job category:  Content Writing\n"
+      "Job category:  Web Development\n"
      ]
     },
     {
@@ -1309,45 +1309,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 14:24:00)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:23:48)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUID7b737d9d-7354-41e2-87b7-89c7289770be69af0612-3e85-49d3-91be-61186c988ca3
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/7b737d9d-7354-41e2-87b7-89c7289770behttps://www.expectedparrot.com/home/remote-job-progress/69af0612-3e85-49d3-91be-61186c988ca3
Error Report URLExceptions Report URLNone
Results UUID5fee6e2e-5d2b-4ca6-afdd-cfb959745a70e826c639-4542-48a5-b323-067568f5661d
Results URLNonehttps://www.expectedparrot.com/content/e826c639-4542-48a5-b323-067568f5661d
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/5fee6e2e-5d2b-4ca6-afdd-cfb959745a70\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/e826c639-4542-48a5-b323-067568f5661d\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -1554,7 +1554,7 @@
        "        \n",
        "        \n",
        "        "
@@ -1572,7 +1572,7 @@
      "text": [
       "\n",
       "\n",
-      "Job category:  Web Development\n"
+      "Job category:  Digital Marketing\n"
      ]
     },
     {
@@ -1580,45 +1580,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 14:24:14)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:24:04)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUID58133b94-e82e-422b-9945-9af790538f2d30b0a8a1-abfd-4c93-b15f-90760ebc2c7d
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/58133b94-e82e-422b-9945-9af790538f2dhttps://www.expectedparrot.com/home/remote-job-progress/30b0a8a1-abfd-4c93-b15f-90760ebc2c7d
Error Report URLExceptions Report URLNone
Results UUIDc617f538-0c3a-4e9c-b709-6e0cc8cd64e76dbc343e-797d-4cb1-b6a1-7bcf67ba8ef9
Results URLNonehttps://www.expectedparrot.com/content/6dbc343e-797d-4cb1-b6a1-7bcf67ba8ef9
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/c617f538-0c3a-4e9c-b709-6e0cc8cd64e7\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/6dbc343e-797d-4cb1-b6a1-7bcf67ba8ef9\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -1825,7 +1825,7 @@
        "        \n",
        "        \n",
        "        "
@@ -1895,7 +1895,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 18,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -1904,231 +1904,263 @@
     "tags": []
    },
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/a16174/edsl/edsl/results/Result.py:297: UserWarning: Key 'job_category' of data type 'scenario' is already in use. Renaming to job_category_scenario\n",
-      "  warnings.warn(\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 00
0agent.agent_instruction0agent.agent_index
1agent.agent_instruction
2agent.agent_name
3agent.expertise
4agent.job_category
5agent.persona
6answer.days
7answer.experience
1agent.agent_name8answer.skills
2agent.expertise9cache_keys.days_cache_key
3agent.job_category10cache_keys.experience_cache_key
4agent.persona11cache_keys.skills_cache_key
5answer.days12cache_used.days_cache_used
6answer.experience13cache_used.experience_cache_used
7answer.skills14cache_used.skills_cache_used
8comment.days_comment15comment.days_comment
9comment.experience_comment16comment.experience_comment
10comment.skills_comment17comment.skills_comment
11generated_tokens.days_generated_tokens18generated_tokens.days_generated_tokens
12generated_tokens.experience_generated_tokens19generated_tokens.experience_generated_tokens
13generated_tokens.skills_generated_tokens20generated_tokens.skills_generated_tokens
14iteration.iteration21iteration.iteration
15model.frequency_penalty22model.frequency_penalty
16model.logprobs23model.inference_service
17model.max_tokens24model.logprobs
18model.model25model.max_tokens
19model.presence_penalty26model.model
20model.temperature27model.model_index
21model.top_logprobs28model.presence_penalty
22model.top_p29model.temperature
23prompt.days_system_prompt30model.top_logprobs
24prompt.days_user_prompt31model.top_p
25prompt.experience_system_prompt32prompt.days_system_prompt
26prompt.experience_user_prompt33prompt.days_user_prompt
27prompt.skills_system_prompt34prompt.experience_system_prompt
28prompt.skills_user_prompt35prompt.experience_user_prompt
29question_options.days_question_options36prompt.skills_system_prompt
30question_options.experience_question_options37prompt.skills_user_prompt
31question_options.skills_question_options38question_options.days_question_options
32question_text.days_question_text39question_options.experience_question_options
33question_text.experience_question_text40question_options.skills_question_options
34question_text.skills_question_text41question_text.days_question_text
35question_type.days_question_type42question_text.experience_question_text
36question_type.experience_question_type43question_text.skills_question_text
37question_type.skills_question_type44question_type.days_question_type
38raw_model_response.days_cost45question_type.experience_question_type
39raw_model_response.days_one_usd_buys46question_type.skills_question_type
40raw_model_response.days_raw_model_response47raw_model_response.days_cost
41raw_model_response.experience_cost48raw_model_response.days_one_usd_buys
42raw_model_response.experience_one_usd_buys49raw_model_response.days_raw_model_response
43raw_model_response.experience_raw_model_response50raw_model_response.experience_cost
44raw_model_response.skills_cost51raw_model_response.experience_one_usd_buys
45raw_model_response.skills_one_usd_buys52raw_model_response.experience_raw_model_response
46raw_model_response.skills_raw_model_response53raw_model_response.skills_cost
47scenario.job_category_scenario54raw_model_response.skills_one_usd_buys
48scenario.job_post55raw_model_response.skills_raw_model_response
49scenario.job_title56scenario.job_category_scenario
57scenario.job_post
58scenario.job_title
59scenario.scenario_index
\n",
@@ -2137,7 +2169,8 @@
        "            "
       ],
       "text/plain": [
-       "PrettyList(['agent.agent_instruction',\n",
+       "PrettyList(['agent.agent_index',\n",
+       "            'agent.agent_instruction',\n",
        "            'agent.agent_name',\n",
        "            'agent.expertise',\n",
        "            'agent.job_category',\n",
@@ -2145,6 +2178,12 @@
        "            'answer.days',\n",
        "            'answer.experience',\n",
        "            'answer.skills',\n",
+       "            'cache_keys.days_cache_key',\n",
+       "            'cache_keys.experience_cache_key',\n",
+       "            'cache_keys.skills_cache_key',\n",
+       "            'cache_used.days_cache_used',\n",
+       "            'cache_used.experience_cache_used',\n",
+       "            'cache_used.skills_cache_used',\n",
        "            'comment.days_comment',\n",
        "            'comment.experience_comment',\n",
        "            'comment.skills_comment',\n",
@@ -2153,9 +2192,11 @@
        "            'generated_tokens.skills_generated_tokens',\n",
        "            'iteration.iteration',\n",
        "            'model.frequency_penalty',\n",
+       "            'model.inference_service',\n",
        "            'model.logprobs',\n",
        "            'model.max_tokens',\n",
        "            'model.model',\n",
+       "            'model.model_index',\n",
        "            'model.presence_penalty',\n",
        "            'model.temperature',\n",
        "            'model.top_logprobs',\n",
@@ -2186,10 +2227,11 @@
        "            'raw_model_response.skills_raw_model_response',\n",
        "            'scenario.job_category_scenario',\n",
        "            'scenario.job_post',\n",
-       "            'scenario.job_title'])"
+       "            'scenario.job_title',\n",
+       "            'scenario.scenario_index'])"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2215,7 +2257,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 19,
    "metadata": {
     "cell_id": "bd5af76f6f554a738897c11351f181ce",
     "deepnote_cell_type": "code",
@@ -2236,65 +2278,65 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 scenario.job_postanswer.skillsanswer.experienceanswer.daysscenario.job_postanswer.skillsanswer.experienceanswer.days
0We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.['Logo Design', 'Creativity', 'Understanding of Branding', 'Portfolio Presentation', 'Graphic Design Software Skills']Mid-level3.5000000We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.['Logo Design', 'Creativity', 'Branding', 'Modern Design', 'Portfolio Presentation']Mid-level3.500000
1Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.['Adobe InDesign', 'Adobe Illustrator', 'Print Design', 'Typography', 'Layout Design']Mid-level3.5000001Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.['Adobe InDesign', 'Typography', 'Layout Design', 'Print Design', 'Attention to Detail']Mid-level3.500000
2Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.['Graphic Design', 'Social Media Marketing', 'Adobe Photoshop', 'Creativity', 'Attention to Detail']Mid-level5.0000002Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.['Graphic Design', 'Social Media Marketing', 'Adobe Photoshop', 'Adobe Illustrator', 'Creativity', 'Attention to Detail']Mid-level3.500000
3Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.['Adobe Creative Suite proficiency', 'Brand consistency', 'Creativity', 'Attention to detail', 'Time management']Mid-level3.5000003Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.['Creativity', 'Branding', 'Banner Design', 'Adobe Photoshop', 'Adobe Illustrator']Mid-level5.000000
4We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.['Graphic design', 'Data visualization', 'Adobe Illustrator', 'Social media design', 'Attention to detail']Mid-level3.5000004We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.['Data Visualization', 'Graphic Design', 'Social Media Design', 'Adobe Illustrator', 'Attention to Detail']Mid-level3.500000
\n",
@@ -2303,10 +2345,10 @@
        "            "
       ],
       "text/plain": [
-       "Dataset([{'scenario.job_post': ['We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.', 'Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.', 'Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.', 'Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.', 'We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.']}, {'answer.skills': [['Logo Design', 'Creativity', 'Understanding of Branding', 'Portfolio Presentation', 'Graphic Design Software Skills'], ['Adobe InDesign', 'Adobe Illustrator', 'Print Design', 'Typography', 'Layout Design'], ['Graphic Design', 'Social Media Marketing', 'Adobe Photoshop', 'Creativity', 'Attention to Detail'], ['Adobe Creative Suite proficiency', 'Brand consistency', 'Creativity', 'Attention to detail', 'Time management'], ['Graphic design', 'Data visualization', 'Adobe Illustrator', 'Social media design', 'Attention to detail']]}, {'answer.experience': ['Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level']}, {'answer.days': [3.5, 3.5, 5, 3.5, 3.5]}])"
+       "Dataset([{'scenario.job_post': ['We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.', 'Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.', 'Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.', 'Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.', 'We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.']}, {'answer.skills': [['Logo Design', 'Creativity', 'Branding', 'Modern Design', 'Portfolio Presentation'], ['Adobe InDesign', 'Typography', 'Layout Design', 'Print Design', 'Attention to Detail'], ['Graphic Design', 'Social Media Marketing', 'Adobe Photoshop', 'Adobe Illustrator', 'Creativity', 'Attention to Detail'], ['Creativity', 'Branding', 'Banner Design', 'Adobe Photoshop', 'Adobe Illustrator'], ['Data Visualization', 'Graphic Design', 'Social Media Design', 'Adobe Illustrator', 'Attention to Detail']]}, {'answer.experience': ['Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level']}, {'answer.days': [3.5, 3.5, 3.5, 5, 3.5]}])"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2336,7 +2378,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 20,
    "metadata": {
     "cell_id": "1432c4631ad24979b917d5cc189395f9",
     "deepnote_cell_type": "code",
@@ -2357,49 +2399,49 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 Job post descriptionExperience levelcomment.experience_commentJob post descriptionExperience levelcomment.experience_comment
0We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.Mid-levelThe job post asks for a creative designer to create a unique logo that represents innovation, which suggests that they are looking for someone with a certain level of experience and creativity. Additionally, the request for portfolio examples indicates that they want to see prior work, which is typically expected from someone with more than entry-level experience.0We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.Mid-levelThis job post requires the creation of a unique and modern logo that represents innovation, which suggests a need for a designer with a solid understanding of design principles and experience in branding. Additionally, the request for portfolio examples indicates that the client is looking for someone with a proven track record, which typically aligns with a mid-level position.
1Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.Mid-levelThe job requires an experienced designer to create a professional brochure, which suggests a need for a designer who has a solid understanding of design principles and experience with creating print-ready materials. This typically aligns with a mid-level position.1Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.Mid-levelThe job requires creating a professional brochure for a real estate company, which suggests the need for a designer with a good understanding of design principles and experience with print-ready formats. This typically requires more than entry-level experience but not necessarily senior-level expertise.
2Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.Mid-levelThis job requires the ability to create engaging and optimized designs for specific platforms, which suggests a need for some experience and understanding of social media marketing, but it doesn't seem to require the advanced skills or leadership expected at a senior level.2Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.Mid-levelThis job requires creating professional and engaging social media graphics, which suggests a need for some experience in design and familiarity with social media platforms.
3Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.Mid-levelThe job post requires a designer who can create banners consistent with the brand's aesthetic and asks for examples of previous work, indicating that they are looking for someone with some experience, but not necessarily at a senior level.3Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.Mid-levelThis job requires the ability to create designs that are consistent with a brand's aesthetic, which suggests experience with branding and design consistency, typically expected from mid-level designers.
4We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.Mid-levelThis job requires the ability to interpret data and create visually appealing and shareable content, which suggests a need for some experience and proficiency in design tools.4We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.Mid-levelThis job requires the ability to translate data into a visually appealing and easy-to-understand infographic, which typically requires some experience in graphic design and a good understanding of design principles and tools.
\n",
@@ -2409,15 +2451,15 @@
       ],
       "text/plain": [
        "Job post description                                                                                                                                                                                    Experience level    comment.experience_comment\n",
-       "------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------  ------------------  ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
-       "We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.                 Mid-level           The job post asks for a creative designer to create a unique logo that represents innovation, which suggests that they are looking for someone with a certain level of experience and creativity. Additionally, the request for portfolio examples indicates that they want to see prior work, which is typically expected from someone with more than entry-level experience.\n",
-       "Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.  Mid-level           The job requires an experienced designer to create a professional brochure, which suggests a need for a designer who has a solid understanding of design principles and experience with creating print-ready materials. This typically aligns with a mid-level position.\n",
-       "Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.                                                Mid-level           This job requires the ability to create engaging and optimized designs for specific platforms, which suggests a need for some experience and understanding of social media marketing, but it doesn't seem to require the advanced skills or leadership expected at a senior level.\n",
-       "Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.                 Mid-level           The job post requires a designer who can create banners consistent with the brand's aesthetic and asks for examples of previous work, indicating that they are looking for someone with some experience, but not necessarily at a senior level.\n",
-       "We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.                                   Mid-level           This job requires the ability to interpret data and create visually appealing and shareable content, which suggests a need for some experience and proficiency in design tools."
+       "------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------  ------------------  --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
+       "We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.                 Mid-level           This job post requires the creation of a unique and modern logo that represents innovation, which suggests a need for a designer with a solid understanding of design principles and experience in branding. Additionally, the request for portfolio examples indicates that the client is looking for someone with a proven track record, which typically aligns with a mid-level position.\n",
+       "Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.  Mid-level           The job requires creating a professional brochure for a real estate company, which suggests the need for a designer with a good understanding of design principles and experience with print-ready formats. This typically requires more than entry-level experience but not necessarily senior-level expertise.\n",
+       "Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.                                                Mid-level           This job requires creating professional and engaging social media graphics, which suggests a need for some experience in design and familiarity with social media platforms.\n",
+       "Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.                 Mid-level           This job requires the ability to create designs that are consistent with a brand's aesthetic, which suggests experience with branding and design consistency, typically expected from mid-level designers.\n",
+       "We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.                                   Mid-level           This job requires the ability to translate data into a visually appealing and easy-to-understand infographic, which typically requires some experience in graphic design and a good understanding of design principles and tools."
       ]
      },
-     "execution_count": 16,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2454,7 +2496,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 21,
    "metadata": {
     "cell_id": "8ea1010307b243f1a0ce8b1bf326b090",
     "deepnote_cell_type": "code",
@@ -2475,565 +2517,541 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 skillsexperiencedaysjob_category_scenariojob_titlejob_postjob_categorypersonaexpertiseagent_nameagent_instructionfrequency_penaltytop_logprobslogprobstemperaturepresence_penaltymax_tokensmodeltop_pdays_user_promptskills_user_promptexperience_user_promptexperience_system_promptskills_system_promptdays_system_promptexperience_costskills_raw_model_responseexperience_one_usd_buysskills_costdays_raw_model_responsedays_one_usd_buysexperience_raw_model_responseskills_one_usd_buysdays_costiterationexperience_question_textdays_question_textskills_question_textskills_question_optionsdays_question_optionsexperience_question_optionsdays_question_typeskills_question_typeexperience_question_typedays_commentexperience_commentskills_commentdays_generated_tokensexperience_generated_tokensskills_generated_tokensexperienceskillsdaysscenario_indexjob_titlejob_category_scenariojob_postjob_categoryexpertiseagent_instructionagent_nameagent_indexpersonamodel_indextemperaturefrequency_penaltytop_ptop_logprobsmodelmax_tokenslogprobsinference_servicepresence_penaltyskills_user_promptexperience_user_promptexperience_system_promptdays_user_promptskills_system_promptdays_system_promptdays_raw_model_responsedays_costdays_one_usd_buysskills_raw_model_responseexperience_one_usd_buysskills_one_usd_buysskills_costexperience_costexperience_raw_model_responseiterationskills_question_textexperience_question_textdays_question_textexperience_question_optionsskills_question_optionsdays_question_optionsexperience_question_typeskills_question_typedays_question_typeexperience_commentdays_commentskills_commentexperience_generated_tokensdays_generated_tokensskills_generated_tokensdays_cache_usedexperience_cache_usedskills_cache_useddays_cache_keyexperience_cache_keyskills_cache_key
0['Logo Design', 'Creativity', 'Understanding of Branding', 'Portfolio Presentation', 'Graphic Design Software Skills']Mid-level3.500000Graphic DesignLogo Design for New StartupWe are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.Graphic DesignYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Graphic Design.Agent_0You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      0Mid-level['Research skills', 'SEO knowledge', 'Digital marketing understanding', 'Writing proficiency', 'Time management']3.5000000Blog Post WritingContent WritingLooking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 wordsContent WritingYou regularly perform jobs in the following category: Content Writing.You are answering questions as if you were a human. Do not break character.Agent_00You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.\n",
+       "    Job category: Content Writing\n",
+       "    Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -3041,11 +3059,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.\n",
+       "    Job category: Content Writing\n",
+       "    Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -3063,92 +3081,101 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}0.001155{'id': 'chatcmpl-AjWVWB4HW4VexT4fe1CZiuQspLb6x', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Logo Design\", \"Creativity\", \"Understanding of Branding\", \"Portfolio Presentation\", \"Graphic Design Software Skills\"]  \\nThe job requires creating a unique and modern logo, which involves logo design skills and creativity. Understanding branding is crucial to ensure the logo represents innovation. A portfolio is needed to showcase past work, and proficiency in graphic design software is essential for executing the design.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 76, 'prompt_tokens': 197, 'total_tokens': 273, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}865.8008660.001252{'id': 'chatcmpl-AjWVWkoB4vbd0lRzJtNcGBUxCuU6z', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\n# Logo design jobs are typically fulfilled quickly, especially for startups eager to establish their brand. Given the clarity of the job post and the commonality of logo design requests, it should take around 3.5 days for the job to be matched with a suitable freelancer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 59, 'prompt_tokens': 220, 'total_tokens': 279, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}877.192982{'id': 'chatcmpl-AjWVWzAgWBrC34xHSfZ9jSxSyIcda', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\n\\nThe job post asks for a creative designer to create a unique logo that represents innovation, which suggests that they are looking for someone with a certain level of experience and creativity. Additionally, the request for portfolio examples indicates that they want to see prior work, which is typically expected from someone with more than entry-level experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 67, 'prompt_tokens': 194, 'total_tokens': 261, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}798.4031940.0011400\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Content Writing\n",
+       "    Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}{'id': 'chatcmpl-AyTqci0b9LdECSpC16TW45nkj4IDi', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\n# This estimate assumes that the job is relatively straightforward for a skilled writer and could be picked up quickly. It might take a few days for the client to review proposals and select a freelancer, with some additional time for the freelancer to begin the work.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977778, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 55, 'prompt_tokens': 213, 'total_tokens': 268, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.001082923.787529{'id': 'chatcmpl-AyTqc17XyZkOMyiVdsIr5VsTHhFwe', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Research skills\", \"SEO knowledge\", \"Digital marketing understanding\", \"Writing proficiency\", \"Time management\"]  \\nThese skills are essential because the writer needs to understand digital marketing to produce relevant content, use SEO to enhance visibility, conduct research to provide accurate information, write effectively to engage readers, and manage time to meet deadlines.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977778, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 66, 'prompt_tokens': 190, 'total_tokens': 256, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1101.928375881.0572690.0011350.000907{'id': 'chatcmpl-AyTqiv3BCvVlIbHkNk2bVTD3zeNRX', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThis job requires the ability to produce content on a specialized topic like digital marketing, which suggests a need for some experience and knowledge in the field, thus making it more suitable for a mid-level writer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977784, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 44, 'prompt_tokens': 187, 'total_tokens': 231, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choice# Logo design jobs are typically fulfilled quickly, especially for startups eager to establish their brand. Given the clarity of the job post and the commonality of logo design requests, it should take around 3.5 days for the job to be matched with a suitable freelancer.The job post asks for a creative designer to create a unique logo that represents innovation, which suggests that they are looking for someone with a certain level of experience and creativity. Additionally, the request for portfolio examples indicates that they want to see prior work, which is typically expected from someone with more than entry-level experience.The job requires creating a unique and modern logo, which involves logo design skills and creativity. Understanding branding is crucial to ensure the logo represents innovation. A portfolio is needed to showcase past work, and proficiency in graphic design software is essential for executing the design.3.5\n",
-       "# Logo design jobs are typically fulfilled quickly, especially for startups eager to establish their brand. Given the clarity of the job post and the commonality of logo design requests, it should take around 3.5 days for the job to be matched with a suitable freelancer.Mid-level\n",
-       "\n",
-       "The job post asks for a creative designer to create a unique logo that represents innovation, which suggests that they are looking for someone with a certain level of experience and creativity. Additionally, the request for portfolio examples indicates that they want to see prior work, which is typically expected from someone with more than entry-level experience.[\"Logo Design\", \"Creativity\", \"Understanding of Branding\", \"Portfolio Presentation\", \"Graphic Design Software Skills\"]  \n",
-       "The job requires creating a unique and modern logo, which involves logo design skills and creativity. Understanding branding is crucial to ensure the logo represents innovation. A portfolio is needed to showcase past work, and proficiency in graphic design software is essential for executing the design.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThis job requires the ability to produce content on a specialized topic like digital marketing, which suggests a need for some experience and knowledge in the field, thus making it more suitable for a mid-level writer.# This estimate assumes that the job is relatively straightforward for a skilled writer and could be picked up quickly. It might take a few days for the client to review proposals and select a freelancer, with some additional time for the freelancer to begin the work.These skills are essential because the writer needs to understand digital marketing to produce relevant content, use SEO to enhance visibility, conduct research to provide accurate information, write effectively to engage readers, and manage time to meet deadlines.Mid-level  \n",
+       "This job requires the ability to produce content on a specialized topic like digital marketing, which suggests a need for some experience and knowledge in the field, thus making it more suitable for a mid-level writer.3.5\n",
+       "# This estimate assumes that the job is relatively straightforward for a skilled writer and could be picked up quickly. It might take a few days for the client to review proposals and select a freelancer, with some additional time for the freelancer to begin the work.[\"Research skills\", \"SEO knowledge\", \"Digital marketing understanding\", \"Writing proficiency\", \"Time management\"]  \n",
+       "These skills are essential because the writer needs to understand digital marketing to produce relevant content, use SEO to enhance visibility, conduct research to provide accurate information, write effectively to engage readers, and manage time to meet deadlines.000c800a4738aeef9fe45f853ab85e1dd49b07f1475d65bf62d5fee71f2865e24eb4dd4c4c3b32847eb06ad3d5ebf98e836
1['Adobe InDesign', 'Adobe Illustrator', 'Print Design', 'Typography', 'Layout Design']Mid-level3.500000Graphic DesignBrochure DesignLooking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.Graphic DesignYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Graphic Design.Agent_1You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      1Mid-level['Creative writing', 'Attention to detail', 'SEO knowledge', 'Research skills', 'Understanding of target audience']3.0000001Product Description WritingContent WritingWe need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.Content WritingYou regularly perform jobs in the following category: Content Writing.You are answering questions as if you were a human. Do not break character.Agent_10You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.\n",
+       "    Job category: Content Writing\n",
+       "    Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -3156,11 +3183,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.\n",
+       "    Job category: Content Writing\n",
+       "    Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -3178,91 +3205,101 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}0.000963{'id': 'chatcmpl-AjWVWRk6RGPeh3tkRg9dpW9DaBJVR', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Adobe InDesign\", \"Adobe Illustrator\", \"Print Design\", \"Typography\", \"Layout Design\"]  \\nThese skills are essential for creating a professional and print-ready brochure: Adobe InDesign and Illustrator for design and layout, print design knowledge to ensure the final product is suitable for printing, and typography and layout design to ensure the brochure is visually appealing and effectively communicates the company\\'s services and properties.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 79, 'prompt_tokens': 196, 'total_tokens': 275, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1038.9610390.001280{'id': 'chatcmpl-AjWVWTFEoEqUa35ZjPmfyklXXKp1t', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"3.5\\n# Typically, jobs like creating a professional brochure in graphic design are fulfilled within a few days, depending on the complexity and the designer's current workload. Given the specificity of the task, 3.5 days is a reasonable estimate for finding a suitable candidate and completing the project.\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 61, 'prompt_tokens': 219, 'total_tokens': 280, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}863.930886{'id': 'chatcmpl-AjWVWu81YtjJc5Q9x4RASrFN5FD4x', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThe job requires an experienced designer to create a professional brochure, which suggests a need for a designer who has a solid understanding of design principles and experience with creating print-ready materials. This typically aligns with a mid-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 48, 'prompt_tokens': 193, 'total_tokens': 241, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}781.2500000.0011570\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Content Writing\n",
+       "    Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}{'id': 'chatcmpl-AyTqc5wDXR8Mqpg6YeZbhNBQKXLFw', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\nBased on my experience, straightforward content writing tasks like crafting product descriptions are typically fulfilled within a few days, depending on the urgency and availability of freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977778, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 33, 'prompt_tokens': 213, 'total_tokens': 246, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0008621159.420290{'id': 'chatcmpl-AyTqf4vvVECgQyUNVhUbswVXQH2KH', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Creative writing\", \"Attention to detail\", \"SEO knowledge\", \"Research skills\", \"Understanding of target audience\"]  \\nThese skills are essential because creative writing helps in crafting engaging content, attention to detail ensures accuracy, SEO knowledge improves visibility, research skills provide necessary product information, and understanding the target audience tailors the descriptions to potential buyers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977781, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 69, 'prompt_tokens': 190, 'total_tokens': 259, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1208.459215858.3690990.0011650.000828{'id': 'chatcmpl-AyTqfczpqwiycqi7x3Mq0lTeQbrjQ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThe task requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are persuasive and informative.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977781, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 36, 'prompt_tokens': 187, 'total_tokens': 223, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choice# Typically, jobs like creating a professional brochure in graphic design are fulfilled within a few days, depending on the complexity and the designer's current workload. Given the specificity of the task, 3.5 days is a reasonable estimate for finding a suitable candidate and completing the project.The job requires an experienced designer to create a professional brochure, which suggests a need for a designer who has a solid understanding of design principles and experience with creating print-ready materials. This typically aligns with a mid-level position.These skills are essential for creating a professional and print-ready brochure: Adobe InDesign and Illustrator for design and layout, print design knowledge to ensure the final product is suitable for printing, and typography and layout design to ensure the brochure is visually appealing and effectively communicates the company's services and properties.3.5\n",
-       "# Typically, jobs like creating a professional brochure in graphic design are fulfilled within a few days, depending on the complexity and the designer's current workload. Given the specificity of the task, 3.5 days is a reasonable estimate for finding a suitable candidate and completing the project.Mid-level  \n",
-       "The job requires an experienced designer to create a professional brochure, which suggests a need for a designer who has a solid understanding of design principles and experience with creating print-ready materials. This typically aligns with a mid-level position.[\"Adobe InDesign\", \"Adobe Illustrator\", \"Print Design\", \"Typography\", \"Layout Design\"]  \n",
-       "These skills are essential for creating a professional and print-ready brochure: Adobe InDesign and Illustrator for design and layout, print design knowledge to ensure the final product is suitable for printing, and typography and layout design to ensure the brochure is visually appealing and effectively communicates the company's services and properties.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThe task requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are persuasive and informative.Based on my experience, straightforward content writing tasks like crafting product descriptions are typically fulfilled within a few days, depending on the urgency and availability of freelancers.These skills are essential because creative writing helps in crafting engaging content, attention to detail ensures accuracy, SEO knowledge improves visibility, research skills provide necessary product information, and understanding the target audience tailors the descriptions to potential buyers.Mid-level  \n",
+       "The task requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are persuasive and informative.3  \n",
+       "Based on my experience, straightforward content writing tasks like crafting product descriptions are typically fulfilled within a few days, depending on the urgency and availability of freelancers.[\"Creative writing\", \"Attention to detail\", \"SEO knowledge\", \"Research skills\", \"Understanding of target audience\"]  \n",
+       "These skills are essential because creative writing helps in crafting engaging content, attention to detail ensures accuracy, SEO knowledge improves visibility, research skills provide necessary product information, and understanding the target audience tailors the descriptions to potential buyers.000de60c149b9f02bf3c81418af49e20aaa7f8aa9edb29063b40d757e307448f1c359cdc5a9cf4f22dd0986bf35411cab88
2['Graphic Design', 'Social Media Marketing', 'Adobe Photoshop', 'Creativity', 'Attention to Detail']Mid-level5.000000Graphic DesignSocial Media GraphicsNeed a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.Graphic DesignYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Graphic Design.Agent_2You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      2Mid-level['Technical writing', 'Understanding of software development', 'Ability to create user manuals', 'API documentation skills', 'Familiarity with software terminology']7.0000002Technical Writing for Software DocumentationContent WritingSeeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.Content WritingYou regularly perform jobs in the following category: Content Writing.You are answering questions as if you were a human. Do not break character.Agent_20You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.\n",
+       "    Job category: Content Writing\n",
+       "    Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -3270,11 +3307,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.\n",
+       "    Job category: Content Writing\n",
+       "    Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -3292,91 +3329,102 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}0.000972{'id': 'chatcmpl-AjWVW8O8SMfn0xqqShPZKjvN9WeUU', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Graphic Design\", \"Social Media Marketing\", \"Adobe Photoshop\", \"Creativity\", \"Attention to Detail\"]  \\nThese skills are essential for creating visually appealing and effective social media graphics that meet platform specifications and campaign goals.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 45, 'prompt_tokens': 192, 'total_tokens': 237, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1028.2776350.000930{'id': 'chatcmpl-AjWVWQeG32yGR0PIFUQw1RrwpNaSp', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5\\n# Typically, such jobs are filled within a few days due to high demand for social media content and the availability of many graphic designers on these platforms.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 33, 'prompt_tokens': 215, 'total_tokens': 248, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1152.737752{'id': 'chatcmpl-AjWVYtfB2wUqv554rwNS3z2tqj61I', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"Mid-level  \\nThis job requires the ability to create engaging and optimized designs for specific platforms, which suggests a need for some experience and understanding of social media marketing, but it doesn't seem to require the advanced skills or leadership expected at a senior level.\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413084, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 50, 'prompt_tokens': 189, 'total_tokens': 239, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1075.2688170.0008670\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Content Writing\n",
+       "    Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}{'id': 'chatcmpl-AyTqjL19jIeckVaS4sPdEAsn0hbF0', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\n# Technical writing jobs, especially those requiring specific expertise like API documentation, can take about a week to fill due to the need for specialized skills and experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977785, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 34, 'prompt_tokens': 218, 'total_tokens': 252, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0008851129.943503{'id': 'chatcmpl-AyTqdm5DlMg12MC30ftSeEfxHxVa7', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Technical writing\", \"Understanding of software development\", \"Ability to create user manuals\", \"API documentation skills\", \"Familiarity with software terminology\"]  \\nThese skills are essential for effectively creating user manuals and API documentation, as they ensure the writer can accurately convey complex technical information in a way that is understandable to users.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977779, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 65, 'prompt_tokens': 195, 'total_tokens': 260, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1351.351351879.1208790.0011380.000740{'id': 'chatcmpl-AyTqdKt1a9RPML4Pm01mKfMuzb7xj', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\n\\nThis job requires experience in technical writing and familiarity with software development terminology, which typically suggests a mid-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977779, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 26, 'prompt_tokens': 192, 'total_tokens': 218, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choice# Typically, such jobs are filled within a few days due to high demand for social media content and the availability of many graphic designers on these platforms.This job requires the ability to create engaging and optimized designs for specific platforms, which suggests a need for some experience and understanding of social media marketing, but it doesn't seem to require the advanced skills or leadership expected at a senior level.These skills are essential for creating visually appealing and effective social media graphics that meet platform specifications and campaign goals.5\n",
-       "# Typically, such jobs are filled within a few days due to high demand for social media content and the availability of many graphic designers on these platforms.Mid-level  \n",
-       "This job requires the ability to create engaging and optimized designs for specific platforms, which suggests a need for some experience and understanding of social media marketing, but it doesn't seem to require the advanced skills or leadership expected at a senior level.[\"Graphic Design\", \"Social Media Marketing\", \"Adobe Photoshop\", \"Creativity\", \"Attention to Detail\"]  \n",
-       "These skills are essential for creating visually appealing and effective social media graphics that meet platform specifications and campaign goals.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThis job requires experience in technical writing and familiarity with software development terminology, which typically suggests a mid-level position.# Technical writing jobs, especially those requiring specific expertise like API documentation, can take about a week to fill due to the need for specialized skills and experience.These skills are essential for effectively creating user manuals and API documentation, as they ensure the writer can accurately convey complex technical information in a way that is understandable to users.Mid-level\n",
+       "\n",
+       "This job requires experience in technical writing and familiarity with software development terminology, which typically suggests a mid-level position.7  \n",
+       "# Technical writing jobs, especially those requiring specific expertise like API documentation, can take about a week to fill due to the need for specialized skills and experience.[\"Technical writing\", \"Understanding of software development\", \"Ability to create user manuals\", \"API documentation skills\", \"Familiarity with software terminology\"]  \n",
+       "These skills are essential for effectively creating user manuals and API documentation, as they ensure the writer can accurately convey complex technical information in a way that is understandable to users.000a32c9cad607dc8274a458cb0d56bd84dc4e98e066838de4fed1b5d1af7945b298c50bdbe5c637a4c3fc33174f270a763
3['Adobe Creative Suite proficiency', 'Brand consistency', 'Creativity', 'Attention to detail', 'Time management']Mid-level3.500000Graphic DesignWebsite Banner DesignSeeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.Graphic DesignYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Graphic Design.Agent_3You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      3Mid-level['Persuasive writing', 'SEO knowledge', 'Attention to detail', 'Understanding of target audience', 'Strong research skills']3.5000003Website CopywritingContent WritingLooking for a copywriter to create persuasive content for our company’s website. The content should be clearContent WritingYou regularly perform jobs in the following category: Content Writing.You are answering questions as if you were a human. Do not break character.Agent_30You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.\n",
+       "    Job category: Content Writing\n",
+       "    Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -3384,11 +3432,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.\n",
+       "    Job category: Content Writing\n",
+       "    Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -3406,92 +3454,102 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}0.000955{'id': 'chatcmpl-AjWVWA2PQuDIsxhHA4qYQUkLEAbcK', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Adobe Creative Suite proficiency\", \"Brand consistency\", \"Creativity\", \"Attention to detail\", \"Time management\"]  \\nThese skills are essential for creating visually appealing banners that align with a brand\\'s aesthetic, require the use of design software, and need to be delivered on schedule.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 57, 'prompt_tokens': 197, 'total_tokens': 254, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1047.1204190.001063{'id': 'chatcmpl-AjWVW2jKKnYLKbF35y6TiWCkqcfjV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\n# Typically, graphic design jobs like banner creation are fulfilled quickly, often within a few days, as they are straightforward and many designers are available.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 34, 'prompt_tokens': 220, 'total_tokens': 254, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1123.595506{'id': 'chatcmpl-AjWVWJuSojPHx97aqerNvz1CetNv1', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"Mid-level\\n\\nThe job post requires a designer who can create banners consistent with the brand's aesthetic and asks for examples of previous work, indicating that they are looking for someone with some experience, but not necessarily at a senior level.\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 47, 'prompt_tokens': 194, 'total_tokens': 241, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}941.1764710.0008900\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Content Writing\n",
+       "    Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}{'id': 'chatcmpl-AyTqhGVMzIG4VqJXkGTVCAlX68FCb', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\n# Typically, straightforward content writing jobs on online platforms are fulfilled within a few days, assuming the job is well-defined and the client is responsive.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977783, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 34, 'prompt_tokens': 207, 'total_tokens': 241, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0008571166.180758{'id': 'chatcmpl-AyTqiCDf57OjdaU7s7x5lorMrEh2S', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Persuasive writing\", \"SEO knowledge\", \"Attention to detail\", \"Understanding of target audience\", \"Strong research skills\"]  \\n# Persuasive writing is crucial for creating compelling content, SEO knowledge helps optimize the content for search engines, attention to detail ensures error-free content, understanding of the target audience helps tailor the message, and strong research skills support accurate and informative content.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977784, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 76, 'prompt_tokens': 184, 'total_tokens': 260, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1173.020528819.6721310.0012200.000852{'id': 'chatcmpl-AyTqeZpp9oLDmykD0UllqHaERzZL7', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"Mid-level\\n\\nThe job post requires creating persuasive content for a company's website, which suggests the need for someone with a good understanding of marketing and writing skills, typically found at a mid-level experience.\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977780, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 40, 'prompt_tokens': 181, 'total_tokens': 221, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choice# Typically, graphic design jobs like banner creation are fulfilled quickly, often within a few days, as they are straightforward and many designers are available.The job post requires a designer who can create banners consistent with the brand's aesthetic and asks for examples of previous work, indicating that they are looking for someone with some experience, but not necessarily at a senior level.These skills are essential for creating visually appealing banners that align with a brand's aesthetic, require the use of design software, and need to be delivered on schedule.3.5\n",
-       "# Typically, graphic design jobs like banner creation are fulfilled quickly, often within a few days, as they are straightforward and many designers are available.Mid-level\n",
-       "\n",
-       "The job post requires a designer who can create banners consistent with the brand's aesthetic and asks for examples of previous work, indicating that they are looking for someone with some experience, but not necessarily at a senior level.[\"Adobe Creative Suite proficiency\", \"Brand consistency\", \"Creativity\", \"Attention to detail\", \"Time management\"]  \n",
-       "These skills are essential for creating visually appealing banners that align with a brand's aesthetic, require the use of design software, and need to be delivered on schedule.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThe job post requires creating persuasive content for a company's website, which suggests the need for someone with a good understanding of marketing and writing skills, typically found at a mid-level experience.# Typically, straightforward content writing jobs on online platforms are fulfilled within a few days, assuming the job is well-defined and the client is responsive.# Persuasive writing is crucial for creating compelling content, SEO knowledge helps optimize the content for search engines, attention to detail ensures error-free content, understanding of the target audience helps tailor the message, and strong research skills support accurate and informative content.Mid-level\n",
+       "\n",
+       "The job post requires creating persuasive content for a company's website, which suggests the need for someone with a good understanding of marketing and writing skills, typically found at a mid-level experience.3.5\n",
+       "# Typically, straightforward content writing jobs on online platforms are fulfilled within a few days, assuming the job is well-defined and the client is responsive.[\"Persuasive writing\", \"SEO knowledge\", \"Attention to detail\", \"Understanding of target audience\", \"Strong research skills\"]  \n",
+       "# Persuasive writing is crucial for creating compelling content, SEO knowledge helps optimize the content for search engines, attention to detail ensures error-free content, understanding of the target audience helps tailor the message, and strong research skills support accurate and informative content.00042986e4ed087ba4976248bd46d87c8b75f731d57e58e8d9b2a9d9ddf33534a7b74a4f6456751ad7560f88b9e7f8c89ed
4['Graphic design', 'Data visualization', 'Adobe Illustrator', 'Social media design', 'Attention to detail']Mid-level3.500000Graphic DesignInfographic DesignWe need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.Graphic DesignYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Graphic Design.Agent_4You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
+       "      4Mid-level['Strong writing skills', 'Understanding of press release format', 'Attention to detail', 'Ability to write engaging content', 'Knowledge of industry standards']1.5000004Press Release WritingContent WritingWe need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.Content WritingYou regularly perform jobs in the following category: Content Writing.You are answering questions as if you were a human. Do not break character.Agent_40You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.\n",
+       "    Job category: Content Writing\n",
+       "    Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -3499,11 +3557,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Graphic Design\n",
-       "    Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.\n",
+       "    Job category: Content Writing\n",
+       "    Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -3521,91 +3579,103 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}0.000815{'id': 'chatcmpl-AjWVWmp6HSPcKMP7W55AEqNtxVMVl', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Graphic design\", \"Data visualization\", \"Adobe Illustrator\", \"Social media design\", \"Attention to detail\"]  \\nThe job requires creating an infographic, which involves graphic design and data visualization skills. Proficiency in tools like Adobe Illustrator is essential for designing such graphics. Since the infographic should be shareable on social media, understanding social media design principles is important. Attention to detail is crucial to ensure the infographic is both accurate and visually appealing.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 89, 'prompt_tokens': 193, 'total_tokens': 282, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1226.9938650.001373{'id': 'chatcmpl-AjWVWmFcfdK4VErAtaoZe7V0EdUt7', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\n# Infographic design jobs are typically fulfilled quickly, often within a few days, due to their high demand and the availability of skilled designers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 33, 'prompt_tokens': 216, 'total_tokens': 249, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1149.425287{'id': 'chatcmpl-AjWVWJfv2gh3q9ZarxBM4wjFR0IqD', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThis job requires the ability to interpret data and create visually appealing and shareable content, which suggests a need for some experience and proficiency in design tools.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 34, 'prompt_tokens': 190, 'total_tokens': 224, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}728.5974500.0008700\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Content Writing\n",
+       "    Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}{'id': 'chatcmpl-AyTqjCFereITVk23EYZ8PAizbeMqM', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '1.5\\n# Press releases are typically urgent, and experienced writers can often fulfill such a task within 1 to 2 days, depending on the complexity and client responsiveness.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977785, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 37, 'prompt_tokens': 213, 'total_tokens': 250, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0009021108.033241{'id': 'chatcmpl-AyTqgMNyIpuJxybQ9lLaVCFiFjhvp', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Strong writing skills\", \"Understanding of press release format\", \"Attention to detail\", \"Ability to write engaging content\", \"Knowledge of industry standards\"] \\n\\nThese skills are essential for drafting a press release that is both effective and professional, ensuring it captures attention while adhering to the expected format and standards.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977782, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 61, 'prompt_tokens': 190, 'total_tokens': 251, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1078.167116921.6589860.0010850.000927{'id': 'chatcmpl-AyTqg7MknYcbLrJUhzJX7sbUJHTaY', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\n\\nThe job requires drafting a press release, which involves understanding industry standards and creating an attention-grabbing document. This typically requires some experience and familiarity with press release writing, making it suitable for a mid-level writer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977782, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 46, 'prompt_tokens': 187, 'total_tokens': 233, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choice# Infographic design jobs are typically fulfilled quickly, often within a few days, due to their high demand and the availability of skilled designers.This job requires the ability to interpret data and create visually appealing and shareable content, which suggests a need for some experience and proficiency in design tools.The job requires creating an infographic, which involves graphic design and data visualization skills. Proficiency in tools like Adobe Illustrator is essential for designing such graphics. Since the infographic should be shareable on social media, understanding social media design principles is important. Attention to detail is crucial to ensure the infographic is both accurate and visually appealing.3.5\n",
-       "# Infographic design jobs are typically fulfilled quickly, often within a few days, due to their high demand and the availability of skilled designers.Mid-level  \n",
-       "This job requires the ability to interpret data and create visually appealing and shareable content, which suggests a need for some experience and proficiency in design tools.[\"Graphic design\", \"Data visualization\", \"Adobe Illustrator\", \"Social media design\", \"Attention to detail\"]  \n",
-       "The job requires creating an infographic, which involves graphic design and data visualization skills. Proficiency in tools like Adobe Illustrator is essential for designing such graphics. Since the infographic should be shareable on social media, understanding social media design principles is important. Attention to detail is crucial to ensure the infographic is both accurate and visually appealing.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThe job requires drafting a press release, which involves understanding industry standards and creating an attention-grabbing document. This typically requires some experience and familiarity with press release writing, making it suitable for a mid-level writer.# Press releases are typically urgent, and experienced writers can often fulfill such a task within 1 to 2 days, depending on the complexity and client responsiveness.These skills are essential for drafting a press release that is both effective and professional, ensuring it captures attention while adhering to the expected format and standards.Mid-level\n",
+       "\n",
+       "The job requires drafting a press release, which involves understanding industry standards and creating an attention-grabbing document. This typically requires some experience and familiarity with press release writing, making it suitable for a mid-level writer.1.5\n",
+       "# Press releases are typically urgent, and experienced writers can often fulfill such a task within 1 to 2 days, depending on the complexity and client responsiveness.[\"Strong writing skills\", \"Understanding of press release format\", \"Attention to detail\", \"Ability to write engaging content\", \"Knowledge of industry standards\"] \n",
+       "\n",
+       "These skills are essential for drafting a press release that is both effective and professional, ensuring it captures attention while adhering to the expected format and standards.000ea1f728739691587828ec51bc5bc9e57a88ca6debe16ee90432022a33e537a32e876a0eb1edfb6797d2fc08542389d34
5['Content Creation', 'Social Media Strategy', 'Communication Skills', 'Analytics', 'Time Management']Mid-level5.000000Digital MarketingSocial Media ManagementWe are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creationDigital MarketingYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Digital Marketing.Agent_5You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      5Mid-level['Logo Design', 'Creativity', 'Branding', 'Modern Design', 'Portfolio Presentation']3.5000000Logo Design for New StartupGraphic DesignWe are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.Graphic DesignYou regularly perform jobs in the following category: Graphic Design.You are answering questions as if you were a human. Do not break character.Agent_50You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation\n",
+       "    Job category: Graphic Design\n",
+       "    Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -3613,11 +3683,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation\n",
+       "    Job category: Graphic Design\n",
+       "    Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -3635,91 +3705,102 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}0.000742{'id': 'chatcmpl-AjWVqSgNxKIcV2JuiEV93YrkT4mNy', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Content Creation\", \"Social Media Strategy\", \"Communication Skills\", \"Analytics\", \"Time Management\"]  \\nThese skills are essential for a social media manager to effectively create engaging content, develop strategies for growth, communicate with the audience, analyze performance metrics, and manage time efficiently to meet content schedules.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 60, 'prompt_tokens': 184, 'total_tokens': 244, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1346.8013470.001060{'id': 'chatcmpl-AjWVqVhvDIJT7QFxVkTEVR1Mf1SUT', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\n# Typically, positions for social media managers in digital marketing are filled quickly due to the high demand and availability of skilled freelancers in this area.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 31, 'prompt_tokens': 207, 'total_tokens': 238, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1208.459215{'id': 'chatcmpl-AjWVqfbCS1bSQUewkTHqdzWyeiJfe', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThis job requires the ability to handle multiple social media platforms and create content, suggesting a need for some experience beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 29, 'prompt_tokens': 181, 'total_tokens': 210, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}943.3962260.0008270\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Graphic Design\n",
+       "    Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}{'id': 'chatcmpl-AyTqxk4ur3T5sTZ95g4PSH6iyUF9w', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"3.5  \\nBased on my experience, graphic design jobs like logo creation often attract a lot of freelancers quickly, especially if the client is clear about their needs and asks for a portfolio. This job post is likely to be fulfilled within a few days, typically around 3 to 4 days, depending on the urgency and clarity of the client's communication and decision-making process.\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977799, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 76, 'prompt_tokens': 220, 'total_tokens': 296, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.001310763.358779{'id': 'chatcmpl-AyTqvH5ZY6jWHi65PuBWkjCZCPfdP', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Logo Design\", \"Creativity\", \"Branding\", \"Modern Design\", \"Portfolio Presentation\"]  \\nThe job requires creating a logo, which involves logo design skills. Creativity is essential to produce a unique and innovative design. Branding is important to ensure the logo represents the startup effectively. Modern design skills are needed to align with the client\\'s vision of innovation. A portfolio presentation is crucial to showcase past work and convince the client of your capabilities.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977797, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 89, 'prompt_tokens': 197, 'total_tokens': 286, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}851.063830723.3273060.0013830.001175{'id': 'chatcmpl-AyTqwkDfAHO48BgpDVVTP9Sh5lXrD', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\n\\nThis job post requires the creation of a unique and modern logo that represents innovation, which suggests a need for a designer with a solid understanding of design principles and experience in branding. Additionally, the request for portfolio examples indicates that the client is looking for someone with a proven track record, which typically aligns with a mid-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977798, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 69, 'prompt_tokens': 194, 'total_tokens': 263, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choice# Typically, positions for social media managers in digital marketing are filled quickly due to the high demand and availability of skilled freelancers in this area.This job requires the ability to handle multiple social media platforms and create content, suggesting a need for some experience beyond entry-level.These skills are essential for a social media manager to effectively create engaging content, develop strategies for growth, communicate with the audience, analyze performance metrics, and manage time efficiently to meet content schedules.5  \n",
-       "# Typically, positions for social media managers in digital marketing are filled quickly due to the high demand and availability of skilled freelancers in this area.Mid-level  \n",
-       "This job requires the ability to handle multiple social media platforms and create content, suggesting a need for some experience beyond entry-level.[\"Content Creation\", \"Social Media Strategy\", \"Communication Skills\", \"Analytics\", \"Time Management\"]  \n",
-       "These skills are essential for a social media manager to effectively create engaging content, develop strategies for growth, communicate with the audience, analyze performance metrics, and manage time efficiently to meet content schedules.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThis job post requires the creation of a unique and modern logo that represents innovation, which suggests a need for a designer with a solid understanding of design principles and experience in branding. Additionally, the request for portfolio examples indicates that the client is looking for someone with a proven track record, which typically aligns with a mid-level position.Based on my experience, graphic design jobs like logo creation often attract a lot of freelancers quickly, especially if the client is clear about their needs and asks for a portfolio. This job post is likely to be fulfilled within a few days, typically around 3 to 4 days, depending on the urgency and clarity of the client's communication and decision-making process.The job requires creating a logo, which involves logo design skills. Creativity is essential to produce a unique and innovative design. Branding is important to ensure the logo represents the startup effectively. Modern design skills are needed to align with the client's vision of innovation. A portfolio presentation is crucial to showcase past work and convince the client of your capabilities.Mid-level\n",
+       "\n",
+       "This job post requires the creation of a unique and modern logo that represents innovation, which suggests a need for a designer with a solid understanding of design principles and experience in branding. Additionally, the request for portfolio examples indicates that the client is looking for someone with a proven track record, which typically aligns with a mid-level position.3.5  \n",
+       "Based on my experience, graphic design jobs like logo creation often attract a lot of freelancers quickly, especially if the client is clear about their needs and asks for a portfolio. This job post is likely to be fulfilled within a few days, typically around 3 to 4 days, depending on the urgency and clarity of the client's communication and decision-making process.[\"Logo Design\", \"Creativity\", \"Branding\", \"Modern Design\", \"Portfolio Presentation\"]  \n",
+       "The job requires creating a logo, which involves logo design skills. Creativity is essential to produce a unique and innovative design. Branding is important to ensure the logo represents the startup effectively. Modern design skills are needed to align with the client's vision of innovation. A portfolio presentation is crucial to showcase past work and convince the client of your capabilities.00069d564487d41e40882e94d5e527f07acf306c5f802a6a8e32fe01b390a84cd1a9c3c80600cd235cdfffcd78d60260874
6['Keyword Research', 'On-Page SEO', 'Off-Page SEO', 'SEO Auditing', 'Google Analytics']Mid-level5.000000Digital MarketingSEO OptimizationNeed an SEO expert to optimize our website for search engines. The project includes keyword researchDigital MarketingYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Digital Marketing.Agent_6You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      6Mid-level['Adobe InDesign', 'Typography', 'Layout Design', 'Print Design', 'Attention to Detail']3.5000001Brochure DesignGraphic DesignLooking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.Graphic DesignYou regularly perform jobs in the following category: Graphic Design.You are answering questions as if you were a human. Do not break character.Agent_60You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research\n",
+       "    Job category: Graphic Design\n",
+       "    Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -3727,11 +3808,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research\n",
+       "    Job category: Graphic Design\n",
+       "    Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -3749,91 +3830,102 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}0.000765{'id': 'chatcmpl-AjWVqre7fgXh0PlzUwuvFd6f4JzD0', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Keyword Research\", \"On-Page SEO\", \"Off-Page SEO\", \"SEO Auditing\", \"Google Analytics\"]  \\nThese skills are crucial for optimizing a website for search engines, including conducting keyword research, improving on-page and off-page SEO, auditing the site\\'s current SEO status, and analyzing performance using tools like Google Analytics.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 68, 'prompt_tokens': 181, 'total_tokens': 249, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1307.1895420.001133{'id': 'chatcmpl-AjWVqn1eYGQTpY3UZBTEM2Z2jCXbH', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\n# Generally, SEO projects can be filled relatively quickly on online labor marketplaces, especially if the job post is clear and the budget is competitive.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 31, 'prompt_tokens': 204, 'total_tokens': 235, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1219.512195{'id': 'chatcmpl-AjWVqoQzb1WDjd9jUjFIhz8VYZeSS', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThis job requires specialized skills in SEO and keyword research, indicating the need for someone with a moderate amount of experience and expertise in digital marketing.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 32, 'prompt_tokens': 178, 'total_tokens': 210, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}883.0022080.0008200\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Graphic Design\n",
+       "    Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}{'id': 'chatcmpl-AyTr20tdh5YwwJqzrgm8w4mdWVU83', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\n# This type of job typically takes a few days to fulfill due to the need for a skilled designer to create a professional and polished brochure. The process includes initial design, feedback, revisions, and final delivery in print-ready format.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977804, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 51, 'prompt_tokens': 219, 'total_tokens': 270, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.001058945.626478{'id': 'chatcmpl-AyTqyKQyM1mzgueIi1b2nlqAU7V2G', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Adobe InDesign\", \"Typography\", \"Layout Design\", \"Print Design\", \"Attention to Detail\"]  \\nThese skills are essential for creating a professional brochure: Adobe InDesign for layout, typography for text aesthetics, layout design for organizing content, print design for ensuring print readiness, and attention to detail for a polished final product.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977800, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 67, 'prompt_tokens': 196, 'total_tokens': 263, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}987.654321862.0689660.0011600.001012{'id': 'chatcmpl-AyTr0m5J4mXArnKPsDqhVNXB6Y4MH', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\n\\nThe job requires creating a professional brochure for a real estate company, which suggests the need for a designer with a good understanding of design principles and experience with print-ready formats. This typically requires more than entry-level experience but not necessarily senior-level expertise.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977802, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 53, 'prompt_tokens': 193, 'total_tokens': 246, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choice# Generally, SEO projects can be filled relatively quickly on online labor marketplaces, especially if the job post is clear and the budget is competitive.This job requires specialized skills in SEO and keyword research, indicating the need for someone with a moderate amount of experience and expertise in digital marketing.These skills are crucial for optimizing a website for search engines, including conducting keyword research, improving on-page and off-page SEO, auditing the site's current SEO status, and analyzing performance using tools like Google Analytics.5  \n",
-       "# Generally, SEO projects can be filled relatively quickly on online labor marketplaces, especially if the job post is clear and the budget is competitive.Mid-level  \n",
-       "This job requires specialized skills in SEO and keyword research, indicating the need for someone with a moderate amount of experience and expertise in digital marketing.[\"Keyword Research\", \"On-Page SEO\", \"Off-Page SEO\", \"SEO Auditing\", \"Google Analytics\"]  \n",
-       "These skills are crucial for optimizing a website for search engines, including conducting keyword research, improving on-page and off-page SEO, auditing the site's current SEO status, and analyzing performance using tools like Google Analytics.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThe job requires creating a professional brochure for a real estate company, which suggests the need for a designer with a good understanding of design principles and experience with print-ready formats. This typically requires more than entry-level experience but not necessarily senior-level expertise.# This type of job typically takes a few days to fulfill due to the need for a skilled designer to create a professional and polished brochure. The process includes initial design, feedback, revisions, and final delivery in print-ready format.These skills are essential for creating a professional brochure: Adobe InDesign for layout, typography for text aesthetics, layout design for organizing content, print design for ensuring print readiness, and attention to detail for a polished final product.Mid-level\n",
+       "\n",
+       "The job requires creating a professional brochure for a real estate company, which suggests the need for a designer with a good understanding of design principles and experience with print-ready formats. This typically requires more than entry-level experience but not necessarily senior-level expertise.3.5\n",
+       "# This type of job typically takes a few days to fulfill due to the need for a skilled designer to create a professional and polished brochure. The process includes initial design, feedback, revisions, and final delivery in print-ready format.[\"Adobe InDesign\", \"Typography\", \"Layout Design\", \"Print Design\", \"Attention to Detail\"]  \n",
+       "These skills are essential for creating a professional brochure: Adobe InDesign for layout, typography for text aesthetics, layout design for organizing content, print design for ensuring print readiness, and attention to detail for a polished final product.0000857658ef0acafe5c6854bece32cb1ea26fe6ac7e218ba0920aca33033f226ab863bb710992698d37058c627f3954fea
7['Google Ads expertise', 'Keyword research', 'Analytical skills', 'Conversion rate optimization', 'Budget management']Mid-level5.000000Digital MarketingGoogle Ads Campaign ManagementLooking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.Digital MarketingYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Digital Marketing.Agent_7You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
+       "      7Mid-level['Graphic Design', 'Social Media Marketing', 'Adobe Photoshop', 'Adobe Illustrator', 'Creativity', 'Attention to Detail']3.5000002Social Media GraphicsGraphic DesignNeed a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.Graphic DesignYou regularly perform jobs in the following category: Graphic Design.You are answering questions as if you were a human. Do not break character.Agent_70You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.\n",
+       "    Job category: Graphic Design\n",
+       "    Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -3841,11 +3933,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.\n",
+       "    Job category: Graphic Design\n",
+       "    Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -3863,91 +3955,101 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}0.000942{'id': 'chatcmpl-AjWVqMhGg6PbEChkoh4T2ZPnrzSjO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Google Ads expertise\", \"Keyword research\", \"Analytical skills\", \"Conversion rate optimization\", \"Budget management\"]  \\nThese skills are essential for managing PPC campaigns effectively, ensuring the right audience is targeted, analyzing performance data to optimize campaigns, and managing budgets to maximize ROI.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 56, 'prompt_tokens': 188, 'total_tokens': 244, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1061.0079580.001030{'id': 'chatcmpl-AjWVq3xCZXt4pH0UkKlbm4MDSrDIt', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\n# Typically, PPC specialist jobs in digital marketing are filled within a week due to high demand and availability of skilled freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 27, 'prompt_tokens': 211, 'total_tokens': 238, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1253.918495{'id': 'chatcmpl-AjWVqHcjWA1VbrcumQxiIPfpSeSYn', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThis job requires managing Google Ads campaigns with the goal of increasing traffic and conversions, which typically requires a solid understanding of PPC strategies and experience in handling similar projects, making it suitable for someone at a mid-level of experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 48, 'prompt_tokens': 185, 'total_tokens': 233, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}970.8737860.0007980\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Graphic Design\n",
+       "    Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}{'id': 'chatcmpl-AyTqyFCpbUPJcpykK364fmTXaCEVS', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\n# Generally, graphic design jobs for social media can be fulfilled within a few days, especially if the requirements are clear and the designer has experience in creating similar content.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977800, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 38, 'prompt_tokens': 215, 'total_tokens': 253, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0009181089.918256{'id': 'chatcmpl-AyTqv00wjPHYGPfsBuMwb4mR1nYIi', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Graphic Design\", \"Social Media Marketing\", \"Adobe Photoshop\", \"Adobe Illustrator\", \"Creativity\", \"Attention to Detail\"]  \\nThese skills are essential for creating visually appealing graphics tailored for social media platforms like Instagram and Facebook, using design software effectively, and ensuring the designs align with the campaign\\'s goals.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977797, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 63, 'prompt_tokens': 192, 'total_tokens': 255, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1277.955272900.9009010.0011100.000782{'id': 'chatcmpl-AyTr0AAsTJjKKEJCduv1UwTwpBnJO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThis job requires creating professional and engaging social media graphics, which suggests a need for some experience in design and familiarity with social media platforms.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977802, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 31, 'prompt_tokens': 189, 'total_tokens': 220, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choice# Typically, PPC specialist jobs in digital marketing are filled within a week due to high demand and availability of skilled freelancers.This job requires managing Google Ads campaigns with the goal of increasing traffic and conversions, which typically requires a solid understanding of PPC strategies and experience in handling similar projects, making it suitable for someone at a mid-level of experience.These skills are essential for managing PPC campaigns effectively, ensuring the right audience is targeted, analyzing performance data to optimize campaigns, and managing budgets to maximize ROI.5  \n",
-       "# Typically, PPC specialist jobs in digital marketing are filled within a week due to high demand and availability of skilled freelancers.Mid-level  \n",
-       "This job requires managing Google Ads campaigns with the goal of increasing traffic and conversions, which typically requires a solid understanding of PPC strategies and experience in handling similar projects, making it suitable for someone at a mid-level of experience.[\"Google Ads expertise\", \"Keyword research\", \"Analytical skills\", \"Conversion rate optimization\", \"Budget management\"]  \n",
-       "These skills are essential for managing PPC campaigns effectively, ensuring the right audience is targeted, analyzing performance data to optimize campaigns, and managing budgets to maximize ROI.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThis job requires creating professional and engaging social media graphics, which suggests a need for some experience in design and familiarity with social media platforms.# Generally, graphic design jobs for social media can be fulfilled within a few days, especially if the requirements are clear and the designer has experience in creating similar content.These skills are essential for creating visually appealing graphics tailored for social media platforms like Instagram and Facebook, using design software effectively, and ensuring the designs align with the campaign's goals.Mid-level  \n",
+       "This job requires creating professional and engaging social media graphics, which suggests a need for some experience in design and familiarity with social media platforms.3.5\n",
+       "# Generally, graphic design jobs for social media can be fulfilled within a few days, especially if the requirements are clear and the designer has experience in creating similar content.[\"Graphic Design\", \"Social Media Marketing\", \"Adobe Photoshop\", \"Adobe Illustrator\", \"Creativity\", \"Attention to Detail\"]  \n",
+       "These skills are essential for creating visually appealing graphics tailored for social media platforms like Instagram and Facebook, using design software effectively, and ensuring the designs align with the campaign's goals.00089b1c18fd805b3b4adba6b3c74ecaae4462f7897de89d51bf2a9f5f6cc45b9366dd3f51dd73a30f7bb209f55326c8f6e
8['Email Marketing', 'Campaign Design', 'Mailchimp Expertise', 'Copywriting', 'Analytics']Mid-level5.000000Digital MarketingEmail Marketing CampaignSeeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.Digital MarketingYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Digital Marketing.Agent_8You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      8Mid-level['Creativity', 'Branding', 'Banner Design', 'Adobe Photoshop', 'Adobe Illustrator']5.0000003Website Banner DesignGraphic DesignSeeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.Graphic DesignYou regularly perform jobs in the following category: Graphic Design.You are answering questions as if you were a human. Do not break character.Agent_80You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.\n",
+       "    Job category: Graphic Design\n",
+       "    Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -3955,11 +4057,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.\n",
+       "    Job category: Graphic Design\n",
+       "    Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -3977,91 +4079,101 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}0.000828{'id': 'chatcmpl-AjWVqthG94uo9e1EPxUGpA6L3oh05', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Email Marketing\", \"Campaign Design\", \"Mailchimp Expertise\", \"Copywriting\", \"Analytics\"]  \\nThese skills are essential as the job requires designing and executing email campaigns, which involves creating engaging content (copywriting), using Mailchimp for campaign management, and analyzing campaign performance to optimize results.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 60, 'prompt_tokens': 190, 'total_tokens': 250, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1208.4592150.001075{'id': 'chatcmpl-AjWVqCWywhsAqcHCbsj9b5rrWHGeU', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\nGiven the specificity of the job post and the preference for Mailchimp experience, it typically takes about 5 days for a qualified freelancer to be selected, assuming the platform has a decent pool of candidates.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 43, 'prompt_tokens': 213, 'total_tokens': 256, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1038.961039{'id': 'chatcmpl-AjWVquU98hZ8KpQh31jWV02q8K6V4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThe job requires specific experience with designing and executing email campaigns and mentions a preference for familiarity with Mailchimp, indicating a need for some prior experience beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 36, 'prompt_tokens': 187, 'total_tokens': 223, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}930.2325580.0009630\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Graphic Design\n",
+       "    Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}{'id': 'chatcmpl-AyTr3vUyD7kyG8w40ZWEDQ9i6ZWvc', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\nThis type of job typically takes around 5 days to fulfill, considering the time needed for applicants to apply, the client to review portfolios, and select a designer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977805, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 36, 'prompt_tokens': 220, 'total_tokens': 256, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0009101098.901099{'id': 'chatcmpl-AyTr3OK2Odl09TEgzGHIT4IDQXEp4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Creativity\", \"Branding\", \"Banner Design\", \"Adobe Photoshop\", \"Adobe Illustrator\"]  \\nThese skills are crucial for creating visually appealing banners that align with the brand\\'s aesthetic, using industry-standard tools like Photoshop and Illustrator.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977805, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 48, 'prompt_tokens': 197, 'total_tokens': 245, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1169.5906431028.2776350.0009720.000855{'id': 'chatcmpl-AyTqxJ8oEMbAyYkOjDbKnFzUBzV58', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"Mid-level  \\nThis job requires the ability to create designs that are consistent with a brand's aesthetic, which suggests experience with branding and design consistency, typically expected from mid-level designers.\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977799, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 37, 'prompt_tokens': 194, 'total_tokens': 231, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choiceGiven the specificity of the job post and the preference for Mailchimp experience, it typically takes about 5 days for a qualified freelancer to be selected, assuming the platform has a decent pool of candidates.The job requires specific experience with designing and executing email campaigns and mentions a preference for familiarity with Mailchimp, indicating a need for some prior experience beyond entry-level.These skills are essential as the job requires designing and executing email campaigns, which involves creating engaging content (copywriting), using Mailchimp for campaign management, and analyzing campaign performance to optimize results.5  \n",
-       "Given the specificity of the job post and the preference for Mailchimp experience, it typically takes about 5 days for a qualified freelancer to be selected, assuming the platform has a decent pool of candidates.Mid-level  \n",
-       "The job requires specific experience with designing and executing email campaigns and mentions a preference for familiarity with Mailchimp, indicating a need for some prior experience beyond entry-level.[\"Email Marketing\", \"Campaign Design\", \"Mailchimp Expertise\", \"Copywriting\", \"Analytics\"]  \n",
-       "These skills are essential as the job requires designing and executing email campaigns, which involves creating engaging content (copywriting), using Mailchimp for campaign management, and analyzing campaign performance to optimize results.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThis job requires the ability to create designs that are consistent with a brand's aesthetic, which suggests experience with branding and design consistency, typically expected from mid-level designers.This type of job typically takes around 5 days to fulfill, considering the time needed for applicants to apply, the client to review portfolios, and select a designer.These skills are crucial for creating visually appealing banners that align with the brand's aesthetic, using industry-standard tools like Photoshop and Illustrator.Mid-level  \n",
+       "This job requires the ability to create designs that are consistent with a brand's aesthetic, which suggests experience with branding and design consistency, typically expected from mid-level designers.5  \n",
+       "This type of job typically takes around 5 days to fulfill, considering the time needed for applicants to apply, the client to review portfolios, and select a designer.[\"Creativity\", \"Branding\", \"Banner Design\", \"Adobe Photoshop\", \"Adobe Illustrator\"]  \n",
+       "These skills are crucial for creating visually appealing banners that align with the brand's aesthetic, using industry-standard tools like Photoshop and Illustrator.000259fd4a403ad0bc0d01a914e11bc385a438e30bef6f387f36c7672b1b0c41f4f6fda394afda78f1b58297647e3b7a415
9['Content Strategy', 'SEO', 'Analytics', 'Copywriting', 'Social Media Marketing']Mid-level7.000000Digital MarketingContent Marketing StrategySeeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creationDigital MarketingYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Digital Marketing.Agent_9You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
+       "      9Mid-level['Data Visualization', 'Graphic Design', 'Social Media Design', 'Adobe Illustrator', 'Attention to Detail']3.5000004Infographic DesignGraphic DesignWe need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.Graphic DesignYou regularly perform jobs in the following category: Graphic Design.You are answering questions as if you were a human. Do not break character.Agent_90You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation\n",
+       "    Job category: Graphic Design\n",
+       "    Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -4069,11 +4181,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Digital Marketing\n",
-       "    Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation\n",
+       "    Job category: Graphic Design\n",
+       "    Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -4091,91 +4203,101 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}0.000847{'id': 'chatcmpl-AjWVqJgyjycPVmZ5cVHbhbxcyisSJ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Content Strategy\", \"SEO\", \"Analytics\", \"Copywriting\", \"Social Media Marketing\"]  \\nThe job requires developing a plan to increase online visibility, which involves creating and managing content (Content Strategy), optimizing for search engines (SEO), measuring performance (Analytics), writing engaging content (Copywriting), and leveraging social platforms (Social Media Marketing).', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 70, 'prompt_tokens': 186, 'total_tokens': 256, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1179.9410030.001165{'id': 'chatcmpl-AjWVqxYLPvFpAwtO6keiLjqDQgl4l', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\n# Typically, digital marketing jobs like content strategy roles are filled within a week, considering the need for specialized skills and the time required for the hiring process.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 34, 'prompt_tokens': 209, 'total_tokens': 243, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1159.420290{'id': 'chatcmpl-AjWVqAeSDcAKSKiNzDbro8CoozjLp', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThe job post requires developing a comprehensive plan, which suggests a need for some experience and expertise beyond entry-level, but not necessarily the extensive experience required for a senior-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 39, 'prompt_tokens': 183, 'total_tokens': 222, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}858.3690990.0008620\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Graphic Design\n",
+       "    Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}{'id': 'chatcmpl-AyTr1T5IrIALmrQKpob5RSt9zV54p', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\n# Infographic design is typically straightforward, especially with provided data. A skilled designer can complete it within a few days, and job posts like this are often fulfilled quickly on platforms due to high demand.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977803, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 45, 'prompt_tokens': 216, 'total_tokens': 261, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0009901010.101010{'id': 'chatcmpl-AyTr1CQlnVILUHOnyY8SKIergrivf', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Data Visualization\", \"Graphic Design\", \"Social Media Design\", \"Adobe Illustrator\", \"Attention to Detail\"]  \\n# These skills are essential for creating an infographic: Data Visualization for interpreting the data, Graphic Design for overall aesthetics, Social Media Design for shareability, Adobe Illustrator as a common tool for design, and Attention to Detail for accuracy and clarity.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977803, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 72, 'prompt_tokens': 193, 'total_tokens': 265, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1129.943503831.6008320.0012030.000885{'id': 'chatcmpl-AyTqzRtyz0DDz6q0Ehl0zmcQAyofx', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThis job requires the ability to translate data into a visually appealing and easy-to-understand infographic, which typically requires some experience in graphic design and a good understanding of design principles and tools.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977801, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 41, 'prompt_tokens': 190, 'total_tokens': 231, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choice# Typically, digital marketing jobs like content strategy roles are filled within a week, considering the need for specialized skills and the time required for the hiring process.The job post requires developing a comprehensive plan, which suggests a need for some experience and expertise beyond entry-level, but not necessarily the extensive experience required for a senior-level position.The job requires developing a plan to increase online visibility, which involves creating and managing content (Content Strategy), optimizing for search engines (SEO), measuring performance (Analytics), writing engaging content (Copywriting), and leveraging social platforms (Social Media Marketing).7  \n",
-       "# Typically, digital marketing jobs like content strategy roles are filled within a week, considering the need for specialized skills and the time required for the hiring process.Mid-level  \n",
-       "The job post requires developing a comprehensive plan, which suggests a need for some experience and expertise beyond entry-level, but not necessarily the extensive experience required for a senior-level position.[\"Content Strategy\", \"SEO\", \"Analytics\", \"Copywriting\", \"Social Media Marketing\"]  \n",
-       "The job requires developing a plan to increase online visibility, which involves creating and managing content (Content Strategy), optimizing for search engines (SEO), measuring performance (Analytics), writing engaging content (Copywriting), and leveraging social platforms (Social Media Marketing).['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThis job requires the ability to translate data into a visually appealing and easy-to-understand infographic, which typically requires some experience in graphic design and a good understanding of design principles and tools.# Infographic design is typically straightforward, especially with provided data. A skilled designer can complete it within a few days, and job posts like this are often fulfilled quickly on platforms due to high demand.# These skills are essential for creating an infographic: Data Visualization for interpreting the data, Graphic Design for overall aesthetics, Social Media Design for shareability, Adobe Illustrator as a common tool for design, and Attention to Detail for accuracy and clarity.Mid-level  \n",
+       "This job requires the ability to translate data into a visually appealing and easy-to-understand infographic, which typically requires some experience in graphic design and a good understanding of design principles and tools.3.5\n",
+       "# Infographic design is typically straightforward, especially with provided data. A skilled designer can complete it within a few days, and job posts like this are often fulfilled quickly on platforms due to high demand.[\"Data Visualization\", \"Graphic Design\", \"Social Media Design\", \"Adobe Illustrator\", \"Attention to Detail\"]  \n",
+       "# These skills are essential for creating an infographic: Data Visualization for interpreting the data, Graphic Design for overall aesthetics, Social Media Design for shareability, Adobe Illustrator as a common tool for design, and Attention to Detail for accuracy and clarity.0007e7f6aa9c201235d8604c6c1d3b27400b65045622333ecaf849bc6a5e307b80ae84fbd2e71e39a8087f0fe5446df1caf
10['Research skills', 'SEO knowledge', 'Strong writing ability', 'Time management', 'Digital marketing understanding']Mid-level3.500000Content WritingBlog Post WritingLooking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 wordsContent WritingYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Content Writing.Agent_10You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      10Entry-level['WordPress development', 'Responsive design', 'HTML/CSS', 'JavaScript', 'PHP', 'Contact form integration']3.0000000WordPress Website SetupWeb DevelopmentWe need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact formWeb DevelopmentYou regularly perform jobs in the following category: Web Development.You are answering questions as if you were a human. Do not break character.Agent_100You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words\n",
+       "    Job category: Web Development\n",
+       "    Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -4183,11 +4305,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words\n",
+       "    Job category: Web Development\n",
+       "    Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -4205,91 +4327,102 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}0.000857{'id': 'chatcmpl-AjWWR3vbNIHq1tm8kUQBGHvT9sO3j', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Research skills\", \"SEO knowledge\", \"Strong writing ability\", \"Time management\", \"Digital marketing understanding\"]  \\nThese skills are essential for producing well-informed, engaging, and optimized blog posts on digital marketing topics within the specified word count and deadlines.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 51, 'prompt_tokens': 190, 'total_tokens': 241, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1166.1807580.000985{'id': 'chatcmpl-AjWWRrPRfunWrgTrM7pt98aFKaFQM', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\n# Typically, content writing jobs like this are filled quickly due to the high demand for digital marketing content and the availability of skilled writers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 32, 'prompt_tokens': 213, 'total_tokens': 245, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1173.020528{'id': 'chatcmpl-AjWWRVWZyHmw2MWt4NmMlPo7PLfmz', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nProducing 5 blog posts on digital marketing suggests a need for some familiarity with the subject and the ability to write effectively, which typically aligns with a mid-level experience requirement.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 39, 'prompt_tokens': 187, 'total_tokens': 226, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1015.2284260.0008520\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Web Development\n",
+       "    Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}{'id': 'chatcmpl-AyTrESHNH6aiIpuq2sAEaFvtbsFPO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\nThe setup of a basic WordPress site, including responsiveness and a contact form, is a relatively straightforward task for an experienced developer. It typically takes about 2 to 3 days to complete, assuming no major customizations or unforeseen issues arise.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977816, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 52, 'prompt_tokens': 213, 'total_tokens': 265, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.001053950.118765{'id': 'chatcmpl-AyTrBh1iW267TEezfsGFa8DCTpICx', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"WordPress development\", \"Responsive design\", \"HTML/CSS\", \"JavaScript\", \"PHP\", \"Contact form integration\"]  \\nThe job requires setting up a WordPress site, which necessitates skills in WordPress development, responsive design to ensure the site works on all devices, and knowledge of HTML/CSS and JavaScript for customizing the site. PHP is often used for WordPress development, and contact form integration is specifically mentioned in the job post.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977813, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 93, 'prompt_tokens': 190, 'total_tokens': 283, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1078.167116711.7437720.0014050.000927{'id': 'chatcmpl-AyTrC9sabSDWg6ntz62jvbdyKo7w6', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Entry-level\\n\\nSetting up a WordPress site with a responsive design and a contact form is a relatively straightforward task that can be handled by someone with entry-level experience in web development, particularly if they are familiar with WordPress.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977814, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 46, 'prompt_tokens': 187, 'total_tokens': 233, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choice# Typically, content writing jobs like this are filled quickly due to the high demand for digital marketing content and the availability of skilled writers.Producing 5 blog posts on digital marketing suggests a need for some familiarity with the subject and the ability to write effectively, which typically aligns with a mid-level experience requirement.These skills are essential for producing well-informed, engaging, and optimized blog posts on digital marketing topics within the specified word count and deadlines.3.5\n",
-       "# Typically, content writing jobs like this are filled quickly due to the high demand for digital marketing content and the availability of skilled writers.Mid-level  \n",
-       "Producing 5 blog posts on digital marketing suggests a need for some familiarity with the subject and the ability to write effectively, which typically aligns with a mid-level experience requirement.[\"Research skills\", \"SEO knowledge\", \"Strong writing ability\", \"Time management\", \"Digital marketing understanding\"]  \n",
-       "These skills are essential for producing well-informed, engaging, and optimized blog posts on digital marketing topics within the specified word count and deadlines.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalSetting up a WordPress site with a responsive design and a contact form is a relatively straightforward task that can be handled by someone with entry-level experience in web development, particularly if they are familiar with WordPress.The setup of a basic WordPress site, including responsiveness and a contact form, is a relatively straightforward task for an experienced developer. It typically takes about 2 to 3 days to complete, assuming no major customizations or unforeseen issues arise.The job requires setting up a WordPress site, which necessitates skills in WordPress development, responsive design to ensure the site works on all devices, and knowledge of HTML/CSS and JavaScript for customizing the site. PHP is often used for WordPress development, and contact form integration is specifically mentioned in the job post.Entry-level\n",
+       "\n",
+       "Setting up a WordPress site with a responsive design and a contact form is a relatively straightforward task that can be handled by someone with entry-level experience in web development, particularly if they are familiar with WordPress.3  \n",
+       "The setup of a basic WordPress site, including responsiveness and a contact form, is a relatively straightforward task for an experienced developer. It typically takes about 2 to 3 days to complete, assuming no major customizations or unforeseen issues arise.[\"WordPress development\", \"Responsive design\", \"HTML/CSS\", \"JavaScript\", \"PHP\", \"Contact form integration\"]  \n",
+       "The job requires setting up a WordPress site, which necessitates skills in WordPress development, responsive design to ensure the site works on all devices, and knowledge of HTML/CSS and JavaScript for customizing the site. PHP is often used for WordPress development, and contact form integration is specifically mentioned in the job post.000fbce8a6a48c1b551046e920e22a07f0b2044da209864cc6c432b322cf7a54b9ca28327a0bf4cb89ae2bd3842771745d9
11['Strong writing skills', 'Attention to detail', 'Understanding of SEO', 'Ability to research products', 'Creativity']Mid-level3.500000Content WritingProduct Description WritingWe need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.Content WritingYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Content Writing.Agent_11You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
+       "      11Mid-level['JavaScript', 'HTML/CSS', 'Node.js', 'React', 'Database Management', 'Authentication Systems']7.0000001Custom Web Application DevelopmentWeb DevelopmentLooking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login systemWeb DevelopmentYou regularly perform jobs in the following category: Web Development.You are answering questions as if you were a human. Do not break character.Agent_110You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.\n",
+       "    Job category: Web Development\n",
+       "    Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -4297,11 +4430,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.\n",
+       "    Job category: Web Development\n",
+       "    Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -4319,92 +4452,102 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}0.000837{'id': 'chatcmpl-AjWWRA7PpGgOFehqAnYa7leJijFEg', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Strong writing skills\", \"Attention to detail\", \"Understanding of SEO\", \"Ability to research products\", \"Creativity\"]  \\nThese skills are essential for crafting engaging and informative product descriptions that attract potential customers and optimize search engine visibility.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 48, 'prompt_tokens': 190, 'total_tokens': 238, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1194.0298510.000955{'id': 'chatcmpl-AjWWRJpOk4Zy8bF7vX8Bhz9zrgUTI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\n# Based on my experience, such straightforward content writing tasks are often fulfilled within 3 to 4 days, considering the demand for quick turnaround and the availability of freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 38, 'prompt_tokens': 213, 'total_tokens': 251, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1095.890411{'id': 'chatcmpl-AjWWRuGtGdc10qAoVjmCOF7aX4gZ1', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\n\\nThis job requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are both engaging and informative.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 37, 'prompt_tokens': 187, 'total_tokens': 224, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1047.1204190.0009130\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Web Development\n",
+       "    Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}{'id': 'chatcmpl-AyTrH6cyvtzVWZgMkfpqXgreoE01P', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\nGiven the demand for full-stack developers and the specificity of the project, it typically takes about a week to find a suitable candidate and start the engagement.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977819, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 33, 'prompt_tokens': 211, 'total_tokens': 244, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0008571166.180758{'id': 'chatcmpl-AyTrGA68NCtbJv5kawChJ1XA0ViIV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"JavaScript\", \"HTML/CSS\", \"Node.js\", \"React\", \"Database Management\", \"Authentication Systems\"]  \\nThese skills are essential for building a full-stack web application, with JavaScript, HTML/CSS for front-end development, Node.js for back-end, React for building user interfaces, database management for handling data, and authentication systems for implementing the login feature.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977818, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 77, 'prompt_tokens': 188, 'total_tokens': 265, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1108.033241806.4516130.0012400.000902{'id': 'chatcmpl-AyTrGFbjAHq6uqJL0WbGzZpolpVVX', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\n\\nThe job requires building a custom web application with a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typical of a mid-level developer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977818, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 44, 'prompt_tokens': 185, 'total_tokens': 229, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choice# Based on my experience, such straightforward content writing tasks are often fulfilled within 3 to 4 days, considering the demand for quick turnaround and the availability of freelancers.This job requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are both engaging and informative.These skills are essential for crafting engaging and informative product descriptions that attract potential customers and optimize search engine visibility.3.5\n",
-       "# Based on my experience, such straightforward content writing tasks are often fulfilled within 3 to 4 days, considering the demand for quick turnaround and the availability of freelancers.Mid-level\n",
-       "\n",
-       "This job requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are both engaging and informative.[\"Strong writing skills\", \"Attention to detail\", \"Understanding of SEO\", \"Ability to research products\", \"Creativity\"]  \n",
-       "These skills are essential for crafting engaging and informative product descriptions that attract potential customers and optimize search engine visibility.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThe job requires building a custom web application with a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typical of a mid-level developer.Given the demand for full-stack developers and the specificity of the project, it typically takes about a week to find a suitable candidate and start the engagement.These skills are essential for building a full-stack web application, with JavaScript, HTML/CSS for front-end development, Node.js for back-end, React for building user interfaces, database management for handling data, and authentication systems for implementing the login feature.Mid-level\n",
+       "\n",
+       "The job requires building a custom web application with a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typical of a mid-level developer.7  \n",
+       "Given the demand for full-stack developers and the specificity of the project, it typically takes about a week to find a suitable candidate and start the engagement.[\"JavaScript\", \"HTML/CSS\", \"Node.js\", \"React\", \"Database Management\", \"Authentication Systems\"]  \n",
+       "These skills are essential for building a full-stack web application, with JavaScript, HTML/CSS for front-end development, Node.js for back-end, React for building user interfaces, database management for handling data, and authentication systems for implementing the login feature.000483807c5f21f4d398d9ad0078593ee36565a4fba37dd10c6442810a260c9923def7f85a7991bfab1f0118187b621eb0a
12['Technical Writing', 'API Documentation', 'User Manual Creation', 'Software Development Terminology', 'Attention to Detail']Mid-level7.000000Content WritingTechnical Writing for Software DocumentationSeeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.Content WritingYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Content Writing.Agent_12You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
+       "      12Mid-level['Shopify Development', 'Liquid Programming', 'HTML/CSS', 'JavaScript', 'Responsive Design']3.0000002Shopify Store CustomizationWeb DevelopmentSeeking a Shopify expert to customize our online store. We need theme adjustmentsWeb DevelopmentYou regularly perform jobs in the following category: Web Development.You are answering questions as if you were a human. Do not break character.Agent_120You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.\n",
+       "    Job category: Web Development\n",
+       "    Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -4412,11 +4555,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.\n",
+       "    Job category: Web Development\n",
+       "    Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -4434,92 +4577,101 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}0.000860{'id': 'chatcmpl-AjWWRRm5LYvJ55NHOIovfwiwTB6gj', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Technical Writing\", \"API Documentation\", \"User Manual Creation\", \"Software Development Terminology\", \"Attention to Detail\"]  \\nThese skills are crucial because the job requires creating user manuals and API documentation, which necessitates technical writing skills and familiarity with software development terminology. Attention to detail ensures accuracy in documentation.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 62, 'prompt_tokens': 195, 'total_tokens': 257, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1162.7906980.001107{'id': 'chatcmpl-AjWWRzbchRr1cwDcJXdNWasulG9fK', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\n# Typically, technical writing roles, especially those requiring specific skills like familiarity with software development terminology, can take about a week to fill given the demand for specialized expertise and the need for precise matching of skills.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 44, 'prompt_tokens': 218, 'total_tokens': 262, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1015.228426{'id': 'chatcmpl-AjWWRe4ytCrxnZmvnciZUFGAFDoCO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\n\\nThe job requires experience in technical writing and familiarity with software development terminology, which typically suggests a need for a mid-level professional who has some background and knowledge in the field.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 38, 'prompt_tokens': 192, 'total_tokens': 230, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}902.9345370.0009850\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Web Development\n",
+       "    Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}{'id': 'chatcmpl-AyTrJtGvIyKi9RXc6EprWATj0Q45i', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\nBased on my experience, jobs like customizing a Shopify store typically get fulfilled quickly, often within a few days, due to the high demand and availability of Shopify experts.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977821, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 36, 'prompt_tokens': 201, 'total_tokens': 237, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0008621159.420290{'id': 'chatcmpl-AyTrBlFc6QZExJLYKpqCk3JMIvrMR', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Shopify Development\", \"Liquid Programming\", \"HTML/CSS\", \"JavaScript\", \"Responsive Design\"]  \\nThese skills are crucial for customizing a Shopify store, as they involve working with Shopify\\'s Liquid templating language, adjusting themes using HTML, CSS, and JavaScript, and ensuring the store is responsive across devices.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977813, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 66, 'prompt_tokens': 178, 'total_tokens': 244, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1223.241590904.9773760.0011050.000817{'id': 'chatcmpl-AyTrJGvOigfXhIvEM1HTR2dW8CGrT', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThe job requires a Shopify expert for theme adjustments, which suggests a need for someone with a solid understanding of Shopify and web development, typically at a mid-level of experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977821, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 38, 'prompt_tokens': 175, 'total_tokens': 213, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choice# Typically, technical writing roles, especially those requiring specific skills like familiarity with software development terminology, can take about a week to fill given the demand for specialized expertise and the need for precise matching of skills.The job requires experience in technical writing and familiarity with software development terminology, which typically suggests a need for a mid-level professional who has some background and knowledge in the field.These skills are crucial because the job requires creating user manuals and API documentation, which necessitates technical writing skills and familiarity with software development terminology. Attention to detail ensures accuracy in documentation.7  \n",
-       "# Typically, technical writing roles, especially those requiring specific skills like familiarity with software development terminology, can take about a week to fill given the demand for specialized expertise and the need for precise matching of skills.Mid-level\n",
-       "\n",
-       "The job requires experience in technical writing and familiarity with software development terminology, which typically suggests a need for a mid-level professional who has some background and knowledge in the field.[\"Technical Writing\", \"API Documentation\", \"User Manual Creation\", \"Software Development Terminology\", \"Attention to Detail\"]  \n",
-       "These skills are crucial because the job requires creating user manuals and API documentation, which necessitates technical writing skills and familiarity with software development terminology. Attention to detail ensures accuracy in documentation.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThe job requires a Shopify expert for theme adjustments, which suggests a need for someone with a solid understanding of Shopify and web development, typically at a mid-level of experience.Based on my experience, jobs like customizing a Shopify store typically get fulfilled quickly, often within a few days, due to the high demand and availability of Shopify experts.These skills are crucial for customizing a Shopify store, as they involve working with Shopify's Liquid templating language, adjusting themes using HTML, CSS, and JavaScript, and ensuring the store is responsive across devices.Mid-level  \n",
+       "The job requires a Shopify expert for theme adjustments, which suggests a need for someone with a solid understanding of Shopify and web development, typically at a mid-level of experience.3  \n",
+       "Based on my experience, jobs like customizing a Shopify store typically get fulfilled quickly, often within a few days, due to the high demand and availability of Shopify experts.[\"Shopify Development\", \"Liquid Programming\", \"HTML/CSS\", \"JavaScript\", \"Responsive Design\"]  \n",
+       "These skills are crucial for customizing a Shopify store, as they involve working with Shopify's Liquid templating language, adjusting themes using HTML, CSS, and JavaScript, and ensuring the store is responsive across devices.000e577aa7ebb4601f0dff5d3af2598f0933e3d87cc4abc1f6e0114baaf846ddf376c8318dc4a9db4d15353b7ca03ea72ab
13['Copywriting', 'Persuasive Writing', 'Clarity in Writing', 'SEO Knowledge', 'Understanding of Brand Voice']Mid-level3.000000Content WritingWebsite CopywritingLooking for a copywriter to create persuasive content for our company’s website. The content should be clearContent WritingYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Content Writing.Agent_13You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      13Mid-level['API integration', 'CRM systems', 'Real-time data synchronization', 'Problem-solving', 'Previous project experience']3.0000003API IntegrationWeb DevelopmentNeed a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.Web DevelopmentYou regularly perform jobs in the following category: Web Development.You are answering questions as if you were a human. Do not break character.Agent_130You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear\n",
+       "    Job category: Web Development\n",
+       "    Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -4527,11 +4679,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear\n",
+       "    Job category: Web Development\n",
+       "    Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -4549,91 +4701,101 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}0.000822{'id': 'chatcmpl-AjWWR8UlWuXNNMvGkMTVn3vZsDofx', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Copywriting\", \"Persuasive Writing\", \"Clarity in Writing\", \"SEO Knowledge\", \"Understanding of Brand Voice\"]  \\n# These skills are essential as the job requires creating persuasive and clear content for a website, which involves copywriting, persuasive writing techniques, ensuring clarity, optimizing for search engines, and maintaining a consistent brand voice.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 68, 'prompt_tokens': 184, 'total_tokens': 252, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1215.8054710.001140{'id': 'chatcmpl-AjWWRs2f6EgKNgx4EYWzYkmrQyzTq', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\nThe demand for copywriting services is high, and skilled freelancers are often able to respond quickly. A straightforward job post like this is likely to attract applicants within a few days, leading to a swift fulfillment.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 44, 'prompt_tokens': 207, 'total_tokens': 251, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1044.386423{'id': 'chatcmpl-AjWWRH1FnpJEsFvaB3rEe7nBC5fJO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"Mid-level  \\nThe job requires creating persuasive content for a company's website, which suggests the need for someone with a good understanding of marketing and writing skills typically found in mid-level professionals.\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 37, 'prompt_tokens': 181, 'total_tokens': 218, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}877.1929820.0009580\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Web Development\n",
+       "    Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}{'id': 'chatcmpl-AyTrDj93T8UPUSeJc3HIUrl6IZsHI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\nBased on my experience, jobs involving API integration typically attract skilled developers quickly, especially if the requirements are clear and the client has a good reputation. It usually takes around 3 days for such a job to be fulfilled in a competitive market.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977815, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 51, 'prompt_tokens': 217, 'total_tokens': 268, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.001053950.118765{'id': 'chatcmpl-AyTrEKAm1XZLv7xJgRxNaXrK2zFph', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"API integration\", \"CRM systems\", \"Real-time data synchronization\", \"Problem-solving\", \"Previous project experience\"]  \\nThe job requires integrating a CRM with an external API, so API integration and CRM systems knowledge are crucial. Real-time data synchronization is a specific requirement. Problem-solving skills are essential for handling any integration challenges, and previous project experience is necessary as per the job post.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977816, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 78, 'prompt_tokens': 194, 'total_tokens': 272, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1166.180758790.5138340.0012650.000857{'id': 'chatcmpl-AyTrD6h2dpLBvT1V5cW0j8dmLNmFI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThis job requires previous experience with similar projects, which suggests that the client is looking for someone with a certain level of expertise and familiarity with API integration beyond entry-level skills.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977815, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 38, 'prompt_tokens': 191, 'total_tokens': 229, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choiceThe demand for copywriting services is high, and skilled freelancers are often able to respond quickly. A straightforward job post like this is likely to attract applicants within a few days, leading to a swift fulfillment.The job requires creating persuasive content for a company's website, which suggests the need for someone with a good understanding of marketing and writing skills typically found in mid-level professionals.# These skills are essential as the job requires creating persuasive and clear content for a website, which involves copywriting, persuasive writing techniques, ensuring clarity, optimizing for search engines, and maintaining a consistent brand voice.3  \n",
-       "The demand for copywriting services is high, and skilled freelancers are often able to respond quickly. A straightforward job post like this is likely to attract applicants within a few days, leading to a swift fulfillment.Mid-level  \n",
-       "The job requires creating persuasive content for a company's website, which suggests the need for someone with a good understanding of marketing and writing skills typically found in mid-level professionals.[\"Copywriting\", \"Persuasive Writing\", \"Clarity in Writing\", \"SEO Knowledge\", \"Understanding of Brand Voice\"]  \n",
-       "# These skills are essential as the job requires creating persuasive and clear content for a website, which involves copywriting, persuasive writing techniques, ensuring clarity, optimizing for search engines, and maintaining a consistent brand voice.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThis job requires previous experience with similar projects, which suggests that the client is looking for someone with a certain level of expertise and familiarity with API integration beyond entry-level skills.Based on my experience, jobs involving API integration typically attract skilled developers quickly, especially if the requirements are clear and the client has a good reputation. It usually takes around 3 days for such a job to be fulfilled in a competitive market.The job requires integrating a CRM with an external API, so API integration and CRM systems knowledge are crucial. Real-time data synchronization is a specific requirement. Problem-solving skills are essential for handling any integration challenges, and previous project experience is necessary as per the job post.Mid-level  \n",
+       "This job requires previous experience with similar projects, which suggests that the client is looking for someone with a certain level of expertise and familiarity with API integration beyond entry-level skills.3  \n",
+       "Based on my experience, jobs involving API integration typically attract skilled developers quickly, especially if the requirements are clear and the client has a good reputation. It usually takes around 3 days for such a job to be fulfilled in a competitive market.[\"API integration\", \"CRM systems\", \"Real-time data synchronization\", \"Problem-solving\", \"Previous project experience\"]  \n",
+       "The job requires integrating a CRM with an external API, so API integration and CRM systems knowledge are crucial. Real-time data synchronization is a specific requirement. Problem-solving skills are essential for handling any integration challenges, and previous project experience is necessary as per the job post.000261b3d69143a484f784f5f8eb90dcac868269d2faa593a4747d23260fd098b80eed717c0a30542a51f25b583a2086fbb
14['Strong writing skills', 'Knowledge of press release format', 'Attention to detail', 'Creativity', 'Understanding of target audience']Mid-level2.000000Content WritingPress Release WritingWe need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.Content WritingYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Content Writing.Agent_14You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      14Mid-level['HTML', 'CSS', 'JavaScript', 'Responsive Design', 'Conversion Rate Optimization', 'Web Performance Optimization']3.5000004Landing Page DevelopmentWeb DevelopmentLooking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.Web DevelopmentYou regularly perform jobs in the following category: Web Development.You are answering questions as if you were a human. Do not break character.Agent_140You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.\n",
+       "    Job category: Web Development\n",
+       "    Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -4641,11 +4803,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Content Writing\n",
-       "    Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.\n",
+       "    Job category: Web Development\n",
+       "    Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -4663,92 +4825,101 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}0.000718{'id': 'chatcmpl-AjWWREy28MNVuA5AbTxui5No2aJCF', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Strong writing skills\", \"Knowledge of press release format\", \"Attention to detail\", \"Creativity\", \"Understanding of target audience\"]  \\nThese skills are crucial because they ensure the press release is well-written, adheres to the expected format, captures attention, and effectively communicates with the intended audience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 61, 'prompt_tokens': 190, 'total_tokens': 251, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1393.7282230.001085{'id': 'chatcmpl-AjWWREJFrsqBTdFS95nuZK40uVGaG', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '2  \\nThe job post is specific and straightforward, requiring a single deliverable—a press release. Given the high demand for content writing services and the straightforward nature of the task, it is likely to be fulfilled quickly, typically within a couple of days.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 51, 'prompt_tokens': 213, 'total_tokens': 264, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}959.232614{'id': 'chatcmpl-AjWWROUs5WV6LEOIeSZwp2FMe8Gs0', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\n\\nThis job requires familiarity with drafting press releases and understanding industry standards, which typically suggests a mid-level experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_e161c81bbd', 'usage': {'completion_tokens': 25, 'prompt_tokens': 187, 'total_tokens': 212, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}921.6589860.0010430\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Web Development\n",
+       "    Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}{'id': 'chatcmpl-AyTrIMrpQl4MBJ4sSIMkXLTRpL7i4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\n# Typically, straightforward web development tasks like creating a landing page can be fulfilled quickly, often within a few days, depending on the urgency and the availability of skilled freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977820, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 39, 'prompt_tokens': 214, 'total_tokens': 253, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0009251081.081081{'id': 'chatcmpl-AyTrFsh7Q9Fmx5hwPsA1xTilq9QJc', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"HTML\", \"CSS\", \"JavaScript\", \"Responsive Design\", \"Conversion Rate Optimization\", \"Web Performance Optimization\"]  \\nThese skills are essential for creating a landing page that is visually appealing, functional across devices, and optimized to convert visitors into leads or customers. HTML, CSS, and JavaScript are fundamental for building and styling the page, while responsive design ensures usability on both mobile and desktop. Conversion Rate Optimization (CRO) focuses on designing the page to maximize visitor actions, and Web Performance Optimization ensures fast loading times, which is crucial for user experience and SEO.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977817, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 116, 'prompt_tokens': 191, 'total_tokens': 307, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1086.956522610.6870230.0016380.000920{'id': 'chatcmpl-AyTrHxSll28DboTuY149MJ7E6nBMY', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThis job requires an understanding of both mobile and desktop optimization, as well as the ability to create a high-converting landing page, which typically requires some experience in web design and development beyond entry-level skills.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977819, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 45, 'prompt_tokens': 188, 'total_tokens': 233, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choiceThe job post is specific and straightforward, requiring a single deliverable—a press release. Given the high demand for content writing services and the straightforward nature of the task, it is likely to be fulfilled quickly, typically within a couple of days.This job requires familiarity with drafting press releases and understanding industry standards, which typically suggests a mid-level experience.These skills are crucial because they ensure the press release is well-written, adheres to the expected format, captures attention, and effectively communicates with the intended audience.2  \n",
-       "The job post is specific and straightforward, requiring a single deliverable—a press release. Given the high demand for content writing services and the straightforward nature of the task, it is likely to be fulfilled quickly, typically within a couple of days.Mid-level\n",
-       "\n",
-       "This job requires familiarity with drafting press releases and understanding industry standards, which typically suggests a mid-level experience.[\"Strong writing skills\", \"Knowledge of press release format\", \"Attention to detail\", \"Creativity\", \"Understanding of target audience\"]  \n",
-       "These skills are crucial because they ensure the press release is well-written, adheres to the expected format, captures attention, and effectively communicates with the intended audience.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThis job requires an understanding of both mobile and desktop optimization, as well as the ability to create a high-converting landing page, which typically requires some experience in web design and development beyond entry-level skills.# Typically, straightforward web development tasks like creating a landing page can be fulfilled quickly, often within a few days, depending on the urgency and the availability of skilled freelancers.These skills are essential for creating a landing page that is visually appealing, functional across devices, and optimized to convert visitors into leads or customers. HTML, CSS, and JavaScript are fundamental for building and styling the page, while responsive design ensures usability on both mobile and desktop. Conversion Rate Optimization (CRO) focuses on designing the page to maximize visitor actions, and Web Performance Optimization ensures fast loading times, which is crucial for user experience and SEO.Mid-level  \n",
+       "This job requires an understanding of both mobile and desktop optimization, as well as the ability to create a high-converting landing page, which typically requires some experience in web design and development beyond entry-level skills.3.5\n",
+       "# Typically, straightforward web development tasks like creating a landing page can be fulfilled quickly, often within a few days, depending on the urgency and the availability of skilled freelancers.[\"HTML\", \"CSS\", \"JavaScript\", \"Responsive Design\", \"Conversion Rate Optimization\", \"Web Performance Optimization\"]  \n",
+       "These skills are essential for creating a landing page that is visually appealing, functional across devices, and optimized to convert visitors into leads or customers. HTML, CSS, and JavaScript are fundamental for building and styling the page, while responsive design ensures usability on both mobile and desktop. Conversion Rate Optimization (CRO) focuses on designing the page to maximize visitor actions, and Web Performance Optimization ensures fast loading times, which is crucial for user experience and SEO.0004d68bc9308d2476fd5085647a299cc33fc201f2dc266afed90b7cf76811adf9ff731c29c0ce523729d6d5c5092e7dfea
15['WordPress development', 'Responsive design', 'HTML/CSS', 'JavaScript', 'PHP']Entry-level3.000000Web DevelopmentWordPress Website SetupWe need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact formWeb DevelopmentYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Web Development.Agent_15You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      15Mid-level['Content Creation', 'Social Media Strategy', 'Copywriting', 'Analytics', 'Engagement Tactics']5.0000000Social Media ManagementDigital MarketingWe are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creationDigital MarketingYou regularly perform jobs in the following category: Digital Marketing.You are answering questions as if you were a human. Do not break character.Agent_150You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form\n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -4756,11 +4927,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form\n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -4778,91 +4949,102 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}0.000907{'id': 'chatcmpl-AjWW5ypH5WrBRR3q9Shn2yZ8JHSV6', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"WordPress development\", \"Responsive design\", \"HTML/CSS\", \"JavaScript\", \"PHP\"]  \\n# These skills are essential for setting up a WordPress site, ensuring it is responsive, and adding a contact form. WordPress development and PHP are required for backend tasks, while HTML/CSS and JavaScript are crucial for front-end design and interactivity.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 75, 'prompt_tokens': 190, 'total_tokens': 265, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1101.9283750.001225{'id': 'chatcmpl-AjWW5wzouNr2QPDYFyUZtwJtxRNkv', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\nTypically, setting up a basic WordPress site with a responsive design and a contact form is a straightforward task for an experienced developer. Given the popularity and ease of use of WordPress, such jobs are often fulfilled quickly, especially in competitive online labor marketplaces.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 54, 'prompt_tokens': 213, 'total_tokens': 267, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}932.400932{'id': 'chatcmpl-AjWW53Uh6W9it4hnqXjkS6nBEdiUB', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Entry-level  \\nSetting up a WordPress site with basic requirements like responsiveness and a contact form is a task that can typically be handled by an entry-level developer with a foundational understanding of WordPress and web development basics.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 44, 'prompt_tokens': 187, 'total_tokens': 231, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}816.3265310.0010730\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}{'id': 'chatcmpl-AyTrbPIFNBZKkWrHpdsKdCHnqCdQh', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\n# Social media management roles in digital marketing are in high demand, and qualified freelancers often apply quickly. It usually takes about 5 days for such a job post to be fulfilled.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977839, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 39, 'prompt_tokens': 207, 'total_tokens': 246, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0009071101.928375{'id': 'chatcmpl-AyTrV8xmE4cy5U7b16GwluSIrPl5B', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Content Creation\", \"Social Media Strategy\", \"Copywriting\", \"Analytics\", \"Engagement Tactics\"]  \\nThese skills are essential for managing social media accounts effectively, ensuring content is engaging and aligned with brand goals, and analyzing performance to optimize strategies.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977833, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 52, 'prompt_tokens': 184, 'total_tokens': 236, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1423.4875441020.4081630.0009800.000702{'id': 'chatcmpl-AyTrVz8sc6TWzrG0vWrlE25ZAAHtZ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\n\\nThe job requires managing multiple social media platforms and content creation, which typically demands some experience beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977833, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 25, 'prompt_tokens': 181, 'total_tokens': 206, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choiceTypically, setting up a basic WordPress site with a responsive design and a contact form is a straightforward task for an experienced developer. Given the popularity and ease of use of WordPress, such jobs are often fulfilled quickly, especially in competitive online labor marketplaces.Setting up a WordPress site with basic requirements like responsiveness and a contact form is a task that can typically be handled by an entry-level developer with a foundational understanding of WordPress and web development basics.# These skills are essential for setting up a WordPress site, ensuring it is responsive, and adding a contact form. WordPress development and PHP are required for backend tasks, while HTML/CSS and JavaScript are crucial for front-end design and interactivity.3  \n",
-       "Typically, setting up a basic WordPress site with a responsive design and a contact form is a straightforward task for an experienced developer. Given the popularity and ease of use of WordPress, such jobs are often fulfilled quickly, especially in competitive online labor marketplaces.Entry-level  \n",
-       "Setting up a WordPress site with basic requirements like responsiveness and a contact form is a task that can typically be handled by an entry-level developer with a foundational understanding of WordPress and web development basics.[\"WordPress development\", \"Responsive design\", \"HTML/CSS\", \"JavaScript\", \"PHP\"]  \n",
-       "# These skills are essential for setting up a WordPress site, ensuring it is responsive, and adding a contact form. WordPress development and PHP are required for backend tasks, while HTML/CSS and JavaScript are crucial for front-end design and interactivity.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThe job requires managing multiple social media platforms and content creation, which typically demands some experience beyond entry-level.# Social media management roles in digital marketing are in high demand, and qualified freelancers often apply quickly. It usually takes about 5 days for such a job post to be fulfilled.These skills are essential for managing social media accounts effectively, ensuring content is engaging and aligned with brand goals, and analyzing performance to optimize strategies.Mid-level\n",
+       "\n",
+       "The job requires managing multiple social media platforms and content creation, which typically demands some experience beyond entry-level.5  \n",
+       "# Social media management roles in digital marketing are in high demand, and qualified freelancers often apply quickly. It usually takes about 5 days for such a job post to be fulfilled.[\"Content Creation\", \"Social Media Strategy\", \"Copywriting\", \"Analytics\", \"Engagement Tactics\"]  \n",
+       "These skills are essential for managing social media accounts effectively, ensuring content is engaging and aligned with brand goals, and analyzing performance to optimize strategies.0006d37aee2de8401ee1d788bc128c971cde225025f215a044b53763028345b0f9331a8da7a27b4fb801e37de348fcab02c
16['JavaScript', 'Node.js', 'React', 'Express', 'MongoDB', 'HTML/CSS', 'Authentication']Mid-level7.000000Web DevelopmentCustom Web Application DevelopmentLooking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login systemWeb DevelopmentYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Web Development.Agent_16You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      16Mid-level['Keyword research', 'On-page SEO', 'Off-page SEO', 'Content optimization', 'SEO tools proficiency']7.0000001SEO OptimizationDigital MarketingNeed an SEO expert to optimize our website for search engines. The project includes keyword researchDigital MarketingYou regularly perform jobs in the following category: Digital Marketing.You are answering questions as if you were a human. Do not break character.Agent_160You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system\n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -4870,11 +5052,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system\n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -4892,91 +5074,101 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}0.001022{'id': 'chatcmpl-AjWW5ZcT54Q6EXh21C4BKiRNfnp4v', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"JavaScript\", \"Node.js\", \"React\", \"Express\", \"MongoDB\", \"HTML/CSS\", \"Authentication\"]  \\nThese skills are crucial for building a full-stack web application. JavaScript is essential for both front-end and back-end development. Node.js and Express are commonly used for server-side programming. React is a popular choice for building dynamic user interfaces. MongoDB is a suitable database for storing employee schedule data. HTML/CSS are fundamental for structuring and styling the web application. Authentication is necessary for implementing a secure login system.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 112, 'prompt_tokens': 188, 'total_tokens': 300, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}977.9951100.001590{'id': 'chatcmpl-AjWW5i6lLpaKicveybpo7roCHTk54', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\nThe estimated time for fulfilling this job post is around 7 days. This accounts for the time needed to find a suitable freelancer, negotiate terms, and begin the project. Web development jobs, especially those involving full-stack development, typically attract many applicants quickly, but it can take a few days to finalize the details and start work.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 69, 'prompt_tokens': 211, 'total_tokens': 280, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}821.355236{'id': 'chatcmpl-AjWW5735ynAEyBFJ6VpLOZwZQn5uy', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThis job requires a full-stack developer to build a custom web application with specific functionalities like managing employee schedules and a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typically found at the mid-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 56, 'prompt_tokens': 185, 'total_tokens': 241, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}628.9308180.0012170\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}{'id': 'chatcmpl-AyTrVRQFZD1GxpWmwaEGc9NpOu6H2', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\n# SEO jobs like this typically take about a week to find the right freelancer due to the need for specific expertise and the time it takes for both parties to negotiate terms.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977833, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 37, 'prompt_tokens': 204, 'total_tokens': 241, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0008801136.363636{'id': 'chatcmpl-AyTrXGHEkuvDEBGrddwPfnua4c6iY', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Keyword research\", \"On-page SEO\", \"Off-page SEO\", \"Content optimization\", \"SEO tools proficiency\"]  \\nThese skills are crucial for optimizing a website for search engines, as they cover the essential aspects of SEO, including research, implementation, and tool usage.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977835, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 55, 'prompt_tokens': 181, 'total_tokens': 236, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1212.121212997.5062340.0010020.000825{'id': 'chatcmpl-AyTrYiJCnsrw7jYuFHDakiw50E1UV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThe job requires expertise in SEO and keyword research, which suggests that the client is looking for someone with a moderate level of experience to effectively optimize their website for search engines.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977836, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 38, 'prompt_tokens': 178, 'total_tokens': 216, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choiceThe estimated time for fulfilling this job post is around 7 days. This accounts for the time needed to find a suitable freelancer, negotiate terms, and begin the project. Web development jobs, especially those involving full-stack development, typically attract many applicants quickly, but it can take a few days to finalize the details and start work.This job requires a full-stack developer to build a custom web application with specific functionalities like managing employee schedules and a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typically found at the mid-level.These skills are crucial for building a full-stack web application. JavaScript is essential for both front-end and back-end development. Node.js and Express are commonly used for server-side programming. React is a popular choice for building dynamic user interfaces. MongoDB is a suitable database for storing employee schedule data. HTML/CSS are fundamental for structuring and styling the web application. Authentication is necessary for implementing a secure login system.7  \n",
-       "The estimated time for fulfilling this job post is around 7 days. This accounts for the time needed to find a suitable freelancer, negotiate terms, and begin the project. Web development jobs, especially those involving full-stack development, typically attract many applicants quickly, but it can take a few days to finalize the details and start work.Mid-level  \n",
-       "This job requires a full-stack developer to build a custom web application with specific functionalities like managing employee schedules and a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typically found at the mid-level.[\"JavaScript\", \"Node.js\", \"React\", \"Express\", \"MongoDB\", \"HTML/CSS\", \"Authentication\"]  \n",
-       "These skills are crucial for building a full-stack web application. JavaScript is essential for both front-end and back-end development. Node.js and Express are commonly used for server-side programming. React is a popular choice for building dynamic user interfaces. MongoDB is a suitable database for storing employee schedule data. HTML/CSS are fundamental for structuring and styling the web application. Authentication is necessary for implementing a secure login system.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThe job requires expertise in SEO and keyword research, which suggests that the client is looking for someone with a moderate level of experience to effectively optimize their website for search engines.# SEO jobs like this typically take about a week to find the right freelancer due to the need for specific expertise and the time it takes for both parties to negotiate terms.These skills are crucial for optimizing a website for search engines, as they cover the essential aspects of SEO, including research, implementation, and tool usage.Mid-level  \n",
+       "The job requires expertise in SEO and keyword research, which suggests that the client is looking for someone with a moderate level of experience to effectively optimize their website for search engines.7  \n",
+       "# SEO jobs like this typically take about a week to find the right freelancer due to the need for specific expertise and the time it takes for both parties to negotiate terms.[\"Keyword research\", \"On-page SEO\", \"Off-page SEO\", \"Content optimization\", \"SEO tools proficiency\"]  \n",
+       "These skills are crucial for optimizing a website for search engines, as they cover the essential aspects of SEO, including research, implementation, and tool usage.000c87605523c092689fe14dc2717fa0ae4a750259cc0d33e0c46ee012b7c4e7f68d87c411f925bc1dab09cb65295deab51
17['Shopify development', 'HTML/CSS', 'JavaScript', 'Liquid templating', 'Responsive design']Mid-level3.500000Web DevelopmentShopify Store CustomizationSeeking a Shopify expert to customize our online store. We need theme adjustmentsWeb DevelopmentYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Web Development.Agent_17You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      17Mid-level['Google Ads expertise', 'Keyword research', 'Conversion rate optimization', 'Analytical skills', 'Budget management']7.0000002Google Ads Campaign ManagementDigital MarketingLooking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.Digital MarketingYou regularly perform jobs in the following category: Digital Marketing.You are answering questions as if you were a human. Do not break character.Agent_170You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments\n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -4984,11 +5176,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments\n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -5006,91 +5198,101 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}0.000888{'id': 'chatcmpl-AjWW5ZSoldJ3cRxkMNWkb9UkjUwJv', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Shopify development\", \"HTML/CSS\", \"JavaScript\", \"Liquid templating\", \"Responsive design\"]  \\nThese skills are essential for customizing a Shopify store, as they cover the platform\\'s specific development environment, front-end technologies, and the ability to ensure the store looks good on all devices.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 62, 'prompt_tokens': 178, 'total_tokens': 240, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1126.7605630.001065{'id': 'chatcmpl-AjWW5SKTyMupKu43jcrqhJySEvrE4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\n# Typically, Shopify customization jobs are filled quickly due to high demand and a large pool of skilled freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 26, 'prompt_tokens': 201, 'total_tokens': 227, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1311.475410{'id': 'chatcmpl-AjWW5nOnnoSiosqUYOPVSqznO7TkA', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"Mid-level  \\nThe job requires customization of a Shopify store, which typically involves a good understanding of Shopify's platform and theme development. This suggests the need for someone with more than just basic skills, hence mid-level experience.\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 45, 'prompt_tokens': 175, 'total_tokens': 220, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}938.9671360.0007620\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}{'id': 'chatcmpl-AyTrZLzHy4UVnRkxqi0RNHXTV64E5', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7\\n# Typically, digital marketing roles, especially for PPC specialists, are in high demand and can be filled within a week on online labor marketplaces.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977837, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 31, 'prompt_tokens': 211, 'total_tokens': 242, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0008371194.029851{'id': 'chatcmpl-AyTrcUQHKlDptpBdACvLgqL3DgLSb', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Google Ads expertise\", \"Keyword research\", \"Conversion rate optimization\", \"Analytical skills\", \"Budget management\"]  \\nThese skills are essential for managing PPC campaigns effectively: expertise in Google Ads for setting up and optimizing campaigns, keyword research for targeting the right audience, conversion rate optimization to ensure traffic leads to sales, analytical skills to interpret data and adjust strategies, and budget management to maximize ROI.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977840, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 80, 'prompt_tokens': 188, 'total_tokens': 268, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1311.475410787.4015750.0012700.000762{'id': 'chatcmpl-AyTrZVGgnPOoeNBBUmrj4oUiZkmK6', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThe job requires managing Google Ads campaigns with goals of increasing traffic and conversions, which typically requires some experience and expertise beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977837, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 30, 'prompt_tokens': 185, 'total_tokens': 215, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choice# Typically, Shopify customization jobs are filled quickly due to high demand and a large pool of skilled freelancers.The job requires customization of a Shopify store, which typically involves a good understanding of Shopify's platform and theme development. This suggests the need for someone with more than just basic skills, hence mid-level experience.These skills are essential for customizing a Shopify store, as they cover the platform's specific development environment, front-end technologies, and the ability to ensure the store looks good on all devices.3.5\n",
-       "# Typically, Shopify customization jobs are filled quickly due to high demand and a large pool of skilled freelancers.Mid-level  \n",
-       "The job requires customization of a Shopify store, which typically involves a good understanding of Shopify's platform and theme development. This suggests the need for someone with more than just basic skills, hence mid-level experience.[\"Shopify development\", \"HTML/CSS\", \"JavaScript\", \"Liquid templating\", \"Responsive design\"]  \n",
-       "These skills are essential for customizing a Shopify store, as they cover the platform's specific development environment, front-end technologies, and the ability to ensure the store looks good on all devices.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThe job requires managing Google Ads campaigns with goals of increasing traffic and conversions, which typically requires some experience and expertise beyond entry-level.# Typically, digital marketing roles, especially for PPC specialists, are in high demand and can be filled within a week on online labor marketplaces.These skills are essential for managing PPC campaigns effectively: expertise in Google Ads for setting up and optimizing campaigns, keyword research for targeting the right audience, conversion rate optimization to ensure traffic leads to sales, analytical skills to interpret data and adjust strategies, and budget management to maximize ROI.Mid-level  \n",
+       "The job requires managing Google Ads campaigns with goals of increasing traffic and conversions, which typically requires some experience and expertise beyond entry-level.7\n",
+       "# Typically, digital marketing roles, especially for PPC specialists, are in high demand and can be filled within a week on online labor marketplaces.[\"Google Ads expertise\", \"Keyword research\", \"Conversion rate optimization\", \"Analytical skills\", \"Budget management\"]  \n",
+       "These skills are essential for managing PPC campaigns effectively: expertise in Google Ads for setting up and optimizing campaigns, keyword research for targeting the right audience, conversion rate optimization to ensure traffic leads to sales, analytical skills to interpret data and adjust strategies, and budget management to maximize ROI.000aae6d33bde4d33be946779f12185f8db50fbc0540007d01a841c58b06b819d22a9190111c7628117073e32632b791bdc
18['API Integration', 'CRM Systems', 'Real-time Data Sync', 'Web Development', 'Problem Solving']Mid-level7.000000Web DevelopmentAPI IntegrationNeed a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.Web DevelopmentYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Web Development.Agent_18You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      18Mid-level['Email Marketing', 'Campaign Strategy', 'Mailchimp Proficiency', 'Copywriting', 'Analytics']7.0000003Email Marketing CampaignDigital MarketingSeeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.Digital MarketingYou regularly perform jobs in the following category: Digital Marketing.You are answering questions as if you were a human. Do not break character.Agent_180You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.\n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -5098,11 +5300,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.\n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -5120,92 +5322,102 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}0.000958{'id': 'chatcmpl-AjWW5zZVL28wRa3kO1pMgoI4wpjmG', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"API Integration\", \"CRM Systems\", \"Real-time Data Sync\", \"Web Development\", \"Problem Solving\"]  \\nThese skills are essential because the job requires integrating a CRM with an external API, which involves understanding both systems and ensuring data syncs in real-time, a task that demands strong web development skills and problem-solving abilities.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 68, 'prompt_tokens': 194, 'total_tokens': 262, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1044.3864230.001165{'id': 'chatcmpl-AjWW5Qi3eg1SsP4a2WbosfthxcrT3', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\n# Typically, job posts like these are filled within a week, especially if the project requires immediate attention and the client is actively searching for freelancers with relevant experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 35, 'prompt_tokens': 217, 'total_tokens': 252, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1120.448179{'id': 'chatcmpl-AjWW5oEODkS1J7gC7jbcn43LhtMVq', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\n\\nThe job requires previous experience with similar projects and involves integrating a CRM system with an external API, which suggests a need for a solid understanding of both systems and real-time data synchronization. This typically aligns with mid-level experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 48, 'prompt_tokens': 191, 'total_tokens': 239, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}858.3690990.0008920\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}{'id': 'chatcmpl-AyTrdxmd4LjTYSSEjYj2CBLc8wuth', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\n# Typically, digital marketing jobs, especially specific tasks like email marketing, are filled within a week on online platforms. Experience with Mailchimp is common, making it easier to find a suitable candidate quickly.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977841, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 43, 'prompt_tokens': 213, 'total_tokens': 256, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0009631038.961039{'id': 'chatcmpl-AyTrYNLmFPO0mLRJ0bDUxq8GIbADb', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Email Marketing\", \"Campaign Strategy\", \"Mailchimp Proficiency\", \"Copywriting\", \"Analytics\"]  \\nThese skills are crucial as the job involves designing and executing email campaigns, with a preference for experience in Mailchimp, requiring strategic planning, writing engaging content, and analyzing campaign performance.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977836, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 59, 'prompt_tokens': 190, 'total_tokens': 249, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1114.206128938.9671360.0010650.000897{'id': 'chatcmpl-AyTrXBMwX0QwkQqOM8R2S7eFaTn88', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\n\\nThe job post requires specific experience with Mailchimp and involves designing and executing a series of email campaigns, which suggests a need for some level of expertise and familiarity with email marketing strategies beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977835, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 43, 'prompt_tokens': 187, 'total_tokens': 230, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choice# Typically, job posts like these are filled within a week, especially if the project requires immediate attention and the client is actively searching for freelancers with relevant experience.The job requires previous experience with similar projects and involves integrating a CRM system with an external API, which suggests a need for a solid understanding of both systems and real-time data synchronization. This typically aligns with mid-level experience.These skills are essential because the job requires integrating a CRM with an external API, which involves understanding both systems and ensuring data syncs in real-time, a task that demands strong web development skills and problem-solving abilities.7  \n",
-       "# Typically, job posts like these are filled within a week, especially if the project requires immediate attention and the client is actively searching for freelancers with relevant experience.Mid-level\n",
-       "\n",
-       "The job requires previous experience with similar projects and involves integrating a CRM system with an external API, which suggests a need for a solid understanding of both systems and real-time data synchronization. This typically aligns with mid-level experience.[\"API Integration\", \"CRM Systems\", \"Real-time Data Sync\", \"Web Development\", \"Problem Solving\"]  \n",
-       "These skills are essential because the job requires integrating a CRM with an external API, which involves understanding both systems and ensuring data syncs in real-time, a task that demands strong web development skills and problem-solving abilities.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThe job post requires specific experience with Mailchimp and involves designing and executing a series of email campaigns, which suggests a need for some level of expertise and familiarity with email marketing strategies beyond entry-level.# Typically, digital marketing jobs, especially specific tasks like email marketing, are filled within a week on online platforms. Experience with Mailchimp is common, making it easier to find a suitable candidate quickly.These skills are crucial as the job involves designing and executing email campaigns, with a preference for experience in Mailchimp, requiring strategic planning, writing engaging content, and analyzing campaign performance.Mid-level\n",
+       "\n",
+       "The job post requires specific experience with Mailchimp and involves designing and executing a series of email campaigns, which suggests a need for some level of expertise and familiarity with email marketing strategies beyond entry-level.7  \n",
+       "# Typically, digital marketing jobs, especially specific tasks like email marketing, are filled within a week on online platforms. Experience with Mailchimp is common, making it easier to find a suitable candidate quickly.[\"Email Marketing\", \"Campaign Strategy\", \"Mailchimp Proficiency\", \"Copywriting\", \"Analytics\"]  \n",
+       "These skills are crucial as the job involves designing and executing email campaigns, with a preference for experience in Mailchimp, requiring strategic planning, writing engaging content, and analyzing campaign performance.0009fb0e0aa62fbc4411faf12a75b484b7b41f8969fee02efe42e461c5ce6fe009f04417cab538f73d69f9457cfa3db8ea7
19['HTML', 'CSS', 'JavaScript', 'Responsive Design', 'Conversion Rate Optimization', 'UX/UI Design']Mid-level5.000000Web DevelopmentLanding Page DevelopmentLooking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.Web DevelopmentYou are an experienced freelancer on online labor marketplaces.You regularly perform jobs in the following category: Web Development.Agent_19You are answering questions as if you were a human. Do not break character.0300.50000001000gpt-4o1\n",
-       "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
-       "    \n",
-       "\n",
-       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
-       "Respond with just your number on a single line.\n",
-       "If your response is equivalent to zero, report '0'\n",
-       "\n",
-       "\n",
-       "After the answer, put a comment explaining your choice on the next line.\n",
+       "      19Mid-level['Content Strategy', 'SEO', 'Analytics', 'Copywriting', 'Social Media Marketing']7.0000004Content Marketing StrategyDigital MarketingSeeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creationDigital MarketingYou regularly perform jobs in the following category: Digital Marketing.You are answering questions as if you were a human. Do not break character.Agent_190You are an experienced freelancer on online labor marketplaces.00.500000013gpt-4o10000openai0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.\n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation\n",
        "    What are some key skills required for this job?\n",
        "    \n",
        "\n",
@@ -5213,11 +5425,11 @@
        "Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\n",
        "\n",
        "After the answers, you can put a comment explaining your choice on the next line.\n",
+       "      \n",
        "\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
-       "    Job category: Web Development\n",
-       "    Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.\n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation\n",
        "    What level of experience is required for this job?\n",
        "    \n",
        "\n",
@@ -5235,52 +5447,71 @@
        "\n",
        "\n",
        "After the answer, you can put a comment explaining why you chose that option on the next line.You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}0.001000{'id': 'chatcmpl-AjWW5a9M06hJ2CpHBe3hkotPLBDnp', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"HTML\", \"CSS\", \"JavaScript\", \"Responsive Design\", \"Conversion Rate Optimization\", \"UX/UI Design\"]  \\nThese skills are essential for creating a landing page that is both visually appealing and functional across devices. HTML, CSS, and JavaScript are fundamental for building and styling web pages, while responsive design ensures the page works well on both mobile and desktop. Conversion rate optimization focuses on maximizing the effectiveness of the page, and UX/UI design enhances user interaction and experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 97, 'prompt_tokens': 191, 'total_tokens': 288, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1000.0000000.001448{'id': 'chatcmpl-AjWW5H3Is4KvZrLRn7ckkHYEy3wUI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\nTypically, jobs like this in web development are fulfilled within a few days, especially if the requirements are clear and the budget is competitive. Given the specificity of the task (creating a landing page), it should take around 5 days for the job to be picked up by a qualified freelancer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 61, 'prompt_tokens': 214, 'total_tokens': 275, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}873.362445{'id': 'chatcmpl-AjWW5QL2qwwb2UkXTAOZE2C1sqO3J', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThis job requires a developer who can create a high-converting landing page and ensure optimization for both mobile and desktop users, which typically demands a solid understanding of web development principles and experience with responsive design, making it suitable for a mid-level developer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 53, 'prompt_tokens': 188, 'total_tokens': 241, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}690.8462870.0011450\n",
+       "      You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\n",
+       "    Consider the following job category and job post at an online labor marketplace. \n",
+       "    Job category: Digital Marketing\n",
+       "    Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    \n",
+       "\n",
+       "This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\n",
+       "Respond with just your number on a single line.\n",
+       "If your response is equivalent to zero, report '0'\n",
+       "\n",
+       "\n",
+       "After the answer, put a comment explaining your choice on the next line.You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}{'id': 'chatcmpl-AyTrbrHOBw0aJ2jG7vZzHroCM5LgL', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\n# Typically, jobs in digital marketing, especially those involving strategy development, can take about a week to be fulfilled due to the need to find a candidate with the right expertise and experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977839, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 40, 'prompt_tokens': 209, 'total_tokens': 249, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0.0009221084.010840{'id': 'chatcmpl-AyTraPyl3dd7WrRSbTDlaWcN9ExKZ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[\"Content Strategy\", \"SEO\", \"Analytics\", \"Copywriting\", \"Social Media Marketing\"]  \\nThese skills are essential because the job requires creating a comprehensive plan, which involves strategic planning (Content Strategy), ensuring content is discoverable (SEO), measuring success (Analytics), creating engaging content (Copywriting), and leveraging platforms to increase visibility (Social Media Marketing).', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977838, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 73, 'prompt_tokens': 186, 'total_tokens': 259, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}1337.792642836.8200840.0011950.000748{'id': 'chatcmpl-AyTrWkYtt03JonPs7G0AbSRD4QKUA', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\nThe job requires developing a comprehensive content marketing strategy, which typically necessitates some experience beyond entry-level to effectively plan and execute.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977834, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 29, 'prompt_tokens': 183, 'total_tokens': 212, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}0\n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What level of experience is required for this job?\n",
+       "    What are some key skills required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    Estimate the number of days until this job post is fulfilled.\n",
+       "    What level of experience is required for this job?\n",
        "    \n",
+       "      \n",
        "    Consider the following job category and job post at an online labor marketplace. \n",
        "    Job category: {{ job_category }}\n",
        "    Job post: {{ job_post }}\n",
-       "    What are some key skills required for this job?\n",
+       "    Estimate the number of days until this job post is fulfilled.\n",
        "    nannan['Entry-level', 'Mid-level', 'Senior-level']numericallistmultiple_choiceTypically, jobs like this in web development are fulfilled within a few days, especially if the requirements are clear and the budget is competitive. Given the specificity of the task (creating a landing page), it should take around 5 days for the job to be picked up by a qualified freelancer.This job requires a developer who can create a high-converting landing page and ensure optimization for both mobile and desktop users, which typically demands a solid understanding of web development principles and experience with responsive design, making it suitable for a mid-level developer.These skills are essential for creating a landing page that is both visually appealing and functional across devices. HTML, CSS, and JavaScript are fundamental for building and styling web pages, while responsive design ensures the page works well on both mobile and desktop. Conversion rate optimization focuses on maximizing the effectiveness of the page, and UX/UI design enhances user interaction and experience.5  \n",
-       "Typically, jobs like this in web development are fulfilled within a few days, especially if the requirements are clear and the budget is competitive. Given the specificity of the task (creating a landing page), it should take around 5 days for the job to be picked up by a qualified freelancer.Mid-level  \n",
-       "This job requires a developer who can create a high-converting landing page and ensure optimization for both mobile and desktop users, which typically demands a solid understanding of web development principles and experience with responsive design, making it suitable for a mid-level developer.[\"HTML\", \"CSS\", \"JavaScript\", \"Responsive Design\", \"Conversion Rate Optimization\", \"UX/UI Design\"]  \n",
-       "These skills are essential for creating a landing page that is both visually appealing and functional across devices. HTML, CSS, and JavaScript are fundamental for building and styling web pages, while responsive design ensures the page works well on both mobile and desktop. Conversion rate optimization focuses on maximizing the effectiveness of the page, and UX/UI design enhances user interaction and experience.['Entry-level', 'Mid-level', 'Senior-level']nannanmultiple_choicelistnumericalThe job requires developing a comprehensive content marketing strategy, which typically necessitates some experience beyond entry-level to effectively plan and execute.# Typically, jobs in digital marketing, especially those involving strategy development, can take about a week to be fulfilled due to the need to find a candidate with the right expertise and experience.These skills are essential because the job requires creating a comprehensive plan, which involves strategic planning (Content Strategy), ensuring content is discoverable (SEO), measuring success (Analytics), creating engaging content (Copywriting), and leveraging platforms to increase visibility (Social Media Marketing).Mid-level  \n",
+       "The job requires developing a comprehensive content marketing strategy, which typically necessitates some experience beyond entry-level to effectively plan and execute.7  \n",
+       "# Typically, jobs in digital marketing, especially those involving strategy development, can take about a week to be fulfilled due to the need to find a candidate with the right expertise and experience.[\"Content Strategy\", \"SEO\", \"Analytics\", \"Copywriting\", \"Social Media Marketing\"]  \n",
+       "These skills are essential because the job requires creating a comprehensive plan, which involves strategic planning (Content Strategy), ensuring content is discoverable (SEO), measuring success (Analytics), creating engaging content (Copywriting), and leveraging platforms to increase visibility (Social Media Marketing).0008fc156b75af8ef08bb00bbfbe69a81f03d0aeffa90d2efe36bf10c71ed787f3a0c9f4c9ccc470e5440cac60d2e67e70a
\n",
@@ -5289,10 +5520,10 @@
        "            "
       ],
       "text/plain": [
-       "Dataset([{'skills': [\"['Logo Design', 'Creativity', 'Understanding of Branding', 'Portfolio Presentation', 'Graphic Design Software Skills']\", \"['Adobe InDesign', 'Adobe Illustrator', 'Print Design', 'Typography', 'Layout Design']\", \"['Graphic Design', 'Social Media Marketing', 'Adobe Photoshop', 'Creativity', 'Attention to Detail']\", \"['Adobe Creative Suite proficiency', 'Brand consistency', 'Creativity', 'Attention to detail', 'Time management']\", \"['Graphic design', 'Data visualization', 'Adobe Illustrator', 'Social media design', 'Attention to detail']\", \"['Content Creation', 'Social Media Strategy', 'Communication Skills', 'Analytics', 'Time Management']\", \"['Keyword Research', 'On-Page SEO', 'Off-Page SEO', 'SEO Auditing', 'Google Analytics']\", \"['Google Ads expertise', 'Keyword research', 'Analytical skills', 'Conversion rate optimization', 'Budget management']\", \"['Email Marketing', 'Campaign Design', 'Mailchimp Expertise', 'Copywriting', 'Analytics']\", \"['Content Strategy', 'SEO', 'Analytics', 'Copywriting', 'Social Media Marketing']\", \"['Research skills', 'SEO knowledge', 'Strong writing ability', 'Time management', 'Digital marketing understanding']\", \"['Strong writing skills', 'Attention to detail', 'Understanding of SEO', 'Ability to research products', 'Creativity']\", \"['Technical Writing', 'API Documentation', 'User Manual Creation', 'Software Development Terminology', 'Attention to Detail']\", \"['Copywriting', 'Persuasive Writing', 'Clarity in Writing', 'SEO Knowledge', 'Understanding of Brand Voice']\", \"['Strong writing skills', 'Knowledge of press release format', 'Attention to detail', 'Creativity', 'Understanding of target audience']\", \"['WordPress development', 'Responsive design', 'HTML/CSS', 'JavaScript', 'PHP']\", \"['JavaScript', 'Node.js', 'React', 'Express', 'MongoDB', 'HTML/CSS', 'Authentication']\", \"['Shopify development', 'HTML/CSS', 'JavaScript', 'Liquid templating', 'Responsive design']\", \"['API Integration', 'CRM Systems', 'Real-time Data Sync', 'Web Development', 'Problem Solving']\", \"['HTML', 'CSS', 'JavaScript', 'Responsive Design', 'Conversion Rate Optimization', 'UX/UI Design']\"]}, {'experience': ['Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Entry-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level']}, {'days': [3.5, 3.5, 5.0, 3.5, 3.5, 5.0, 5.0, 5.0, 5.0, 7.0, 3.5, 3.5, 7.0, 3.0, 2.0, 3.0, 7.0, 3.5, 7.0, 5.0]}, {'job_category_scenario': ['Graphic Design', 'Graphic Design', 'Graphic Design', 'Graphic Design', 'Graphic Design', 'Digital Marketing', 'Digital Marketing', 'Digital Marketing', 'Digital Marketing', 'Digital Marketing', 'Content Writing', 'Content Writing', 'Content Writing', 'Content Writing', 'Content Writing', 'Web Development', 'Web Development', 'Web Development', 'Web Development', 'Web Development']}, {'job_title': ['Logo Design for New Startup', 'Brochure Design', 'Social Media Graphics', 'Website Banner Design', 'Infographic Design', 'Social Media Management', 'SEO Optimization', 'Google Ads Campaign Management', 'Email Marketing Campaign', 'Content Marketing Strategy', 'Blog Post Writing', 'Product Description Writing', 'Technical Writing for Software Documentation', 'Website Copywriting', 'Press Release Writing', 'WordPress Website Setup', 'Custom Web Application Development', 'Shopify Store Customization', 'API Integration', 'Landing Page Development']}, {'job_post': ['We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.', 'Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.', 'Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.', 'Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.', 'We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.', 'We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation', 'Need an SEO expert to optimize our website for search engines. The project includes keyword research', 'Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.', 'Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.', 'Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation', 'Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words', 'We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.', 'Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.', 'Looking for a copywriter to create persuasive content for our company’s website. The content should be clear', 'We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.', 'We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form', 'Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system', 'Seeking a Shopify expert to customize our online store. We need theme adjustments', 'Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.', 'Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.']}, {'job_category': ['Graphic Design', 'Graphic Design', 'Graphic Design', 'Graphic Design', 'Graphic Design', 'Digital Marketing', 'Digital Marketing', 'Digital Marketing', 'Digital Marketing', 'Digital Marketing', 'Content Writing', 'Content Writing', 'Content Writing', 'Content Writing', 'Content Writing', 'Web Development', 'Web Development', 'Web Development', 'Web Development', 'Web Development']}, {'persona': ['You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.']}, {'expertise': ['You regularly perform jobs in the following category: Graphic Design.', 'You regularly perform jobs in the following category: Graphic Design.', 'You regularly perform jobs in the following category: Graphic Design.', 'You regularly perform jobs in the following category: Graphic Design.', 'You regularly perform jobs in the following category: Graphic Design.', 'You regularly perform jobs in the following category: Digital Marketing.', 'You regularly perform jobs in the following category: Digital Marketing.', 'You regularly perform jobs in the following category: Digital Marketing.', 'You regularly perform jobs in the following category: Digital Marketing.', 'You regularly perform jobs in the following category: Digital Marketing.', 'You regularly perform jobs in the following category: Content Writing.', 'You regularly perform jobs in the following category: Content Writing.', 'You regularly perform jobs in the following category: Content Writing.', 'You regularly perform jobs in the following category: Content Writing.', 'You regularly perform jobs in the following category: Content Writing.', 'You regularly perform jobs in the following category: Web Development.', 'You regularly perform jobs in the following category: Web Development.', 'You regularly perform jobs in the following category: Web Development.', 'You regularly perform jobs in the following category: Web Development.', 'You regularly perform jobs in the following category: Web Development.']}, {'agent_name': ['Agent_0', 'Agent_1', 'Agent_2', 'Agent_3', 'Agent_4', 'Agent_5', 'Agent_6', 'Agent_7', 'Agent_8', 'Agent_9', 'Agent_10', 'Agent_11', 'Agent_12', 'Agent_13', 'Agent_14', 'Agent_15', 'Agent_16', 'Agent_17', 'Agent_18', 'Agent_19']}, {'agent_instruction': ['You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.']}, {'frequency_penalty': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, {'top_logprobs': [3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]}, {'logprobs': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, {'temperature': [0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5]}, {'presence_penalty': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, {'max_tokens': [1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000]}, {'model': ['gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o']}, {'top_p': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]}, {'days_user_prompt': [\"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\"]}, {'skills_user_prompt': ['\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.']}, {'experience_user_prompt': ['\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.']}, {'experience_system_prompt': [\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\"]}, {'skills_system_prompt': [\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\"]}, {'days_system_prompt': [\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\"]}, {'experience_cost': [0.001155, 0.0009625, 0.0009725, 0.000955, 0.000815, 0.0007425, 0.000765, 0.0009425, 0.0008275, 0.0008475, 0.0008575, 0.0008374999999999, 0.00086, 0.0008225, 0.0007175, 0.0009075, 0.0010225, 0.0008875, 0.0009575, 0.001]}, {'skills_raw_model_response': ['{\\'id\\': \\'chatcmpl-AjWVWB4HW4VexT4fe1CZiuQspLb6x\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Logo Design\", \"Creativity\", \"Understanding of Branding\", \"Portfolio Presentation\", \"Graphic Design Software Skills\"]  \\\\nThe job requires creating a unique and modern logo, which involves logo design skills and creativity. Understanding branding is crucial to ensure the logo represents innovation. A portfolio is needed to showcase past work, and proficiency in graphic design software is essential for executing the design.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413082, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 76, \\'prompt_tokens\\': 197, \\'total_tokens\\': 273, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWVWRk6RGPeh3tkRg9dpW9DaBJVR\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Adobe InDesign\", \"Adobe Illustrator\", \"Print Design\", \"Typography\", \"Layout Design\"]  \\\\nThese skills are essential for creating a professional and print-ready brochure: Adobe InDesign and Illustrator for design and layout, print design knowledge to ensure the final product is suitable for printing, and typography and layout design to ensure the brochure is visually appealing and effectively communicates the company\\\\\\'s services and properties.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413082, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 79, \\'prompt_tokens\\': 196, \\'total_tokens\\': 275, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWVW8O8SMfn0xqqShPZKjvN9WeUU\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Graphic Design\", \"Social Media Marketing\", \"Adobe Photoshop\", \"Creativity\", \"Attention to Detail\"]  \\\\nThese skills are essential for creating visually appealing and effective social media graphics that meet platform specifications and campaign goals.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413082, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_d28bcae782\\', \\'usage\\': {\\'completion_tokens\\': 45, \\'prompt_tokens\\': 192, \\'total_tokens\\': 237, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWVWA2PQuDIsxhHA4qYQUkLEAbcK\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Adobe Creative Suite proficiency\", \"Brand consistency\", \"Creativity\", \"Attention to detail\", \"Time management\"]  \\\\nThese skills are essential for creating visually appealing banners that align with a brand\\\\\\'s aesthetic, require the use of design software, and need to be delivered on schedule.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413082, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_d28bcae782\\', \\'usage\\': {\\'completion_tokens\\': 57, \\'prompt_tokens\\': 197, \\'total_tokens\\': 254, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWVWmp6HSPcKMP7W55AEqNtxVMVl\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Graphic design\", \"Data visualization\", \"Adobe Illustrator\", \"Social media design\", \"Attention to detail\"]  \\\\nThe job requires creating an infographic, which involves graphic design and data visualization skills. Proficiency in tools like Adobe Illustrator is essential for designing such graphics. Since the infographic should be shareable on social media, understanding social media design principles is important. Attention to detail is crucial to ensure the infographic is both accurate and visually appealing.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413082, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 89, \\'prompt_tokens\\': 193, \\'total_tokens\\': 282, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWVqSgNxKIcV2JuiEV93YrkT4mNy\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Content Creation\", \"Social Media Strategy\", \"Communication Skills\", \"Analytics\", \"Time Management\"]  \\\\nThese skills are essential for a social media manager to effectively create engaging content, develop strategies for growth, communicate with the audience, analyze performance metrics, and manage time efficiently to meet content schedules.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413102, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 60, \\'prompt_tokens\\': 184, \\'total_tokens\\': 244, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWVqre7fgXh0PlzUwuvFd6f4JzD0\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Keyword Research\", \"On-Page SEO\", \"Off-Page SEO\", \"SEO Auditing\", \"Google Analytics\"]  \\\\nThese skills are crucial for optimizing a website for search engines, including conducting keyword research, improving on-page and off-page SEO, auditing the site\\\\\\'s current SEO status, and analyzing performance using tools like Google Analytics.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413102, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_d28bcae782\\', \\'usage\\': {\\'completion_tokens\\': 68, \\'prompt_tokens\\': 181, \\'total_tokens\\': 249, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWVqMhGg6PbEChkoh4T2ZPnrzSjO\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Google Ads expertise\", \"Keyword research\", \"Analytical skills\", \"Conversion rate optimization\", \"Budget management\"]  \\\\nThese skills are essential for managing PPC campaigns effectively, ensuring the right audience is targeted, analyzing performance data to optimize campaigns, and managing budgets to maximize ROI.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413102, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 56, \\'prompt_tokens\\': 188, \\'total_tokens\\': 244, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWVqthG94uo9e1EPxUGpA6L3oh05\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Email Marketing\", \"Campaign Design\", \"Mailchimp Expertise\", \"Copywriting\", \"Analytics\"]  \\\\nThese skills are essential as the job requires designing and executing email campaigns, which involves creating engaging content (copywriting), using Mailchimp for campaign management, and analyzing campaign performance to optimize results.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413102, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 60, \\'prompt_tokens\\': 190, \\'total_tokens\\': 250, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWVqJgyjycPVmZ5cVHbhbxcyisSJ\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Content Strategy\", \"SEO\", \"Analytics\", \"Copywriting\", \"Social Media Marketing\"]  \\\\nThe job requires developing a plan to increase online visibility, which involves creating and managing content (Content Strategy), optimizing for search engines (SEO), measuring performance (Analytics), writing engaging content (Copywriting), and leveraging social platforms (Social Media Marketing).\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413102, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 70, \\'prompt_tokens\\': 186, \\'total_tokens\\': 256, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWWR3vbNIHq1tm8kUQBGHvT9sO3j\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Research skills\", \"SEO knowledge\", \"Strong writing ability\", \"Time management\", \"Digital marketing understanding\"]  \\\\nThese skills are essential for producing well-informed, engaging, and optimized blog posts on digital marketing topics within the specified word count and deadlines.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413139, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 51, \\'prompt_tokens\\': 190, \\'total_tokens\\': 241, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWWRA7PpGgOFehqAnYa7leJijFEg\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Strong writing skills\", \"Attention to detail\", \"Understanding of SEO\", \"Ability to research products\", \"Creativity\"]  \\\\nThese skills are essential for crafting engaging and informative product descriptions that attract potential customers and optimize search engine visibility.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413139, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_d28bcae782\\', \\'usage\\': {\\'completion_tokens\\': 48, \\'prompt_tokens\\': 190, \\'total_tokens\\': 238, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWWRRm5LYvJ55NHOIovfwiwTB6gj\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Technical Writing\", \"API Documentation\", \"User Manual Creation\", \"Software Development Terminology\", \"Attention to Detail\"]  \\\\nThese skills are crucial because the job requires creating user manuals and API documentation, which necessitates technical writing skills and familiarity with software development terminology. Attention to detail ensures accuracy in documentation.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413139, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_d28bcae782\\', \\'usage\\': {\\'completion_tokens\\': 62, \\'prompt_tokens\\': 195, \\'total_tokens\\': 257, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWWR8UlWuXNNMvGkMTVn3vZsDofx\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Copywriting\", \"Persuasive Writing\", \"Clarity in Writing\", \"SEO Knowledge\", \"Understanding of Brand Voice\"]  \\\\n# These skills are essential as the job requires creating persuasive and clear content for a website, which involves copywriting, persuasive writing techniques, ensuring clarity, optimizing for search engines, and maintaining a consistent brand voice.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413139, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 68, \\'prompt_tokens\\': 184, \\'total_tokens\\': 252, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWWREy28MNVuA5AbTxui5No2aJCF\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Strong writing skills\", \"Knowledge of press release format\", \"Attention to detail\", \"Creativity\", \"Understanding of target audience\"]  \\\\nThese skills are crucial because they ensure the press release is well-written, adheres to the expected format, captures attention, and effectively communicates with the intended audience.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413139, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 61, \\'prompt_tokens\\': 190, \\'total_tokens\\': 251, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWW5ypH5WrBRR3q9Shn2yZ8JHSV6\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"WordPress development\", \"Responsive design\", \"HTML/CSS\", \"JavaScript\", \"PHP\"]  \\\\n# These skills are essential for setting up a WordPress site, ensuring it is responsive, and adding a contact form. WordPress development and PHP are required for backend tasks, while HTML/CSS and JavaScript are crucial for front-end design and interactivity.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413117, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 75, \\'prompt_tokens\\': 190, \\'total_tokens\\': 265, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWW5ZcT54Q6EXh21C4BKiRNfnp4v\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"JavaScript\", \"Node.js\", \"React\", \"Express\", \"MongoDB\", \"HTML/CSS\", \"Authentication\"]  \\\\nThese skills are crucial for building a full-stack web application. JavaScript is essential for both front-end and back-end development. Node.js and Express are commonly used for server-side programming. React is a popular choice for building dynamic user interfaces. MongoDB is a suitable database for storing employee schedule data. HTML/CSS are fundamental for structuring and styling the web application. Authentication is necessary for implementing a secure login system.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413117, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_d28bcae782\\', \\'usage\\': {\\'completion_tokens\\': 112, \\'prompt_tokens\\': 188, \\'total_tokens\\': 300, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWW5ZSoldJ3cRxkMNWkb9UkjUwJv\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Shopify development\", \"HTML/CSS\", \"JavaScript\", \"Liquid templating\", \"Responsive design\"]  \\\\nThese skills are essential for customizing a Shopify store, as they cover the platform\\\\\\'s specific development environment, front-end technologies, and the ability to ensure the store looks good on all devices.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413117, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 62, \\'prompt_tokens\\': 178, \\'total_tokens\\': 240, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWW5zZVL28wRa3kO1pMgoI4wpjmG\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"API Integration\", \"CRM Systems\", \"Real-time Data Sync\", \"Web Development\", \"Problem Solving\"]  \\\\nThese skills are essential because the job requires integrating a CRM with an external API, which involves understanding both systems and ensuring data syncs in real-time, a task that demands strong web development skills and problem-solving abilities.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413117, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_d28bcae782\\', \\'usage\\': {\\'completion_tokens\\': 68, \\'prompt_tokens\\': 194, \\'total_tokens\\': 262, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWW5a9M06hJ2CpHBe3hkotPLBDnp\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"HTML\", \"CSS\", \"JavaScript\", \"Responsive Design\", \"Conversion Rate Optimization\", \"UX/UI Design\"]  \\\\nThese skills are essential for creating a landing page that is both visually appealing and functional across devices. HTML, CSS, and JavaScript are fundamental for building and styling web pages, while responsive design ensures the page works well on both mobile and desktop. Conversion rate optimization focuses on maximizing the effectiveness of the page, and UX/UI design enhances user interaction and experience.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413117, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_d28bcae782\\', \\'usage\\': {\\'completion_tokens\\': 97, \\'prompt_tokens\\': 191, \\'total_tokens\\': 288, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}']}, {'experience_one_usd_buys': [865.8008658008658, 1038.9610389610389, 1028.2776349614396, 1047.1204188481674, 1226.993865030675, 1346.8013468013469, 1307.18954248366, 1061.0079575596817, 1208.4592145015106, 1179.9410029498526, 1166.1807580174927, 1194.0298507462687, 1162.7906976744184, 1215.80547112462, 1393.7282229965156, 1101.9283746556473, 977.99511002445, 1126.7605633802816, 1044.3864229765013, 1000.0]}, {'skills_cost': [0.0012525, 0.0012799999999999, 0.00093, 0.0010625, 0.0013725, 0.00106, 0.0011325, 0.0010299999999999, 0.001075, 0.001165, 0.000985, 0.000955, 0.0011075, 0.00114, 0.001085, 0.001225, 0.0015899999999999, 0.001065, 0.001165, 0.0014475]}, {'days_raw_model_response': [\"{'id': 'chatcmpl-AjWVWkoB4vbd0lRzJtNcGBUxCuU6z', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\\\n# Logo design jobs are typically fulfilled quickly, especially for startups eager to establish their brand. Given the clarity of the job post and the commonality of logo design requests, it should take around 3.5 days for the job to be matched with a suitable freelancer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 59, 'prompt_tokens': 220, 'total_tokens': 279, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", '{\\'id\\': \\'chatcmpl-AjWVWTFEoEqUa35ZjPmfyklXXKp1t\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \"3.5\\\\n# Typically, jobs like creating a professional brochure in graphic design are fulfilled within a few days, depending on the complexity and the designer\\'s current workload. Given the specificity of the task, 3.5 days is a reasonable estimate for finding a suitable candidate and completing the project.\", \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413082, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 61, \\'prompt_tokens\\': 219, \\'total_tokens\\': 280, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', \"{'id': 'chatcmpl-AjWVWQeG32yGR0PIFUQw1RrwpNaSp', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5\\\\n# Typically, such jobs are filled within a few days due to high demand for social media content and the availability of many graphic designers on these platforms.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 33, 'prompt_tokens': 215, 'total_tokens': 248, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWVW2jKKnYLKbF35y6TiWCkqcfjV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\\\n# Typically, graphic design jobs like banner creation are fulfilled quickly, often within a few days, as they are straightforward and many designers are available.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 34, 'prompt_tokens': 220, 'total_tokens': 254, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWVWmFcfdK4VErAtaoZe7V0EdUt7', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\\\n# Infographic design jobs are typically fulfilled quickly, often within a few days, due to their high demand and the availability of skilled designers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 33, 'prompt_tokens': 216, 'total_tokens': 249, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWVqVhvDIJT7QFxVkTEVR1Mf1SUT', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\\\n# Typically, positions for social media managers in digital marketing are filled quickly due to the high demand and availability of skilled freelancers in this area.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 31, 'prompt_tokens': 207, 'total_tokens': 238, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWVqn1eYGQTpY3UZBTEM2Z2jCXbH', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\\\n# Generally, SEO projects can be filled relatively quickly on online labor marketplaces, especially if the job post is clear and the budget is competitive.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 31, 'prompt_tokens': 204, 'total_tokens': 235, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWVq3xCZXt4pH0UkKlbm4MDSrDIt', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\\\n# Typically, PPC specialist jobs in digital marketing are filled within a week due to high demand and availability of skilled freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 27, 'prompt_tokens': 211, 'total_tokens': 238, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWVqCWywhsAqcHCbsj9b5rrWHGeU', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\\\nGiven the specificity of the job post and the preference for Mailchimp experience, it typically takes about 5 days for a qualified freelancer to be selected, assuming the platform has a decent pool of candidates.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 43, 'prompt_tokens': 213, 'total_tokens': 256, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWVqxYLPvFpAwtO6keiLjqDQgl4l', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\\\n# Typically, digital marketing jobs like content strategy roles are filled within a week, considering the need for specialized skills and the time required for the hiring process.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 34, 'prompt_tokens': 209, 'total_tokens': 243, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWWRrPRfunWrgTrM7pt98aFKaFQM', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\\\n# Typically, content writing jobs like this are filled quickly due to the high demand for digital marketing content and the availability of skilled writers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 32, 'prompt_tokens': 213, 'total_tokens': 245, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWWRJpOk4Zy8bF7vX8Bhz9zrgUTI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\\\n# Based on my experience, such straightforward content writing tasks are often fulfilled within 3 to 4 days, considering the demand for quick turnaround and the availability of freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 38, 'prompt_tokens': 213, 'total_tokens': 251, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWWRzbchRr1cwDcJXdNWasulG9fK', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\\\n# Typically, technical writing roles, especially those requiring specific skills like familiarity with software development terminology, can take about a week to fill given the demand for specialized expertise and the need for precise matching of skills.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 44, 'prompt_tokens': 218, 'total_tokens': 262, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWWRs2f6EgKNgx4EYWzYkmrQyzTq', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\\\nThe demand for copywriting services is high, and skilled freelancers are often able to respond quickly. A straightforward job post like this is likely to attract applicants within a few days, leading to a swift fulfillment.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 44, 'prompt_tokens': 207, 'total_tokens': 251, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWWREJFrsqBTdFS95nuZK40uVGaG', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '2  \\\\nThe job post is specific and straightforward, requiring a single deliverable—a press release. Given the high demand for content writing services and the straightforward nature of the task, it is likely to be fulfilled quickly, typically within a couple of days.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 51, 'prompt_tokens': 213, 'total_tokens': 264, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWW5wzouNr2QPDYFyUZtwJtxRNkv', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\\\nTypically, setting up a basic WordPress site with a responsive design and a contact form is a straightforward task for an experienced developer. Given the popularity and ease of use of WordPress, such jobs are often fulfilled quickly, especially in competitive online labor marketplaces.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 54, 'prompt_tokens': 213, 'total_tokens': 267, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWW5i6lLpaKicveybpo7roCHTk54', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\\\nThe estimated time for fulfilling this job post is around 7 days. This accounts for the time needed to find a suitable freelancer, negotiate terms, and begin the project. Web development jobs, especially those involving full-stack development, typically attract many applicants quickly, but it can take a few days to finalize the details and start work.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 69, 'prompt_tokens': 211, 'total_tokens': 280, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWW5SKTyMupKu43jcrqhJySEvrE4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\\\n# Typically, Shopify customization jobs are filled quickly due to high demand and a large pool of skilled freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 26, 'prompt_tokens': 201, 'total_tokens': 227, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWW5Qi3eg1SsP4a2WbosfthxcrT3', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\\\n# Typically, job posts like these are filled within a week, especially if the project requires immediate attention and the client is actively searching for freelancers with relevant experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 35, 'prompt_tokens': 217, 'total_tokens': 252, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWW5H3Is4KvZrLRn7ckkHYEy3wUI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\\\nTypically, jobs like this in web development are fulfilled within a few days, especially if the requirements are clear and the budget is competitive. Given the specificity of the task (creating a landing page), it should take around 5 days for the job to be picked up by a qualified freelancer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 61, 'prompt_tokens': 214, 'total_tokens': 275, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\"]}, {'days_one_usd_buys': [877.1929824561404, 863.9308855291575, 1152.7377521613832, 1123.5955056179776, 1149.425287356322, 1208.4592145015108, 1219.5121951219512, 1253.9184952978055, 1038.9610389610389, 1159.4202898550725, 1173.0205278592375, 1095.890410958904, 1015.2284263959392, 1044.3864229765013, 959.2326139088728, 932.4009324009324, 821.3552361396305, 1311.4754098360656, 1120.4481792717086, 873.3624454148472]}, {'experience_raw_model_response': [\"{'id': 'chatcmpl-AjWVWzAgWBrC34xHSfZ9jSxSyIcda', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\\\n\\\\nThe job post asks for a creative designer to create a unique logo that represents innovation, which suggests that they are looking for someone with a certain level of experience and creativity. Additionally, the request for portfolio examples indicates that they want to see prior work, which is typically expected from someone with more than entry-level experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 67, 'prompt_tokens': 194, 'total_tokens': 261, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWVWu81YtjJc5Q9x4RASrFN5FD4x', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThe job requires an experienced designer to create a professional brochure, which suggests a need for a designer who has a solid understanding of design principles and experience with creating print-ready materials. This typically aligns with a mid-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 48, 'prompt_tokens': 193, 'total_tokens': 241, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", '{\\'id\\': \\'chatcmpl-AjWVYtfB2wUqv554rwNS3z2tqj61I\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \"Mid-level  \\\\nThis job requires the ability to create engaging and optimized designs for specific platforms, which suggests a need for some experience and understanding of social media marketing, but it doesn\\'t seem to require the advanced skills or leadership expected at a senior level.\", \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413084, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_d28bcae782\\', \\'usage\\': {\\'completion_tokens\\': 50, \\'prompt_tokens\\': 189, \\'total_tokens\\': 239, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AjWVWJuSojPHx97aqerNvz1CetNv1\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \"Mid-level\\\\n\\\\nThe job post requires a designer who can create banners consistent with the brand\\'s aesthetic and asks for examples of previous work, indicating that they are looking for someone with some experience, but not necessarily at a senior level.\", \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413082, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 47, \\'prompt_tokens\\': 194, \\'total_tokens\\': 241, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', \"{'id': 'chatcmpl-AjWVWJfv2gh3q9ZarxBM4wjFR0IqD', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThis job requires the ability to interpret data and create visually appealing and shareable content, which suggests a need for some experience and proficiency in design tools.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 34, 'prompt_tokens': 190, 'total_tokens': 224, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWVqfbCS1bSQUewkTHqdzWyeiJfe', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThis job requires the ability to handle multiple social media platforms and create content, suggesting a need for some experience beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 29, 'prompt_tokens': 181, 'total_tokens': 210, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWVqoQzb1WDjd9jUjFIhz8VYZeSS', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThis job requires specialized skills in SEO and keyword research, indicating the need for someone with a moderate amount of experience and expertise in digital marketing.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 32, 'prompt_tokens': 178, 'total_tokens': 210, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWVqHcjWA1VbrcumQxiIPfpSeSYn', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThis job requires managing Google Ads campaigns with the goal of increasing traffic and conversions, which typically requires a solid understanding of PPC strategies and experience in handling similar projects, making it suitable for someone at a mid-level of experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 48, 'prompt_tokens': 185, 'total_tokens': 233, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWVquU98hZ8KpQh31jWV02q8K6V4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThe job requires specific experience with designing and executing email campaigns and mentions a preference for familiarity with Mailchimp, indicating a need for some prior experience beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 36, 'prompt_tokens': 187, 'total_tokens': 223, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWVqAeSDcAKSKiNzDbro8CoozjLp', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThe job post requires developing a comprehensive plan, which suggests a need for some experience and expertise beyond entry-level, but not necessarily the extensive experience required for a senior-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 39, 'prompt_tokens': 183, 'total_tokens': 222, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWWRVWZyHmw2MWt4NmMlPo7PLfmz', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nProducing 5 blog posts on digital marketing suggests a need for some familiarity with the subject and the ability to write effectively, which typically aligns with a mid-level experience requirement.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 39, 'prompt_tokens': 187, 'total_tokens': 226, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWWRuGtGdc10qAoVjmCOF7aX4gZ1', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\\\n\\\\nThis job requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are both engaging and informative.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 37, 'prompt_tokens': 187, 'total_tokens': 224, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWWRe4ytCrxnZmvnciZUFGAFDoCO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\\\n\\\\nThe job requires experience in technical writing and familiarity with software development terminology, which typically suggests a need for a mid-level professional who has some background and knowledge in the field.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 38, 'prompt_tokens': 192, 'total_tokens': 230, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", '{\\'id\\': \\'chatcmpl-AjWWRH1FnpJEsFvaB3rEe7nBC5fJO\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \"Mid-level  \\\\nThe job requires creating persuasive content for a company\\'s website, which suggests the need for someone with a good understanding of marketing and writing skills typically found in mid-level professionals.\", \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413139, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 37, \\'prompt_tokens\\': 181, \\'total_tokens\\': 218, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', \"{'id': 'chatcmpl-AjWWROUs5WV6LEOIeSZwp2FMe8Gs0', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\\\n\\\\nThis job requires familiarity with drafting press releases and understanding industry standards, which typically suggests a mid-level experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_e161c81bbd', 'usage': {'completion_tokens': 25, 'prompt_tokens': 187, 'total_tokens': 212, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWW53Uh6W9it4hnqXjkS6nBEdiUB', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Entry-level  \\\\nSetting up a WordPress site with basic requirements like responsiveness and a contact form is a task that can typically be handled by an entry-level developer with a foundational understanding of WordPress and web development basics.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 44, 'prompt_tokens': 187, 'total_tokens': 231, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWW5735ynAEyBFJ6VpLOZwZQn5uy', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThis job requires a full-stack developer to build a custom web application with specific functionalities like managing employee schedules and a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typically found at the mid-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 56, 'prompt_tokens': 185, 'total_tokens': 241, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", '{\\'id\\': \\'chatcmpl-AjWW5nOnnoSiosqUYOPVSqznO7TkA\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \"Mid-level  \\\\nThe job requires customization of a Shopify store, which typically involves a good understanding of Shopify\\'s platform and theme development. This suggests the need for someone with more than just basic skills, hence mid-level experience.\", \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1735413117, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': None, \\'system_fingerprint\\': \\'fp_5f20662549\\', \\'usage\\': {\\'completion_tokens\\': 45, \\'prompt_tokens\\': 175, \\'total_tokens\\': 220, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', \"{'id': 'chatcmpl-AjWW5oEODkS1J7gC7jbcn43LhtMVq', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\\\n\\\\nThe job requires previous experience with similar projects and involves integrating a CRM system with an external API, which suggests a need for a solid understanding of both systems and real-time data synchronization. This typically aligns with mid-level experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 48, 'prompt_tokens': 191, 'total_tokens': 239, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AjWW5QL2qwwb2UkXTAOZE2C1sqO3J', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThis job requires a developer who can create a high-converting landing page and ensure optimization for both mobile and desktop users, which typically demands a solid understanding of web development principles and experience with responsive design, making it suitable for a mid-level developer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 53, 'prompt_tokens': 188, 'total_tokens': 241, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\"]}, {'skills_one_usd_buys': [798.4031936127743, 781.2500000000001, 1075.268817204301, 941.1764705882352, 728.5974499089253, 943.3962264150944, 883.0022075055188, 970.873786407767, 930.2325581395348, 858.3690987124463, 1015.2284263959392, 1047.1204188481674, 902.9345372460496, 877.1929824561404, 921.6589861751152, 816.3265306122449, 628.930817610063, 938.9671361502348, 858.3690987124463, 690.846286701209]}, {'days_cost': [0.00114, 0.0011575, 0.0008675, 0.00089, 0.00087, 0.0008274999999999, 0.00082, 0.0007975, 0.0009625, 0.0008625, 0.0008525, 0.0009125, 0.000985, 0.0009575, 0.0010425, 0.0010725, 0.0012174999999999, 0.0007624999999999, 0.0008925, 0.001145]}, {'iteration': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, {'experience_question_text': ['\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ']}, {'days_question_text': ['\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ']}, {'skills_question_text': ['\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ']}, {'skills_question_options': [None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None]}, {'days_question_options': [None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None]}, {'experience_question_options': [\"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\"]}, {'days_question_type': ['numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical']}, {'skills_question_type': ['list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list']}, {'experience_question_type': ['multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice']}, {'days_comment': ['# Logo design jobs are typically fulfilled quickly, especially for startups eager to establish their brand. Given the clarity of the job post and the commonality of logo design requests, it should take around 3.5 days for the job to be matched with a suitable freelancer.', \"# Typically, jobs like creating a professional brochure in graphic design are fulfilled within a few days, depending on the complexity and the designer's current workload. Given the specificity of the task, 3.5 days is a reasonable estimate for finding a suitable candidate and completing the project.\", '# Typically, such jobs are filled within a few days due to high demand for social media content and the availability of many graphic designers on these platforms.', '# Typically, graphic design jobs like banner creation are fulfilled quickly, often within a few days, as they are straightforward and many designers are available.', '# Infographic design jobs are typically fulfilled quickly, often within a few days, due to their high demand and the availability of skilled designers.', '# Typically, positions for social media managers in digital marketing are filled quickly due to the high demand and availability of skilled freelancers in this area.', '# Generally, SEO projects can be filled relatively quickly on online labor marketplaces, especially if the job post is clear and the budget is competitive.', '# Typically, PPC specialist jobs in digital marketing are filled within a week due to high demand and availability of skilled freelancers.', 'Given the specificity of the job post and the preference for Mailchimp experience, it typically takes about 5 days for a qualified freelancer to be selected, assuming the platform has a decent pool of candidates.', '# Typically, digital marketing jobs like content strategy roles are filled within a week, considering the need for specialized skills and the time required for the hiring process.', '# Typically, content writing jobs like this are filled quickly due to the high demand for digital marketing content and the availability of skilled writers.', '# Based on my experience, such straightforward content writing tasks are often fulfilled within 3 to 4 days, considering the demand for quick turnaround and the availability of freelancers.', '# Typically, technical writing roles, especially those requiring specific skills like familiarity with software development terminology, can take about a week to fill given the demand for specialized expertise and the need for precise matching of skills.', 'The demand for copywriting services is high, and skilled freelancers are often able to respond quickly. A straightforward job post like this is likely to attract applicants within a few days, leading to a swift fulfillment.', 'The job post is specific and straightforward, requiring a single deliverable—a press release. Given the high demand for content writing services and the straightforward nature of the task, it is likely to be fulfilled quickly, typically within a couple of days.', 'Typically, setting up a basic WordPress site with a responsive design and a contact form is a straightforward task for an experienced developer. Given the popularity and ease of use of WordPress, such jobs are often fulfilled quickly, especially in competitive online labor marketplaces.', 'The estimated time for fulfilling this job post is around 7 days. This accounts for the time needed to find a suitable freelancer, negotiate terms, and begin the project. Web development jobs, especially those involving full-stack development, typically attract many applicants quickly, but it can take a few days to finalize the details and start work.', '# Typically, Shopify customization jobs are filled quickly due to high demand and a large pool of skilled freelancers.', '# Typically, job posts like these are filled within a week, especially if the project requires immediate attention and the client is actively searching for freelancers with relevant experience.', 'Typically, jobs like this in web development are fulfilled within a few days, especially if the requirements are clear and the budget is competitive. Given the specificity of the task (creating a landing page), it should take around 5 days for the job to be picked up by a qualified freelancer.']}, {'experience_comment': ['The job post asks for a creative designer to create a unique logo that represents innovation, which suggests that they are looking for someone with a certain level of experience and creativity. Additionally, the request for portfolio examples indicates that they want to see prior work, which is typically expected from someone with more than entry-level experience.', 'The job requires an experienced designer to create a professional brochure, which suggests a need for a designer who has a solid understanding of design principles and experience with creating print-ready materials. This typically aligns with a mid-level position.', \"This job requires the ability to create engaging and optimized designs for specific platforms, which suggests a need for some experience and understanding of social media marketing, but it doesn't seem to require the advanced skills or leadership expected at a senior level.\", \"The job post requires a designer who can create banners consistent with the brand's aesthetic and asks for examples of previous work, indicating that they are looking for someone with some experience, but not necessarily at a senior level.\", 'This job requires the ability to interpret data and create visually appealing and shareable content, which suggests a need for some experience and proficiency in design tools.', 'This job requires the ability to handle multiple social media platforms and create content, suggesting a need for some experience beyond entry-level.', 'This job requires specialized skills in SEO and keyword research, indicating the need for someone with a moderate amount of experience and expertise in digital marketing.', 'This job requires managing Google Ads campaigns with the goal of increasing traffic and conversions, which typically requires a solid understanding of PPC strategies and experience in handling similar projects, making it suitable for someone at a mid-level of experience.', 'The job requires specific experience with designing and executing email campaigns and mentions a preference for familiarity with Mailchimp, indicating a need for some prior experience beyond entry-level.', 'The job post requires developing a comprehensive plan, which suggests a need for some experience and expertise beyond entry-level, but not necessarily the extensive experience required for a senior-level position.', 'Producing 5 blog posts on digital marketing suggests a need for some familiarity with the subject and the ability to write effectively, which typically aligns with a mid-level experience requirement.', 'This job requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are both engaging and informative.', 'The job requires experience in technical writing and familiarity with software development terminology, which typically suggests a need for a mid-level professional who has some background and knowledge in the field.', \"The job requires creating persuasive content for a company's website, which suggests the need for someone with a good understanding of marketing and writing skills typically found in mid-level professionals.\", 'This job requires familiarity with drafting press releases and understanding industry standards, which typically suggests a mid-level experience.', 'Setting up a WordPress site with basic requirements like responsiveness and a contact form is a task that can typically be handled by an entry-level developer with a foundational understanding of WordPress and web development basics.', 'This job requires a full-stack developer to build a custom web application with specific functionalities like managing employee schedules and a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typically found at the mid-level.', \"The job requires customization of a Shopify store, which typically involves a good understanding of Shopify's platform and theme development. This suggests the need for someone with more than just basic skills, hence mid-level experience.\", 'The job requires previous experience with similar projects and involves integrating a CRM system with an external API, which suggests a need for a solid understanding of both systems and real-time data synchronization. This typically aligns with mid-level experience.', 'This job requires a developer who can create a high-converting landing page and ensure optimization for both mobile and desktop users, which typically demands a solid understanding of web development principles and experience with responsive design, making it suitable for a mid-level developer.']}, {'skills_comment': ['The job requires creating a unique and modern logo, which involves logo design skills and creativity. Understanding branding is crucial to ensure the logo represents innovation. A portfolio is needed to showcase past work, and proficiency in graphic design software is essential for executing the design.', \"These skills are essential for creating a professional and print-ready brochure: Adobe InDesign and Illustrator for design and layout, print design knowledge to ensure the final product is suitable for printing, and typography and layout design to ensure the brochure is visually appealing and effectively communicates the company's services and properties.\", 'These skills are essential for creating visually appealing and effective social media graphics that meet platform specifications and campaign goals.', \"These skills are essential for creating visually appealing banners that align with a brand's aesthetic, require the use of design software, and need to be delivered on schedule.\", 'The job requires creating an infographic, which involves graphic design and data visualization skills. Proficiency in tools like Adobe Illustrator is essential for designing such graphics. Since the infographic should be shareable on social media, understanding social media design principles is important. Attention to detail is crucial to ensure the infographic is both accurate and visually appealing.', 'These skills are essential for a social media manager to effectively create engaging content, develop strategies for growth, communicate with the audience, analyze performance metrics, and manage time efficiently to meet content schedules.', \"These skills are crucial for optimizing a website for search engines, including conducting keyword research, improving on-page and off-page SEO, auditing the site's current SEO status, and analyzing performance using tools like Google Analytics.\", 'These skills are essential for managing PPC campaigns effectively, ensuring the right audience is targeted, analyzing performance data to optimize campaigns, and managing budgets to maximize ROI.', 'These skills are essential as the job requires designing and executing email campaigns, which involves creating engaging content (copywriting), using Mailchimp for campaign management, and analyzing campaign performance to optimize results.', 'The job requires developing a plan to increase online visibility, which involves creating and managing content (Content Strategy), optimizing for search engines (SEO), measuring performance (Analytics), writing engaging content (Copywriting), and leveraging social platforms (Social Media Marketing).', 'These skills are essential for producing well-informed, engaging, and optimized blog posts on digital marketing topics within the specified word count and deadlines.', 'These skills are essential for crafting engaging and informative product descriptions that attract potential customers and optimize search engine visibility.', 'These skills are crucial because the job requires creating user manuals and API documentation, which necessitates technical writing skills and familiarity with software development terminology. Attention to detail ensures accuracy in documentation.', '# These skills are essential as the job requires creating persuasive and clear content for a website, which involves copywriting, persuasive writing techniques, ensuring clarity, optimizing for search engines, and maintaining a consistent brand voice.', 'These skills are crucial because they ensure the press release is well-written, adheres to the expected format, captures attention, and effectively communicates with the intended audience.', '# These skills are essential for setting up a WordPress site, ensuring it is responsive, and adding a contact form. WordPress development and PHP are required for backend tasks, while HTML/CSS and JavaScript are crucial for front-end design and interactivity.', 'These skills are crucial for building a full-stack web application. JavaScript is essential for both front-end and back-end development. Node.js and Express are commonly used for server-side programming. React is a popular choice for building dynamic user interfaces. MongoDB is a suitable database for storing employee schedule data. HTML/CSS are fundamental for structuring and styling the web application. Authentication is necessary for implementing a secure login system.', \"These skills are essential for customizing a Shopify store, as they cover the platform's specific development environment, front-end technologies, and the ability to ensure the store looks good on all devices.\", 'These skills are essential because the job requires integrating a CRM with an external API, which involves understanding both systems and ensuring data syncs in real-time, a task that demands strong web development skills and problem-solving abilities.', 'These skills are essential for creating a landing page that is both visually appealing and functional across devices. HTML, CSS, and JavaScript are fundamental for building and styling web pages, while responsive design ensures the page works well on both mobile and desktop. Conversion rate optimization focuses on maximizing the effectiveness of the page, and UX/UI design enhances user interaction and experience.']}, {'days_generated_tokens': ['3.5\\n# Logo design jobs are typically fulfilled quickly, especially for startups eager to establish their brand. Given the clarity of the job post and the commonality of logo design requests, it should take around 3.5 days for the job to be matched with a suitable freelancer.', \"3.5\\n# Typically, jobs like creating a professional brochure in graphic design are fulfilled within a few days, depending on the complexity and the designer's current workload. Given the specificity of the task, 3.5 days is a reasonable estimate for finding a suitable candidate and completing the project.\", '5\\n# Typically, such jobs are filled within a few days due to high demand for social media content and the availability of many graphic designers on these platforms.', '3.5\\n# Typically, graphic design jobs like banner creation are fulfilled quickly, often within a few days, as they are straightforward and many designers are available.', '3.5\\n# Infographic design jobs are typically fulfilled quickly, often within a few days, due to their high demand and the availability of skilled designers.', '5  \\n# Typically, positions for social media managers in digital marketing are filled quickly due to the high demand and availability of skilled freelancers in this area.', '5  \\n# Generally, SEO projects can be filled relatively quickly on online labor marketplaces, especially if the job post is clear and the budget is competitive.', '5  \\n# Typically, PPC specialist jobs in digital marketing are filled within a week due to high demand and availability of skilled freelancers.', '5  \\nGiven the specificity of the job post and the preference for Mailchimp experience, it typically takes about 5 days for a qualified freelancer to be selected, assuming the platform has a decent pool of candidates.', '7  \\n# Typically, digital marketing jobs like content strategy roles are filled within a week, considering the need for specialized skills and the time required for the hiring process.', '3.5\\n# Typically, content writing jobs like this are filled quickly due to the high demand for digital marketing content and the availability of skilled writers.', '3.5\\n# Based on my experience, such straightforward content writing tasks are often fulfilled within 3 to 4 days, considering the demand for quick turnaround and the availability of freelancers.', '7  \\n# Typically, technical writing roles, especially those requiring specific skills like familiarity with software development terminology, can take about a week to fill given the demand for specialized expertise and the need for precise matching of skills.', '3  \\nThe demand for copywriting services is high, and skilled freelancers are often able to respond quickly. A straightforward job post like this is likely to attract applicants within a few days, leading to a swift fulfillment.', '2  \\nThe job post is specific and straightforward, requiring a single deliverable—a press release. Given the high demand for content writing services and the straightforward nature of the task, it is likely to be fulfilled quickly, typically within a couple of days.', '3  \\nTypically, setting up a basic WordPress site with a responsive design and a contact form is a straightforward task for an experienced developer. Given the popularity and ease of use of WordPress, such jobs are often fulfilled quickly, especially in competitive online labor marketplaces.', '7  \\nThe estimated time for fulfilling this job post is around 7 days. This accounts for the time needed to find a suitable freelancer, negotiate terms, and begin the project. Web development jobs, especially those involving full-stack development, typically attract many applicants quickly, but it can take a few days to finalize the details and start work.', '3.5\\n# Typically, Shopify customization jobs are filled quickly due to high demand and a large pool of skilled freelancers.', '7  \\n# Typically, job posts like these are filled within a week, especially if the project requires immediate attention and the client is actively searching for freelancers with relevant experience.', '5  \\nTypically, jobs like this in web development are fulfilled within a few days, especially if the requirements are clear and the budget is competitive. Given the specificity of the task (creating a landing page), it should take around 5 days for the job to be picked up by a qualified freelancer.']}, {'experience_generated_tokens': ['Mid-level\\n\\nThe job post asks for a creative designer to create a unique logo that represents innovation, which suggests that they are looking for someone with a certain level of experience and creativity. Additionally, the request for portfolio examples indicates that they want to see prior work, which is typically expected from someone with more than entry-level experience.', 'Mid-level  \\nThe job requires an experienced designer to create a professional brochure, which suggests a need for a designer who has a solid understanding of design principles and experience with creating print-ready materials. This typically aligns with a mid-level position.', \"Mid-level  \\nThis job requires the ability to create engaging and optimized designs for specific platforms, which suggests a need for some experience and understanding of social media marketing, but it doesn't seem to require the advanced skills or leadership expected at a senior level.\", \"Mid-level\\n\\nThe job post requires a designer who can create banners consistent with the brand's aesthetic and asks for examples of previous work, indicating that they are looking for someone with some experience, but not necessarily at a senior level.\", 'Mid-level  \\nThis job requires the ability to interpret data and create visually appealing and shareable content, which suggests a need for some experience and proficiency in design tools.', 'Mid-level  \\nThis job requires the ability to handle multiple social media platforms and create content, suggesting a need for some experience beyond entry-level.', 'Mid-level  \\nThis job requires specialized skills in SEO and keyword research, indicating the need for someone with a moderate amount of experience and expertise in digital marketing.', 'Mid-level  \\nThis job requires managing Google Ads campaigns with the goal of increasing traffic and conversions, which typically requires a solid understanding of PPC strategies and experience in handling similar projects, making it suitable for someone at a mid-level of experience.', 'Mid-level  \\nThe job requires specific experience with designing and executing email campaigns and mentions a preference for familiarity with Mailchimp, indicating a need for some prior experience beyond entry-level.', 'Mid-level  \\nThe job post requires developing a comprehensive plan, which suggests a need for some experience and expertise beyond entry-level, but not necessarily the extensive experience required for a senior-level position.', 'Mid-level  \\nProducing 5 blog posts on digital marketing suggests a need for some familiarity with the subject and the ability to write effectively, which typically aligns with a mid-level experience requirement.', 'Mid-level\\n\\nThis job requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are both engaging and informative.', 'Mid-level\\n\\nThe job requires experience in technical writing and familiarity with software development terminology, which typically suggests a need for a mid-level professional who has some background and knowledge in the field.', \"Mid-level  \\nThe job requires creating persuasive content for a company's website, which suggests the need for someone with a good understanding of marketing and writing skills typically found in mid-level professionals.\", 'Mid-level\\n\\nThis job requires familiarity with drafting press releases and understanding industry standards, which typically suggests a mid-level experience.', 'Entry-level  \\nSetting up a WordPress site with basic requirements like responsiveness and a contact form is a task that can typically be handled by an entry-level developer with a foundational understanding of WordPress and web development basics.', 'Mid-level  \\nThis job requires a full-stack developer to build a custom web application with specific functionalities like managing employee schedules and a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typically found at the mid-level.', \"Mid-level  \\nThe job requires customization of a Shopify store, which typically involves a good understanding of Shopify's platform and theme development. This suggests the need for someone with more than just basic skills, hence mid-level experience.\", 'Mid-level\\n\\nThe job requires previous experience with similar projects and involves integrating a CRM system with an external API, which suggests a need for a solid understanding of both systems and real-time data synchronization. This typically aligns with mid-level experience.', 'Mid-level  \\nThis job requires a developer who can create a high-converting landing page and ensure optimization for both mobile and desktop users, which typically demands a solid understanding of web development principles and experience with responsive design, making it suitable for a mid-level developer.']}, {'skills_generated_tokens': ['[\"Logo Design\", \"Creativity\", \"Understanding of Branding\", \"Portfolio Presentation\", \"Graphic Design Software Skills\"]  \\nThe job requires creating a unique and modern logo, which involves logo design skills and creativity. Understanding branding is crucial to ensure the logo represents innovation. A portfolio is needed to showcase past work, and proficiency in graphic design software is essential for executing the design.', '[\"Adobe InDesign\", \"Adobe Illustrator\", \"Print Design\", \"Typography\", \"Layout Design\"]  \\nThese skills are essential for creating a professional and print-ready brochure: Adobe InDesign and Illustrator for design and layout, print design knowledge to ensure the final product is suitable for printing, and typography and layout design to ensure the brochure is visually appealing and effectively communicates the company\\'s services and properties.', '[\"Graphic Design\", \"Social Media Marketing\", \"Adobe Photoshop\", \"Creativity\", \"Attention to Detail\"]  \\nThese skills are essential for creating visually appealing and effective social media graphics that meet platform specifications and campaign goals.', '[\"Adobe Creative Suite proficiency\", \"Brand consistency\", \"Creativity\", \"Attention to detail\", \"Time management\"]  \\nThese skills are essential for creating visually appealing banners that align with a brand\\'s aesthetic, require the use of design software, and need to be delivered on schedule.', '[\"Graphic design\", \"Data visualization\", \"Adobe Illustrator\", \"Social media design\", \"Attention to detail\"]  \\nThe job requires creating an infographic, which involves graphic design and data visualization skills. Proficiency in tools like Adobe Illustrator is essential for designing such graphics. Since the infographic should be shareable on social media, understanding social media design principles is important. Attention to detail is crucial to ensure the infographic is both accurate and visually appealing.', '[\"Content Creation\", \"Social Media Strategy\", \"Communication Skills\", \"Analytics\", \"Time Management\"]  \\nThese skills are essential for a social media manager to effectively create engaging content, develop strategies for growth, communicate with the audience, analyze performance metrics, and manage time efficiently to meet content schedules.', '[\"Keyword Research\", \"On-Page SEO\", \"Off-Page SEO\", \"SEO Auditing\", \"Google Analytics\"]  \\nThese skills are crucial for optimizing a website for search engines, including conducting keyword research, improving on-page and off-page SEO, auditing the site\\'s current SEO status, and analyzing performance using tools like Google Analytics.', '[\"Google Ads expertise\", \"Keyword research\", \"Analytical skills\", \"Conversion rate optimization\", \"Budget management\"]  \\nThese skills are essential for managing PPC campaigns effectively, ensuring the right audience is targeted, analyzing performance data to optimize campaigns, and managing budgets to maximize ROI.', '[\"Email Marketing\", \"Campaign Design\", \"Mailchimp Expertise\", \"Copywriting\", \"Analytics\"]  \\nThese skills are essential as the job requires designing and executing email campaigns, which involves creating engaging content (copywriting), using Mailchimp for campaign management, and analyzing campaign performance to optimize results.', '[\"Content Strategy\", \"SEO\", \"Analytics\", \"Copywriting\", \"Social Media Marketing\"]  \\nThe job requires developing a plan to increase online visibility, which involves creating and managing content (Content Strategy), optimizing for search engines (SEO), measuring performance (Analytics), writing engaging content (Copywriting), and leveraging social platforms (Social Media Marketing).', '[\"Research skills\", \"SEO knowledge\", \"Strong writing ability\", \"Time management\", \"Digital marketing understanding\"]  \\nThese skills are essential for producing well-informed, engaging, and optimized blog posts on digital marketing topics within the specified word count and deadlines.', '[\"Strong writing skills\", \"Attention to detail\", \"Understanding of SEO\", \"Ability to research products\", \"Creativity\"]  \\nThese skills are essential for crafting engaging and informative product descriptions that attract potential customers and optimize search engine visibility.', '[\"Technical Writing\", \"API Documentation\", \"User Manual Creation\", \"Software Development Terminology\", \"Attention to Detail\"]  \\nThese skills are crucial because the job requires creating user manuals and API documentation, which necessitates technical writing skills and familiarity with software development terminology. Attention to detail ensures accuracy in documentation.', '[\"Copywriting\", \"Persuasive Writing\", \"Clarity in Writing\", \"SEO Knowledge\", \"Understanding of Brand Voice\"]  \\n# These skills are essential as the job requires creating persuasive and clear content for a website, which involves copywriting, persuasive writing techniques, ensuring clarity, optimizing for search engines, and maintaining a consistent brand voice.', '[\"Strong writing skills\", \"Knowledge of press release format\", \"Attention to detail\", \"Creativity\", \"Understanding of target audience\"]  \\nThese skills are crucial because they ensure the press release is well-written, adheres to the expected format, captures attention, and effectively communicates with the intended audience.', '[\"WordPress development\", \"Responsive design\", \"HTML/CSS\", \"JavaScript\", \"PHP\"]  \\n# These skills are essential for setting up a WordPress site, ensuring it is responsive, and adding a contact form. WordPress development and PHP are required for backend tasks, while HTML/CSS and JavaScript are crucial for front-end design and interactivity.', '[\"JavaScript\", \"Node.js\", \"React\", \"Express\", \"MongoDB\", \"HTML/CSS\", \"Authentication\"]  \\nThese skills are crucial for building a full-stack web application. JavaScript is essential for both front-end and back-end development. Node.js and Express are commonly used for server-side programming. React is a popular choice for building dynamic user interfaces. MongoDB is a suitable database for storing employee schedule data. HTML/CSS are fundamental for structuring and styling the web application. Authentication is necessary for implementing a secure login system.', '[\"Shopify development\", \"HTML/CSS\", \"JavaScript\", \"Liquid templating\", \"Responsive design\"]  \\nThese skills are essential for customizing a Shopify store, as they cover the platform\\'s specific development environment, front-end technologies, and the ability to ensure the store looks good on all devices.', '[\"API Integration\", \"CRM Systems\", \"Real-time Data Sync\", \"Web Development\", \"Problem Solving\"]  \\nThese skills are essential because the job requires integrating a CRM with an external API, which involves understanding both systems and ensuring data syncs in real-time, a task that demands strong web development skills and problem-solving abilities.', '[\"HTML\", \"CSS\", \"JavaScript\", \"Responsive Design\", \"Conversion Rate Optimization\", \"UX/UI Design\"]  \\nThese skills are essential for creating a landing page that is both visually appealing and functional across devices. HTML, CSS, and JavaScript are fundamental for building and styling web pages, while responsive design ensures the page works well on both mobile and desktop. Conversion rate optimization focuses on maximizing the effectiveness of the page, and UX/UI design enhances user interaction and experience.']}])"
+       "Dataset([{'experience': ['Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Entry-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level', 'Mid-level']}, {'skills': [\"['Research skills', 'SEO knowledge', 'Digital marketing understanding', 'Writing proficiency', 'Time management']\", \"['Creative writing', 'Attention to detail', 'SEO knowledge', 'Research skills', 'Understanding of target audience']\", \"['Technical writing', 'Understanding of software development', 'Ability to create user manuals', 'API documentation skills', 'Familiarity with software terminology']\", \"['Persuasive writing', 'SEO knowledge', 'Attention to detail', 'Understanding of target audience', 'Strong research skills']\", \"['Strong writing skills', 'Understanding of press release format', 'Attention to detail', 'Ability to write engaging content', 'Knowledge of industry standards']\", \"['Logo Design', 'Creativity', 'Branding', 'Modern Design', 'Portfolio Presentation']\", \"['Adobe InDesign', 'Typography', 'Layout Design', 'Print Design', 'Attention to Detail']\", \"['Graphic Design', 'Social Media Marketing', 'Adobe Photoshop', 'Adobe Illustrator', 'Creativity', 'Attention to Detail']\", \"['Creativity', 'Branding', 'Banner Design', 'Adobe Photoshop', 'Adobe Illustrator']\", \"['Data Visualization', 'Graphic Design', 'Social Media Design', 'Adobe Illustrator', 'Attention to Detail']\", \"['WordPress development', 'Responsive design', 'HTML/CSS', 'JavaScript', 'PHP', 'Contact form integration']\", \"['JavaScript', 'HTML/CSS', 'Node.js', 'React', 'Database Management', 'Authentication Systems']\", \"['Shopify Development', 'Liquid Programming', 'HTML/CSS', 'JavaScript', 'Responsive Design']\", \"['API integration', 'CRM systems', 'Real-time data synchronization', 'Problem-solving', 'Previous project experience']\", \"['HTML', 'CSS', 'JavaScript', 'Responsive Design', 'Conversion Rate Optimization', 'Web Performance Optimization']\", \"['Content Creation', 'Social Media Strategy', 'Copywriting', 'Analytics', 'Engagement Tactics']\", \"['Keyword research', 'On-page SEO', 'Off-page SEO', 'Content optimization', 'SEO tools proficiency']\", \"['Google Ads expertise', 'Keyword research', 'Conversion rate optimization', 'Analytical skills', 'Budget management']\", \"['Email Marketing', 'Campaign Strategy', 'Mailchimp Proficiency', 'Copywriting', 'Analytics']\", \"['Content Strategy', 'SEO', 'Analytics', 'Copywriting', 'Social Media Marketing']\"]}, {'days': [3.5, 3.0, 7.0, 3.5, 1.5, 3.5, 3.5, 3.5, 5.0, 3.5, 3.0, 7.0, 3.0, 3.0, 3.5, 5.0, 7.0, 7.0, 7.0, 7.0]}, {'scenario_index': [0, 1, 2, 3, 4, 0, 1, 2, 3, 4, 0, 1, 2, 3, 4, 0, 1, 2, 3, 4]}, {'job_title': ['Blog Post Writing', 'Product Description Writing', 'Technical Writing for Software Documentation', 'Website Copywriting', 'Press Release Writing', 'Logo Design for New Startup', 'Brochure Design', 'Social Media Graphics', 'Website Banner Design', 'Infographic Design', 'WordPress Website Setup', 'Custom Web Application Development', 'Shopify Store Customization', 'API Integration', 'Landing Page Development', 'Social Media Management', 'SEO Optimization', 'Google Ads Campaign Management', 'Email Marketing Campaign', 'Content Marketing Strategy']}, {'job_category_scenario': ['Content Writing', 'Content Writing', 'Content Writing', 'Content Writing', 'Content Writing', 'Graphic Design', 'Graphic Design', 'Graphic Design', 'Graphic Design', 'Graphic Design', 'Web Development', 'Web Development', 'Web Development', 'Web Development', 'Web Development', 'Digital Marketing', 'Digital Marketing', 'Digital Marketing', 'Digital Marketing', 'Digital Marketing']}, {'job_post': ['Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words', 'We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.', 'Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.', 'Looking for a copywriter to create persuasive content for our company’s website. The content should be clear', 'We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.', 'We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.', 'Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.', 'Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.', 'Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.', 'We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.', 'We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form', 'Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system', 'Seeking a Shopify expert to customize our online store. We need theme adjustments', 'Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.', 'Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.', 'We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation', 'Need an SEO expert to optimize our website for search engines. The project includes keyword research', 'Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.', 'Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.', 'Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation']}, {'job_category': ['Content Writing', 'Content Writing', 'Content Writing', 'Content Writing', 'Content Writing', 'Graphic Design', 'Graphic Design', 'Graphic Design', 'Graphic Design', 'Graphic Design', 'Web Development', 'Web Development', 'Web Development', 'Web Development', 'Web Development', 'Digital Marketing', 'Digital Marketing', 'Digital Marketing', 'Digital Marketing', 'Digital Marketing']}, {'expertise': ['You regularly perform jobs in the following category: Content Writing.', 'You regularly perform jobs in the following category: Content Writing.', 'You regularly perform jobs in the following category: Content Writing.', 'You regularly perform jobs in the following category: Content Writing.', 'You regularly perform jobs in the following category: Content Writing.', 'You regularly perform jobs in the following category: Graphic Design.', 'You regularly perform jobs in the following category: Graphic Design.', 'You regularly perform jobs in the following category: Graphic Design.', 'You regularly perform jobs in the following category: Graphic Design.', 'You regularly perform jobs in the following category: Graphic Design.', 'You regularly perform jobs in the following category: Web Development.', 'You regularly perform jobs in the following category: Web Development.', 'You regularly perform jobs in the following category: Web Development.', 'You regularly perform jobs in the following category: Web Development.', 'You regularly perform jobs in the following category: Web Development.', 'You regularly perform jobs in the following category: Digital Marketing.', 'You regularly perform jobs in the following category: Digital Marketing.', 'You regularly perform jobs in the following category: Digital Marketing.', 'You regularly perform jobs in the following category: Digital Marketing.', 'You regularly perform jobs in the following category: Digital Marketing.']}, {'agent_instruction': ['You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.', 'You are answering questions as if you were a human. Do not break character.']}, {'agent_name': ['Agent_0', 'Agent_1', 'Agent_2', 'Agent_3', 'Agent_4', 'Agent_5', 'Agent_6', 'Agent_7', 'Agent_8', 'Agent_9', 'Agent_10', 'Agent_11', 'Agent_12', 'Agent_13', 'Agent_14', 'Agent_15', 'Agent_16', 'Agent_17', 'Agent_18', 'Agent_19']}, {'agent_index': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, {'persona': ['You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.', 'You are an experienced freelancer on online labor marketplaces.']}, {'model_index': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, {'temperature': [0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5]}, {'frequency_penalty': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, {'top_p': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]}, {'top_logprobs': [3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]}, {'model': ['gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o', 'gpt-4o']}, {'max_tokens': [1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000]}, {'logprobs': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, {'inference_service': ['openai', 'openai', 'openai', 'openai', 'openai', 'openai', 'openai', 'openai', 'openai', 'openai', 'openai', 'openai', 'openai', 'openai', 'openai', 'openai', 'openai', 'openai', 'openai', 'openai']}, {'presence_penalty': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, {'skills_user_prompt': ['\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation\\n    What are some key skills required for this job?\\n    \\n\\n\\nReturn your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., [\"A\", \"B\", \"C\"]\\n\\nAfter the answers, you can put a comment explaining your choice on the next line.']}, {'experience_user_prompt': ['\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.', '\\n\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation\\n    What level of experience is required for this job?\\n    \\n\\n    \\nEntry-level\\n    \\nMid-level\\n    \\nSenior-level\\n    \\n\\nOnly 1 option may be selected.\\n\\nRespond only with a string corresponding to one of the options.\\n\\n\\nAfter the answer, you can put a comment explaining why you chose that option on the next line.']}, {'experience_system_prompt': [\"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\"]}, {'days_user_prompt': [\"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Content Writing\\n    Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Graphic Design\\n    Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Web Development\\n    Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred.\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\", \"\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: Digital Marketing\\n    Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation\\n    Estimate the number of days until this job post is fulfilled.\\n    \\n\\nThis question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...).\\nRespond with just your number on a single line.\\nIf your response is equivalent to zero, report '0'\\n\\n\\nAfter the answer, put a comment explaining your choice on the next line.\"]}, {'skills_system_prompt': [\"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\"]}, {'days_system_prompt': [\"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\", \"You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'}\"]}, {'days_raw_model_response': [\"{'id': 'chatcmpl-AyTqci0b9LdECSpC16TW45nkj4IDi', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\\\n# This estimate assumes that the job is relatively straightforward for a skilled writer and could be picked up quickly. It might take a few days for the client to review proposals and select a freelancer, with some additional time for the freelancer to begin the work.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977778, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 55, 'prompt_tokens': 213, 'total_tokens': 268, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTqc5wDXR8Mqpg6YeZbhNBQKXLFw', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\\\nBased on my experience, straightforward content writing tasks like crafting product descriptions are typically fulfilled within a few days, depending on the urgency and availability of freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977778, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 33, 'prompt_tokens': 213, 'total_tokens': 246, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTqjL19jIeckVaS4sPdEAsn0hbF0', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\\\n# Technical writing jobs, especially those requiring specific expertise like API documentation, can take about a week to fill due to the need for specialized skills and experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977785, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 34, 'prompt_tokens': 218, 'total_tokens': 252, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTqhGVMzIG4VqJXkGTVCAlX68FCb', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\\\n# Typically, straightforward content writing jobs on online platforms are fulfilled within a few days, assuming the job is well-defined and the client is responsive.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977783, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 34, 'prompt_tokens': 207, 'total_tokens': 241, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTqjCFereITVk23EYZ8PAizbeMqM', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '1.5\\\\n# Press releases are typically urgent, and experienced writers can often fulfill such a task within 1 to 2 days, depending on the complexity and client responsiveness.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977785, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 37, 'prompt_tokens': 213, 'total_tokens': 250, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", '{\\'id\\': \\'chatcmpl-AyTqxk4ur3T5sTZ95g4PSH6iyUF9w\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \"3.5  \\\\nBased on my experience, graphic design jobs like logo creation often attract a lot of freelancers quickly, especially if the client is clear about their needs and asks for a portfolio. This job post is likely to be fulfilled within a few days, typically around 3 to 4 days, depending on the urgency and clarity of the client\\'s communication and decision-making process.\", \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977799, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_50cad350e4\\', \\'usage\\': {\\'completion_tokens\\': 76, \\'prompt_tokens\\': 220, \\'total_tokens\\': 296, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', \"{'id': 'chatcmpl-AyTr20tdh5YwwJqzrgm8w4mdWVU83', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\\\n# This type of job typically takes a few days to fulfill due to the need for a skilled designer to create a professional and polished brochure. The process includes initial design, feedback, revisions, and final delivery in print-ready format.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977804, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 51, 'prompt_tokens': 219, 'total_tokens': 270, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTqyFCpbUPJcpykK364fmTXaCEVS', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\\\n# Generally, graphic design jobs for social media can be fulfilled within a few days, especially if the requirements are clear and the designer has experience in creating similar content.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977800, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 38, 'prompt_tokens': 215, 'total_tokens': 253, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTr3vUyD7kyG8w40ZWEDQ9i6ZWvc', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\\\nThis type of job typically takes around 5 days to fulfill, considering the time needed for applicants to apply, the client to review portfolios, and select a designer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977805, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 36, 'prompt_tokens': 220, 'total_tokens': 256, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTr1T5IrIALmrQKpob5RSt9zV54p', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\\\n# Infographic design is typically straightforward, especially with provided data. A skilled designer can complete it within a few days, and job posts like this are often fulfilled quickly on platforms due to high demand.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977803, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 45, 'prompt_tokens': 216, 'total_tokens': 261, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrESHNH6aiIpuq2sAEaFvtbsFPO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\\\nThe setup of a basic WordPress site, including responsiveness and a contact form, is a relatively straightforward task for an experienced developer. It typically takes about 2 to 3 days to complete, assuming no major customizations or unforeseen issues arise.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977816, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 52, 'prompt_tokens': 213, 'total_tokens': 265, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrH6cyvtzVWZgMkfpqXgreoE01P', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\\\nGiven the demand for full-stack developers and the specificity of the project, it typically takes about a week to find a suitable candidate and start the engagement.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977819, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 33, 'prompt_tokens': 211, 'total_tokens': 244, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrJtGvIyKi9RXc6EprWATj0Q45i', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\\\nBased on my experience, jobs like customizing a Shopify store typically get fulfilled quickly, often within a few days, due to the high demand and availability of Shopify experts.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977821, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 36, 'prompt_tokens': 201, 'total_tokens': 237, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrDj93T8UPUSeJc3HIUrl6IZsHI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\\\nBased on my experience, jobs involving API integration typically attract skilled developers quickly, especially if the requirements are clear and the client has a good reputation. It usually takes around 3 days for such a job to be fulfilled in a competitive market.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977815, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 51, 'prompt_tokens': 217, 'total_tokens': 268, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrIMrpQl4MBJ4sSIMkXLTRpL7i4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\\\\n# Typically, straightforward web development tasks like creating a landing page can be fulfilled quickly, often within a few days, depending on the urgency and the availability of skilled freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977820, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 39, 'prompt_tokens': 214, 'total_tokens': 253, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrbPIFNBZKkWrHpdsKdCHnqCdQh', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\\\n# Social media management roles in digital marketing are in high demand, and qualified freelancers often apply quickly. It usually takes about 5 days for such a job post to be fulfilled.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977839, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 39, 'prompt_tokens': 207, 'total_tokens': 246, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrVRQFZD1GxpWmwaEGc9NpOu6H2', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\\\n# SEO jobs like this typically take about a week to find the right freelancer due to the need for specific expertise and the time it takes for both parties to negotiate terms.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977833, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 37, 'prompt_tokens': 204, 'total_tokens': 241, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrZLzHy4UVnRkxqi0RNHXTV64E5', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7\\\\n# Typically, digital marketing roles, especially for PPC specialists, are in high demand and can be filled within a week on online labor marketplaces.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977837, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 31, 'prompt_tokens': 211, 'total_tokens': 242, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrdxmd4LjTYSSEjYj2CBLc8wuth', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\\\n# Typically, digital marketing jobs, especially specific tasks like email marketing, are filled within a week on online platforms. Experience with Mailchimp is common, making it easier to find a suitable candidate quickly.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977841, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 43, 'prompt_tokens': 213, 'total_tokens': 256, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrbrHOBw0aJ2jG7vZzHroCM5LgL', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7  \\\\n# Typically, jobs in digital marketing, especially those involving strategy development, can take about a week to be fulfilled due to the need to find a candidate with the right expertise and experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977839, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 40, 'prompt_tokens': 209, 'total_tokens': 249, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\"]}, {'days_cost': [0.0010825, 0.0008625, 0.000885, 0.0008575, 0.0009025, 0.00131, 0.0010575, 0.0009175, 0.00091, 0.00099, 0.0010525, 0.0008575, 0.0008625, 0.0010525, 0.000925, 0.0009074999999999, 0.00088, 0.0008374999999999, 0.0009625, 0.0009224999999999]}, {'days_one_usd_buys': [923.78752886836, 1159.4202898550725, 1129.9435028248588, 1166.1807580174927, 1108.03324099723, 763.3587786259542, 945.6264775413712, 1089.9182561307905, 1098.901098901099, 1010.1010101010102, 950.1187648456056, 1166.1807580174927, 1159.4202898550725, 950.1187648456056, 1081.081081081081, 1101.9283746556475, 1136.3636363636365, 1194.0298507462687, 1038.9610389610389, 1084.0108401084012]}, {'skills_raw_model_response': ['{\\'id\\': \\'chatcmpl-AyTqc17XyZkOMyiVdsIr5VsTHhFwe\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Research skills\", \"SEO knowledge\", \"Digital marketing understanding\", \"Writing proficiency\", \"Time management\"]  \\\\nThese skills are essential because the writer needs to understand digital marketing to produce relevant content, use SEO to enhance visibility, conduct research to provide accurate information, write effectively to engage readers, and manage time to meet deadlines.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977778, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_4691090a87\\', \\'usage\\': {\\'completion_tokens\\': 66, \\'prompt_tokens\\': 190, \\'total_tokens\\': 256, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTqf4vvVECgQyUNVhUbswVXQH2KH\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Creative writing\", \"Attention to detail\", \"SEO knowledge\", \"Research skills\", \"Understanding of target audience\"]  \\\\nThese skills are essential because creative writing helps in crafting engaging content, attention to detail ensures accuracy, SEO knowledge improves visibility, research skills provide necessary product information, and understanding the target audience tailors the descriptions to potential buyers.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977781, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_4691090a87\\', \\'usage\\': {\\'completion_tokens\\': 69, \\'prompt_tokens\\': 190, \\'total_tokens\\': 259, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTqdm5DlMg12MC30ftSeEfxHxVa7\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Technical writing\", \"Understanding of software development\", \"Ability to create user manuals\", \"API documentation skills\", \"Familiarity with software terminology\"]  \\\\nThese skills are essential for effectively creating user manuals and API documentation, as they ensure the writer can accurately convey complex technical information in a way that is understandable to users.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977779, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_4691090a87\\', \\'usage\\': {\\'completion_tokens\\': 65, \\'prompt_tokens\\': 195, \\'total_tokens\\': 260, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTqiCDf57OjdaU7s7x5lorMrEh2S\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Persuasive writing\", \"SEO knowledge\", \"Attention to detail\", \"Understanding of target audience\", \"Strong research skills\"]  \\\\n# Persuasive writing is crucial for creating compelling content, SEO knowledge helps optimize the content for search engines, attention to detail ensures error-free content, understanding of the target audience helps tailor the message, and strong research skills support accurate and informative content.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977784, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_50cad350e4\\', \\'usage\\': {\\'completion_tokens\\': 76, \\'prompt_tokens\\': 184, \\'total_tokens\\': 260, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTqgMNyIpuJxybQ9lLaVCFiFjhvp\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Strong writing skills\", \"Understanding of press release format\", \"Attention to detail\", \"Ability to write engaging content\", \"Knowledge of industry standards\"] \\\\n\\\\nThese skills are essential for drafting a press release that is both effective and professional, ensuring it captures attention while adhering to the expected format and standards.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977782, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_50cad350e4\\', \\'usage\\': {\\'completion_tokens\\': 61, \\'prompt_tokens\\': 190, \\'total_tokens\\': 251, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTqvH5ZY6jWHi65PuBWkjCZCPfdP\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Logo Design\", \"Creativity\", \"Branding\", \"Modern Design\", \"Portfolio Presentation\"]  \\\\nThe job requires creating a logo, which involves logo design skills. Creativity is essential to produce a unique and innovative design. Branding is important to ensure the logo represents the startup effectively. Modern design skills are needed to align with the client\\\\\\'s vision of innovation. A portfolio presentation is crucial to showcase past work and convince the client of your capabilities.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977797, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_50cad350e4\\', \\'usage\\': {\\'completion_tokens\\': 89, \\'prompt_tokens\\': 197, \\'total_tokens\\': 286, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTqyKQyM1mzgueIi1b2nlqAU7V2G\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Adobe InDesign\", \"Typography\", \"Layout Design\", \"Print Design\", \"Attention to Detail\"]  \\\\nThese skills are essential for creating a professional brochure: Adobe InDesign for layout, typography for text aesthetics, layout design for organizing content, print design for ensuring print readiness, and attention to detail for a polished final product.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977800, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_50cad350e4\\', \\'usage\\': {\\'completion_tokens\\': 67, \\'prompt_tokens\\': 196, \\'total_tokens\\': 263, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTqv00wjPHYGPfsBuMwb4mR1nYIi\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Graphic Design\", \"Social Media Marketing\", \"Adobe Photoshop\", \"Adobe Illustrator\", \"Creativity\", \"Attention to Detail\"]  \\\\nThese skills are essential for creating visually appealing graphics tailored for social media platforms like Instagram and Facebook, using design software effectively, and ensuring the designs align with the campaign\\\\\\'s goals.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977797, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_50cad350e4\\', \\'usage\\': {\\'completion_tokens\\': 63, \\'prompt_tokens\\': 192, \\'total_tokens\\': 255, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTr3OK2Odl09TEgzGHIT4IDQXEp4\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Creativity\", \"Branding\", \"Banner Design\", \"Adobe Photoshop\", \"Adobe Illustrator\"]  \\\\nThese skills are crucial for creating visually appealing banners that align with the brand\\\\\\'s aesthetic, using industry-standard tools like Photoshop and Illustrator.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977805, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_50cad350e4\\', \\'usage\\': {\\'completion_tokens\\': 48, \\'prompt_tokens\\': 197, \\'total_tokens\\': 245, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTr1CQlnVILUHOnyY8SKIergrivf\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Data Visualization\", \"Graphic Design\", \"Social Media Design\", \"Adobe Illustrator\", \"Attention to Detail\"]  \\\\n# These skills are essential for creating an infographic: Data Visualization for interpreting the data, Graphic Design for overall aesthetics, Social Media Design for shareability, Adobe Illustrator as a common tool for design, and Attention to Detail for accuracy and clarity.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977803, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_4691090a87\\', \\'usage\\': {\\'completion_tokens\\': 72, \\'prompt_tokens\\': 193, \\'total_tokens\\': 265, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTrBh1iW267TEezfsGFa8DCTpICx\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"WordPress development\", \"Responsive design\", \"HTML/CSS\", \"JavaScript\", \"PHP\", \"Contact form integration\"]  \\\\nThe job requires setting up a WordPress site, which necessitates skills in WordPress development, responsive design to ensure the site works on all devices, and knowledge of HTML/CSS and JavaScript for customizing the site. PHP is often used for WordPress development, and contact form integration is specifically mentioned in the job post.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977813, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_4691090a87\\', \\'usage\\': {\\'completion_tokens\\': 93, \\'prompt_tokens\\': 190, \\'total_tokens\\': 283, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTrGA68NCtbJv5kawChJ1XA0ViIV\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"JavaScript\", \"HTML/CSS\", \"Node.js\", \"React\", \"Database Management\", \"Authentication Systems\"]  \\\\nThese skills are essential for building a full-stack web application, with JavaScript, HTML/CSS for front-end development, Node.js for back-end, React for building user interfaces, database management for handling data, and authentication systems for implementing the login feature.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977818, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_4691090a87\\', \\'usage\\': {\\'completion_tokens\\': 77, \\'prompt_tokens\\': 188, \\'total_tokens\\': 265, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTrBlFc6QZExJLYKpqCk3JMIvrMR\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Shopify Development\", \"Liquid Programming\", \"HTML/CSS\", \"JavaScript\", \"Responsive Design\"]  \\\\nThese skills are crucial for customizing a Shopify store, as they involve working with Shopify\\\\\\'s Liquid templating language, adjusting themes using HTML, CSS, and JavaScript, and ensuring the store is responsive across devices.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977813, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_50cad350e4\\', \\'usage\\': {\\'completion_tokens\\': 66, \\'prompt_tokens\\': 178, \\'total_tokens\\': 244, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTrEKAm1XZLv7xJgRxNaXrK2zFph\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"API integration\", \"CRM systems\", \"Real-time data synchronization\", \"Problem-solving\", \"Previous project experience\"]  \\\\nThe job requires integrating a CRM with an external API, so API integration and CRM systems knowledge are crucial. Real-time data synchronization is a specific requirement. Problem-solving skills are essential for handling any integration challenges, and previous project experience is necessary as per the job post.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977816, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_4691090a87\\', \\'usage\\': {\\'completion_tokens\\': 78, \\'prompt_tokens\\': 194, \\'total_tokens\\': 272, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTrFsh7Q9Fmx5hwPsA1xTilq9QJc\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"HTML\", \"CSS\", \"JavaScript\", \"Responsive Design\", \"Conversion Rate Optimization\", \"Web Performance Optimization\"]  \\\\nThese skills are essential for creating a landing page that is visually appealing, functional across devices, and optimized to convert visitors into leads or customers. HTML, CSS, and JavaScript are fundamental for building and styling the page, while responsive design ensures usability on both mobile and desktop. Conversion Rate Optimization (CRO) focuses on designing the page to maximize visitor actions, and Web Performance Optimization ensures fast loading times, which is crucial for user experience and SEO.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977817, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_4691090a87\\', \\'usage\\': {\\'completion_tokens\\': 116, \\'prompt_tokens\\': 191, \\'total_tokens\\': 307, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTrV8xmE4cy5U7b16GwluSIrPl5B\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Content Creation\", \"Social Media Strategy\", \"Copywriting\", \"Analytics\", \"Engagement Tactics\"]  \\\\nThese skills are essential for managing social media accounts effectively, ensuring content is engaging and aligned with brand goals, and analyzing performance to optimize strategies.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977833, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_4691090a87\\', \\'usage\\': {\\'completion_tokens\\': 52, \\'prompt_tokens\\': 184, \\'total_tokens\\': 236, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTrXGHEkuvDEBGrddwPfnua4c6iY\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Keyword research\", \"On-page SEO\", \"Off-page SEO\", \"Content optimization\", \"SEO tools proficiency\"]  \\\\nThese skills are crucial for optimizing a website for search engines, as they cover the essential aspects of SEO, including research, implementation, and tool usage.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977835, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_50cad350e4\\', \\'usage\\': {\\'completion_tokens\\': 55, \\'prompt_tokens\\': 181, \\'total_tokens\\': 236, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTrcUQHKlDptpBdACvLgqL3DgLSb\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Google Ads expertise\", \"Keyword research\", \"Conversion rate optimization\", \"Analytical skills\", \"Budget management\"]  \\\\nThese skills are essential for managing PPC campaigns effectively: expertise in Google Ads for setting up and optimizing campaigns, keyword research for targeting the right audience, conversion rate optimization to ensure traffic leads to sales, analytical skills to interpret data and adjust strategies, and budget management to maximize ROI.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977840, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_50cad350e4\\', \\'usage\\': {\\'completion_tokens\\': 80, \\'prompt_tokens\\': 188, \\'total_tokens\\': 268, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTrYNLmFPO0mLRJ0bDUxq8GIbADb\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Email Marketing\", \"Campaign Strategy\", \"Mailchimp Proficiency\", \"Copywriting\", \"Analytics\"]  \\\\nThese skills are crucial as the job involves designing and executing email campaigns, with a preference for experience in Mailchimp, requiring strategic planning, writing engaging content, and analyzing campaign performance.\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977836, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_4691090a87\\', \\'usage\\': {\\'completion_tokens\\': 59, \\'prompt_tokens\\': 190, \\'total_tokens\\': 249, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', '{\\'id\\': \\'chatcmpl-AyTraPyl3dd7WrRSbTDlaWcN9ExKZ\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \\'[\"Content Strategy\", \"SEO\", \"Analytics\", \"Copywriting\", \"Social Media Marketing\"]  \\\\nThese skills are essential because the job requires creating a comprehensive plan, which involves strategic planning (Content Strategy), ensuring content is discoverable (SEO), measuring success (Analytics), creating engaging content (Copywriting), and leveraging platforms to increase visibility (Social Media Marketing).\\', \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977838, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_50cad350e4\\', \\'usage\\': {\\'completion_tokens\\': 73, \\'prompt_tokens\\': 186, \\'total_tokens\\': 259, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}']}, {'experience_one_usd_buys': [1101.9283746556473, 1208.4592145015106, 1351.3513513513517, 1173.0205278592375, 1078.167115902965, 851.063829787234, 987.6543209876544, 1277.9552715654952, 1169.5906432748536, 1129.9435028248588, 1078.167115902965, 1108.0332409972298, 1223.2415902140672, 1166.1807580174927, 1086.9565217391305, 1423.487544483986, 1212.1212121212122, 1311.4754098360656, 1114.2061281337049, 1337.7926421404682]}, {'skills_one_usd_buys': [881.057268722467, 858.3690987124463, 879.1208791208791, 819.6721311475409, 921.6589861751152, 723.3273056057866, 862.0689655172414, 900.9009009009008, 1028.2776349614396, 831.6008316008316, 711.7437722419929, 806.4516129032259, 904.9773755656108, 790.5138339920949, 610.6870229007633, 1020.408163265306, 997.5062344139652, 787.4015748031495, 938.9671361502348, 836.8200836820084]}, {'skills_cost': [0.001135, 0.001165, 0.0011375, 0.00122, 0.001085, 0.0013825, 0.00116, 0.00111, 0.0009725, 0.0012025, 0.001405, 0.00124, 0.001105, 0.001265, 0.0016375, 0.00098, 0.0010025, 0.00127, 0.001065, 0.0011949999999999]}, {'experience_cost': [0.0009075, 0.0008275, 0.00074, 0.0008525, 0.0009274999999999, 0.001175, 0.0010125, 0.0007825, 0.000855, 0.0008849999999999, 0.0009274999999999, 0.0009025, 0.0008175, 0.0008575, 0.00092, 0.0007025, 0.000825, 0.0007624999999999, 0.0008975, 0.0007475]}, {'experience_raw_model_response': [\"{'id': 'chatcmpl-AyTqiv3BCvVlIbHkNk2bVTD3zeNRX', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThis job requires the ability to produce content on a specialized topic like digital marketing, which suggests a need for some experience and knowledge in the field, thus making it more suitable for a mid-level writer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977784, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 44, 'prompt_tokens': 187, 'total_tokens': 231, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTqfczpqwiycqi7x3Mq0lTeQbrjQ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThe task requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are persuasive and informative.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977781, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 36, 'prompt_tokens': 187, 'total_tokens': 223, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTqdKt1a9RPML4Pm01mKfMuzb7xj', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\\\n\\\\nThis job requires experience in technical writing and familiarity with software development terminology, which typically suggests a mid-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977779, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 26, 'prompt_tokens': 192, 'total_tokens': 218, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", '{\\'id\\': \\'chatcmpl-AyTqeZpp9oLDmykD0UllqHaERzZL7\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \"Mid-level\\\\n\\\\nThe job post requires creating persuasive content for a company\\'s website, which suggests the need for someone with a good understanding of marketing and writing skills, typically found at a mid-level experience.\", \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977780, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_50cad350e4\\', \\'usage\\': {\\'completion_tokens\\': 40, \\'prompt_tokens\\': 181, \\'total_tokens\\': 221, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', \"{'id': 'chatcmpl-AyTqg7MknYcbLrJUhzJX7sbUJHTaY', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\\\n\\\\nThe job requires drafting a press release, which involves understanding industry standards and creating an attention-grabbing document. This typically requires some experience and familiarity with press release writing, making it suitable for a mid-level writer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977782, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 46, 'prompt_tokens': 187, 'total_tokens': 233, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTqwkDfAHO48BgpDVVTP9Sh5lXrD', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\\\n\\\\nThis job post requires the creation of a unique and modern logo that represents innovation, which suggests a need for a designer with a solid understanding of design principles and experience in branding. Additionally, the request for portfolio examples indicates that the client is looking for someone with a proven track record, which typically aligns with a mid-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977798, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 69, 'prompt_tokens': 194, 'total_tokens': 263, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTr0m5J4mXArnKPsDqhVNXB6Y4MH', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\\\n\\\\nThe job requires creating a professional brochure for a real estate company, which suggests the need for a designer with a good understanding of design principles and experience with print-ready formats. This typically requires more than entry-level experience but not necessarily senior-level expertise.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977802, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 53, 'prompt_tokens': 193, 'total_tokens': 246, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTr0AAsTJjKKEJCduv1UwTwpBnJO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThis job requires creating professional and engaging social media graphics, which suggests a need for some experience in design and familiarity with social media platforms.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977802, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 31, 'prompt_tokens': 189, 'total_tokens': 220, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", '{\\'id\\': \\'chatcmpl-AyTqxJ8oEMbAyYkOjDbKnFzUBzV58\\', \\'choices\\': [{\\'finish_reason\\': \\'stop\\', \\'index\\': 0, \\'logprobs\\': None, \\'message\\': {\\'content\\': \"Mid-level  \\\\nThis job requires the ability to create designs that are consistent with a brand\\'s aesthetic, which suggests experience with branding and design consistency, typically expected from mid-level designers.\", \\'refusal\\': None, \\'role\\': \\'assistant\\', \\'audio\\': None, \\'function_call\\': None, \\'tool_calls\\': None}}], \\'created\\': 1738977799, \\'model\\': \\'gpt-4o-2024-08-06\\', \\'object\\': \\'chat.completion\\', \\'service_tier\\': \\'default\\', \\'system_fingerprint\\': \\'fp_50cad350e4\\', \\'usage\\': {\\'completion_tokens\\': 37, \\'prompt_tokens\\': 194, \\'total_tokens\\': 231, \\'completion_tokens_details\\': {\\'accepted_prediction_tokens\\': 0, \\'audio_tokens\\': 0, \\'reasoning_tokens\\': 0, \\'rejected_prediction_tokens\\': 0}, \\'prompt_tokens_details\\': {\\'audio_tokens\\': 0, \\'cached_tokens\\': 0}}}', \"{'id': 'chatcmpl-AyTqzRtyz0DDz6q0Ehl0zmcQAyofx', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThis job requires the ability to translate data into a visually appealing and easy-to-understand infographic, which typically requires some experience in graphic design and a good understanding of design principles and tools.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977801, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 41, 'prompt_tokens': 190, 'total_tokens': 231, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrC9sabSDWg6ntz62jvbdyKo7w6', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Entry-level\\\\n\\\\nSetting up a WordPress site with a responsive design and a contact form is a relatively straightforward task that can be handled by someone with entry-level experience in web development, particularly if they are familiar with WordPress.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977814, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 46, 'prompt_tokens': 187, 'total_tokens': 233, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrGFbjAHq6uqJL0WbGzZpolpVVX', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\\\n\\\\nThe job requires building a custom web application with a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typical of a mid-level developer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977818, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 44, 'prompt_tokens': 185, 'total_tokens': 229, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrJGvOigfXhIvEM1HTR2dW8CGrT', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThe job requires a Shopify expert for theme adjustments, which suggests a need for someone with a solid understanding of Shopify and web development, typically at a mid-level of experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977821, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 38, 'prompt_tokens': 175, 'total_tokens': 213, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrD6h2dpLBvT1V5cW0j8dmLNmFI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThis job requires previous experience with similar projects, which suggests that the client is looking for someone with a certain level of expertise and familiarity with API integration beyond entry-level skills.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977815, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 38, 'prompt_tokens': 191, 'total_tokens': 229, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrHxSll28DboTuY149MJ7E6nBMY', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThis job requires an understanding of both mobile and desktop optimization, as well as the ability to create a high-converting landing page, which typically requires some experience in web design and development beyond entry-level skills.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977819, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 45, 'prompt_tokens': 188, 'total_tokens': 233, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrVz8sc6TWzrG0vWrlE25ZAAHtZ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\\\n\\\\nThe job requires managing multiple social media platforms and content creation, which typically demands some experience beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977833, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 25, 'prompt_tokens': 181, 'total_tokens': 206, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrYiJCnsrw7jYuFHDakiw50E1UV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThe job requires expertise in SEO and keyword research, which suggests that the client is looking for someone with a moderate level of experience to effectively optimize their website for search engines.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977836, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 38, 'prompt_tokens': 178, 'total_tokens': 216, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrZVGgnPOoeNBBUmrj4oUiZkmK6', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThe job requires managing Google Ads campaigns with goals of increasing traffic and conversions, which typically requires some experience and expertise beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977837, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 30, 'prompt_tokens': 185, 'total_tokens': 215, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrXBMwX0QwkQqOM8R2S7eFaTn88', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\\\\n\\\\nThe job post requires specific experience with Mailchimp and involves designing and executing a series of email campaigns, which suggests a need for some level of expertise and familiarity with email marketing strategies beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977835, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 43, 'prompt_tokens': 187, 'total_tokens': 230, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\", \"{'id': 'chatcmpl-AyTrWkYtt03JonPs7G0AbSRD4QKUA', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level  \\\\nThe job requires developing a comprehensive content marketing strategy, which typically necessitates some experience beyond entry-level to effectively plan and execute.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977834, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 29, 'prompt_tokens': 183, 'total_tokens': 212, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\"]}, {'iteration': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, {'skills_question_text': ['\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What are some key skills required for this job?\\n    ']}, {'experience_question_text': ['\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    What level of experience is required for this job?\\n    ']}, {'days_question_text': ['\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ', '\\n    Consider the following job category and job post at an online labor marketplace. \\n    Job category: {{ job_category }}\\n    Job post: {{ job_post }}\\n    Estimate the number of days until this job post is fulfilled.\\n    ']}, {'experience_question_options': [\"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\", \"['Entry-level', 'Mid-level', 'Senior-level']\"]}, {'skills_question_options': [None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None]}, {'days_question_options': [None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None]}, {'experience_question_type': ['multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice', 'multiple_choice']}, {'skills_question_type': ['list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list', 'list']}, {'days_question_type': ['numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical', 'numerical']}, {'experience_comment': ['This job requires the ability to produce content on a specialized topic like digital marketing, which suggests a need for some experience and knowledge in the field, thus making it more suitable for a mid-level writer.', 'The task requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are persuasive and informative.', 'This job requires experience in technical writing and familiarity with software development terminology, which typically suggests a mid-level position.', \"The job post requires creating persuasive content for a company's website, which suggests the need for someone with a good understanding of marketing and writing skills, typically found at a mid-level experience.\", 'The job requires drafting a press release, which involves understanding industry standards and creating an attention-grabbing document. This typically requires some experience and familiarity with press release writing, making it suitable for a mid-level writer.', 'This job post requires the creation of a unique and modern logo that represents innovation, which suggests a need for a designer with a solid understanding of design principles and experience in branding. Additionally, the request for portfolio examples indicates that the client is looking for someone with a proven track record, which typically aligns with a mid-level position.', 'The job requires creating a professional brochure for a real estate company, which suggests the need for a designer with a good understanding of design principles and experience with print-ready formats. This typically requires more than entry-level experience but not necessarily senior-level expertise.', 'This job requires creating professional and engaging social media graphics, which suggests a need for some experience in design and familiarity with social media platforms.', \"This job requires the ability to create designs that are consistent with a brand's aesthetic, which suggests experience with branding and design consistency, typically expected from mid-level designers.\", 'This job requires the ability to translate data into a visually appealing and easy-to-understand infographic, which typically requires some experience in graphic design and a good understanding of design principles and tools.', 'Setting up a WordPress site with a responsive design and a contact form is a relatively straightforward task that can be handled by someone with entry-level experience in web development, particularly if they are familiar with WordPress.', 'The job requires building a custom web application with a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typical of a mid-level developer.', 'The job requires a Shopify expert for theme adjustments, which suggests a need for someone with a solid understanding of Shopify and web development, typically at a mid-level of experience.', 'This job requires previous experience with similar projects, which suggests that the client is looking for someone with a certain level of expertise and familiarity with API integration beyond entry-level skills.', 'This job requires an understanding of both mobile and desktop optimization, as well as the ability to create a high-converting landing page, which typically requires some experience in web design and development beyond entry-level skills.', 'The job requires managing multiple social media platforms and content creation, which typically demands some experience beyond entry-level.', 'The job requires expertise in SEO and keyword research, which suggests that the client is looking for someone with a moderate level of experience to effectively optimize their website for search engines.', 'The job requires managing Google Ads campaigns with goals of increasing traffic and conversions, which typically requires some experience and expertise beyond entry-level.', 'The job post requires specific experience with Mailchimp and involves designing and executing a series of email campaigns, which suggests a need for some level of expertise and familiarity with email marketing strategies beyond entry-level.', 'The job requires developing a comprehensive content marketing strategy, which typically necessitates some experience beyond entry-level to effectively plan and execute.']}, {'days_comment': ['# This estimate assumes that the job is relatively straightforward for a skilled writer and could be picked up quickly. It might take a few days for the client to review proposals and select a freelancer, with some additional time for the freelancer to begin the work.', 'Based on my experience, straightforward content writing tasks like crafting product descriptions are typically fulfilled within a few days, depending on the urgency and availability of freelancers.', '# Technical writing jobs, especially those requiring specific expertise like API documentation, can take about a week to fill due to the need for specialized skills and experience.', '# Typically, straightforward content writing jobs on online platforms are fulfilled within a few days, assuming the job is well-defined and the client is responsive.', '# Press releases are typically urgent, and experienced writers can often fulfill such a task within 1 to 2 days, depending on the complexity and client responsiveness.', \"Based on my experience, graphic design jobs like logo creation often attract a lot of freelancers quickly, especially if the client is clear about their needs and asks for a portfolio. This job post is likely to be fulfilled within a few days, typically around 3 to 4 days, depending on the urgency and clarity of the client's communication and decision-making process.\", '# This type of job typically takes a few days to fulfill due to the need for a skilled designer to create a professional and polished brochure. The process includes initial design, feedback, revisions, and final delivery in print-ready format.', '# Generally, graphic design jobs for social media can be fulfilled within a few days, especially if the requirements are clear and the designer has experience in creating similar content.', 'This type of job typically takes around 5 days to fulfill, considering the time needed for applicants to apply, the client to review portfolios, and select a designer.', '# Infographic design is typically straightforward, especially with provided data. A skilled designer can complete it within a few days, and job posts like this are often fulfilled quickly on platforms due to high demand.', 'The setup of a basic WordPress site, including responsiveness and a contact form, is a relatively straightforward task for an experienced developer. It typically takes about 2 to 3 days to complete, assuming no major customizations or unforeseen issues arise.', 'Given the demand for full-stack developers and the specificity of the project, it typically takes about a week to find a suitable candidate and start the engagement.', 'Based on my experience, jobs like customizing a Shopify store typically get fulfilled quickly, often within a few days, due to the high demand and availability of Shopify experts.', 'Based on my experience, jobs involving API integration typically attract skilled developers quickly, especially if the requirements are clear and the client has a good reputation. It usually takes around 3 days for such a job to be fulfilled in a competitive market.', '# Typically, straightforward web development tasks like creating a landing page can be fulfilled quickly, often within a few days, depending on the urgency and the availability of skilled freelancers.', '# Social media management roles in digital marketing are in high demand, and qualified freelancers often apply quickly. It usually takes about 5 days for such a job post to be fulfilled.', '# SEO jobs like this typically take about a week to find the right freelancer due to the need for specific expertise and the time it takes for both parties to negotiate terms.', '# Typically, digital marketing roles, especially for PPC specialists, are in high demand and can be filled within a week on online labor marketplaces.', '# Typically, digital marketing jobs, especially specific tasks like email marketing, are filled within a week on online platforms. Experience with Mailchimp is common, making it easier to find a suitable candidate quickly.', '# Typically, jobs in digital marketing, especially those involving strategy development, can take about a week to be fulfilled due to the need to find a candidate with the right expertise and experience.']}, {'skills_comment': ['These skills are essential because the writer needs to understand digital marketing to produce relevant content, use SEO to enhance visibility, conduct research to provide accurate information, write effectively to engage readers, and manage time to meet deadlines.', 'These skills are essential because creative writing helps in crafting engaging content, attention to detail ensures accuracy, SEO knowledge improves visibility, research skills provide necessary product information, and understanding the target audience tailors the descriptions to potential buyers.', 'These skills are essential for effectively creating user manuals and API documentation, as they ensure the writer can accurately convey complex technical information in a way that is understandable to users.', '# Persuasive writing is crucial for creating compelling content, SEO knowledge helps optimize the content for search engines, attention to detail ensures error-free content, understanding of the target audience helps tailor the message, and strong research skills support accurate and informative content.', 'These skills are essential for drafting a press release that is both effective and professional, ensuring it captures attention while adhering to the expected format and standards.', \"The job requires creating a logo, which involves logo design skills. Creativity is essential to produce a unique and innovative design. Branding is important to ensure the logo represents the startup effectively. Modern design skills are needed to align with the client's vision of innovation. A portfolio presentation is crucial to showcase past work and convince the client of your capabilities.\", 'These skills are essential for creating a professional brochure: Adobe InDesign for layout, typography for text aesthetics, layout design for organizing content, print design for ensuring print readiness, and attention to detail for a polished final product.', \"These skills are essential for creating visually appealing graphics tailored for social media platforms like Instagram and Facebook, using design software effectively, and ensuring the designs align with the campaign's goals.\", \"These skills are crucial for creating visually appealing banners that align with the brand's aesthetic, using industry-standard tools like Photoshop and Illustrator.\", '# These skills are essential for creating an infographic: Data Visualization for interpreting the data, Graphic Design for overall aesthetics, Social Media Design for shareability, Adobe Illustrator as a common tool for design, and Attention to Detail for accuracy and clarity.', 'The job requires setting up a WordPress site, which necessitates skills in WordPress development, responsive design to ensure the site works on all devices, and knowledge of HTML/CSS and JavaScript for customizing the site. PHP is often used for WordPress development, and contact form integration is specifically mentioned in the job post.', 'These skills are essential for building a full-stack web application, with JavaScript, HTML/CSS for front-end development, Node.js for back-end, React for building user interfaces, database management for handling data, and authentication systems for implementing the login feature.', \"These skills are crucial for customizing a Shopify store, as they involve working with Shopify's Liquid templating language, adjusting themes using HTML, CSS, and JavaScript, and ensuring the store is responsive across devices.\", 'The job requires integrating a CRM with an external API, so API integration and CRM systems knowledge are crucial. Real-time data synchronization is a specific requirement. Problem-solving skills are essential for handling any integration challenges, and previous project experience is necessary as per the job post.', 'These skills are essential for creating a landing page that is visually appealing, functional across devices, and optimized to convert visitors into leads or customers. HTML, CSS, and JavaScript are fundamental for building and styling the page, while responsive design ensures usability on both mobile and desktop. Conversion Rate Optimization (CRO) focuses on designing the page to maximize visitor actions, and Web Performance Optimization ensures fast loading times, which is crucial for user experience and SEO.', 'These skills are essential for managing social media accounts effectively, ensuring content is engaging and aligned with brand goals, and analyzing performance to optimize strategies.', 'These skills are crucial for optimizing a website for search engines, as they cover the essential aspects of SEO, including research, implementation, and tool usage.', 'These skills are essential for managing PPC campaigns effectively: expertise in Google Ads for setting up and optimizing campaigns, keyword research for targeting the right audience, conversion rate optimization to ensure traffic leads to sales, analytical skills to interpret data and adjust strategies, and budget management to maximize ROI.', 'These skills are crucial as the job involves designing and executing email campaigns, with a preference for experience in Mailchimp, requiring strategic planning, writing engaging content, and analyzing campaign performance.', 'These skills are essential because the job requires creating a comprehensive plan, which involves strategic planning (Content Strategy), ensuring content is discoverable (SEO), measuring success (Analytics), creating engaging content (Copywriting), and leveraging platforms to increase visibility (Social Media Marketing).']}, {'experience_generated_tokens': ['Mid-level  \\nThis job requires the ability to produce content on a specialized topic like digital marketing, which suggests a need for some experience and knowledge in the field, thus making it more suitable for a mid-level writer.', 'Mid-level  \\nThe task requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are persuasive and informative.', 'Mid-level\\n\\nThis job requires experience in technical writing and familiarity with software development terminology, which typically suggests a mid-level position.', \"Mid-level\\n\\nThe job post requires creating persuasive content for a company's website, which suggests the need for someone with a good understanding of marketing and writing skills, typically found at a mid-level experience.\", 'Mid-level\\n\\nThe job requires drafting a press release, which involves understanding industry standards and creating an attention-grabbing document. This typically requires some experience and familiarity with press release writing, making it suitable for a mid-level writer.', 'Mid-level\\n\\nThis job post requires the creation of a unique and modern logo that represents innovation, which suggests a need for a designer with a solid understanding of design principles and experience in branding. Additionally, the request for portfolio examples indicates that the client is looking for someone with a proven track record, which typically aligns with a mid-level position.', 'Mid-level\\n\\nThe job requires creating a professional brochure for a real estate company, which suggests the need for a designer with a good understanding of design principles and experience with print-ready formats. This typically requires more than entry-level experience but not necessarily senior-level expertise.', 'Mid-level  \\nThis job requires creating professional and engaging social media graphics, which suggests a need for some experience in design and familiarity with social media platforms.', \"Mid-level  \\nThis job requires the ability to create designs that are consistent with a brand's aesthetic, which suggests experience with branding and design consistency, typically expected from mid-level designers.\", 'Mid-level  \\nThis job requires the ability to translate data into a visually appealing and easy-to-understand infographic, which typically requires some experience in graphic design and a good understanding of design principles and tools.', 'Entry-level\\n\\nSetting up a WordPress site with a responsive design and a contact form is a relatively straightforward task that can be handled by someone with entry-level experience in web development, particularly if they are familiar with WordPress.', 'Mid-level\\n\\nThe job requires building a custom web application with a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typical of a mid-level developer.', 'Mid-level  \\nThe job requires a Shopify expert for theme adjustments, which suggests a need for someone with a solid understanding of Shopify and web development, typically at a mid-level of experience.', 'Mid-level  \\nThis job requires previous experience with similar projects, which suggests that the client is looking for someone with a certain level of expertise and familiarity with API integration beyond entry-level skills.', 'Mid-level  \\nThis job requires an understanding of both mobile and desktop optimization, as well as the ability to create a high-converting landing page, which typically requires some experience in web design and development beyond entry-level skills.', 'Mid-level\\n\\nThe job requires managing multiple social media platforms and content creation, which typically demands some experience beyond entry-level.', 'Mid-level  \\nThe job requires expertise in SEO and keyword research, which suggests that the client is looking for someone with a moderate level of experience to effectively optimize their website for search engines.', 'Mid-level  \\nThe job requires managing Google Ads campaigns with goals of increasing traffic and conversions, which typically requires some experience and expertise beyond entry-level.', 'Mid-level\\n\\nThe job post requires specific experience with Mailchimp and involves designing and executing a series of email campaigns, which suggests a need for some level of expertise and familiarity with email marketing strategies beyond entry-level.', 'Mid-level  \\nThe job requires developing a comprehensive content marketing strategy, which typically necessitates some experience beyond entry-level to effectively plan and execute.']}, {'days_generated_tokens': ['3.5\\n# This estimate assumes that the job is relatively straightforward for a skilled writer and could be picked up quickly. It might take a few days for the client to review proposals and select a freelancer, with some additional time for the freelancer to begin the work.', '3  \\nBased on my experience, straightforward content writing tasks like crafting product descriptions are typically fulfilled within a few days, depending on the urgency and availability of freelancers.', '7  \\n# Technical writing jobs, especially those requiring specific expertise like API documentation, can take about a week to fill due to the need for specialized skills and experience.', '3.5\\n# Typically, straightforward content writing jobs on online platforms are fulfilled within a few days, assuming the job is well-defined and the client is responsive.', '1.5\\n# Press releases are typically urgent, and experienced writers can often fulfill such a task within 1 to 2 days, depending on the complexity and client responsiveness.', \"3.5  \\nBased on my experience, graphic design jobs like logo creation often attract a lot of freelancers quickly, especially if the client is clear about their needs and asks for a portfolio. This job post is likely to be fulfilled within a few days, typically around 3 to 4 days, depending on the urgency and clarity of the client's communication and decision-making process.\", '3.5\\n# This type of job typically takes a few days to fulfill due to the need for a skilled designer to create a professional and polished brochure. The process includes initial design, feedback, revisions, and final delivery in print-ready format.', '3.5\\n# Generally, graphic design jobs for social media can be fulfilled within a few days, especially if the requirements are clear and the designer has experience in creating similar content.', '5  \\nThis type of job typically takes around 5 days to fulfill, considering the time needed for applicants to apply, the client to review portfolios, and select a designer.', '3.5\\n# Infographic design is typically straightforward, especially with provided data. A skilled designer can complete it within a few days, and job posts like this are often fulfilled quickly on platforms due to high demand.', '3  \\nThe setup of a basic WordPress site, including responsiveness and a contact form, is a relatively straightforward task for an experienced developer. It typically takes about 2 to 3 days to complete, assuming no major customizations or unforeseen issues arise.', '7  \\nGiven the demand for full-stack developers and the specificity of the project, it typically takes about a week to find a suitable candidate and start the engagement.', '3  \\nBased on my experience, jobs like customizing a Shopify store typically get fulfilled quickly, often within a few days, due to the high demand and availability of Shopify experts.', '3  \\nBased on my experience, jobs involving API integration typically attract skilled developers quickly, especially if the requirements are clear and the client has a good reputation. It usually takes around 3 days for such a job to be fulfilled in a competitive market.', '3.5\\n# Typically, straightforward web development tasks like creating a landing page can be fulfilled quickly, often within a few days, depending on the urgency and the availability of skilled freelancers.', '5  \\n# Social media management roles in digital marketing are in high demand, and qualified freelancers often apply quickly. It usually takes about 5 days for such a job post to be fulfilled.', '7  \\n# SEO jobs like this typically take about a week to find the right freelancer due to the need for specific expertise and the time it takes for both parties to negotiate terms.', '7\\n# Typically, digital marketing roles, especially for PPC specialists, are in high demand and can be filled within a week on online labor marketplaces.', '7  \\n# Typically, digital marketing jobs, especially specific tasks like email marketing, are filled within a week on online platforms. Experience with Mailchimp is common, making it easier to find a suitable candidate quickly.', '7  \\n# Typically, jobs in digital marketing, especially those involving strategy development, can take about a week to be fulfilled due to the need to find a candidate with the right expertise and experience.']}, {'skills_generated_tokens': ['[\"Research skills\", \"SEO knowledge\", \"Digital marketing understanding\", \"Writing proficiency\", \"Time management\"]  \\nThese skills are essential because the writer needs to understand digital marketing to produce relevant content, use SEO to enhance visibility, conduct research to provide accurate information, write effectively to engage readers, and manage time to meet deadlines.', '[\"Creative writing\", \"Attention to detail\", \"SEO knowledge\", \"Research skills\", \"Understanding of target audience\"]  \\nThese skills are essential because creative writing helps in crafting engaging content, attention to detail ensures accuracy, SEO knowledge improves visibility, research skills provide necessary product information, and understanding the target audience tailors the descriptions to potential buyers.', '[\"Technical writing\", \"Understanding of software development\", \"Ability to create user manuals\", \"API documentation skills\", \"Familiarity with software terminology\"]  \\nThese skills are essential for effectively creating user manuals and API documentation, as they ensure the writer can accurately convey complex technical information in a way that is understandable to users.', '[\"Persuasive writing\", \"SEO knowledge\", \"Attention to detail\", \"Understanding of target audience\", \"Strong research skills\"]  \\n# Persuasive writing is crucial for creating compelling content, SEO knowledge helps optimize the content for search engines, attention to detail ensures error-free content, understanding of the target audience helps tailor the message, and strong research skills support accurate and informative content.', '[\"Strong writing skills\", \"Understanding of press release format\", \"Attention to detail\", \"Ability to write engaging content\", \"Knowledge of industry standards\"] \\n\\nThese skills are essential for drafting a press release that is both effective and professional, ensuring it captures attention while adhering to the expected format and standards.', '[\"Logo Design\", \"Creativity\", \"Branding\", \"Modern Design\", \"Portfolio Presentation\"]  \\nThe job requires creating a logo, which involves logo design skills. Creativity is essential to produce a unique and innovative design. Branding is important to ensure the logo represents the startup effectively. Modern design skills are needed to align with the client\\'s vision of innovation. A portfolio presentation is crucial to showcase past work and convince the client of your capabilities.', '[\"Adobe InDesign\", \"Typography\", \"Layout Design\", \"Print Design\", \"Attention to Detail\"]  \\nThese skills are essential for creating a professional brochure: Adobe InDesign for layout, typography for text aesthetics, layout design for organizing content, print design for ensuring print readiness, and attention to detail for a polished final product.', '[\"Graphic Design\", \"Social Media Marketing\", \"Adobe Photoshop\", \"Adobe Illustrator\", \"Creativity\", \"Attention to Detail\"]  \\nThese skills are essential for creating visually appealing graphics tailored for social media platforms like Instagram and Facebook, using design software effectively, and ensuring the designs align with the campaign\\'s goals.', '[\"Creativity\", \"Branding\", \"Banner Design\", \"Adobe Photoshop\", \"Adobe Illustrator\"]  \\nThese skills are crucial for creating visually appealing banners that align with the brand\\'s aesthetic, using industry-standard tools like Photoshop and Illustrator.', '[\"Data Visualization\", \"Graphic Design\", \"Social Media Design\", \"Adobe Illustrator\", \"Attention to Detail\"]  \\n# These skills are essential for creating an infographic: Data Visualization for interpreting the data, Graphic Design for overall aesthetics, Social Media Design for shareability, Adobe Illustrator as a common tool for design, and Attention to Detail for accuracy and clarity.', '[\"WordPress development\", \"Responsive design\", \"HTML/CSS\", \"JavaScript\", \"PHP\", \"Contact form integration\"]  \\nThe job requires setting up a WordPress site, which necessitates skills in WordPress development, responsive design to ensure the site works on all devices, and knowledge of HTML/CSS and JavaScript for customizing the site. PHP is often used for WordPress development, and contact form integration is specifically mentioned in the job post.', '[\"JavaScript\", \"HTML/CSS\", \"Node.js\", \"React\", \"Database Management\", \"Authentication Systems\"]  \\nThese skills are essential for building a full-stack web application, with JavaScript, HTML/CSS for front-end development, Node.js for back-end, React for building user interfaces, database management for handling data, and authentication systems for implementing the login feature.', '[\"Shopify Development\", \"Liquid Programming\", \"HTML/CSS\", \"JavaScript\", \"Responsive Design\"]  \\nThese skills are crucial for customizing a Shopify store, as they involve working with Shopify\\'s Liquid templating language, adjusting themes using HTML, CSS, and JavaScript, and ensuring the store is responsive across devices.', '[\"API integration\", \"CRM systems\", \"Real-time data synchronization\", \"Problem-solving\", \"Previous project experience\"]  \\nThe job requires integrating a CRM with an external API, so API integration and CRM systems knowledge are crucial. Real-time data synchronization is a specific requirement. Problem-solving skills are essential for handling any integration challenges, and previous project experience is necessary as per the job post.', '[\"HTML\", \"CSS\", \"JavaScript\", \"Responsive Design\", \"Conversion Rate Optimization\", \"Web Performance Optimization\"]  \\nThese skills are essential for creating a landing page that is visually appealing, functional across devices, and optimized to convert visitors into leads or customers. HTML, CSS, and JavaScript are fundamental for building and styling the page, while responsive design ensures usability on both mobile and desktop. Conversion Rate Optimization (CRO) focuses on designing the page to maximize visitor actions, and Web Performance Optimization ensures fast loading times, which is crucial for user experience and SEO.', '[\"Content Creation\", \"Social Media Strategy\", \"Copywriting\", \"Analytics\", \"Engagement Tactics\"]  \\nThese skills are essential for managing social media accounts effectively, ensuring content is engaging and aligned with brand goals, and analyzing performance to optimize strategies.', '[\"Keyword research\", \"On-page SEO\", \"Off-page SEO\", \"Content optimization\", \"SEO tools proficiency\"]  \\nThese skills are crucial for optimizing a website for search engines, as they cover the essential aspects of SEO, including research, implementation, and tool usage.', '[\"Google Ads expertise\", \"Keyword research\", \"Conversion rate optimization\", \"Analytical skills\", \"Budget management\"]  \\nThese skills are essential for managing PPC campaigns effectively: expertise in Google Ads for setting up and optimizing campaigns, keyword research for targeting the right audience, conversion rate optimization to ensure traffic leads to sales, analytical skills to interpret data and adjust strategies, and budget management to maximize ROI.', '[\"Email Marketing\", \"Campaign Strategy\", \"Mailchimp Proficiency\", \"Copywriting\", \"Analytics\"]  \\nThese skills are crucial as the job involves designing and executing email campaigns, with a preference for experience in Mailchimp, requiring strategic planning, writing engaging content, and analyzing campaign performance.', '[\"Content Strategy\", \"SEO\", \"Analytics\", \"Copywriting\", \"Social Media Marketing\"]  \\nThese skills are essential because the job requires creating a comprehensive plan, which involves strategic planning (Content Strategy), ensuring content is discoverable (SEO), measuring success (Analytics), creating engaging content (Copywriting), and leveraging platforms to increase visibility (Social Media Marketing).']}, {'days_cache_used': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, {'experience_cache_used': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, {'skills_cache_used': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, {'days_cache_key': ['c800a4738aeef9fe45f853ab85e1dd49', 'de60c149b9f02bf3c81418af49e20aaa', 'a32c9cad607dc8274a458cb0d56bd84d', '42986e4ed087ba4976248bd46d87c8b7', 'ea1f728739691587828ec51bc5bc9e57', '69d564487d41e40882e94d5e527f07ac', '0857658ef0acafe5c6854bece32cb1ea', '89b1c18fd805b3b4adba6b3c74ecaae4', '259fd4a403ad0bc0d01a914e11bc385a', '7e7f6aa9c201235d8604c6c1d3b27400', 'fbce8a6a48c1b551046e920e22a07f0b', '483807c5f21f4d398d9ad0078593ee36', 'e577aa7ebb4601f0dff5d3af2598f093', '261b3d69143a484f784f5f8eb90dcac8', '4d68bc9308d2476fd5085647a299cc33', '6d37aee2de8401ee1d788bc128c971cd', 'c87605523c092689fe14dc2717fa0ae4', 'aae6d33bde4d33be946779f12185f8db', '9fb0e0aa62fbc4411faf12a75b484b7b', '8fc156b75af8ef08bb00bbfbe69a81f0']}, {'experience_cache_key': ['b07f1475d65bf62d5fee71f2865e24eb', '7f8aa9edb29063b40d757e307448f1c3', 'c4e98e066838de4fed1b5d1af7945b29', '5f731d57e58e8d9b2a9d9ddf33534a7b', 'a88ca6debe16ee90432022a33e537a32', 'f306c5f802a6a8e32fe01b390a84cd1a', '26fe6ac7e218ba0920aca33033f226ab', '462f7897de89d51bf2a9f5f6cc45b936', '438e30bef6f387f36c7672b1b0c41f4f', 'b65045622333ecaf849bc6a5e307b80a', '2044da209864cc6c432b322cf7a54b9c', '565a4fba37dd10c6442810a260c9923d', '3e3d87cc4abc1f6e0114baaf846ddf37', '68269d2faa593a4747d23260fd098b80', 'fc201f2dc266afed90b7cf76811adf9f', 'e225025f215a044b53763028345b0f93', 'a750259cc0d33e0c46ee012b7c4e7f68', '50fbc0540007d01a841c58b06b819d22', '41f8969fee02efe42e461c5ce6fe009f', '3d0aeffa90d2efe36bf10c71ed787f3a']}, {'skills_cache_key': ['4dd4c4c3b32847eb06ad3d5ebf98e836', '59cdc5a9cf4f22dd0986bf35411cab88', '8c50bdbe5c637a4c3fc33174f270a763', '74a4f6456751ad7560f88b9e7f8c89ed', 'e876a0eb1edfb6797d2fc08542389d34', '9c3c80600cd235cdfffcd78d60260874', '863bb710992698d37058c627f3954fea', '6dd3f51dd73a30f7bb209f55326c8f6e', '6fda394afda78f1b58297647e3b7a415', 'e84fbd2e71e39a8087f0fe5446df1caf', 'a28327a0bf4cb89ae2bd3842771745d9', 'ef7f85a7991bfab1f0118187b621eb0a', '6c8318dc4a9db4d15353b7ca03ea72ab', 'eed717c0a30542a51f25b583a2086fbb', 'f731c29c0ce523729d6d5c5092e7dfea', '31a8da7a27b4fb801e37de348fcab02c', 'd87c411f925bc1dab09cb65295deab51', 'a9190111c7628117073e32632b791bdc', '04417cab538f73d69f9457cfa3db8ea7', '0c9f4c9ccc470e5440cac60d2e67e70a']}])"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5317,7 +5548,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 22,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -5333,13 +5564,13 @@
       "text/plain": [
        "{'description': 'Agents for job posts data labeling task',\n",
        " 'object_type': 'agent_list',\n",
-       " 'url': 'https://www.expectedparrot.com/content/aa8c1d98-d0bb-4695-b9db-44a433318b1d',\n",
-       " 'uuid': 'aa8c1d98-d0bb-4695-b9db-44a433318b1d',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/d93330ac-ee5c-4956-b5a9-33b7f46eefbc',\n",
+       " 'uuid': 'd93330ac-ee5c-4956-b5a9-33b7f46eefbc',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5350,7 +5581,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 23,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -5366,13 +5597,13 @@
       "text/plain": [
        "{'description': 'Survey for job posts data labeling task',\n",
        " 'object_type': 'survey',\n",
-       " 'url': 'https://www.expectedparrot.com/content/2d023870-ccd8-46ef-905c-08f1e2f28b06',\n",
-       " 'uuid': '2d023870-ccd8-46ef-905c-08f1e2f28b06',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/e6c33e30-1a35-483b-bd9b-210277686956',\n",
+       " 'uuid': 'e6c33e30-1a35-483b-bd9b-210277686956',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5381,9 +5612,16 @@
     "survey.push(description = \"Survey for job posts data labeling task\", visibility = \"public\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can also post this Notebook:"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 24,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -5400,7 +5638,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 25,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -5417,7 +5655,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 26,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -5433,13 +5671,13 @@
       "text/plain": [
        "{'description': 'Example code for data labeling using agents',\n",
        " 'object_type': 'notebook',\n",
-       " 'url': 'https://www.expectedparrot.com/content/9c446bcd-ea91-40d2-8223-393f8694d49b',\n",
-       " 'uuid': '9c446bcd-ea91-40d2-8223-393f8694d49b',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/c8d80e39-d559-4203-b53e-df64898d82b4',\n",
+       " 'uuid': 'c8d80e39-d559-4203-b53e-df64898d82b4',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5464,7 +5702,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 27,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -5481,7 +5719,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 28,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -5498,7 +5736,7 @@
        "{'status': 'success'}"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/docs/notebooks/data_labeling_example.ipynb b/docs/notebooks/data_labeling_example.ipynb
index 4dd5c2d7..5ce443c8 100644
--- a/docs/notebooks/data_labeling_example.ipynb
+++ b/docs/notebooks/data_labeling_example.ipynb
@@ -416,76 +416,76 @@
        "
Survey # questions: 6; question_name list: ['issues', 'primary_issue', 'accident', 'sentiment', 'refund', 'priority'];
\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 option_labelsquestion_textquestion_optionsquestion_typeuse_codequestion_namequestion_nameuse_codequestion_typequestion_textoption_labelsquestion_options
0nanCheck all of the issues mentioned in this ticket: {{ ticket }}['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']checkboxTrueissues
1nanWhat is the primary issue in this ticket? Ticket: {{ ticket }}nanfree_textnanprimary_issue
2nanIf the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}['Yes', 'No', 'Not applicable']multiple_choicenanaccident
3nanWhat is the sentiment of this ticket? Ticket: {{ ticket }}['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']multiple_choicenansentiment
4nanDoes the customer ask for a refund in this ticket? Ticket: {{ ticket }}['No', 'Yes']yes_nonanrefund
5{0: 'Lowest', 5: 'Highest'}On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}[0, 1, 2, 3, 4, 5]linear_scalenanpriority0issuesTruecheckboxCheck all of the issues mentioned in this ticket: {{ ticket }}nan['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']
1primary_issuenanfree_textWhat is the primary issue in this ticket? Ticket: {{ ticket }}nannan
2accidentnanmultiple_choiceIf the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}nan['Yes', 'No', 'Not applicable']
3sentimentnanmultiple_choiceWhat is the sentiment of this ticket? Ticket: {{ ticket }}nan['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']
4refundnanyes_noDoes the customer ask for a refund in this ticket? Ticket: {{ ticket }}nan['No', 'Yes']
5prioritynanlinear_scaleOn a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}{0: 'Lowest', 5: 'Highest'}[0, 1, 2, 3, 4, 5]
\n",
@@ -537,28 +537,28 @@
        "
Agent
\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 keyvaluekeyvalue
0traits:personaYou are an expert customer service agent.0traits:personaYou are an expert customer service agent.
1traits:years_experience151traits:years_experience15
\n",
@@ -598,7 +598,20 @@
    },
    "source": [
     "## Selecting language models\n",
-    "EDSL allows us to select the language models to use in generating results. To see all available models:"
+    "EDSL allows us to select the language models to use in generating results. See the [model pricing page]() for pricing and performance information for available models."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "Here we select gpt-4o (if no model is specified, the default model is used -- run `Model()` to verify the current default model):"
    ]
   },
   {
@@ -612,882 +625,222 @@
     "tags": []
    },
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/a16174/edsl/edsl/inference_services/AvailableModelFetcher.py:139: UserWarning: No models found for service ollama\n",
-      "  warnings.warn(f\"No models found for service {service_name}\")\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "\n",
+       "
LanguageModel
\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
+       "  \n",
+       "
 Model NameService Namekeyvalue
0testtest
1claude-3-5-sonnet-20240620anthropic
2claude-3-opus-20240229anthropic
3claude-3-sonnet-20240229anthropic
4claude-3-haiku-20240307anthropic
5amazon.titan-text-express-v1bedrock
6amazon.titan-text-lite-v1bedrock
7anthropic.claude-3-5-sonnet-20240620-v1:0bedrock
8anthropic.claude-3-haiku-20240307-v1:0bedrock
9anthropic.claude-3-opus-20240229-v1:0bedrock
10anthropic.claude-3-sonnet-20240229-v1:0bedrock
11anthropic.claude-instant-v1bedrock
12anthropic.claude-v2bedrock
13anthropic.claude-v2:1bedrock
14cohere.command-light-text-v14bedrock
15cohere.command-r-plus-v1:0bedrock
16cohere.command-r-v1:0bedrock
17cohere.command-text-v14bedrock
18meta.llama3-1-405b-instruct-v1:0bedrock
19meta.llama3-1-70b-instruct-v1:0bedrock
20meta.llama3-1-8b-instruct-v1:0bedrock
21meta.llama3-70b-instruct-v1:0bedrock
22meta.llama3-8b-instruct-v1:0bedrock
23mistral.mistral-7b-instruct-v0:2bedrock
24mistral.mistral-large-2402-v1:0bedrock
25mistral.mixtral-8x7b-instruct-v0:1bedrock
26gemini-1.0-progoogle
27gemini-1.5-flashgoogle
28gemini-1.5-progoogle
29gemini-progoogle
30meta-llama/Meta-Llama-3.1-8B-Instruct-Turbotogether
31mistralai/Mixtral-8x22B-Instruct-v0.1together
32meta-llama/Meta-Llama-3.1-70B-Instruct-Turbotogether
33meta-llama/Meta-Llama-3.1-405B-Instruct-Turbotogether
34Gryphe/MythoMax-L2-13b-Litetogether
35Salesforce/Llama-Rank-V1together
36meta-llama/Meta-Llama-Guard-3-8Btogether
37meta-llama/Meta-Llama-3-70B-Instruct-Turbotogether
38meta-llama/Meta-Llama-3-70B-Instruct-Litetogether
39meta-llama/Meta-Llama-3-8B-Instruct-Litetogether
40meta-llama/Meta-Llama-3-8B-Instruct-Turbotogether
41meta-llama/Llama-3-70b-chat-hftogether
42meta-llama/Llama-3-8b-chat-hftogether
43Qwen/Qwen2-72B-Instructtogether
44google/gemma-2-27b-ittogether
45google/gemma-2-9b-ittogether
46mistralai/Mistral-7B-Instruct-v0.3together
47Qwen/Qwen1.5-110B-Chattogether
48meta-llama/LlamaGuard-2-8btogether
49microsoft/WizardLM-2-8x22Btogether
50togethercomputer/StripedHyena-Nous-7Btogether
51databricks/dbrx-instructtogether
52deepseek-ai/deepseek-llm-67b-chattogether
53google/gemma-2b-ittogether
54mistralai/Mistral-7B-Instruct-v0.2together
55mistralai/Mixtral-8x7B-Instruct-v0.1together
56mistralai/Mixtral-8x7B-v0.1together
57Qwen/Qwen1.5-72B-Chattogether
58NousResearch/Nous-Hermes-2-Yi-34Btogether
59Meta-Llama/Llama-Guard-7btogether
60NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPOtogether
61mistralai/Mistral-7B-Instruct-v0.1together
62mistralai/Mistral-7B-v0.1together
63meta-llama/Llama-2-13b-chat-hftogether
64meta-llama/Llama-2-7b-chat-hftogether
65meta-llama/Llama-2-70b-hftogether
66codellama/CodeLlama-34b-Instruct-hftogether
67upstage/SOLAR-10.7B-Instruct-v1.0together
68togethercomputer/m2-bert-80M-32k-retrievaltogether
69togethercomputer/m2-bert-80M-8k-retrievaltogether
70togethercomputer/m2-bert-80M-2k-retrievaltogether
71WhereIsAI/UAE-Large-V1together
72BAAI/bge-large-en-v1.5together
73BAAI/bge-base-en-v1.5together
74Gryphe/MythoMax-L2-13btogether
75cursor/Llama-3-8b-hftogether
76azure:gpt-4oazure
77azure:gpt-4o-miniazure
78gemma-7b-itgroq
79gemma2-9b-itgroq
80llama-3.1-70b-versatilegroq
81llama-3.1-8b-instantgroq
82llama-guard-3-8bgroq
83llama3-70b-8192groq
84llama3-8b-8192groq0modelgpt-4o
85llama3-groq-70b-8192-tool-use-previewgroq1parameters:temperature0.500000
86llama3-groq-8b-8192-tool-use-previewgroq2parameters:max_tokens1000
87mixtral-8x7b-32768groq3parameters:top_p1
88Austism/chronos-hermes-13b-v2deep_infra4parameters:frequency_penalty0
89Gryphe/MythoMax-L2-13bdeep_infra5parameters:presence_penalty0
90Qwen/Qwen2-72B-Instructdeep_infra6parameters:logprobsFalse
91Qwen/Qwen2-7B-Instructdeep_infra7parameters:top_logprobs3
92Qwen/Qwen2.5-72B-Instructdeep_infra8inference_serviceopenai
\n",
+       "\n",
+       "            
\n",
+       "            "
+      ],
+      "text/plain": [
+       "Model(model_name = 'gpt-4o', temperature = 0.5, max_tokens = 1000, top_p = 1, frequency_penalty = 0, presence_penalty = 0, logprobs = False, top_logprobs = 3)"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from edsl import Model\n",
+    "\n",
+    "model = Model(\"gpt-4o\")\n",
+    "model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "cell_id": "9c317cbb26ca40669901261090337417",
+    "deepnote_cell_type": "markdown",
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "## Adding data to the questions\n",
+    "We add the contents of each ticket into each question as an independent \"scenario\" for review. This allows us to create versions of the questions for each job post and deliver them to the model all at once:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "cell_id": "59edd2f804fb41e4961adf1f6fff1a53",
+    "deepnote_cell_type": "code",
+    "deepnote_to_be_reexecuted": false,
+    "editable": true,
+    "execution_millis": 30,
+    "execution_start": 1709222255310,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "source_hash": null,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
ScenarioList scenarios: 20; keys: ['ticket'];
\n",
+       "            
\n",
+       "                \n",
+       "\n",
+       "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
+       "  \n",
+       "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
93Sao10K/L3-70B-Euryale-v2.1deep_infra ticket
94Sao10K/L3.1-70B-Euryale-v2.2deep_infra0I just realized I left my phone in the car on my last ride. Can you help me get it back?
95google/gemma-2-27b-itdeep_infra1I'm unhappy with my recent experience. The driver was very rude and unprofessional.
96google/gemma-2-9b-itdeep_infra2I was charged more than the estimated fare for my trip yesterday. Can you explain why?
97lizpreciatior/lzlv_70b_fp16_hfdeep_infra3The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.
98meta-llama/Meta-Llama-3-70B-Instructdeep_infra4My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.
99meta-llama/Meta-Llama-3-8B-Instructdeep_infra5I had a great experience with my driver today! Very friendly and efficient service.
100meta-llama/Meta-Llama-3.1-405B-Instructdeep_infra6I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.
101meta-llama/Meta-Llama-3.1-70B-Instructdeep_infra7The app keeps crashing every time I try to book a ride. Please fix this issue.
102meta-llama/Meta-Llama-3.1-8B-Instructdeep_infra8My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!
103mistralai/Mistral-7B-Instruct-v0.3deep_infra9I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.
104microsoft/Phi-3-medium-4k-instructdeep_infra10The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.
105microsoft/WizardLM-2-7Bdeep_infra11Impressed with the quick response to my ride request and the driver's professionalism.
106microsoft/WizardLM-2-8x22Bdeep_infra12I was charged for a ride I never took. Please refund me as soon as possible.
107mistralai/Mistral-Nemo-Instruct-2407deep_infra13The promo code I tried to use didn't work. Can you assist with this?
108mistralai/Mixtral-8x7B-Instruct-v0.1deep_infra14There was a suspicious smell in the car, and I'm worried about hygiene standards.
109openbmb/MiniCPM-Llama3-V-2_5deep_infra15My driver was very considerate, especially helping me with my luggage. Appreciate the great service!
110openchat/openchat_3.5deep_infra16The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.
111gpt-4o-realtime-previewopenai17I want to compliment my driver's excellent navigation and time management during rush hour.
112gpt-4o-realtime-preview-2024-10-01openai18The vehicle didn't match the description in the app. It was confusing and concerning.
113o1-mini-2024-09-12openai
114gpt-4-1106-previewopenai
115gpt-3.5-turbo-16kopenai
116gpt-4-0125-previewopenai
117gpt-4-turbo-previewopenai
118omni-moderation-latestopenai
119gpt-4o-2024-05-13openai
120omni-moderation-2024-09-26openai
121chatgpt-4o-latestopenai
122gpt-4openai
123gpt-4-0613openai
124gpt-4oopenai
125gpt-4o-2024-08-06openai
126o1-miniopenai
127gpt-3.5-turboopenai
128gpt-3.5-turbo-0125openai
129o1-previewopenai
130o1-preview-2024-09-12openai
131gpt-4-turboopenai
132gpt-4-turbo-2024-04-09openai
133gpt-3.5-turbo-1106openai
134gpt-4o-mini-2024-07-18openai
135gpt-4o-audio-previewopenai
136gpt-4o-audio-preview-2024-10-01openai
137gpt-4o-miniopenai
138gpt-4o-realtime-preview-2024-12-17openai
139gpt-4o-mini-realtime-previewopenai
140gpt-4o-mini-realtime-preview-2024-12-17openai
141gpt-4o-2024-11-20openai
142gpt-4o-audio-preview-2024-12-17openai
143gpt-4o-mini-audio-previewopenai
144gpt-4o-mini-audio-preview-2024-12-17openai
145curie:ft-emeritus-2022-12-01-14-49-45openai
146curie:ft-emeritus-2022-12-01-16-40-12openai
147curie:ft-emeritus-2022-11-30-12-58-24openai
148davinci:ft-emeritus-2022-11-30-14-57-33openai
149curie:ft-emeritus-2022-12-01-01-51-20openai
150curie:ft-emeritus-2022-12-01-01-04-36openai
151curie:ft-emeritus-2022-12-01-15-42-25openai
152curie:ft-emeritus-2022-12-01-15-29-32openai
153curie:ft-emeritus-2022-12-01-15-52-24openai
154curie:ft-emeritus-2022-12-01-14-28-00openai
155curie:ft-emeritus-2022-12-01-14-16-46openai
156llama-3.1-sonar-huge-128k-onlineperplexity
157llama-3.1-sonar-large-128k-onlineperplexity
158llama-3.1-sonar-small-128k-onlineperplexity
159codestral-2405mistral
160mistral-embedmistral
161mistral-large-2407mistral
162mistral-medium-latestmistral
163mistral-small-2409mistral
164mistral-small-latestmistral
165open-mistral-7bmistral
166open-mistral-nemo-2407mistral
167open-mixtral-8x22bmistral
168open-mixtral-8x7bmistral
169pixtral-12b-2409mistral19I faced an issue with payment processing after my last ride. Can you look into this?
\n",
@@ -1496,187 +849,19 @@
        "            "
       ],
       "text/plain": [
-       "PrettyList([['test', 'test'],\n",
-       "            ['claude-3-5-sonnet-20240620', 'anthropic'],\n",
-       "            ['claude-3-opus-20240229', 'anthropic'],\n",
-       "            ['claude-3-sonnet-20240229', 'anthropic'],\n",
-       "            ['claude-3-haiku-20240307', 'anthropic'],\n",
-       "            ['amazon.titan-text-express-v1', 'bedrock'],\n",
-       "            ['amazon.titan-text-lite-v1', 'bedrock'],\n",
-       "            ['anthropic.claude-3-5-sonnet-20240620-v1:0', 'bedrock'],\n",
-       "            ['anthropic.claude-3-haiku-20240307-v1:0', 'bedrock'],\n",
-       "            ['anthropic.claude-3-opus-20240229-v1:0', 'bedrock'],\n",
-       "            ['anthropic.claude-3-sonnet-20240229-v1:0', 'bedrock'],\n",
-       "            ['anthropic.claude-instant-v1', 'bedrock'],\n",
-       "            ['anthropic.claude-v2', 'bedrock'],\n",
-       "            ['anthropic.claude-v2:1', 'bedrock'],\n",
-       "            ['cohere.command-light-text-v14', 'bedrock'],\n",
-       "            ['cohere.command-r-plus-v1:0', 'bedrock'],\n",
-       "            ['cohere.command-r-v1:0', 'bedrock'],\n",
-       "            ['cohere.command-text-v14', 'bedrock'],\n",
-       "            ['meta.llama3-1-405b-instruct-v1:0', 'bedrock'],\n",
-       "            ['meta.llama3-1-70b-instruct-v1:0', 'bedrock'],\n",
-       "            ['meta.llama3-1-8b-instruct-v1:0', 'bedrock'],\n",
-       "            ['meta.llama3-70b-instruct-v1:0', 'bedrock'],\n",
-       "            ['meta.llama3-8b-instruct-v1:0', 'bedrock'],\n",
-       "            ['mistral.mistral-7b-instruct-v0:2', 'bedrock'],\n",
-       "            ['mistral.mistral-large-2402-v1:0', 'bedrock'],\n",
-       "            ['mistral.mixtral-8x7b-instruct-v0:1', 'bedrock'],\n",
-       "            ['gemini-1.0-pro', 'google'],\n",
-       "            ['gemini-1.5-flash', 'google'],\n",
-       "            ['gemini-1.5-pro', 'google'],\n",
-       "            ['gemini-pro', 'google'],\n",
-       "            ['meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo', 'together'],\n",
-       "            ['mistralai/Mixtral-8x22B-Instruct-v0.1', 'together'],\n",
-       "            ['meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo', 'together'],\n",
-       "            ['meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo', 'together'],\n",
-       "            ['Gryphe/MythoMax-L2-13b-Lite', 'together'],\n",
-       "            ['Salesforce/Llama-Rank-V1', 'together'],\n",
-       "            ['meta-llama/Meta-Llama-Guard-3-8B', 'together'],\n",
-       "            ['meta-llama/Meta-Llama-3-70B-Instruct-Turbo', 'together'],\n",
-       "            ['meta-llama/Meta-Llama-3-70B-Instruct-Lite', 'together'],\n",
-       "            ['meta-llama/Meta-Llama-3-8B-Instruct-Lite', 'together'],\n",
-       "            ['meta-llama/Meta-Llama-3-8B-Instruct-Turbo', 'together'],\n",
-       "            ['meta-llama/Llama-3-70b-chat-hf', 'together'],\n",
-       "            ['meta-llama/Llama-3-8b-chat-hf', 'together'],\n",
-       "            ['Qwen/Qwen2-72B-Instruct', 'together'],\n",
-       "            ['google/gemma-2-27b-it', 'together'],\n",
-       "            ['google/gemma-2-9b-it', 'together'],\n",
-       "            ['mistralai/Mistral-7B-Instruct-v0.3', 'together'],\n",
-       "            ['Qwen/Qwen1.5-110B-Chat', 'together'],\n",
-       "            ['meta-llama/LlamaGuard-2-8b', 'together'],\n",
-       "            ['microsoft/WizardLM-2-8x22B', 'together'],\n",
-       "            ['togethercomputer/StripedHyena-Nous-7B', 'together'],\n",
-       "            ['databricks/dbrx-instruct', 'together'],\n",
-       "            ['deepseek-ai/deepseek-llm-67b-chat', 'together'],\n",
-       "            ['google/gemma-2b-it', 'together'],\n",
-       "            ['mistralai/Mistral-7B-Instruct-v0.2', 'together'],\n",
-       "            ['mistralai/Mixtral-8x7B-Instruct-v0.1', 'together'],\n",
-       "            ['mistralai/Mixtral-8x7B-v0.1', 'together'],\n",
-       "            ['Qwen/Qwen1.5-72B-Chat', 'together'],\n",
-       "            ['NousResearch/Nous-Hermes-2-Yi-34B', 'together'],\n",
-       "            ['Meta-Llama/Llama-Guard-7b', 'together'],\n",
-       "            ['NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPO', 'together'],\n",
-       "            ['mistralai/Mistral-7B-Instruct-v0.1', 'together'],\n",
-       "            ['mistralai/Mistral-7B-v0.1', 'together'],\n",
-       "            ['meta-llama/Llama-2-13b-chat-hf', 'together'],\n",
-       "            ['meta-llama/Llama-2-7b-chat-hf', 'together'],\n",
-       "            ['meta-llama/Llama-2-70b-hf', 'together'],\n",
-       "            ['codellama/CodeLlama-34b-Instruct-hf', 'together'],\n",
-       "            ['upstage/SOLAR-10.7B-Instruct-v1.0', 'together'],\n",
-       "            ['togethercomputer/m2-bert-80M-32k-retrieval', 'together'],\n",
-       "            ['togethercomputer/m2-bert-80M-8k-retrieval', 'together'],\n",
-       "            ['togethercomputer/m2-bert-80M-2k-retrieval', 'together'],\n",
-       "            ['WhereIsAI/UAE-Large-V1', 'together'],\n",
-       "            ['BAAI/bge-large-en-v1.5', 'together'],\n",
-       "            ['BAAI/bge-base-en-v1.5', 'together'],\n",
-       "            ['Gryphe/MythoMax-L2-13b', 'together'],\n",
-       "            ['cursor/Llama-3-8b-hf', 'together'],\n",
-       "            ['azure:gpt-4o', 'azure'],\n",
-       "            ['azure:gpt-4o-mini', 'azure'],\n",
-       "            ['gemma-7b-it', 'groq'],\n",
-       "            ['gemma2-9b-it', 'groq'],\n",
-       "            ['llama-3.1-70b-versatile', 'groq'],\n",
-       "            ['llama-3.1-8b-instant', 'groq'],\n",
-       "            ['llama-guard-3-8b', 'groq'],\n",
-       "            ['llama3-70b-8192', 'groq'],\n",
-       "            ['llama3-8b-8192', 'groq'],\n",
-       "            ['llama3-groq-70b-8192-tool-use-preview', 'groq'],\n",
-       "            ['llama3-groq-8b-8192-tool-use-preview', 'groq'],\n",
-       "            ['mixtral-8x7b-32768', 'groq'],\n",
-       "            ['Austism/chronos-hermes-13b-v2', 'deep_infra'],\n",
-       "            ['Gryphe/MythoMax-L2-13b', 'deep_infra'],\n",
-       "            ['Qwen/Qwen2-72B-Instruct', 'deep_infra'],\n",
-       "            ['Qwen/Qwen2-7B-Instruct', 'deep_infra'],\n",
-       "            ['Qwen/Qwen2.5-72B-Instruct', 'deep_infra'],\n",
-       "            ['Sao10K/L3-70B-Euryale-v2.1', 'deep_infra'],\n",
-       "            ['Sao10K/L3.1-70B-Euryale-v2.2', 'deep_infra'],\n",
-       "            ['google/gemma-2-27b-it', 'deep_infra'],\n",
-       "            ['google/gemma-2-9b-it', 'deep_infra'],\n",
-       "            ['lizpreciatior/lzlv_70b_fp16_hf', 'deep_infra'],\n",
-       "            ['meta-llama/Meta-Llama-3-70B-Instruct', 'deep_infra'],\n",
-       "            ['meta-llama/Meta-Llama-3-8B-Instruct', 'deep_infra'],\n",
-       "            ['meta-llama/Meta-Llama-3.1-405B-Instruct', 'deep_infra'],\n",
-       "            ['meta-llama/Meta-Llama-3.1-70B-Instruct', 'deep_infra'],\n",
-       "            ['meta-llama/Meta-Llama-3.1-8B-Instruct', 'deep_infra'],\n",
-       "            ['mistralai/Mistral-7B-Instruct-v0.3', 'deep_infra'],\n",
-       "            ['microsoft/Phi-3-medium-4k-instruct', 'deep_infra'],\n",
-       "            ['microsoft/WizardLM-2-7B', 'deep_infra'],\n",
-       "            ['microsoft/WizardLM-2-8x22B', 'deep_infra'],\n",
-       "            ['mistralai/Mistral-Nemo-Instruct-2407', 'deep_infra'],\n",
-       "            ['mistralai/Mixtral-8x7B-Instruct-v0.1', 'deep_infra'],\n",
-       "            ['openbmb/MiniCPM-Llama3-V-2_5', 'deep_infra'],\n",
-       "            ['openchat/openchat_3.5', 'deep_infra'],\n",
-       "            ['gpt-4o-realtime-preview', 'openai'],\n",
-       "            ['gpt-4o-realtime-preview-2024-10-01', 'openai'],\n",
-       "            ['o1-mini-2024-09-12', 'openai'],\n",
-       "            ['gpt-4-1106-preview', 'openai'],\n",
-       "            ['gpt-3.5-turbo-16k', 'openai'],\n",
-       "            ['gpt-4-0125-preview', 'openai'],\n",
-       "            ['gpt-4-turbo-preview', 'openai'],\n",
-       "            ['omni-moderation-latest', 'openai'],\n",
-       "            ['gpt-4o-2024-05-13', 'openai'],\n",
-       "            ['omni-moderation-2024-09-26', 'openai'],\n",
-       "            ['chatgpt-4o-latest', 'openai'],\n",
-       "            ['gpt-4', 'openai'],\n",
-       "            ['gpt-4-0613', 'openai'],\n",
-       "            ['gpt-4o', 'openai'],\n",
-       "            ['gpt-4o-2024-08-06', 'openai'],\n",
-       "            ['o1-mini', 'openai'],\n",
-       "            ['gpt-3.5-turbo', 'openai'],\n",
-       "            ['gpt-3.5-turbo-0125', 'openai'],\n",
-       "            ['o1-preview', 'openai'],\n",
-       "            ['o1-preview-2024-09-12', 'openai'],\n",
-       "            ['gpt-4-turbo', 'openai'],\n",
-       "            ['gpt-4-turbo-2024-04-09', 'openai'],\n",
-       "            ['gpt-3.5-turbo-1106', 'openai'],\n",
-       "            ['gpt-4o-mini-2024-07-18', 'openai'],\n",
-       "            ['gpt-4o-audio-preview', 'openai'],\n",
-       "            ['gpt-4o-audio-preview-2024-10-01', 'openai'],\n",
-       "            ['gpt-4o-mini', 'openai'],\n",
-       "            ['gpt-4o-realtime-preview-2024-12-17', 'openai'],\n",
-       "            ['gpt-4o-mini-realtime-preview', 'openai'],\n",
-       "            ['gpt-4o-mini-realtime-preview-2024-12-17', 'openai'],\n",
-       "            ['gpt-4o-2024-11-20', 'openai'],\n",
-       "            ['gpt-4o-audio-preview-2024-12-17', 'openai'],\n",
-       "            ['gpt-4o-mini-audio-preview', 'openai'],\n",
-       "            ['gpt-4o-mini-audio-preview-2024-12-17', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-14-49-45', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-16-40-12', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-11-30-12-58-24', 'openai'],\n",
-       "            ['davinci:ft-emeritus-2022-11-30-14-57-33', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-01-51-20', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-01-04-36', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-15-42-25', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-15-29-32', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-15-52-24', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-14-28-00', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-14-16-46', 'openai'],\n",
-       "            ['llama-3.1-sonar-huge-128k-online', 'perplexity'],\n",
-       "            ['llama-3.1-sonar-large-128k-online', 'perplexity'],\n",
-       "            ['llama-3.1-sonar-small-128k-online', 'perplexity'],\n",
-       "            ['codestral-2405', 'mistral'],\n",
-       "            ['mistral-embed', 'mistral'],\n",
-       "            ['mistral-large-2407', 'mistral'],\n",
-       "            ['mistral-medium-latest', 'mistral'],\n",
-       "            ['mistral-small-2409', 'mistral'],\n",
-       "            ['mistral-small-latest', 'mistral'],\n",
-       "            ['open-mistral-7b', 'mistral'],\n",
-       "            ['open-mistral-nemo-2407', 'mistral'],\n",
-       "            ['open-mixtral-8x22b', 'mistral'],\n",
-       "            ['open-mixtral-8x7b', 'mistral'],\n",
-       "            ['pixtral-12b-2409', 'mistral']])"
+       "ScenarioList([Scenario({'ticket': 'I just realized I left my phone in the car on my last ride. Can you help me get it back?'}), Scenario({'ticket': \"I'm unhappy with my recent experience. The driver was very rude and unprofessional.\"}), Scenario({'ticket': 'I was charged more than the estimated fare for my trip yesterday. Can you explain why?'}), Scenario({'ticket': 'The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.'}), Scenario({'ticket': 'My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.'}), Scenario({'ticket': 'I had a great experience with my driver today! Very friendly and efficient service.'}), Scenario({'ticket': \"I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.\"}), Scenario({'ticket': 'The app keeps crashing every time I try to book a ride. Please fix this issue.'}), Scenario({'ticket': 'My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!'}), Scenario({'ticket': \"I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.\"}), Scenario({'ticket': \"The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.\"}), Scenario({'ticket': \"Impressed with the quick response to my ride request and the driver's professionalism.\"}), Scenario({'ticket': 'I was charged for a ride I never took. Please refund me as soon as possible.'}), Scenario({'ticket': \"The promo code I tried to use didn't work. Can you assist with this?\"}), Scenario({'ticket': \"There was a suspicious smell in the car, and I'm worried about hygiene standards.\"}), Scenario({'ticket': 'My driver was very considerate, especially helping me with my luggage. Appreciate the great service!'}), Scenario({'ticket': \"The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.\"}), Scenario({'ticket': \"I want to compliment my driver's excellent navigation and time management during rush hour.\"}), Scenario({'ticket': \"The vehicle didn't match the description in the app. It was confusing and concerning.\"}), Scenario({'ticket': 'I faced an issue with payment processing after my last ride. Can you look into this?'})])"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "from edsl import Model\n",
+    "from edsl import ScenarioList\n",
     "\n",
-    "Model.available()"
+    "scenarios = ScenarioList.from_list(\"ticket\", tickets)\n",
+    "scenarios"
    ]
   },
   {
@@ -1689,340 +874,84 @@
     "tags": []
    },
    "source": [
-    "Here we select GPT 4o (if no model is specified, the default model is used -- run `Model()` to verify the current default model):"
+    "## Running the survey\n",
+    "We run the survey by adding the scenarios, agent and model with the `by()` method and then calling the `run()` method:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {
+    "cell_id": "e04d047290f448799c390e6e39a1e7bc",
+    "deepnote_cell_type": "code",
+    "deepnote_to_be_reexecuted": false,
     "editable": true,
+    "execution_millis": 11221,
+    "execution_start": 1709222886038,
     "slideshow": {
      "slide_type": ""
     },
+    "source_hash": null,
     "tags": []
    },
    "outputs": [
     {
      "data": {
       "text/html": [
-       "
LanguageModel
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "  \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "  \n",
-       "  \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "  \n",
-       "
 keyvalue
0modelgpt-4o
1parameters:temperature0.500000
2parameters:max_tokens1000
3parameters:top_p1
4parameters:frequency_penalty0
5parameters:presence_penalty0
6parameters:logprobsFalse
7parameters:top_logprobs3
\n",
        "\n",
+       "            \n",
+       "            
\n",
+       "                
\n",
+       "                    \n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:21:43)\n",
+       "                    \n",
+       "                
\n",
+       "                
\n",
+       "                    \n",
+       "                        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "                    
Job UUIDee348b94-dd2e-4d55-ba30-7edc6e6597b5
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/ee348b94-dd2e-4d55-ba30-7edc6e6597b5
Exceptions Report URLNone
Results UUIDd024aa83-7fcc-48c2-b2fd-1a0c702f8f9b
Results URLhttps://www.expectedparrot.com/content/d024aa83-7fcc-48c2-b2fd-1a0c702f8f9b
\n",
+       "                    \n",
+       "                
\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/d024aa83-7fcc-48c2-b2fd-1a0c702f8f9b\n",
+       "                
\n",
+       "            \n",
+       "                
\n",
        "            
\n",
-       "            "
+       "            \n",
+       "        "
       ],
       "text/plain": [
-       "Model(model_name = 'gpt-4o', temperature = 0.5, max_tokens = 1000, top_p = 1, frequency_penalty = 0, presence_penalty = 0, logprobs = False, top_logprobs = 3)"
+       ""
       ]
      },
-     "execution_count": 13,
      "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "model = Model(\"gpt-4o\")\n",
-    "model"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "cell_id": "9c317cbb26ca40669901261090337417",
-    "deepnote_cell_type": "markdown",
-    "editable": true,
-    "slideshow": {
-     "slide_type": ""
-    },
-    "tags": []
-   },
-   "source": [
-    "## Adding data to the questions\n",
-    "We add the contents of each ticket into each question as an independent \"scenario\" for review. This allows us to create versions of the questions for each job post and deliver them to the model all at once:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {
-    "cell_id": "59edd2f804fb41e4961adf1f6fff1a53",
-    "deepnote_cell_type": "code",
-    "deepnote_to_be_reexecuted": false,
-    "editable": true,
-    "execution_millis": 30,
-    "execution_start": 1709222255310,
-    "slideshow": {
-     "slide_type": ""
-    },
-    "source_hash": null,
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
ScenarioList scenarios: 20; keys: ['ticket'];
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "  \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "  \n",
-       "  \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "  \n",
-       "
 ticket
0I just realized I left my phone in the car on my last ride. Can you help me get it back?
1I'm unhappy with my recent experience. The driver was very rude and unprofessional.
2I was charged more than the estimated fare for my trip yesterday. Can you explain why?
3The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.
4My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.
5I had a great experience with my driver today! Very friendly and efficient service.
6I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.
7The app keeps crashing every time I try to book a ride. Please fix this issue.
8My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!
9I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.
10The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.
11Impressed with the quick response to my ride request and the driver's professionalism.
12I was charged for a ride I never took. Please refund me as soon as possible.
13The promo code I tried to use didn't work. Can you assist with this?
14There was a suspicious smell in the car, and I'm worried about hygiene standards.
15My driver was very considerate, especially helping me with my luggage. Appreciate the great service!
16The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.
17I want to compliment my driver's excellent navigation and time management during rush hour.
18The vehicle didn't match the description in the app. It was confusing and concerning.
19I faced an issue with payment processing after my last ride. Can you look into this?
\n",
-       "\n",
-       "            
\n",
-       "            "
-      ],
-      "text/plain": [
-       "ScenarioList([Scenario({'ticket': 'I just realized I left my phone in the car on my last ride. Can you help me get it back?'}), Scenario({'ticket': \"I'm unhappy with my recent experience. The driver was very rude and unprofessional.\"}), Scenario({'ticket': 'I was charged more than the estimated fare for my trip yesterday. Can you explain why?'}), Scenario({'ticket': 'The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.'}), Scenario({'ticket': 'My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.'}), Scenario({'ticket': 'I had a great experience with my driver today! Very friendly and efficient service.'}), Scenario({'ticket': \"I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.\"}), Scenario({'ticket': 'The app keeps crashing every time I try to book a ride. Please fix this issue.'}), Scenario({'ticket': 'My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!'}), Scenario({'ticket': \"I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.\"}), Scenario({'ticket': \"The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.\"}), Scenario({'ticket': \"Impressed with the quick response to my ride request and the driver's professionalism.\"}), Scenario({'ticket': 'I was charged for a ride I never took. Please refund me as soon as possible.'}), Scenario({'ticket': \"The promo code I tried to use didn't work. Can you assist with this?\"}), Scenario({'ticket': \"There was a suspicious smell in the car, and I'm worried about hygiene standards.\"}), Scenario({'ticket': 'My driver was very considerate, especially helping me with my luggage. Appreciate the great service!'}), Scenario({'ticket': \"The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.\"}), Scenario({'ticket': \"I want to compliment my driver's excellent navigation and time management during rush hour.\"}), Scenario({'ticket': \"The vehicle didn't match the description in the app. It was confusing and concerning.\"}), Scenario({'ticket': 'I faced an issue with payment processing after my last ride. Can you look into this?'})])"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from edsl import ScenarioList\n",
-    "\n",
-    "scenarios = ScenarioList.from_list(\"ticket\", tickets)\n",
-    "scenarios"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "editable": true,
-    "slideshow": {
-     "slide_type": ""
-    },
-    "tags": []
-   },
-   "source": [
-    "## Running the survey\n",
-    "We run the survey by adding the scenarios, agent and model with the `by()` method and then calling the `run()` method:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {
-    "cell_id": "e04d047290f448799c390e6e39a1e7bc",
-    "deepnote_cell_type": "code",
-    "deepnote_to_be_reexecuted": false,
-    "editable": true,
-    "execution_millis": 11221,
-    "execution_start": 1709222886038,
-    "slideshow": {
-     "slide_type": ""
-    },
-    "source_hash": null,
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "            \n",
-       "            
\n",
-       "                
\n",
-       "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 14:00:54)\n",
-       "                    \n",
-       "                
\n",
-       "                
\n",
-       "                    \n",
-       "                        \n",
-       "            \n",
-       "                \n",
-       "                \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "                \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "                \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "                \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "                \n",
-       "            \n",
-       "        \n",
-       "                    
Job UUID89894324-ea41-4619-b77b-d98bee3d986b
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/89894324-ea41-4619-b77b-d98bee3d986b
Error Report URLNone
Results UUID7aa62007-54b7-41a9-a769-81bed1013949
Results URLNone
\n",
-       "                    \n",
-       "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/7aa62007-54b7-41a9-a769-81bed1013949\n",
-       "                
\n",
-       "            \n",
-       "                
\n",
-       "            
\n",
-       "            \n",
-       "        "
-      ],
-      "text/plain": [
-       ""
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+     "output_type": "display_data"
     },
     {
      "data": {
@@ -2216,7 +1145,7 @@
        "        \n",
        "        \n",
        "        "
@@ -2248,7 +1177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -2263,337 +1192,401 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 00
0agent.agent_instruction0agent.agent_index
1agent.agent_instruction
2agent.agent_name
3agent.persona
4agent.years_experience
5answer.accident
6answer.issues
7answer.primary_issue
8answer.priority
9answer.refund
10answer.sentiment
1agent.agent_name11cache_keys.accident_cache_key
2agent.persona12cache_keys.issues_cache_key
3agent.years_experience13cache_keys.primary_issue_cache_key
4answer.accident14cache_keys.priority_cache_key
5answer.issues15cache_keys.refund_cache_key
6answer.primary_issue16cache_keys.sentiment_cache_key
7answer.priority17cache_used.accident_cache_used
8answer.refund18cache_used.issues_cache_used
9answer.sentiment19cache_used.primary_issue_cache_used
10comment.accident_comment20cache_used.priority_cache_used
11comment.issues_comment21cache_used.refund_cache_used
12comment.primary_issue_comment22cache_used.sentiment_cache_used
13comment.priority_comment23comment.accident_comment
14comment.refund_comment24comment.issues_comment
15comment.sentiment_comment25comment.primary_issue_comment
16generated_tokens.accident_generated_tokens26comment.priority_comment
17generated_tokens.issues_generated_tokens27comment.refund_comment
18generated_tokens.primary_issue_generated_tokens28comment.sentiment_comment
19generated_tokens.priority_generated_tokens29generated_tokens.accident_generated_tokens
20generated_tokens.refund_generated_tokens30generated_tokens.issues_generated_tokens
21generated_tokens.sentiment_generated_tokens31generated_tokens.primary_issue_generated_tokens
22iteration.iteration32generated_tokens.priority_generated_tokens
23model.frequency_penalty33generated_tokens.refund_generated_tokens
24model.logprobs34generated_tokens.sentiment_generated_tokens
25model.max_tokens35iteration.iteration
26model.model36model.frequency_penalty
27model.presence_penalty37model.inference_service
28model.temperature38model.logprobs
29model.top_logprobs39model.max_tokens
30model.top_p40model.model
31prompt.accident_system_prompt41model.model_index
32prompt.accident_user_prompt42model.presence_penalty
33prompt.issues_system_prompt43model.temperature
34prompt.issues_user_prompt44model.top_logprobs
35prompt.primary_issue_system_prompt45model.top_p
36prompt.primary_issue_user_prompt46prompt.accident_system_prompt
37prompt.priority_system_prompt47prompt.accident_user_prompt
38prompt.priority_user_prompt48prompt.issues_system_prompt
39prompt.refund_system_prompt49prompt.issues_user_prompt
40prompt.refund_user_prompt50prompt.primary_issue_system_prompt
41prompt.sentiment_system_prompt51prompt.primary_issue_user_prompt
42prompt.sentiment_user_prompt52prompt.priority_system_prompt
43question_options.accident_question_options53prompt.priority_user_prompt
44question_options.issues_question_options54prompt.refund_system_prompt
45question_options.primary_issue_question_options55prompt.refund_user_prompt
46question_options.priority_question_options56prompt.sentiment_system_prompt
47question_options.refund_question_options57prompt.sentiment_user_prompt
48question_options.sentiment_question_options58question_options.accident_question_options
49question_text.accident_question_text59question_options.issues_question_options
50question_text.issues_question_text60question_options.primary_issue_question_options
51question_text.primary_issue_question_text61question_options.priority_question_options
52question_text.priority_question_text62question_options.refund_question_options
53question_text.refund_question_text63question_options.sentiment_question_options
54question_text.sentiment_question_text64question_text.accident_question_text
55question_type.accident_question_type65question_text.issues_question_text
56question_type.issues_question_type66question_text.primary_issue_question_text
57question_type.primary_issue_question_type67question_text.priority_question_text
58question_type.priority_question_type68question_text.refund_question_text
59question_type.refund_question_type69question_text.sentiment_question_text
60question_type.sentiment_question_type70question_type.accident_question_type
61raw_model_response.accident_cost71question_type.issues_question_type
62raw_model_response.accident_one_usd_buys72question_type.primary_issue_question_type
63raw_model_response.accident_raw_model_response73question_type.priority_question_type
64raw_model_response.issues_cost74question_type.refund_question_type
65raw_model_response.issues_one_usd_buys75question_type.sentiment_question_type
66raw_model_response.issues_raw_model_response76raw_model_response.accident_cost
67raw_model_response.primary_issue_cost77raw_model_response.accident_one_usd_buys
68raw_model_response.primary_issue_one_usd_buys78raw_model_response.accident_raw_model_response
69raw_model_response.primary_issue_raw_model_response79raw_model_response.issues_cost
70raw_model_response.priority_cost80raw_model_response.issues_one_usd_buys
71raw_model_response.priority_one_usd_buys81raw_model_response.issues_raw_model_response
72raw_model_response.priority_raw_model_response82raw_model_response.primary_issue_cost
73raw_model_response.refund_cost83raw_model_response.primary_issue_one_usd_buys
74raw_model_response.refund_one_usd_buys84raw_model_response.primary_issue_raw_model_response
75raw_model_response.refund_raw_model_response85raw_model_response.priority_cost
76raw_model_response.sentiment_cost86raw_model_response.priority_one_usd_buys
77raw_model_response.sentiment_one_usd_buys87raw_model_response.priority_raw_model_response
78raw_model_response.sentiment_raw_model_response88raw_model_response.refund_cost
79scenario.ticket89raw_model_response.refund_one_usd_buys
90raw_model_response.refund_raw_model_response
91raw_model_response.sentiment_cost
92raw_model_response.sentiment_one_usd_buys
93raw_model_response.sentiment_raw_model_response
94scenario.scenario_index
95scenario.ticket
\n",
@@ -2602,7 +1595,8 @@
        "            "
       ],
       "text/plain": [
-       "PrettyList(['agent.agent_instruction',\n",
+       "PrettyList(['agent.agent_index',\n",
+       "            'agent.agent_instruction',\n",
        "            'agent.agent_name',\n",
        "            'agent.persona',\n",
        "            'agent.years_experience',\n",
@@ -2612,6 +1606,18 @@
        "            'answer.priority',\n",
        "            'answer.refund',\n",
        "            'answer.sentiment',\n",
+       "            'cache_keys.accident_cache_key',\n",
+       "            'cache_keys.issues_cache_key',\n",
+       "            'cache_keys.primary_issue_cache_key',\n",
+       "            'cache_keys.priority_cache_key',\n",
+       "            'cache_keys.refund_cache_key',\n",
+       "            'cache_keys.sentiment_cache_key',\n",
+       "            'cache_used.accident_cache_used',\n",
+       "            'cache_used.issues_cache_used',\n",
+       "            'cache_used.primary_issue_cache_used',\n",
+       "            'cache_used.priority_cache_used',\n",
+       "            'cache_used.refund_cache_used',\n",
+       "            'cache_used.sentiment_cache_used',\n",
        "            'comment.accident_comment',\n",
        "            'comment.issues_comment',\n",
        "            'comment.primary_issue_comment',\n",
@@ -2626,9 +1632,11 @@
        "            'generated_tokens.sentiment_generated_tokens',\n",
        "            'iteration.iteration',\n",
        "            'model.frequency_penalty',\n",
+       "            'model.inference_service',\n",
        "            'model.logprobs',\n",
        "            'model.max_tokens',\n",
        "            'model.model',\n",
+       "            'model.model_index',\n",
        "            'model.presence_penalty',\n",
        "            'model.temperature',\n",
        "            'model.top_logprobs',\n",
@@ -2681,10 +1689,11 @@
        "            'raw_model_response.sentiment_cost',\n",
        "            'raw_model_response.sentiment_one_usd_buys',\n",
        "            'raw_model_response.sentiment_raw_model_response',\n",
+       "            'scenario.scenario_index',\n",
        "            'scenario.ticket'])"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2709,7 +1718,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 16,
    "metadata": {
     "allow_embed": false,
     "cell_id": "a06fe03164b046e198994cb22291c8c2",
@@ -2731,73 +1740,113 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 scenario.ticketanswer.issuesanswer.primary_issueanswer.accidentanswer.sentimentanswer.refundanswer.priorityscenario.ticketanswer.issuesanswer.primary_issueanswer.accidentanswer.sentimentanswer.refundanswer.priority
0The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.['GPS/route']The primary issue in this ticket is the inaccuracy of the app's GPS, which resulted in directing the driver to the wrong pick-up location. This can lead to delays and inconvenience for both the driver and the customer, so it's important to address the GPS functionality to ensure it provides accurate directions.NoSomewhat negativeNo4
1The app keeps crashing every time I try to book a ride. Please fix this issue.['other']The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. The user is requesting a fix for this problem.Not applicableSomewhat negativeNo5
2The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.['safety', 'driver performance']The primary issue in this ticket is the improper installation of the car seat provided by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive additional training to ensure proper car seat installation in the future.NoVery negativeNo5
3I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.['safety', 'driver performance']The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior. This is a serious concern that requires immediate attention to ensure the safety of passengers and to address any potential misconduct by the driver.Not applicableVery negativeNo50There was a suspicious smell in the car, and I'm worried about hygiene standards.['cleanliness', 'other']The primary issue in this ticket is a concern about hygiene standards due to a suspicious smell in the car. The customer is worried that the smell might indicate a lack of cleanliness or possible contamination. Addressing this concern would involve investigating the source of the smell and ensuring the vehicle meets hygiene standards.NoSomewhat negativeNo4
1I'm unhappy with my recent experience. The driver was very rude and unprofessional.['driver performance']The primary issue in this ticket is the behavior of the driver, who was described as rude and unprofessional. Addressing this concern would involve investigating the incident further, reaching out to the customer for more details, and taking appropriate action to ensure such behavior is not repeated.NoVery negativeNo4
2The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.['driver performance', 'GPS/route']The primary issue in this ticket is that the app's GPS is inaccurate, which resulted in directing the driver to the wrong pick-up location. This is a critical functionality problem that needs to be addressed to ensure the app provides accurate navigation and location services.Not applicableSomewhat negativeNo4
3I just realized I left my phone in the car on my last ride. Can you help me get it back?['lost item']The primary issue in this ticket is that the customer left their phone in the car during their last ride and needs assistance in retrieving it.Not applicableSomewhat negativeNo4
4The app keeps crashing every time I try to book a ride. Please fix this issue.['other']The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. This is causing a disruption in their ability to use the service, and they are requesting a fix for this problem.Not applicableSomewhat negativeNo4
5I was charged for a ride I never took. Please refund me as soon as possible.['other']The primary issue in this ticket is an incorrect charge. The customer was charged for a ride they claim they never took, and they are requesting a refund for this charge.Not applicableSomewhat negativeYes4
6The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.['safety', 'driver performance']The primary issue in this ticket is the improper installation of the car seat by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive proper training to ensure car seats are installed correctly.NoVery negativeNo5
7I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.['safety', 'driver performance']The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior during the ride. This is a serious concern that needs to be addressed promptly to ensure the safety and comfort of passengers.Not applicableVery negativeNo5
\n",
@@ -2806,10 +1855,10 @@
        "            "
       ],
       "text/plain": [
-       "Dataset([{'scenario.ticket': [\"The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.\", 'The app keeps crashing every time I try to book a ride. Please fix this issue.', 'The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.', \"I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.\"]}, {'answer.issues': [['GPS/route'], ['other'], ['safety', 'driver performance'], ['safety', 'driver performance']]}, {'answer.primary_issue': [\"The primary issue in this ticket is the inaccuracy of the app's GPS, which resulted in directing the driver to the wrong pick-up location. This can lead to delays and inconvenience for both the driver and the customer, so it's important to address the GPS functionality to ensure it provides accurate directions.\", 'The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. The user is requesting a fix for this problem.', \"The primary issue in this ticket is the improper installation of the car seat provided by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive additional training to ensure proper car seat installation in the future.\", \"The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior. This is a serious concern that requires immediate attention to ensure the safety of passengers and to address any potential misconduct by the driver.\"]}, {'answer.accident': ['No', 'Not applicable', 'No', 'Not applicable']}, {'answer.sentiment': ['Somewhat negative', 'Somewhat negative', 'Very negative', 'Very negative']}, {'answer.refund': ['No', 'No', 'No', 'No']}, {'answer.priority': [4, 5, 5, 5]}])"
+       "Dataset([{'scenario.ticket': [\"There was a suspicious smell in the car, and I'm worried about hygiene standards.\", \"I'm unhappy with my recent experience. The driver was very rude and unprofessional.\", \"The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.\", 'I just realized I left my phone in the car on my last ride. Can you help me get it back?', 'The app keeps crashing every time I try to book a ride. Please fix this issue.', 'I was charged for a ride I never took. Please refund me as soon as possible.', 'The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.', \"I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.\"]}, {'answer.issues': [['cleanliness', 'other'], ['driver performance'], ['driver performance', 'GPS/route'], ['lost item'], ['other'], ['other'], ['safety', 'driver performance'], ['safety', 'driver performance']]}, {'answer.primary_issue': ['The primary issue in this ticket is a concern about hygiene standards due to a suspicious smell in the car. The customer is worried that the smell might indicate a lack of cleanliness or possible contamination. Addressing this concern would involve investigating the source of the smell and ensuring the vehicle meets hygiene standards.', 'The primary issue in this ticket is the behavior of the driver, who was described as rude and unprofessional. Addressing this concern would involve investigating the incident further, reaching out to the customer for more details, and taking appropriate action to ensure such behavior is not repeated.', \"The primary issue in this ticket is that the app's GPS is inaccurate, which resulted in directing the driver to the wrong pick-up location. This is a critical functionality problem that needs to be addressed to ensure the app provides accurate navigation and location services.\", 'The primary issue in this ticket is that the customer left their phone in the car during their last ride and needs assistance in retrieving it.', 'The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. This is causing a disruption in their ability to use the service, and they are requesting a fix for this problem.', 'The primary issue in this ticket is an incorrect charge. The customer was charged for a ride they claim they never took, and they are requesting a refund for this charge.', \"The primary issue in this ticket is the improper installation of the car seat by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive proper training to ensure car seats are installed correctly.\", \"The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior during the ride. This is a serious concern that needs to be addressed promptly to ensure the safety and comfort of passengers.\"]}, {'answer.accident': ['No', 'No', 'Not applicable', 'Not applicable', 'Not applicable', 'Not applicable', 'No', 'Not applicable']}, {'answer.sentiment': ['Somewhat negative', 'Very negative', 'Somewhat negative', 'Somewhat negative', 'Somewhat negative', 'Somewhat negative', 'Very negative', 'Very negative']}, {'answer.refund': ['No', 'No', 'No', 'No', 'No', 'Yes', 'No', 'No']}, {'answer.priority': [4, 4, 4, 4, 4, 4, 5, 5]}])"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2840,7 +1889,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 17,
    "metadata": {
     "cell_id": "1c5a17378a2b41e9b310b672c901b3b4",
     "deepnote_cell_type": "code",
@@ -2861,253 +1910,248 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 TicketIssuesPrimary issueAccidentSentimentRefund requestPriorityTicketIssuesPrimary issueAccidentSentimentRefund requestPriority
0I just realized I left my phone in the car on my last ride. Can you help me get it back?['lost item']The primary issue in this ticket is that the customer left their phone in a car during their last ride and needs assistance in retrieving it.Not applicableSomewhat negativeNo3
1I'm unhappy with my recent experience. The driver was very rude and unprofessional.['driver performance']The primary issue in this ticket is the customer's dissatisfaction with the behavior of the driver, who was described as rude and unprofessional. Addressing this concern involves acknowledging the customer's experience, apologizing for the inconvenience, and taking appropriate steps to ensure such behavior is not repeated in the future.NoVery negativeNo3
2I was charged more than the estimated fare for my trip yesterday. Can you explain why?['other']The primary issue in this ticket is that the customer was charged more than the estimated fare for their trip and is seeking an explanation for the discrepancy.Not applicableSomewhat negativeNo3
3The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.['safety', 'driver performance']The primary issue in this ticket is the improper installation of the car seat provided by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive additional training to ensure proper car seat installation in the future.NoVery negativeNo5
4My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.['driver performance', 'GPS/route']The primary issue in this ticket is that the customer believes the driver took a longer route than necessary, which led to a higher fare. The customer is requesting an adjustment to the fare to reflect what they believe should have been the correct amount.NoSomewhat negativeNo2
5I had a great experience with my driver today! Very friendly and efficient service.['driver performance']It seems there is no issue in this ticket. Instead, it appears to be positive feedback about a great experience with the driver. It's always wonderful to receive compliments about friendly and efficient service!Not applicableVery positiveNo0
6I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.['cleanliness']The primary issue in this ticket is the customer's concern about the cleanliness of the vehicle. They feel that the vehicle was not cleaned to the standard they expect. Addressing this issue would involve ensuring the vehicle is thoroughly cleaned and possibly offering an apology or compensation to the customer for their inconvenience.NoSomewhat negativeNo2
7The app keeps crashing every time I try to book a ride. Please fix this issue.['other']The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. The user is requesting a fix for this problem.Not applicableSomewhat negativeNo5
8My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!['safety', 'cleanliness', 'driver performance']The primary issue in this ticket is not a complaint or problem, but rather positive feedback. The customer is expressing satisfaction with their driver, highlighting the driver's safe driving, politeness, and the cleanliness of the car. This is a commendation rather than an issue.Not applicableVery positiveNo0
9I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.['safety', 'driver performance']The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior. This is a serious concern that requires immediate attention to ensure the safety of passengers and to address any potential misconduct by the driver.Not applicableVery negativeNo5
10The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.['driver performance', 'GPS/route']The primary issue in this ticket is that the driver did not follow the customer's preferred route, which the customer believes is shorter, leading to dissatisfaction with the service. As an expert customer service agent, I would address the customer's concern by acknowledging their frustration, explaining any possible reasons for the driver's decision (such as traffic conditions or company policy), and offering a resolution or compensation if appropriate.NoVery negativeNo2
11Impressed with the quick response to my ride request and the driver's professionalism.['driver performance', 'other']Based on the content of the ticket, it appears that there is no issue being reported. Instead, the ticket contains positive feedback regarding the quick response to a ride request and the professionalism of the driver. This is a commendation rather than a complaint or issue that needs resolution.Not applicableVery positiveNo0
12I was charged for a ride I never took. Please refund me as soon as possible.['other']The primary issue in this ticket is an incorrect charge for a ride that the customer claims they did not take. The customer is requesting a refund for this charge.Not applicableSomewhat negativeYes3
13The promo code I tried to use didn't work. Can you assist with this?['other']The primary issue in this ticket is that the customer is experiencing difficulty with a promo code that did not work as expected. The customer is seeking assistance to resolve this issue.Not applicableSomewhat negativeNo2
14There was a suspicious smell in the car, and I'm worried about hygiene standards.['cleanliness', 'other']The primary issue in this ticket is the customer's concern about a suspicious smell in the car, which is raising worries about the hygiene standards of the vehicle. Addressing this issue would likely involve investigating the source of the smell and ensuring that the vehicle meets cleanliness and hygiene standards.NoSomewhat negativeNo3
15My driver was very considerate, especially helping me with my luggage. Appreciate the great service!['driver performance']The primary issue in this ticket is actually not an issue at all. It appears to be a positive feedback or compliment regarding the driver's considerate behavior and assistance with luggage. It's always great to receive such positive comments about the service provided!NoVery positiveNo0
16The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.['GPS/route']The primary issue in this ticket is the inaccuracy of the app's GPS, which resulted in directing the driver to the wrong pick-up location. This can lead to delays and inconvenience for both the driver and the customer, so it's important to address the GPS functionality to ensure it provides accurate directions.NoSomewhat negativeNo4
17I want to compliment my driver's excellent navigation and time management during rush hour.['driver performance', 'GPS/route']The primary issue in this ticket is not a problem or complaint, but rather a compliment. The customer is expressing appreciation for their driver's excellent navigation and time management skills during rush hour.Not applicableVery positiveNo1
18The vehicle didn't match the description in the app. It was confusing and concerning.['other']The primary issue in this ticket is that the vehicle provided did not match the description given in the app. This discrepancy caused confusion and concern for the customer. It's important to address this by verifying the accuracy of vehicle descriptions in the app to ensure they align with what is actually provided, thereby enhancing customer trust and satisfaction.NoSomewhat negativeNo3
19I faced an issue with payment processing after my last ride. Can you look into this?['other']The primary issue in this ticket is a problem with payment processing after the customer's last ride. The customer is requesting assistance to investigate and resolve the payment issue.Not applicableNeutralNo30I just realized I left my phone in the car on my last ride. Can you help me get it back?['lost item']The primary issue in this ticket is that the customer left their phone in the car during their last ride and needs assistance in retrieving it.Not applicableSomewhat negativeNo4
1I'm unhappy with my recent experience. The driver was very rude and unprofessional.['driver performance']The primary issue in this ticket is the behavior of the driver, who was described as rude and unprofessional. Addressing this concern would involve investigating the incident further, reaching out to the customer for more details, and taking appropriate action to ensure such behavior is not repeated.NoVery negativeNo4
2I was charged more than the estimated fare for my trip yesterday. Can you explain why?['other']The primary issue in this ticket is a discrepancy between the estimated fare and the actual amount charged for the user's trip. The customer is seeking an explanation for why they were charged more than the estimated fare provided.Not applicableSomewhat negativeNo3
3The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.['safety', 'driver performance']The primary issue in this ticket is the improper installation of the car seat by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive proper training to ensure car seats are installed correctly.NoVery negativeNo5
4My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.['driver performance', 'GPS/route']The primary issue in this ticket is a request for a fare adjustment due to the driver taking a longer route than necessary, which resulted in a higher fare for the customer.Not applicableSomewhat negativeNo2
5I had a great experience with my driver today! Very friendly and efficient service.['driver performance']The ticket you provided doesn't seem to indicate an issue. Instead, it appears to be positive feedback about a great experience with a driver who provided friendly and efficient service. If there's anything else you'd like to address or need assistance with, feel free to let me know!Not applicableVery positiveNo0
6I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.['cleanliness']The primary issue in this ticket is the cleanliness of the vehicle not meeting the customer's expected standard. The customer is expressing concern about the condition in which the vehicle was presented to them.NoSomewhat negativeNo2
7The app keeps crashing every time I try to book a ride. Please fix this issue.['other']The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. This is causing a disruption in their ability to use the service, and they are requesting a fix for this problem.Not applicableSomewhat negativeNo4
8My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!['safety', 'cleanliness', 'driver performance']This ticket doesn't seem to have an issue. Instead, it is a positive feedback about the driver's exceptional service, highlighting safe driving, politeness, and a clean car. It's always great to receive such commendations!Not applicableVery positiveNo0
9I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.['safety', 'driver performance']The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior during the ride. This is a serious concern that needs to be addressed promptly to ensure the safety and comfort of passengers.Not applicableVery negativeNo5
10The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.['driver performance', 'GPS/route']The primary issue in this ticket is the driver's refusal to follow the customer's preferred route, which the customer believes is shorter. This has led to the customer's dissatisfaction with the service.Not applicableVery negativeNo2
11Impressed with the quick response to my ride request and the driver's professionalism.['driver performance']The ticket you provided doesn't seem to indicate any issue. In fact, it appears to be a positive feedback highlighting the quick response to the ride request and the driver's professionalism. If there is an underlying concern or issue not mentioned, please provide additional details so I can assist you further.Not applicableVery positiveNo0
12I was charged for a ride I never took. Please refund me as soon as possible.['other']The primary issue in this ticket is an incorrect charge. The customer was charged for a ride they claim they never took, and they are requesting a refund for this charge.Not applicableSomewhat negativeYes4
13The promo code I tried to use didn't work. Can you assist with this?['other']The primary issue in this ticket is that the customer is experiencing a problem with a promotional code that they attempted to use, which did not work as expected. The customer is seeking assistance to resolve this issue.Not applicableSomewhat negativeNo2
14There was a suspicious smell in the car, and I'm worried about hygiene standards.['cleanliness', 'other']The primary issue in this ticket is a concern about hygiene standards due to a suspicious smell in the car. The customer is worried that the smell might indicate a lack of cleanliness or possible contamination. Addressing this concern would involve investigating the source of the smell and ensuring the vehicle meets hygiene standards.NoSomewhat negativeNo4
15My driver was very considerate, especially helping me with my luggage. Appreciate the great service!['driver performance']The primary issue in this ticket is actually not an issue at all. It seems to be a positive feedback or compliment regarding the driver's service. The customer appreciates the driver's considerate behavior and assistance with their luggage.Not applicableVery positiveNo0
16The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.['driver performance', 'GPS/route']The primary issue in this ticket is that the app's GPS is inaccurate, which resulted in directing the driver to the wrong pick-up location. This is a critical functionality problem that needs to be addressed to ensure the app provides accurate navigation and location services.Not applicableSomewhat negativeNo4
17I want to compliment my driver's excellent navigation and time management during rush hour.['driver performance', 'GPS/route']The primary issue in this ticket is not a complaint or problem but rather a positive feedback or compliment. The customer is expressing appreciation for the driver's excellent navigation and time management skills during rush hour.Not applicableVery positiveNo0
18The vehicle didn't match the description in the app. It was confusing and concerning.['other']The primary issue in this ticket is that the vehicle provided did not match the description given in the app. This discrepancy led to confusion and concern for the customer. Addressing this issue would involve ensuring that the app's vehicle descriptions are accurate and up-to-date to prevent similar situations in the future.Not applicableSomewhat negativeNo3
19I faced an issue with payment processing after my last ride. Can you look into this?['other']The primary issue in this ticket is a problem with payment processing following the customer's last ride. The customer is requesting assistance to investigate and resolve the payment issue.Not applicableSomewhat negativeNo3
\n",
@@ -3116,31 +2160,31 @@
        "            "
       ],
       "text/plain": [
-       "Ticket                                                                                                             Issues                                           Primary issue                                                                                                                                                                                                                                                                                                                                                                                                                                                                Accident        Sentiment          Refund request      Priority\n",
-       "-----------------------------------------------------------------------------------------------------------------  -----------------------------------------------  ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------  --------------  -----------------  ----------------  ----------\n",
-       "I just realized I left my phone in the car on my last ride. Can you help me get it back?                           ['lost item']                                    The primary issue in this ticket is that the customer left their phone in a car during their last ride and needs assistance in retrieving it.                                                                                                                                                                                                                                                                                                                                Not applicable  Somewhat negative  No                         3\n",
-       "I'm unhappy with my recent experience. The driver was very rude and unprofessional.                                ['driver performance']                           The primary issue in this ticket is the customer's dissatisfaction with the behavior of the driver, who was described as rude and unprofessional. Addressing this concern involves acknowledging the customer's experience, apologizing for the inconvenience, and taking appropriate steps to ensure such behavior is not repeated in the future.                                                                                                                           No              Very negative      No                         3\n",
-       "I was charged more than the estimated fare for my trip yesterday. Can you explain why?                             ['other']                                        The primary issue in this ticket is that the customer was charged more than the estimated fare for their trip and is seeking an explanation for the discrepancy.                                                                                                                                                                                                                                                                                                             Not applicable  Somewhat negative  No                         3\n",
-       "The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.  ['safety', 'driver performance']                 The primary issue in this ticket is the improper installation of the car seat provided by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive additional training to ensure proper car seat installation in the future.                                                                                                                                                                          No              Very negative      No                         5\n",
-       "My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.             ['driver performance', 'GPS/route']              The primary issue in this ticket is that the customer believes the driver took a longer route than necessary, which led to a higher fare. The customer is requesting an adjustment to the fare to reflect what they believe should have been the correct amount.                                                                                                                                                                                                             No              Somewhat negative  No                         2\n",
-       "I had a great experience with my driver today! Very friendly and efficient service.                                ['driver performance']                           It seems there is no issue in this ticket. Instead, it appears to be positive feedback about a great experience with the driver. It's always wonderful to receive compliments about friendly and efficient service!                                                                                                                                                                                                                                                          Not applicable  Very positive      No                         0\n",
-       "I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.                             ['cleanliness']                                  The primary issue in this ticket is the customer's concern about the cleanliness of the vehicle. They feel that the vehicle was not cleaned to the standard they expect. Addressing this issue would involve ensuring the vehicle is thoroughly cleaned and possibly offering an apology or compensation to the customer for their inconvenience.                                                                                                                            No              Somewhat negative  No                         2\n",
-       "The app keeps crashing every time I try to book a ride. Please fix this issue.                                     ['other']                                        The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. The user is requesting a fix for this problem.                                                                                                                                                                                                                                                                                                                           Not applicable  Somewhat negative  No                         5\n",
-       "My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!                                 ['safety', 'cleanliness', 'driver performance']  The primary issue in this ticket is not a complaint or problem, but rather positive feedback. The customer is expressing satisfaction with their driver, highlighting the driver's safe driving, politeness, and the cleanliness of the car. This is a commendation rather than an issue.                                                                                                                                                                                    Not applicable  Very positive      No                         0\n",
-       "I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.         ['safety', 'driver performance']                 The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior. This is a serious concern that requires immediate attention to ensure the safety of passengers and to address any potential misconduct by the driver.                                                                                                                                                                                                       Not applicable  Very negative      No                         5\n",
-       "The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.             ['driver performance', 'GPS/route']              The primary issue in this ticket is that the driver did not follow the customer's preferred route, which the customer believes is shorter, leading to dissatisfaction with the service. As an expert customer service agent, I would address the customer's concern by acknowledging their frustration, explaining any possible reasons for the driver's decision (such as traffic conditions or company policy), and offering a resolution or compensation if appropriate.  No              Very negative      No                         2\n",
-       "Impressed with the quick response to my ride request and the driver's professionalism.                             ['driver performance', 'other']                  Based on the content of the ticket, it appears that there is no issue being reported. Instead, the ticket contains positive feedback regarding the quick response to a ride request and the professionalism of the driver. This is a commendation rather than a complaint or issue that needs resolution.                                                                                                                                                                    Not applicable  Very positive      No                         0\n",
-       "I was charged for a ride I never took. Please refund me as soon as possible.                                       ['other']                                        The primary issue in this ticket is an incorrect charge for a ride that the customer claims they did not take. The customer is requesting a refund for this charge.                                                                                                                                                                                                                                                                                                          Not applicable  Somewhat negative  Yes                        3\n",
-       "The promo code I tried to use didn't work. Can you assist with this?                                               ['other']                                        The primary issue in this ticket is that the customer is experiencing difficulty with a promo code that did not work as expected. The customer is seeking assistance to resolve this issue.                                                                                                                                                                                                                                                                                  Not applicable  Somewhat negative  No                         2\n",
-       "There was a suspicious smell in the car, and I'm worried about hygiene standards.                                  ['cleanliness', 'other']                         The primary issue in this ticket is the customer's concern about a suspicious smell in the car, which is raising worries about the hygiene standards of the vehicle. Addressing this issue would likely involve investigating the source of the smell and ensuring that the vehicle meets cleanliness and hygiene standards.                                                                                                                                                 No              Somewhat negative  No                         3\n",
-       "My driver was very considerate, especially helping me with my luggage. Appreciate the great service!               ['driver performance']                           The primary issue in this ticket is actually not an issue at all. It appears to be a positive feedback or compliment regarding the driver's considerate behavior and assistance with luggage. It's always great to receive such positive comments about the service provided!                                                                                                                                                                                                No              Very positive      No                         0\n",
-       "The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.                              ['GPS/route']                                    The primary issue in this ticket is the inaccuracy of the app's GPS, which resulted in directing the driver to the wrong pick-up location. This can lead to delays and inconvenience for both the driver and the customer, so it's important to address the GPS functionality to ensure it provides accurate directions.                                                                                                                                                     No              Somewhat negative  No                         4\n",
-       "I want to compliment my driver's excellent navigation and time management during rush hour.                        ['driver performance', 'GPS/route']              The primary issue in this ticket is not a problem or complaint, but rather a compliment. The customer is expressing appreciation for their driver's excellent navigation and time management skills during rush hour.                                                                                                                                                                                                                                                        Not applicable  Very positive      No                         1\n",
-       "The vehicle didn't match the description in the app. It was confusing and concerning.                              ['other']                                        The primary issue in this ticket is that the vehicle provided did not match the description given in the app. This discrepancy caused confusion and concern for the customer. It's important to address this by verifying the accuracy of vehicle descriptions in the app to ensure they align with what is actually provided, thereby enhancing customer trust and satisfaction.                                                                                            No              Somewhat negative  No                         3\n",
-       "I faced an issue with payment processing after my last ride. Can you look into this?                               ['other']                                        The primary issue in this ticket is a problem with payment processing after the customer's last ride. The customer is requesting assistance to investigate and resolve the payment issue.                                                                                                                                                                                                                                                                                    Not applicable  Neutral            No                         3"
+       "Ticket                                                                                                             Issues                                           Primary issue                                                                                                                                                                                                                                                                                                                                     Accident        Sentiment          Refund request      Priority\n",
+       "-----------------------------------------------------------------------------------------------------------------  -----------------------------------------------  ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------  --------------  -----------------  ----------------  ----------\n",
+       "I just realized I left my phone in the car on my last ride. Can you help me get it back?                           ['lost item']                                    The primary issue in this ticket is that the customer left their phone in the car during their last ride and needs assistance in retrieving it.                                                                                                                                                                                                   Not applicable  Somewhat negative  No                         4\n",
+       "I'm unhappy with my recent experience. The driver was very rude and unprofessional.                                ['driver performance']                           The primary issue in this ticket is the behavior of the driver, who was described as rude and unprofessional. Addressing this concern would involve investigating the incident further, reaching out to the customer for more details, and taking appropriate action to ensure such behavior is not repeated.                                     No              Very negative      No                         4\n",
+       "I was charged more than the estimated fare for my trip yesterday. Can you explain why?                             ['other']                                        The primary issue in this ticket is a discrepancy between the estimated fare and the actual amount charged for the user's trip. The customer is seeking an explanation for why they were charged more than the estimated fare provided.                                                                                                           Not applicable  Somewhat negative  No                         3\n",
+       "The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.  ['safety', 'driver performance']                 The primary issue in this ticket is the improper installation of the car seat by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive proper training to ensure car seats are installed correctly.                                                                     No              Very negative      No                         5\n",
+       "My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.             ['driver performance', 'GPS/route']              The primary issue in this ticket is a request for a fare adjustment due to the driver taking a longer route than necessary, which resulted in a higher fare for the customer.                                                                                                                                                                     Not applicable  Somewhat negative  No                         2\n",
+       "I had a great experience with my driver today! Very friendly and efficient service.                                ['driver performance']                           The ticket you provided doesn't seem to indicate an issue. Instead, it appears to be positive feedback about a great experience with a driver who provided friendly and efficient service. If there's anything else you'd like to address or need assistance with, feel free to let me know!                                                      Not applicable  Very positive      No                         0\n",
+       "I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.                             ['cleanliness']                                  The primary issue in this ticket is the cleanliness of the vehicle not meeting the customer's expected standard. The customer is expressing concern about the condition in which the vehicle was presented to them.                                                                                                                               No              Somewhat negative  No                         2\n",
+       "The app keeps crashing every time I try to book a ride. Please fix this issue.                                     ['other']                                        The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. This is causing a disruption in their ability to use the service, and they are requesting a fix for this problem.                                                                                                                             Not applicable  Somewhat negative  No                         4\n",
+       "My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!                                 ['safety', 'cleanliness', 'driver performance']  This ticket doesn't seem to have an issue. Instead, it is a positive feedback about the driver's exceptional service, highlighting safe driving, politeness, and a clean car. It's always great to receive such commendations!                                                                                                                    Not applicable  Very positive      No                         0\n",
+       "I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.         ['safety', 'driver performance']                 The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior during the ride. This is a serious concern that needs to be addressed promptly to ensure the safety and comfort of passengers.                                                                                                    Not applicable  Very negative      No                         5\n",
+       "The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.             ['driver performance', 'GPS/route']              The primary issue in this ticket is the driver's refusal to follow the customer's preferred route, which the customer believes is shorter. This has led to the customer's dissatisfaction with the service.                                                                                                                                       Not applicable  Very negative      No                         2\n",
+       "Impressed with the quick response to my ride request and the driver's professionalism.                             ['driver performance']                           The ticket you provided doesn't seem to indicate any issue. In fact, it appears to be a positive feedback highlighting the quick response to the ride request and the driver's professionalism. If there is an underlying concern or issue not mentioned, please provide additional details so I can assist you further.                          Not applicable  Very positive      No                         0\n",
+       "I was charged for a ride I never took. Please refund me as soon as possible.                                       ['other']                                        The primary issue in this ticket is an incorrect charge. The customer was charged for a ride they claim they never took, and they are requesting a refund for this charge.                                                                                                                                                                        Not applicable  Somewhat negative  Yes                        4\n",
+       "The promo code I tried to use didn't work. Can you assist with this?                                               ['other']                                        The primary issue in this ticket is that the customer is experiencing a problem with a promotional code that they attempted to use, which did not work as expected. The customer is seeking assistance to resolve this issue.                                                                                                                     Not applicable  Somewhat negative  No                         2\n",
+       "There was a suspicious smell in the car, and I'm worried about hygiene standards.                                  ['cleanliness', 'other']                         The primary issue in this ticket is a concern about hygiene standards due to a suspicious smell in the car. The customer is worried that the smell might indicate a lack of cleanliness or possible contamination. Addressing this concern would involve investigating the source of the smell and ensuring the vehicle meets hygiene standards.  No              Somewhat negative  No                         4\n",
+       "My driver was very considerate, especially helping me with my luggage. Appreciate the great service!               ['driver performance']                           The primary issue in this ticket is actually not an issue at all. It seems to be a positive feedback or compliment regarding the driver's service. The customer appreciates the driver's considerate behavior and assistance with their luggage.                                                                                                  Not applicable  Very positive      No                         0\n",
+       "The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.                              ['driver performance', 'GPS/route']              The primary issue in this ticket is that the app's GPS is inaccurate, which resulted in directing the driver to the wrong pick-up location. This is a critical functionality problem that needs to be addressed to ensure the app provides accurate navigation and location services.                                                             Not applicable  Somewhat negative  No                         4\n",
+       "I want to compliment my driver's excellent navigation and time management during rush hour.                        ['driver performance', 'GPS/route']              The primary issue in this ticket is not a complaint or problem but rather a positive feedback or compliment. The customer is expressing appreciation for the driver's excellent navigation and time management skills during rush hour.                                                                                                           Not applicable  Very positive      No                         0\n",
+       "The vehicle didn't match the description in the app. It was confusing and concerning.                              ['other']                                        The primary issue in this ticket is that the vehicle provided did not match the description given in the app. This discrepancy led to confusion and concern for the customer. Addressing this issue would involve ensuring that the app's vehicle descriptions are accurate and up-to-date to prevent similar situations in the future.           Not applicable  Somewhat negative  No                         3\n",
+       "I faced an issue with payment processing after my last ride. Can you look into this?                               ['other']                                        The primary issue in this ticket is a problem with payment processing following the customer's last ride. The customer is requesting assistance to investigate and resolve the payment issue.                                                                                                                                                     Not applicable  Somewhat negative  No                         3"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3184,7 +2228,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 18,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -3230,21 +2274,21 @@
        "      
Not applicableSomewhat negativeNo34
1['driver performance']The primary issue in this ticket is the custom...The primary issue in this ticket is the behavi...NoVery negativeNo34
2['other']The primary issue in this ticket is that the c...The primary issue in this ticket is a discrepa...Not applicableSomewhat negativeNo
4['driver performance', 'GPS/route']The primary issue in this ticket is that the c...NoThe primary issue in this ticket is a request ...Not applicableSomewhat negativeNo2
5['driver performance']It seems there is no issue in this ticket. Ins...The ticket you provided doesn't seem to indica...Not applicableVery positiveNo
6['cleanliness']The primary issue in this ticket is the custom...The primary issue in this ticket is the cleanl...NoSomewhat negativeNoNot applicableSomewhat negativeNo54
8['safety', 'cleanliness', 'driver performance']The primary issue in this ticket is not a comp...This ticket doesn't seem to have an issue. Ins...Not applicableVery positiveNo
10['driver performance', 'GPS/route']The primary issue in this ticket is that the d...NoThe primary issue in this ticket is the driver...Not applicableVery negativeNo2
11['driver performance', 'other']Based on the content of the ticket, it appears...['driver performance']The ticket you provided doesn't seem to indica...Not applicableVery positiveNo
12['other']The primary issue in this ticket is an incorre...Not applicableSomewhat negativeYes3
13['other']The primary issue in this ticket is that the c...Not applicableSomewhat negativeNo2
14['cleanliness', 'other']The primary issue in this ticket is the custom...NoSomewhat negativeNo3
15['driver performance']The primary issue in this ticket is actually n...NoVery positiveNo0
16['GPS/route']The primary issue in this ticket is the inaccu...NoSomewhat negativeNo4
17['driver performance', 'GPS/route']The primary issue in this ticket is not a prob...Not applicableVery positiveNo1
18['other']The primary issue in this ticket is that the v...NoSomewhat negativeNo3
19['other']The primary issue in this ticket is a problem ...Not applicableNeutralNo3
\n",
-       "
"
-      ],
-      "text/plain": [
-       "                                             issues  \\\n",
-       "0                                     ['lost item']   \n",
-       "1                            ['driver performance']   \n",
-       "2                                         ['other']   \n",
-       "3                  ['safety', 'driver performance']   \n",
-       "4               ['driver performance', 'GPS/route']   \n",
-       "5                            ['driver performance']   \n",
-       "6                                   ['cleanliness']   \n",
-       "7                                         ['other']   \n",
-       "8   ['safety', 'cleanliness', 'driver performance']   \n",
-       "9                  ['safety', 'driver performance']   \n",
-       "10              ['driver performance', 'GPS/route']   \n",
-       "11                  ['driver performance', 'other']   \n",
-       "12                                        ['other']   \n",
-       "13                                        ['other']   \n",
-       "14                         ['cleanliness', 'other']   \n",
-       "15                           ['driver performance']   \n",
-       "16                                    ['GPS/route']   \n",
-       "17              ['driver performance', 'GPS/route']   \n",
-       "18                                        ['other']   \n",
-       "19                                        ['other']   \n",
-       "\n",
-       "                                        primary_issue        accident  \\\n",
-       "0   The primary issue in this ticket is that the c...  Not applicable   \n",
-       "1   The primary issue in this ticket is the custom...              No   \n",
-       "2   The primary issue in this ticket is that the c...  Not applicable   \n",
-       "3   The primary issue in this ticket is the improp...              No   \n",
-       "4   The primary issue in this ticket is that the c...              No   \n",
-       "5   It seems there is no issue in this ticket. Ins...  Not applicable   \n",
-       "6   The primary issue in this ticket is the custom...              No   \n",
-       "7   The primary issue in this ticket is that the a...  Not applicable   \n",
-       "8   The primary issue in this ticket is not a comp...  Not applicable   \n",
-       "9   The primary issue in this ticket is the custom...  Not applicable   \n",
-       "10  The primary issue in this ticket is that the d...              No   \n",
-       "11  Based on the content of the ticket, it appears...  Not applicable   \n",
-       "12  The primary issue in this ticket is an incorre...  Not applicable   \n",
-       "13  The primary issue in this ticket is that the c...  Not applicable   \n",
-       "14  The primary issue in this ticket is the custom...              No   \n",
-       "15  The primary issue in this ticket is actually n...              No   \n",
-       "16  The primary issue in this ticket is the inaccu...              No   \n",
-       "17  The primary issue in this ticket is not a prob...  Not applicable   \n",
-       "18  The primary issue in this ticket is that the v...              No   \n",
-       "19  The primary issue in this ticket is a problem ...  Not applicable   \n",
-       "\n",
-       "            sentiment refund  priority  \n",
-       "0   Somewhat negative     No         3  \n",
-       "1       Very negative     No         3  \n",
-       "2   Somewhat negative     No         3  \n",
-       "3       Very negative     No         5  \n",
-       "4   Somewhat negative     No         2  \n",
-       "5       Very positive     No         0  \n",
-       "6   Somewhat negative     No         2  \n",
-       "7   Somewhat negative     No         5  \n",
-       "8       Very positive     No         0  \n",
-       "9       Very negative     No         5  \n",
-       "10      Very negative     No         2  \n",
-       "11      Very positive     No         0  \n",
-       "12  Somewhat negative    Yes         3  \n",
-       "13  Somewhat negative     No         2  \n",
-       "14  Somewhat negative     No         3  \n",
-       "15      Very positive     No         0  \n",
-       "16  Somewhat negative     No         4  \n",
-       "17      Very positive     No         1  \n",
-       "18  Somewhat negative     No         3  \n",
-       "19            Neutral     No         3  "
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df = (\n",
-    "    results\n",
-    "    .select(\n",
-    "        \"issues\",\n",
-    "        \"primary_issue\",\n",
-    "        \"accident\",\n",
-    "        \"sentiment\",\n",
-    "        \"refund\",\n",
-    "        \"priority\"\n",
-    "    )\n",
-    "    .to_pandas(remove_prefix=True)\n",
-    ")\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "editable": true,
-    "slideshow": {
-     "slide_type": ""
-    },
-    "tags": []
-   },
-   "source": [
-    "We can also access results as a SQL table:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {
-    "editable": true,
-    "slideshow": {
-     "slide_type": ""
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "  \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "  \n",
-       "  \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "  \n",
-       "
 ticketissuesprimary_issueaccidentsentimentrefundpriority
0I just realized I left my phone in the car on my last ride. Can you help me get it back?['lost item']The primary issue in this ticket is that the customer left their phone in a car during their last ride and needs assistance in retrieving it.Not applicableSomewhat negativeNo3
1I'm unhappy with my recent experience. The driver was very rude and unprofessional.['driver performance']The primary issue in this ticket is the customer's dissatisfaction with the behavior of the driver, who was described as rude and unprofessional. Addressing this concern involves acknowledging the customer's experience, apologizing for the inconvenience, and taking appropriate steps to ensure such behavior is not repeated in the future.NoVery negativeNo3
2I was charged more than the estimated fare for my trip yesterday. Can you explain why?['other']The primary issue in this ticket is that the customer was charged more than the estimated fare for their trip and is seeking an explanation for the discrepancy.Not applicableSomewhat negativeNo3
3The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.['safety', 'driver performance']The primary issue in this ticket is the improper installation of the car seat provided by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive additional training to ensure proper car seat installation in the future.NoVery negativeNo5
4My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.['driver performance', 'GPS/route']The primary issue in this ticket is that the customer believes the driver took a longer route than necessary, which led to a higher fare. The customer is requesting an adjustment to the fare to reflect what they believe should have been the correct amount.NoSomewhat negativeNo2
5I had a great experience with my driver today! Very friendly and efficient service.['driver performance']It seems there is no issue in this ticket. Instead, it appears to be positive feedback about a great experience with the driver. It's always wonderful to receive compliments about friendly and efficient service!Not applicableVery positiveNo0
6I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.['cleanliness']The primary issue in this ticket is the customer's concern about the cleanliness of the vehicle. They feel that the vehicle was not cleaned to the standard they expect. Addressing this issue would involve ensuring the vehicle is thoroughly cleaned and possibly offering an apology or compensation to the customer for their inconvenience.NoSomewhat negativeNo2
7The app keeps crashing every time I try to book a ride. Please fix this issue.['other']The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. The user is requesting a fix for this problem.Not applicableSomewhat negativeNo5
8My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!['safety', 'cleanliness', 'driver performance']The primary issue in this ticket is not a complaint or problem, but rather positive feedback. The customer is expressing satisfaction with their driver, highlighting the driver's safe driving, politeness, and the cleanliness of the car. This is a commendation rather than an issue.Not applicableVery positiveNo0
9I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.['safety', 'driver performance']The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior. This is a serious concern that requires immediate attention to ensure the safety of passengers and to address any potential misconduct by the driver.Not applicableVery negativeNo5
10The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.['driver performance', 'GPS/route']The primary issue in this ticket is that the driver did not follow the customer's preferred route, which the customer believes is shorter, leading to dissatisfaction with the service. As an expert customer service agent, I would address the customer's concern by acknowledging their frustration, explaining any possible reasons for the driver's decision (such as traffic conditions or company policy), and offering a resolution or compensation if appropriate.NoVery negativeNo2
11Impressed with the quick response to my ride request and the driver's professionalism.['driver performance', 'other']Based on the content of the ticket, it appears that there is no issue being reported. Instead, the ticket contains positive feedback regarding the quick response to a ride request and the professionalism of the driver. This is a commendation rather than a complaint or issue that needs resolution.Not applicableVery positiveNo0
12I was charged for a ride I never took. Please refund me as soon as possible.['other']The primary issue in this ticket is an incorrect charge for a ride that the customer claims they did not take. The customer is requesting a refund for this charge.Not applicableSomewhat negativeYes3
13The promo code I tried to use didn't work. Can you assist with this?['other']The primary issue in this ticket is that the customer is experiencing difficulty with a promo code that did not work as expected. The customer is seeking assistance to resolve this issue.Not applicableSomewhat negativeNo2
14There was a suspicious smell in the car, and I'm worried about hygiene standards.['cleanliness', 'other']The primary issue in this ticket is the customer's concern about a suspicious smell in the car, which is raising worries about the hygiene standards of the vehicle. Addressing this issue would likely involve investigating the source of the smell and ensuring that the vehicle meets cleanliness and hygiene standards.NoSomewhat negativeNo3
15My driver was very considerate, especially helping me with my luggage. Appreciate the great service!['driver performance']The primary issue in this ticket is actually not an issue at all. It appears to be a positive feedback or compliment regarding the driver's considerate behavior and assistance with luggage. It's always great to receive such positive comments about the service provided!NoVery positiveNo0
16The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.['GPS/route']The primary issue in this ticket is the inaccuracy of the app's GPS, which resulted in directing the driver to the wrong pick-up location. This can lead to delays and inconvenience for both the driver and the customer, so it's important to address the GPS functionality to ensure it provides accurate directions.NoSomewhat negativeNo4
17I want to compliment my driver's excellent navigation and time management during rush hour.['driver performance', 'GPS/route']The primary issue in this ticket is not a problem or complaint, but rather a compliment. The customer is expressing appreciation for their driver's excellent navigation and time management skills during rush hour.Not applicableVery positiveNo1
18The vehicle didn't match the description in the app. It was confusing and concerning.['other']The primary issue in this ticket is that the vehicle provided did not match the description given in the app. This discrepancy caused confusion and concern for the customer. It's important to address this by verifying the accuracy of vehicle descriptions in the app to ensure they align with what is actually provided, thereby enhancing customer trust and satisfaction.NoSomewhat negativeNo3
19I faced an issue with payment processing after my last ride. Can you look into this?['other']The primary issue in this ticket is a problem with payment processing after the customer's last ride. The customer is requesting assistance to investigate and resolve the payment issue.Not applicableNeutralNo3
\n",
-       "\n",
-       "            
\n",
-       "            "
-      ],
-      "text/plain": [
-       "Dataset([{'ticket': ['I just realized I left my phone in the car on my last ride. Can you help me get it back?', \"I'm unhappy with my recent experience. The driver was very rude and unprofessional.\", 'I was charged more than the estimated fare for my trip yesterday. Can you explain why?', 'The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.', 'My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.', 'I had a great experience with my driver today! Very friendly and efficient service.', \"I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.\", 'The app keeps crashing every time I try to book a ride. Please fix this issue.', 'My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!', \"I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.\", \"The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.\", \"Impressed with the quick response to my ride request and the driver's professionalism.\", 'I was charged for a ride I never took. Please refund me as soon as possible.', \"The promo code I tried to use didn't work. Can you assist with this?\", \"There was a suspicious smell in the car, and I'm worried about hygiene standards.\", 'My driver was very considerate, especially helping me with my luggage. Appreciate the great service!', \"The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.\", \"I want to compliment my driver's excellent navigation and time management during rush hour.\", \"The vehicle didn't match the description in the app. It was confusing and concerning.\", 'I faced an issue with payment processing after my last ride. Can you look into this?']}, {'issues': [\"['lost item']\", \"['driver performance']\", \"['other']\", \"['safety', 'driver performance']\", \"['driver performance', 'GPS/route']\", \"['driver performance']\", \"['cleanliness']\", \"['other']\", \"['safety', 'cleanliness', 'driver performance']\", \"['safety', 'driver performance']\", \"['driver performance', 'GPS/route']\", \"['driver performance', 'other']\", \"['other']\", \"['other']\", \"['cleanliness', 'other']\", \"['driver performance']\", \"['GPS/route']\", \"['driver performance', 'GPS/route']\", \"['other']\", \"['other']\"]}, {'primary_issue': ['The primary issue in this ticket is that the customer left their phone in a car during their last ride and needs assistance in retrieving it.', \"The primary issue in this ticket is the customer's dissatisfaction with the behavior of the driver, who was described as rude and unprofessional. Addressing this concern involves acknowledging the customer's experience, apologizing for the inconvenience, and taking appropriate steps to ensure such behavior is not repeated in the future.\", 'The primary issue in this ticket is that the customer was charged more than the estimated fare for their trip and is seeking an explanation for the discrepancy.', \"The primary issue in this ticket is the improper installation of the car seat provided by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive additional training to ensure proper car seat installation in the future.\", 'The primary issue in this ticket is that the customer believes the driver took a longer route than necessary, which led to a higher fare. The customer is requesting an adjustment to the fare to reflect what they believe should have been the correct amount.', \"It seems there is no issue in this ticket. Instead, it appears to be positive feedback about a great experience with the driver. It's always wonderful to receive compliments about friendly and efficient service!\", \"The primary issue in this ticket is the customer's concern about the cleanliness of the vehicle. They feel that the vehicle was not cleaned to the standard they expect. Addressing this issue would involve ensuring the vehicle is thoroughly cleaned and possibly offering an apology or compensation to the customer for their inconvenience.\", 'The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. The user is requesting a fix for this problem.', \"The primary issue in this ticket is not a complaint or problem, but rather positive feedback. The customer is expressing satisfaction with their driver, highlighting the driver's safe driving, politeness, and the cleanliness of the car. This is a commendation rather than an issue.\", \"The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior. This is a serious concern that requires immediate attention to ensure the safety of passengers and to address any potential misconduct by the driver.\", \"The primary issue in this ticket is that the driver did not follow the customer's preferred route, which the customer believes is shorter, leading to dissatisfaction with the service. As an expert customer service agent, I would address the customer's concern by acknowledging their frustration, explaining any possible reasons for the driver's decision (such as traffic conditions or company policy), and offering a resolution or compensation if appropriate.\", 'Based on the content of the ticket, it appears that there is no issue being reported. Instead, the ticket contains positive feedback regarding the quick response to a ride request and the professionalism of the driver. This is a commendation rather than a complaint or issue that needs resolution.', 'The primary issue in this ticket is an incorrect charge for a ride that the customer claims they did not take. The customer is requesting a refund for this charge.', 'The primary issue in this ticket is that the customer is experiencing difficulty with a promo code that did not work as expected. The customer is seeking assistance to resolve this issue.', \"The primary issue in this ticket is the customer's concern about a suspicious smell in the car, which is raising worries about the hygiene standards of the vehicle. Addressing this issue would likely involve investigating the source of the smell and ensuring that the vehicle meets cleanliness and hygiene standards.\", \"The primary issue in this ticket is actually not an issue at all. It appears to be a positive feedback or compliment regarding the driver's considerate behavior and assistance with luggage. It's always great to receive such positive comments about the service provided!\", \"The primary issue in this ticket is the inaccuracy of the app's GPS, which resulted in directing the driver to the wrong pick-up location. This can lead to delays and inconvenience for both the driver and the customer, so it's important to address the GPS functionality to ensure it provides accurate directions.\", \"The primary issue in this ticket is not a problem or complaint, but rather a compliment. The customer is expressing appreciation for their driver's excellent navigation and time management skills during rush hour.\", \"The primary issue in this ticket is that the vehicle provided did not match the description given in the app. This discrepancy caused confusion and concern for the customer. It's important to address this by verifying the accuracy of vehicle descriptions in the app to ensure they align with what is actually provided, thereby enhancing customer trust and satisfaction.\", \"The primary issue in this ticket is a problem with payment processing after the customer's last ride. The customer is requesting assistance to investigate and resolve the payment issue.\"]}, {'accident': ['Not applicable', 'No', 'Not applicable', 'No', 'No', 'Not applicable', 'No', 'Not applicable', 'Not applicable', 'Not applicable', 'No', 'Not applicable', 'Not applicable', 'Not applicable', 'No', 'No', 'No', 'Not applicable', 'No', 'Not applicable']}, {'sentiment': ['Somewhat negative', 'Very negative', 'Somewhat negative', 'Very negative', 'Somewhat negative', 'Very positive', 'Somewhat negative', 'Somewhat negative', 'Very positive', 'Very negative', 'Very negative', 'Very positive', 'Somewhat negative', 'Somewhat negative', 'Somewhat negative', 'Very positive', 'Somewhat negative', 'Very positive', 'Somewhat negative', 'Neutral']}, {'refund': ['No', 'No', 'No', 'No', 'No', 'No', 'No', 'No', 'No', 'No', 'No', 'No', 'Yes', 'No', 'No', 'No', 'No', 'No', 'No', 'No']}, {'priority': [3, 3, 3, 5, 2, 0, 2, 5, 0, 5, 2, 0, 3, 2, 3, 0, 4, 1, 3, 3]}])"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results.sql(\"\"\"\n",
-    "select ticket, issues, primary_issue, accident, sentiment, refund, priority \n",
-    "from self\n",
-    "\"\"\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "editable": true,
-    "slideshow": {
-     "slide_type": ""
-    },
-    "tags": []
-   },
-   "source": [
-    "To export results to a CSV file:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {
-    "editable": true,
-    "slideshow": {
-     "slide_type": ""
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
FileStore
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "  \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "  \n",
-       "  \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
 keyvalue
0pathdata_labeling_example.csv
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
2binaryFalse
3suffixcsv
4mime_typetext/csv
5extracted_textanswer.accident,answer.sentiment,answer.refund,answer.primary_issue,answer.priority,answer.issues,scenario.ticket,agent.persona,agent.agent_name,agent.years_experience,agent.agent_instruction,model.frequency_penalty,model.top_p,model.presence_penalty,model.model,model.temperature,model.logprobs,model.max_tokens,model.top_logprobs,prompt.primary_issue_user_prompt,prompt.accident_system_prompt,prompt.priority_system_prompt,prompt.issues_user_prompt,prompt.priority_user_prompt,prompt.sentiment_system_prompt,prompt.refund_system_prompt,prompt.issues_system_prompt,prompt.sentiment_user_prompt,prompt.refund_user_prompt,prompt.primary_issue_system_prompt,prompt.accident_user_prompt,raw_model_response.sentiment_cost,raw_model_response.accident_raw_model_response,raw_model_response.sentiment_raw_model_response,raw_model_response.sentiment_one_usd_buys,raw_model_response.refund_one_usd_buys,raw_model_response.issues_raw_model_response,raw_model_response.priority_cost,raw_model_response.accident_one_usd_buys,raw_model_response.refund_cost,raw_model_response.issues_cost,raw_model_response.primary_issue_raw_model_response,raw_model_response.primary_issue_cost,raw_model_response.primary_issue_one_usd_buys,raw_model_response.priority_raw_model_response,raw_model_response.issues_one_usd_buys,raw_model_response.priority_one_usd_buys,raw_model_response.accident_cost,raw_model_response.refund_raw_model_response,iteration.iteration,question_text.refund_question_text,question_text.accident_question_text,question_text.primary_issue_question_text,question_text.issues_question_text,question_text.priority_question_text,question_text.sentiment_question_text,question_options.issues_question_options,question_options.sentiment_question_options,question_options.primary_issue_question_options,question_options.refund_question_options,question_options.accident_question_options,question_options.priority_question_options,question_type.priority_question_type,question_type.accident_question_type,question_type.sentiment_question_type,question_type.refund_question_type,question_type.primary_issue_question_type,question_type.issues_question_type,comment.primary_issue_comment,comment.refund_comment,comment.priority_comment,comment.issues_comment,comment.sentiment_comment,comment.accident_comment,generated_tokens.sentiment_generated_tokens,generated_tokens.issues_generated_tokens,generated_tokens.refund_generated_tokens,generated_tokens.primary_issue_generated_tokens,generated_tokens.accident_generated_tokens,generated_tokens.priority_generated_tokens\r\n",
-       "Not applicable,Somewhat negative,No,The primary issue in this ticket is that the customer left their phone in a car during their last ride and needs assistance in retrieving it.,3,['lost item'],I just realized I left my phone in the car on my last ride. Can you help me get it back?,You are an expert customer service agent.,Agent_0,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,What is the primary issue in this ticket? Ticket: I just realized I left my phone in the car on my last ride. Can you help me get it back?,\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: I just realized I left my phone in the car on my last ride. Can you help me get it back?\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: I just realized I left my phone in the car on my last ride. Can you help me get it back?\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: I just realized I left my phone in the car on my last ride. Can you help me get it back?\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: I just realized I left my phone in the car on my last ride. Can you help me get it back?\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: I just realized I left my phone in the car on my last ride. Can you help me get it back?\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.0006525,\"{'id': 'chatcmpl-AeOLC07VrbGrFuhqt49rg3wSLpSwN', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Not applicable  \\nThe issue described in the ticket is about a lost phone, not an accident or safety concern.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 22, 'prompt_tokens': 143, 'total_tokens': 165, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCIKQa0o5QYNdPHiVTDOLqUxZG', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Somewhat negative  \\nThe sentiment is somewhat negative because the customer is experiencing a problem or inconvenience by losing their phone and is seeking assistance to resolve it.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 30, 'prompt_tokens': 141, 'total_tokens': 171, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1532.5670498084291,2030.4568527918782,\"{'id': 'chatcmpl-AeOLCkXJLq51ZiMNaj50EyK6jXXky', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[4]  \\nThe issue mentioned in the ticket is related to a lost item, specifically a phone left in the car.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_f785eb5f47', 'usage': {'completion_tokens': 25, 'prompt_tokens': 164, 'total_tokens': 189, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0007875,1731.6017316017317,0.0004925,0.00066,\"{'id': 'chatcmpl-AeOLCxQHyAEf8oqiXn3Q5uVzObTHE', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'The primary issue in this ticket is that the customer left their phone in a car during their last ride and needs assistance in retrieving it.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 27, 'prompt_tokens': 84, 'total_tokens': 111, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.00048,2083.3333333333335,\"{'id': 'chatcmpl-AeOLCF1MPDuuq79q9OeOG3F0UdYjU', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\nThis situation is urgent because the customer needs their phone back, but it is not an emergency or life-threatening situation. It requires prompt attention to facilitate the recovery of the phone.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 37, 'prompt_tokens': 167, 'total_tokens': 204, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1515.1515151515152,1269.8412698412699,0.0005775,\"{'id': 'chatcmpl-AeOLC8lb7NiFrEB0o3nE79aVrciEZ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No\\n\\nThe ticket is requesting assistance in retrieving a lost item, not asking for a refund.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 19, 'prompt_tokens': 121, 'total_tokens': 140, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,\"The ticket is requesting assistance in retrieving a lost item, not asking for a refund.\",\"This situation is urgent because the customer needs their phone back, but it is not an emergency or life-threatening situation. It requires prompt attention to facilitate the recovery of the phone.\",\"The issue mentioned in the ticket is related to a lost item, specifically a phone left in the car.\",The sentiment is somewhat negative because the customer is experiencing a problem or inconvenience by losing their phone and is seeking assistance to resolve it.,\"The issue described in the ticket is about a lost phone, not an accident or safety concern.\",\"Somewhat negative  \n",
-       "The sentiment is somewhat negative because the customer is experiencing a problem or inconvenience by losing their phone and is seeking assistance to resolve it.\",\"[4]  \n",
-       "The issue mentioned in the ticket is related to a lost item, specifically a phone left in the car.\",\"No\n",
-       "\n",
-       "The ticket is requesting assistance in retrieving a lost item, not asking for a refund.\",The primary issue in this ticket is that the customer left their phone in a car during their last ride and needs assistance in retrieving it.,\"Not applicable  \n",
-       "The issue described in the ticket is about a lost phone, not an accident or safety concern.\",\"3  \n",
-       "This situation is urgent because the customer needs their phone back, but it is not an emergency or life-threatening situation. It requires prompt attention to facilitate the recovery of the phone.\"\r\n",
-       "No,Very negative,No,\"The primary issue in this ticket is the customer's dissatisfaction with the behavior of the driver, who was described as rude and unprofessional. Addressing this concern involves acknowledging the customer's experience, apologizing for the inconvenience, and taking appropriate steps to ensure such behavior is not repeated in the future.\",3,['driver performance'],I'm unhappy with my recent experience. The driver was very rude and unprofessional.,You are an expert customer service agent.,Agent_1,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,What is the primary issue in this ticket? Ticket: I'm unhappy with my recent experience. The driver was very rude and unprofessional.,\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: I'm unhappy with my recent experience. The driver was very rude and unprofessional.\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: I'm unhappy with my recent experience. The driver was very rude and unprofessional.\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: I'm unhappy with my recent experience. The driver was very rude and unprofessional.\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: I'm unhappy with my recent experience. The driver was very rude and unprofessional.\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: I'm unhappy with my recent experience. The driver was very rude and unprofessional.\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.000585,\"{'id': 'chatcmpl-AeOLCmiLoNrLE758alAjVHb8vjU9K', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No  \\nThe ticket mentions rudeness and unprofessional behavior but does not indicate that an accident occurred or that someone was hurt.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 26, 'prompt_tokens': 136, 'total_tokens': 162, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCzLxelmMFVm3wYhKi7Pcb59RF', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Very negative\\n\\nThe ticket expresses dissatisfaction and describes the driver as \"\"very rude and unprofessional,\"\" indicating a strong negative sentiment.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 25, 'prompt_tokens': 134, 'total_tokens': 159, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1709.4017094017092,1626.0162601626016,\"{'id': 'chatcmpl-AeOLCMv7bVXYDbhkvZqKxsNMwUy6M', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[2]  \\nThe issue mentioned in the ticket is related to \"\"driver performance\"\" as the customer describes the driver as rude and unprofessional.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 29, 'prompt_tokens': 157, 'total_tokens': 186, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.00071,1666.6666666666665,0.000615,0.0006825,\"{'id': 'chatcmpl-AeOLCxvqSj3EHtbUpTQ29YU6vIRab', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"The primary issue in this ticket is the customer's dissatisfaction with the behavior of the driver, who was described as rude and unprofessional. Addressing this concern involves acknowledging the customer's experience, apologizing for the inconvenience, and taking appropriate steps to ensure such behavior is not repeated in the future.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 57, 'prompt_tokens': 77, 'total_tokens': 134, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0007624999999999999,1311.4754098360656,\"{'id': 'chatcmpl-AeOLDOxojG2UaRB3L4wZwozGwpb7v', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\nCustomer dissatisfaction due to rudeness and unprofessionalism is important to address promptly, but it may not be as urgent as safety-related issues.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 31, 'prompt_tokens': 160, 'total_tokens': 191, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1465.2014652014652,1408.4507042253522,0.0006000000000000001,\"{'id': 'chatcmpl-AeOLCMXbvVCtljPrLhOKHefsMQ6by', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No\\n\\nThe ticket does not explicitly mention a request for a refund. The customer is expressing dissatisfaction with the experience, but there is no direct request for a refund.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 33, 'prompt_tokens': 114, 'total_tokens': 147, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,\"The ticket does not explicitly mention a request for a refund. The customer is expressing dissatisfaction with the experience, but there is no direct request for a refund.\",\"Customer dissatisfaction due to rudeness and unprofessionalism is important to address promptly, but it may not be as urgent as safety-related issues.\",\"The issue mentioned in the ticket is related to \"\"driver performance\"\" as the customer describes the driver as rude and unprofessional.\",\"The ticket expresses dissatisfaction and describes the driver as \"\"very rude and unprofessional,\"\" indicating a strong negative sentiment.\",The ticket mentions rudeness and unprofessional behavior but does not indicate that an accident occurred or that someone was hurt.,\"Very negative\n",
-       "\n",
-       "The ticket expresses dissatisfaction and describes the driver as \"\"very rude and unprofessional,\"\" indicating a strong negative sentiment.\",\"[2]  \n",
-       "The issue mentioned in the ticket is related to \"\"driver performance\"\" as the customer describes the driver as rude and unprofessional.\",\"No\n",
-       "\n",
-       "The ticket does not explicitly mention a request for a refund. The customer is expressing dissatisfaction with the experience, but there is no direct request for a refund.\",\"The primary issue in this ticket is the customer's dissatisfaction with the behavior of the driver, who was described as rude and unprofessional. Addressing this concern involves acknowledging the customer's experience, apologizing for the inconvenience, and taking appropriate steps to ensure such behavior is not repeated in the future.\",\"No  \n",
-       "The ticket mentions rudeness and unprofessional behavior but does not indicate that an accident occurred or that someone was hurt.\",\"3  \n",
-       "Customer dissatisfaction due to rudeness and unprofessionalism is important to address promptly, but it may not be as urgent as safety-related issues.\"\r\n",
-       "Not applicable,Somewhat negative,No,The primary issue in this ticket is that the customer was charged more than the estimated fare for their trip and is seeking an explanation for the discrepancy.,3,['other'],I was charged more than the estimated fare for my trip yesterday. Can you explain why?,You are an expert customer service agent.,Agent_2,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,What is the primary issue in this ticket? Ticket: I was charged more than the estimated fare for my trip yesterday. Can you explain why?,\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: I was charged more than the estimated fare for my trip yesterday. Can you explain why?\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: I was charged more than the estimated fare for my trip yesterday. Can you explain why?\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: I was charged more than the estimated fare for my trip yesterday. Can you explain why?\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: I was charged more than the estimated fare for my trip yesterday. Can you explain why?\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: I was charged more than the estimated fare for my trip yesterday. Can you explain why?\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.00058,\"{'id': 'chatcmpl-AeOLCztxC3mhHAS9UjK5R7jlfaEIT', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Not applicable\\n\\nThe ticket is about a fare discrepancy, not a safety issue or accident.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 18, 'prompt_tokens': 138, 'total_tokens': 156, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCChBPS499qJOMF44lQ32o2Ebi', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Somewhat negative  \\nThe customer is expressing dissatisfaction due to being charged more than expected, which indicates a somewhat negative sentiment.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 24, 'prompt_tokens': 136, 'total_tokens': 160, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1724.1379310344828,2040.8163265306123,\"{'id': 'chatcmpl-AeOLC23vMVU6Gf62YhpD7fbhFH04J', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[5]  \\nThe issue mentioned in the ticket is related to being charged more than the estimated fare, which falls under the \"\"other\"\" category.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 30, 'prompt_tokens': 159, 'total_tokens': 189, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.000735,1904.7619047619048,0.00049,0.0006975,\"{'id': 'chatcmpl-AeOLCs6SQcPZDKHGOnw1l4OZc1RdG', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'The primary issue in this ticket is that the customer was charged more than the estimated fare for their trip and is seeking an explanation for the discrepancy.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 29, 'prompt_tokens': 79, 'total_tokens': 108, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0004875,2051.2820512820513,\"{'id': 'chatcmpl-AeOLCjstHVuy4OSUFZWCNJxFdW4hn', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\nThis ticket involves a billing issue, which is important to resolve promptly to maintain customer trust and satisfaction, but it is not an emergency or critical technical failure.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 33, 'prompt_tokens': 162, 'total_tokens': 195, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1433.6917562724016,1360.544217687075,0.000525,\"{'id': 'chatcmpl-AeOLCku8orW2xySQ92R6Df6q6bwwI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No\\n\\nThe customer is asking for an explanation regarding the charge discrepancy, not directly requesting a refund.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 20, 'prompt_tokens': 116, 'total_tokens': 136, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,\"The customer is asking for an explanation regarding the charge discrepancy, not directly requesting a refund.\",\"This ticket involves a billing issue, which is important to resolve promptly to maintain customer trust and satisfaction, but it is not an emergency or critical technical failure.\",\"The issue mentioned in the ticket is related to being charged more than the estimated fare, which falls under the \"\"other\"\" category.\",\"The customer is expressing dissatisfaction due to being charged more than expected, which indicates a somewhat negative sentiment.\",\"The ticket is about a fare discrepancy, not a safety issue or accident.\",\"Somewhat negative  \n",
-       "The customer is expressing dissatisfaction due to being charged more than expected, which indicates a somewhat negative sentiment.\",\"[5]  \n",
-       "The issue mentioned in the ticket is related to being charged more than the estimated fare, which falls under the \"\"other\"\" category.\",\"No\n",
-       "\n",
-       "The customer is asking for an explanation regarding the charge discrepancy, not directly requesting a refund.\",The primary issue in this ticket is that the customer was charged more than the estimated fare for their trip and is seeking an explanation for the discrepancy.,\"Not applicable\n",
-       "\n",
-       "The ticket is about a fare discrepancy, not a safety issue or accident.\",\"3  \n",
-       "This ticket involves a billing issue, which is important to resolve promptly to maintain customer trust and satisfaction, but it is not an emergency or critical technical failure.\"\r\n",
-       "No,Very negative,No,\"The primary issue in this ticket is the improper installation of the car seat provided by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive additional training to ensure proper car seat installation in the future.\",5,\"['safety', 'driver performance']\",\"The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.\",You are an expert customer service agent.,Agent_3,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,\"What is the primary issue in this ticket? Ticket: The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.0005925,\"{'id': 'chatcmpl-AeOLChumZ7ozr2b4plDyFBWdjjEpJ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No  \\nThere is no mention of an actual accident or injury occurring, only a concern about potential risk due to improper installation.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 25, 'prompt_tokens': 143, 'total_tokens': 168, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCmXC1FjBTVZfk0HSuw7Xj91v4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Very negative  \\nThe ticket expresses a serious concern about safety and implies dissatisfaction with the service, indicating a very negative sentiment.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 24, 'prompt_tokens': 141, 'total_tokens': 165, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1687.7637130801686,1581.0276679841897,\"{'id': 'chatcmpl-AeOLCD7XDH3oSmxAFvktCzZaCPi8l', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[0, 2]\\n\\nThe issues mentioned are related to safety (0) because the car seat was not properly installed, and driver performance (2) because the driver might need further training to ensure proper installation.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 43, 'prompt_tokens': 164, 'total_tokens': 207, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0007975,1646.0905349794239,0.0006325,0.00084,\"{'id': 'chatcmpl-AeOLCpxYh39GZtyZdegG9FbXcsLku', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"The primary issue in this ticket is the improper installation of the car seat provided by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive additional training to ensure proper car seat installation in the future.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 51, 'prompt_tokens': 84, 'total_tokens': 135, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.00072,1388.888888888889,\"{'id': 'chatcmpl-AeOLC43VzzkazmNFoFAwiyl3tUCJX', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\nThe safety of a child is of utmost importance, and improper installation of a car seat poses a significant risk. This issue requires immediate attention to ensure driver training and prevent potential harm.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 38, 'prompt_tokens': 167, 'total_tokens': 205, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1190.4761904761904,1253.9184952978055,0.0006075,\"{'id': 'chatcmpl-AeOLCcgE9NVdfI13OVr0CwQlubRgV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No\\n\\nThe customer is expressing a concern about the installation of the car seat and requesting driver training, but they are not explicitly asking for a refund in this ticket.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_90354628f2', 'usage': {'completion_tokens': 33, 'prompt_tokens': 121, 'total_tokens': 154, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,\"The customer is expressing a concern about the installation of the car seat and requesting driver training, but they are not explicitly asking for a refund in this ticket.\",\"The safety of a child is of utmost importance, and improper installation of a car seat poses a significant risk. This issue requires immediate attention to ensure driver training and prevent potential harm.\",\"The issues mentioned are related to safety (0) because the car seat was not properly installed, and driver performance (2) because the driver might need further training to ensure proper installation.\",\"The ticket expresses a serious concern about safety and implies dissatisfaction with the service, indicating a very negative sentiment.\",\"There is no mention of an actual accident or injury occurring, only a concern about potential risk due to improper installation.\",\"Very negative  \n",
-       "The ticket expresses a serious concern about safety and implies dissatisfaction with the service, indicating a very negative sentiment.\",\"[0, 2]\n",
-       "\n",
-       "The issues mentioned are related to safety (0) because the car seat was not properly installed, and driver performance (2) because the driver might need further training to ensure proper installation.\",\"No\n",
-       "\n",
-       "The customer is expressing a concern about the installation of the car seat and requesting driver training, but they are not explicitly asking for a refund in this ticket.\",\"The primary issue in this ticket is the improper installation of the car seat provided by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive additional training to ensure proper car seat installation in the future.\",\"No  \n",
-       "There is no mention of an actual accident or injury occurring, only a concern about potential risk due to improper installation.\",\"5  \n",
-       "The safety of a child is of utmost importance, and improper installation of a car seat poses a significant risk. This issue requires immediate attention to ensure driver training and prevent potential harm.\"\r\n",
-       "No,Somewhat negative,No,\"The primary issue in this ticket is that the customer believes the driver took a longer route than necessary, which led to a higher fare. The customer is requesting an adjustment to the fare to reflect what they believe should have been the correct amount.\",2,\"['driver performance', 'GPS/route']\",\"My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.\",You are an expert customer service agent.,Agent_4,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,\"What is the primary issue in this ticket? Ticket: My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.0006975,\"{'id': 'chatcmpl-AeOLCKcG1qJiIpZAuBR9s24ZsSLTK', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No  \\nThe ticket does not mention any accident or injury, so the issue is not related to safety.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 21, 'prompt_tokens': 141, 'total_tokens': 162, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCsiyclqznviqgaCYkBz33T4TS', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Somewhat negative  \\nThe customer is expressing dissatisfaction with the service due to the longer route taken by the driver, resulting in a higher fare, and is requesting a fare adjustment.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 35, 'prompt_tokens': 139, 'total_tokens': 174, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1433.6917562724016,1320.13201320132,\"{'id': 'chatcmpl-AeOLCv2cXfdwbs9glkIuCCtSDKw7P', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[2, 3]\\n\\nThe issues mentioned in the ticket relate to driver performance, as taking a longer route than necessary indicates a potential issue with how the driver conducted the trip. Additionally, it involves GPS/route issues, as the complaint is specifically about the route taken.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 55, 'prompt_tokens': 162, 'total_tokens': 217, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0007825,1777.7777777777776,0.0007575,0.000955,\"{'id': 'chatcmpl-AeOLCkaONVFa77DD7KTV7u35yhNcE', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'The primary issue in this ticket is that the customer believes the driver took a longer route than necessary, which led to a higher fare. The customer is requesting an adjustment to the fare to reflect what they believe should have been the correct amount.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a34b2727d6', 'usage': {'completion_tokens': 48, 'prompt_tokens': 82, 'total_tokens': 130, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0006850000000000001,1459.85401459854,\"{'id': 'chatcmpl-AeOLCAmvJhWHmLFqieugBIylEpzoL', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '2  \\nThis issue is important because it involves a financial discrepancy for the customer, but it does not pose an immediate safety or service continuity concern, so it is not the highest priority.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 37, 'prompt_tokens': 165, 'total_tokens': 202, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1047.1204188481674,1277.9552715654952,0.0005625000000000001,\"{'id': 'chatcmpl-AeOLCO78N7dlgWScdBg72pkwL7D67', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No\\n\\nThe customer is requesting a fare adjustment, which is different from asking for a refund. A fare adjustment typically means they want the fare corrected to what it should have been, rather than a full refund of the fare paid.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 46, 'prompt_tokens': 119, 'total_tokens': 165, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,\"The customer is requesting a fare adjustment, which is different from asking for a refund. A fare adjustment typically means they want the fare corrected to what it should have been, rather than a full refund of the fare paid.\",\"This issue is important because it involves a financial discrepancy for the customer, but it does not pose an immediate safety or service continuity concern, so it is not the highest priority.\",\"The issues mentioned in the ticket relate to driver performance, as taking a longer route than necessary indicates a potential issue with how the driver conducted the trip. Additionally, it involves GPS/route issues, as the complaint is specifically about the route taken.\",\"The customer is expressing dissatisfaction with the service due to the longer route taken by the driver, resulting in a higher fare, and is requesting a fare adjustment.\",\"The ticket does not mention any accident or injury, so the issue is not related to safety.\",\"Somewhat negative  \n",
-       "The customer is expressing dissatisfaction with the service due to the longer route taken by the driver, resulting in a higher fare, and is requesting a fare adjustment.\",\"[2, 3]\n",
-       "\n",
-       "The issues mentioned in the ticket relate to driver performance, as taking a longer route than necessary indicates a potential issue with how the driver conducted the trip. Additionally, it involves GPS/route issues, as the complaint is specifically about the route taken.\",\"No\n",
-       "\n",
-       "The customer is requesting a fare adjustment, which is different from asking for a refund. A fare adjustment typically means they want the fare corrected to what it should have been, rather than a full refund of the fare paid.\",\"The primary issue in this ticket is that the customer believes the driver took a longer route than necessary, which led to a higher fare. The customer is requesting an adjustment to the fare to reflect what they believe should have been the correct amount.\",\"No  \n",
-       "The ticket does not mention any accident or injury, so the issue is not related to safety.\",\"2  \n",
-       "This issue is important because it involves a financial discrepancy for the customer, but it does not pose an immediate safety or service continuity concern, so it is not the highest priority.\"\r\n",
-       "Not applicable,Very positive,No,\"It seems there is no issue in this ticket. Instead, it appears to be positive feedback about a great experience with the driver. It's always wonderful to receive compliments about friendly and efficient service!\",0,['driver performance'],I had a great experience with my driver today! Very friendly and efficient service.,You are an expert customer service agent.,Agent_5,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,What is the primary issue in this ticket? Ticket: I had a great experience with my driver today! Very friendly and efficient service.,\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: I had a great experience with my driver today! Very friendly and efficient service.\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: I had a great experience with my driver today! Very friendly and efficient service.\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: I had a great experience with my driver today! Very friendly and efficient service.\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: I had a great experience with my driver today! Very friendly and efficient service.\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: I had a great experience with my driver today! Very friendly and efficient service.\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.000545,\"{'id': 'chatcmpl-AeOLC9rBdgcATjWEtyONVTDGIDJV9', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Not applicable\\n\\nThe ticket is focused on a positive experience with the driver, indicating no safety issue or accident occurred.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 23, 'prompt_tokens': 136, 'total_tokens': 159, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCKCYRVigR4pvYwmfHECS1zB9M', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"Very positive  \\nThe ticket expresses satisfaction and highlights the driver's friendliness and efficiency, indicating a very positive sentiment.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 21, 'prompt_tokens': 134, 'total_tokens': 155, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1834.8623853211009,2020.2020202020203,\"{'id': 'chatcmpl-AeOLC9FQLgo25tyUPe41LoBveyZ0y', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"[2]\\n\\nThe ticket mentions the driver's performance as being friendly and efficient, which relates to driver performance.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 21, 'prompt_tokens': 157, 'total_tokens': 178, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.00068,1754.3859649122808,0.000495,0.0006025,\"{'id': 'chatcmpl-AeOLCqZHEFzEvxuKoX8kAbadxaAaf', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"It seems there is no issue in this ticket. Instead, it appears to be positive feedback about a great experience with the driver. It's always wonderful to receive compliments about friendly and efficient service!\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 38, 'prompt_tokens': 77, 'total_tokens': 115, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0005725,1746.7248908296945,\"{'id': 'chatcmpl-AeOLCNsu77zdIcgDpy3OAkRF6xEXU', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '0  \\nThis ticket is a positive feedback and does not require immediate action or resolution, so it is the lowest priority in terms of urgency.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 28, 'prompt_tokens': 160, 'total_tokens': 188, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1659.7510373443984,1470.5882352941176,0.00057,\"{'id': 'chatcmpl-AeOLCmZUhnEH4J7FfgmiNMzeJNnTY', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No\\n\\nThe ticket expresses satisfaction with the service and does not mention any issues or requests for a refund.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 21, 'prompt_tokens': 114, 'total_tokens': 135, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,The ticket expresses satisfaction with the service and does not mention any issues or requests for a refund.,\"This ticket is a positive feedback and does not require immediate action or resolution, so it is the lowest priority in terms of urgency.\",\"The ticket mentions the driver's performance as being friendly and efficient, which relates to driver performance.\",\"The ticket expresses satisfaction and highlights the driver's friendliness and efficiency, indicating a very positive sentiment.\",\"The ticket is focused on a positive experience with the driver, indicating no safety issue or accident occurred.\",\"Very positive  \n",
-       "The ticket expresses satisfaction and highlights the driver's friendliness and efficiency, indicating a very positive sentiment.\",\"[2]\n",
-       "\n",
-       "The ticket mentions the driver's performance as being friendly and efficient, which relates to driver performance.\",\"No\n",
-       "\n",
-       "The ticket expresses satisfaction with the service and does not mention any issues or requests for a refund.\",\"It seems there is no issue in this ticket. Instead, it appears to be positive feedback about a great experience with the driver. It's always wonderful to receive compliments about friendly and efficient service!\",\"Not applicable\n",
-       "\n",
-       "The ticket is focused on a positive experience with the driver, indicating no safety issue or accident occurred.\",\"0  \n",
-       "This ticket is a positive feedback and does not require immediate action or resolution, so it is the lowest priority in terms of urgency.\"\r\n",
-       "No,Somewhat negative,No,The primary issue in this ticket is the customer's concern about the cleanliness of the vehicle. They feel that the vehicle was not cleaned to the standard they expect. Addressing this issue would involve ensuring the vehicle is thoroughly cleaned and possibly offering an apology or compensation to the customer for their inconvenience.,2,['cleanliness'],I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.,You are an expert customer service agent.,Agent_6,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,What is the primary issue in this ticket? Ticket: I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.,\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.00065,\"{'id': 'chatcmpl-AeOLDZlv2c2bgEbtuH2Sq8k5x9imD', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No  \\nThe ticket mentions concerns about cleanliness, not safety or any accidents involving injury.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 17, 'prompt_tokens': 138, 'total_tokens': 155, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCIWYM0O7LNPRDNcK0RSY8TynI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Somewhat negative  \\nThe customer expresses dissatisfaction with the cleanliness of the vehicle, indicating a concern and expectation not being met, which suggests a somewhat negative sentiment.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 31, 'prompt_tokens': 136, 'total_tokens': 167, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1538.4615384615386,1886.7924528301887,\"{'id': 'chatcmpl-AeOLC9TNQVn6pxQlmwRnbgE3flVSk', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[1]\\n\\nThe issue mentioned in the ticket is specifically about cleanliness, which corresponds to option 1.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 21, 'prompt_tokens': 159, 'total_tokens': 180, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.000685,1941.7475728155339,0.00053,0.0006075,\"{'id': 'chatcmpl-AeOLC5Iroi76WqjGrqJMxvu2nDcqY', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"The primary issue in this ticket is the customer's concern about the cleanliness of the vehicle. They feel that the vehicle was not cleaned to the standard they expect. Addressing this issue would involve ensuring the vehicle is thoroughly cleaned and possibly offering an apology or compensation to the customer for their inconvenience.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 57, 'prompt_tokens': 79, 'total_tokens': 136, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0007675,1302.9315960912054,\"{'id': 'chatcmpl-AeOLCIktqxFVXGnD4Tz9K2pmBdepJ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"2  \\nWhile cleanliness is important for customer satisfaction, it typically doesn't pose an immediate operational or safety issue, thus assigning a moderate priority level.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 28, 'prompt_tokens': 162, 'total_tokens': 190, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1646.0905349794239,1459.8540145985403,0.000515,\"{'id': 'chatcmpl-AeOLDcCaWF7nBTNM8AeatcjX2vcsT', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"No\\n\\nThe customer expresses a concern about the vehicle's cleanliness but does not explicitly ask for a refund in the ticket.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 24, 'prompt_tokens': 116, 'total_tokens': 140, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,The customer expresses a concern about the vehicle's cleanliness but does not explicitly ask for a refund in the ticket.,\"While cleanliness is important for customer satisfaction, it typically doesn't pose an immediate operational or safety issue, thus assigning a moderate priority level.\",\"The issue mentioned in the ticket is specifically about cleanliness, which corresponds to option 1.\",\"The customer expresses dissatisfaction with the cleanliness of the vehicle, indicating a concern and expectation not being met, which suggests a somewhat negative sentiment.\",\"The ticket mentions concerns about cleanliness, not safety or any accidents involving injury.\",\"Somewhat negative  \n",
-       "The customer expresses dissatisfaction with the cleanliness of the vehicle, indicating a concern and expectation not being met, which suggests a somewhat negative sentiment.\",\"[1]\n",
-       "\n",
-       "The issue mentioned in the ticket is specifically about cleanliness, which corresponds to option 1.\",\"No\n",
-       "\n",
-       "The customer expresses a concern about the vehicle's cleanliness but does not explicitly ask for a refund in the ticket.\",The primary issue in this ticket is the customer's concern about the cleanliness of the vehicle. They feel that the vehicle was not cleaned to the standard they expect. Addressing this issue would involve ensuring the vehicle is thoroughly cleaned and possibly offering an apology or compensation to the customer for their inconvenience.,\"No  \n",
-       "The ticket mentions concerns about cleanliness, not safety or any accidents involving injury.\",\"2  \n",
-       "While cleanliness is important for customer satisfaction, it typically doesn't pose an immediate operational or safety issue, thus assigning a moderate priority level.\"\r\n",
-       "Not applicable,Somewhat negative,No,The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. The user is requesting a fix for this problem.,5,['other'],The app keeps crashing every time I try to book a ride. Please fix this issue.,You are an expert customer service agent.,Agent_7,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,What is the primary issue in this ticket? Ticket: The app keeps crashing every time I try to book a ride. Please fix this issue.,\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: The app keeps crashing every time I try to book a ride. Please fix this issue.\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: The app keeps crashing every time I try to book a ride. Please fix this issue.\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: The app keeps crashing every time I try to book a ride. Please fix this issue.\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: The app keeps crashing every time I try to book a ride. Please fix this issue.\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: The app keeps crashing every time I try to book a ride. Please fix this issue.\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.00073,\"{'id': 'chatcmpl-AeOLCLTGCZbqJTv2j2Yd7WIn4qyPt', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Not applicable\\n\\nThe ticket does not mention any accident or injury, only an app functionality issue.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 19, 'prompt_tokens': 138, 'total_tokens': 157, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLC8hVMqiECOyYcDQw56OO8WiFg', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Somewhat negative\\n\\nThe sentiment is somewhat negative because the customer is experiencing frustration with the app crashing, but they are still politely asking for the issue to be fixed rather than expressing anger or dissatisfaction.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 39, 'prompt_tokens': 136, 'total_tokens': 175, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1369.8630136986303,2173.913043478261,\"{'id': 'chatcmpl-AeOLCevg56I8nPivQqwMUnysatyzD', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[5]  \\nThe issue mentioned in the ticket is related to the app crashing, which fits under \"\"other\"\" as it doesn\\'t relate to the specific categories like safety, cleanliness, driver performance, GPS/route, or lost item.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 47, 'prompt_tokens': 159, 'total_tokens': 206, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.000735,1869.1588785046729,0.00046,0.0008675,\"{'id': 'chatcmpl-AeOLDgEEwCOXm7TRUAkulODJpHJKz', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. The user is requesting a fix for this problem.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a34b2727d6', 'usage': {'completion_tokens': 30, 'prompt_tokens': 79, 'total_tokens': 109, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0004975,2010.0502512562814,\"{'id': 'chatcmpl-AeOLCNePJ7CXAWIWrUJIUft3v4EH5', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5  \\nThis issue directly affects the core functionality of the app, preventing users from booking rides, which is likely to result in significant user dissatisfaction and potential revenue loss.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_f785eb5f47', 'usage': {'completion_tokens': 33, 'prompt_tokens': 162, 'total_tokens': 195, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1152.7377521613832,1360.544217687075,0.000535,\"{'id': 'chatcmpl-AeOLCjNK1fN9zEusiWvucrfEX4vEE', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No\\n\\nThe customer is requesting a fix for the app issue, not a refund.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 17, 'prompt_tokens': 116, 'total_tokens': 133, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,\"The customer is requesting a fix for the app issue, not a refund.\",\"This issue directly affects the core functionality of the app, preventing users from booking rides, which is likely to result in significant user dissatisfaction and potential revenue loss.\",\"The issue mentioned in the ticket is related to the app crashing, which fits under \"\"other\"\" as it doesn't relate to the specific categories like safety, cleanliness, driver performance, GPS/route, or lost item.\",\"The sentiment is somewhat negative because the customer is experiencing frustration with the app crashing, but they are still politely asking for the issue to be fixed rather than expressing anger or dissatisfaction.\",\"The ticket does not mention any accident or injury, only an app functionality issue.\",\"Somewhat negative\n",
-       "\n",
-       "The sentiment is somewhat negative because the customer is experiencing frustration with the app crashing, but they are still politely asking for the issue to be fixed rather than expressing anger or dissatisfaction.\",\"[5]  \n",
-       "The issue mentioned in the ticket is related to the app crashing, which fits under \"\"other\"\" as it doesn't relate to the specific categories like safety, cleanliness, driver performance, GPS/route, or lost item.\",\"No\n",
-       "\n",
-       "The customer is requesting a fix for the app issue, not a refund.\",The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. The user is requesting a fix for this problem.,\"Not applicable\n",
-       "\n",
-       "The ticket does not mention any accident or injury, only an app functionality issue.\",\"5  \n",
-       "This issue directly affects the core functionality of the app, preventing users from booking rides, which is likely to result in significant user dissatisfaction and potential revenue loss.\"\r\n",
-       "Not applicable,Very positive,No,\"The primary issue in this ticket is not a complaint or problem, but rather positive feedback. The customer is expressing satisfaction with their driver, highlighting the driver's safe driving, politeness, and the cleanliness of the car. This is a commendation rather than an issue.\",0,\"['safety', 'cleanliness', 'driver performance']\",\"My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!\",You are an expert customer service agent.,Agent_8,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,\"What is the primary issue in this ticket? Ticket: My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.00063,\"{'id': 'chatcmpl-AeOLDiFEmrhZK8gGPJ2LL0SKjb5Bz', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"Not applicable\\n\\nThe ticket is a compliment highlighting the driver's exceptional service, with no mention of an accident or injury.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 23, 'prompt_tokens': 138, 'total_tokens': 161, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLC6Ggy21c7DpG1EFsMgJzNWqCO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Very positive  \\nThe ticket expresses high praise for the driver, highlighting safe driving, politeness, and cleanliness, which indicates a very positive sentiment.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 29, 'prompt_tokens': 136, 'total_tokens': 165, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1587.3015873015872,2083.3333333333335,\"{'id': 'chatcmpl-AeOLCwwo7rl5zMFCQoHSpCTNusZL6', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"[0, 1, 2]\\n\\nThe ticket mentions safe driving (safety), a spotless car (cleanliness), and the driver's polite behavior (driver performance).\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 34, 'prompt_tokens': 159, 'total_tokens': 193, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.000615,1739.1304347826087,0.00048,0.0007375000000000001,\"{'id': 'chatcmpl-AeOLCgOo6vkWt6QZXeBV47UYRKYHh', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"The primary issue in this ticket is not a complaint or problem, but rather positive feedback. The customer is expressing satisfaction with their driver, highlighting the driver's safe driving, politeness, and the cleanliness of the car. This is a commendation rather than an issue.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 53, 'prompt_tokens': 79, 'total_tokens': 132, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0007275,1374.5704467353953,\"{'id': 'chatcmpl-AeOLCrpaawXS3jvGQg7iQ3mGhqMaJ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"0  \\nThis ticket is a positive feedback and doesn't require immediate action, so it is the lowest priority.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 21, 'prompt_tokens': 162, 'total_tokens': 183, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1355.9322033898304,1626.0162601626016,0.000575,\"{'id': 'chatcmpl-AeOLDs1ZEA2Zrf5UGdX2p2XDzbFas', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"No\\n\\nThe ticket is a compliment about the driver's service, not a request for a refund.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 19, 'prompt_tokens': 116, 'total_tokens': 135, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,\"The ticket is a compliment about the driver's service, not a request for a refund.\",\"This ticket is a positive feedback and doesn't require immediate action, so it is the lowest priority.\",\"The ticket mentions safe driving (safety), a spotless car (cleanliness), and the driver's polite behavior (driver performance).\",\"The ticket expresses high praise for the driver, highlighting safe driving, politeness, and cleanliness, which indicates a very positive sentiment.\",\"The ticket is a compliment highlighting the driver's exceptional service, with no mention of an accident or injury.\",\"Very positive  \n",
-       "The ticket expresses high praise for the driver, highlighting safe driving, politeness, and cleanliness, which indicates a very positive sentiment.\",\"[0, 1, 2]\n",
-       "\n",
-       "The ticket mentions safe driving (safety), a spotless car (cleanliness), and the driver's polite behavior (driver performance).\",\"No\n",
-       "\n",
-       "The ticket is a compliment about the driver's service, not a request for a refund.\",\"The primary issue in this ticket is not a complaint or problem, but rather positive feedback. The customer is expressing satisfaction with their driver, highlighting the driver's safe driving, politeness, and the cleanliness of the car. This is a commendation rather than an issue.\",\"Not applicable\n",
-       "\n",
-       "The ticket is a compliment highlighting the driver's exceptional service, with no mention of an accident or injury.\",\"0  \n",
-       "This ticket is a positive feedback and doesn't require immediate action, so it is the lowest priority.\"\r\n",
-       "Not applicable,Very negative,No,The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior. This is a serious concern that requires immediate attention to ensure the safety of passengers and to address any potential misconduct by the driver.,5,\"['safety', 'driver performance']\",I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.,You are an expert customer service agent.,Agent_9,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,What is the primary issue in this ticket? Ticket: I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.,\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.0006175,\"{'id': 'chatcmpl-AeOLDsSVfAzsqBa3JAISUGj6dpaVr', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"Not applicable\\n\\nThe ticket mentions feeling unsafe due to the driver's behavior but does not specify that an accident occurred or that someone was hurt.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 27, 'prompt_tokens': 141, 'total_tokens': 168, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCok03ybme8mb2MGnPFVgHbmcz', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"Very negative  \\nThe customer expresses feeling unsafe and describes the driver's behavior as erratic, which indicates a significant level of concern and dissatisfaction.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 27, 'prompt_tokens': 139, 'total_tokens': 166, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1619.4331983805669,1646.0905349794239,\"{'id': 'chatcmpl-AeOLCkeRw3vCr3xmo8HRqYOyRo2ke', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"[0, 2]\\n\\nSafety and driver performance are the issues mentioned, as the customer felt unsafe due to the driver's erratic behavior.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 28, 'prompt_tokens': 162, 'total_tokens': 190, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0008025,1606.425702811245,0.0006075,0.000685,\"{'id': 'chatcmpl-AeOLDteGBIM35pXvdEBfViAuPPP1z', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior. This is a serious concern that requires immediate attention to ensure the safety of passengers and to address any potential misconduct by the driver.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 46, 'prompt_tokens': 82, 'total_tokens': 128, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.000665,1503.7593984962407,\"{'id': 'chatcmpl-AeOLCB4fIT7pjorO6rQar3FjwxB1Y', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"5  \\nThis ticket should be prioritized at the highest level because it involves a safety concern, which requires immediate attention to ensure the safety of passengers and address any potential risks associated with the driver's behavior.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 39, 'prompt_tokens': 165, 'total_tokens': 204, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1459.8540145985403,1246.105919003115,0.0006225,\"{'id': 'chatcmpl-AeOLCjn69cdgnvQrIKrOtZUfUZTWD', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"No\\n\\nThe customer expresses concern about the driver's behavior and requests that the issue be addressed, but they do not explicitly ask for a refund in their message.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 31, 'prompt_tokens': 119, 'total_tokens': 150, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,\"The customer expresses concern about the driver's behavior and requests that the issue be addressed, but they do not explicitly ask for a refund in their message.\",\"This ticket should be prioritized at the highest level because it involves a safety concern, which requires immediate attention to ensure the safety of passengers and address any potential risks associated with the driver's behavior.\",\"Safety and driver performance are the issues mentioned, as the customer felt unsafe due to the driver's erratic behavior.\",\"The customer expresses feeling unsafe and describes the driver's behavior as erratic, which indicates a significant level of concern and dissatisfaction.\",The ticket mentions feeling unsafe due to the driver's behavior but does not specify that an accident occurred or that someone was hurt.,\"Very negative  \n",
-       "The customer expresses feeling unsafe and describes the driver's behavior as erratic, which indicates a significant level of concern and dissatisfaction.\",\"[0, 2]\n",
-       "\n",
-       "Safety and driver performance are the issues mentioned, as the customer felt unsafe due to the driver's erratic behavior.\",\"No\n",
-       "\n",
-       "The customer expresses concern about the driver's behavior and requests that the issue be addressed, but they do not explicitly ask for a refund in their message.\",The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior. This is a serious concern that requires immediate attention to ensure the safety of passengers and to address any potential misconduct by the driver.,\"Not applicable\n",
-       "\n",
-       "The ticket mentions feeling unsafe due to the driver's behavior but does not specify that an accident occurred or that someone was hurt.\",\"5  \n",
-       "This ticket should be prioritized at the highest level because it involves a safety concern, which requires immediate attention to ensure the safety of passengers and address any potential risks associated with the driver's behavior.\"\r\n",
-       "No,Very negative,No,\"The primary issue in this ticket is that the driver did not follow the customer's preferred route, which the customer believes is shorter, leading to dissatisfaction with the service. As an expert customer service agent, I would address the customer's concern by acknowledging their frustration, explaining any possible reasons for the driver's decision (such as traffic conditions or company policy), and offering a resolution or compensation if appropriate.\",2,\"['driver performance', 'GPS/route']\",\"The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.\",You are an expert customer service agent.,Agent_10,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,\"What is the primary issue in this ticket? Ticket: The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.000615,\"{'id': 'chatcmpl-AeOLCZPfd0sbnJ2o5ozNh5KoviSij', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"No  \\nThe ticket does not mention any accident or injury, only dissatisfaction with the driver's route choice.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 20, 'prompt_tokens': 140, 'total_tokens': 160, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCJGGWd2T4ExC2hqaWXkT4uOWO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Very negative  \\nThe customer expresses dissatisfaction with the service and mentions that the driver refused to accommodate their request, indicating a strong negative sentiment.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 27, 'prompt_tokens': 138, 'total_tokens': 165, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1626.0162601626016,1600.0,\"{'id': 'chatcmpl-AeOLDWJMzJLVEgYyL1hh16nxBZ3gd', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[2, 3]\\n\\nThe issues mentioned in the ticket relate to driver performance (the driver refused to follow the preferred route) and GPS/route (the mention of a preferred route being shorter).', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 40, 'prompt_tokens': 161, 'total_tokens': 201, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0007700000000000001,1818.181818181818,0.000625,0.0008025,\"{'id': 'chatcmpl-AeOLCBekeTf7HGYGZB6xgFVZrryWT', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"The primary issue in this ticket is that the driver did not follow the customer's preferred route, which the customer believes is shorter, leading to dissatisfaction with the service. As an expert customer service agent, I would address the customer's concern by acknowledging their frustration, explaining any possible reasons for the driver's decision (such as traffic conditions or company policy), and offering a resolution or compensation if appropriate.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 76, 'prompt_tokens': 81, 'total_tokens': 157, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0009625,1038.9610389610389,\"{'id': 'chatcmpl-AeOLCCcqnpOt5kULdxmRtsDIDmbTP', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '2  \\nThis issue is important as it pertains to customer satisfaction and service quality, but it is not an urgent safety or operational issue. Addressing it will help improve customer experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 36, 'prompt_tokens': 164, 'total_tokens': 200, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1246.105919003115,1298.7012987012986,0.00055,\"{'id': 'chatcmpl-AeOLCcwva93KAx6mrbR1t4ePoxugS', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No\\n\\nThe ticket does not explicitly mention a request for a refund. The customer is expressing dissatisfaction with the service, but they have not directly asked for a refund.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 33, 'prompt_tokens': 118, 'total_tokens': 151, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,\"The ticket does not explicitly mention a request for a refund. The customer is expressing dissatisfaction with the service, but they have not directly asked for a refund.\",\"This issue is important as it pertains to customer satisfaction and service quality, but it is not an urgent safety or operational issue. Addressing it will help improve customer experience.\",The issues mentioned in the ticket relate to driver performance (the driver refused to follow the preferred route) and GPS/route (the mention of a preferred route being shorter).,\"The customer expresses dissatisfaction with the service and mentions that the driver refused to accommodate their request, indicating a strong negative sentiment.\",\"The ticket does not mention any accident or injury, only dissatisfaction with the driver's route choice.\",\"Very negative  \n",
-       "The customer expresses dissatisfaction with the service and mentions that the driver refused to accommodate their request, indicating a strong negative sentiment.\",\"[2, 3]\n",
-       "\n",
-       "The issues mentioned in the ticket relate to driver performance (the driver refused to follow the preferred route) and GPS/route (the mention of a preferred route being shorter).\",\"No\n",
-       "\n",
-       "The ticket does not explicitly mention a request for a refund. The customer is expressing dissatisfaction with the service, but they have not directly asked for a refund.\",\"The primary issue in this ticket is that the driver did not follow the customer's preferred route, which the customer believes is shorter, leading to dissatisfaction with the service. As an expert customer service agent, I would address the customer's concern by acknowledging their frustration, explaining any possible reasons for the driver's decision (such as traffic conditions or company policy), and offering a resolution or compensation if appropriate.\",\"No  \n",
-       "The ticket does not mention any accident or injury, only dissatisfaction with the driver's route choice.\",\"2  \n",
-       "This issue is important as it pertains to customer satisfaction and service quality, but it is not an urgent safety or operational issue. Addressing it will help improve customer experience.\"\r\n",
-       "Not applicable,Very positive,No,\"Based on the content of the ticket, it appears that there is no issue being reported. Instead, the ticket contains positive feedback regarding the quick response to a ride request and the professionalism of the driver. This is a commendation rather than a complaint or issue that needs resolution.\",0,\"['driver performance', 'other']\",Impressed with the quick response to my ride request and the driver's professionalism.,You are an expert customer service agent.,Agent_11,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,What is the primary issue in this ticket? Ticket: Impressed with the quick response to my ride request and the driver's professionalism.,\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: Impressed with the quick response to my ride request and the driver's professionalism.\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: Impressed with the quick response to my ride request and the driver's professionalism.\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: Impressed with the quick response to my ride request and the driver's professionalism.\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: Impressed with the quick response to my ride request and the driver's professionalism.\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: Impressed with the quick response to my ride request and the driver's professionalism.\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.0005825,\"{'id': 'chatcmpl-AeOLCLUW9o6IGI0JWTnJxoHWPOQS1', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"Not applicable\\n\\nThe ticket does not indicate any safety issue or accident; it praises the driver's professionalism and the quick response to the ride request.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 28, 'prompt_tokens': 135, 'total_tokens': 163, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCRSuUIKWqNoon4c7iHdF14Ndc', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Very positive\\n\\nThe ticket expresses satisfaction with both the quick response and the professionalism of the driver, indicating a very positive sentiment.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 25, 'prompt_tokens': 133, 'total_tokens': 158, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1716.7381974248926,1659.7510373443984,\"{'id': 'chatcmpl-AeOLDimvg4EExuHkD2JnyH5T0euAu', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[2, 5]  \\nThe ticket mentions the driver\\'s professionalism, which relates to driver performance. \"\"Other\"\" is selected for the quick response to the ride request, as it doesn\\'t fit the other categories.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 42, 'prompt_tokens': 156, 'total_tokens': 198, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0006375,1619.4331983805669,0.0006025,0.00081,\"{'id': 'chatcmpl-AeOLCLscXFDvtm7IyW12BB2867tJe', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Based on the content of the ticket, it appears that there is no issue being reported. Instead, the ticket contains positive feedback regarding the quick response to a ride request and the professionalism of the driver. This is a commendation rather than a complaint or issue that needs resolution.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 55, 'prompt_tokens': 76, 'total_tokens': 131, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.00074,1351.3513513513515,\"{'id': 'chatcmpl-AeOLCseD0saokcKXX33MgIhDxal1B', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '0  \\nThis ticket reflects positive feedback and does not indicate an issue requiring resolution, so it has the lowest priority level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 24, 'prompt_tokens': 159, 'total_tokens': 183, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1234.567901234568,1568.627450980392,0.0006175,\"{'id': 'chatcmpl-AeOLC72GAMEKlEmWBaz2XoLI7GaTz', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"No\\n\\nThe ticket expresses satisfaction with the service, specifically mentioning the quick response and the driver's professionalism. There is no indication that the customer is seeking a refund.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 32, 'prompt_tokens': 113, 'total_tokens': 145, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,\"The ticket expresses satisfaction with the service, specifically mentioning the quick response and the driver's professionalism. There is no indication that the customer is seeking a refund.\",\"This ticket reflects positive feedback and does not indicate an issue requiring resolution, so it has the lowest priority level.\",\"The ticket mentions the driver's professionalism, which relates to driver performance. \"\"Other\"\" is selected for the quick response to the ride request, as it doesn't fit the other categories.\",\"The ticket expresses satisfaction with both the quick response and the professionalism of the driver, indicating a very positive sentiment.\",The ticket does not indicate any safety issue or accident; it praises the driver's professionalism and the quick response to the ride request.,\"Very positive\n",
-       "\n",
-       "The ticket expresses satisfaction with both the quick response and the professionalism of the driver, indicating a very positive sentiment.\",\"[2, 5]  \n",
-       "The ticket mentions the driver's professionalism, which relates to driver performance. \"\"Other\"\" is selected for the quick response to the ride request, as it doesn't fit the other categories.\",\"No\n",
-       "\n",
-       "The ticket expresses satisfaction with the service, specifically mentioning the quick response and the driver's professionalism. There is no indication that the customer is seeking a refund.\",\"Based on the content of the ticket, it appears that there is no issue being reported. Instead, the ticket contains positive feedback regarding the quick response to a ride request and the professionalism of the driver. This is a commendation rather than a complaint or issue that needs resolution.\",\"Not applicable\n",
-       "\n",
-       "The ticket does not indicate any safety issue or accident; it praises the driver's professionalism and the quick response to the ride request.\",\"0  \n",
-       "This ticket reflects positive feedback and does not indicate an issue requiring resolution, so it has the lowest priority level.\"\r\n",
-       "Not applicable,Somewhat negative,Yes,The primary issue in this ticket is an incorrect charge for a ride that the customer claims they did not take. The customer is requesting a refund for this charge.,3,['other'],I was charged for a ride I never took. Please refund me as soon as possible.,You are an expert customer service agent.,Agent_12,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,What is the primary issue in this ticket? Ticket: I was charged for a ride I never took. Please refund me as soon as possible.,\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: I was charged for a ride I never took. Please refund me as soon as possible.\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: I was charged for a ride I never took. Please refund me as soon as possible.\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: I was charged for a ride I never took. Please refund me as soon as possible.\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: I was charged for a ride I never took. Please refund me as soon as possible.\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: I was charged for a ride I never took. Please refund me as soon as possible.\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.0005600000000000001,\"{'id': 'chatcmpl-AeOLCtyCkRRFuNg9PpeDWOU38WN1r', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Not applicable\\n\\nThe ticket is about a billing issue, not a safety concern.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 16, 'prompt_tokens': 138, 'total_tokens': 154, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCnzEHgubdsib4XoXjTEsZsQJp', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Somewhat negative\\n\\nThe ticket expresses dissatisfaction and urgency due to an incorrect charge, indicating a somewhat negative sentiment.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 22, 'prompt_tokens': 136, 'total_tokens': 158, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1785.7142857142856,2040.8163265306123,\"{'id': 'chatcmpl-AeOLCGqJ2TvqgmvuLtfUZldpCjXwg', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[5]  \\nThe issue mentioned in the ticket is related to a charge for a ride that was not taken, which doesn\\'t fit into the predefined categories except for \"\"other.\"\"', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 35, 'prompt_tokens': 159, 'total_tokens': 194, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0008049999999999999,1980.19801980198,0.00049,0.0007475,\"{'id': 'chatcmpl-AeOLC7JDbPaFjqSb0nd5UaLQhWZxu', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'The primary issue in this ticket is an incorrect charge for a ride that the customer claims they did not take. The customer is requesting a refund for this charge.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 32, 'prompt_tokens': 79, 'total_tokens': 111, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0005175000000000001,1932.367149758454,\"{'id': 'chatcmpl-AeOLC12jZkMsxn4Q9Rlh7rqYOKKl8', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\nThis situation involves a financial discrepancy, which is important to resolve promptly to maintain customer trust and satisfaction, but it does not involve immediate safety or security concerns, which would warrant a higher priority.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a34b2727d6', 'usage': {'completion_tokens': 40, 'prompt_tokens': 162, 'total_tokens': 202, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1337.7926421404682,1242.2360248447205,0.000505,\"{'id': 'chatcmpl-AeOLCaurE2AMIlUBZQu3pDo5ygeCH', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Yes\\n\\nThe customer explicitly requests a refund by stating, \"\"Please refund me as soon as possible.\"\"', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 20, 'prompt_tokens': 116, 'total_tokens': 136, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,\"The customer explicitly requests a refund by stating, \"\"Please refund me as soon as possible.\"\"\",\"This situation involves a financial discrepancy, which is important to resolve promptly to maintain customer trust and satisfaction, but it does not involve immediate safety or security concerns, which would warrant a higher priority.\",\"The issue mentioned in the ticket is related to a charge for a ride that was not taken, which doesn't fit into the predefined categories except for \"\"other.\"\"\",\"The ticket expresses dissatisfaction and urgency due to an incorrect charge, indicating a somewhat negative sentiment.\",\"The ticket is about a billing issue, not a safety concern.\",\"Somewhat negative\n",
-       "\n",
-       "The ticket expresses dissatisfaction and urgency due to an incorrect charge, indicating a somewhat negative sentiment.\",\"[5]  \n",
-       "The issue mentioned in the ticket is related to a charge for a ride that was not taken, which doesn't fit into the predefined categories except for \"\"other.\"\"\",\"Yes\n",
-       "\n",
-       "The customer explicitly requests a refund by stating, \"\"Please refund me as soon as possible.\"\"\",The primary issue in this ticket is an incorrect charge for a ride that the customer claims they did not take. The customer is requesting a refund for this charge.,\"Not applicable\n",
-       "\n",
-       "The ticket is about a billing issue, not a safety concern.\",\"3  \n",
-       "This situation involves a financial discrepancy, which is important to resolve promptly to maintain customer trust and satisfaction, but it does not involve immediate safety or security concerns, which would warrant a higher priority.\"\r\n",
-       "Not applicable,Somewhat negative,No,The primary issue in this ticket is that the customer is experiencing difficulty with a promo code that did not work as expected. The customer is seeking assistance to resolve this issue.,2,['other'],The promo code I tried to use didn't work. Can you assist with this?,You are an expert customer service agent.,Agent_13,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,What is the primary issue in this ticket? Ticket: The promo code I tried to use didn't work. Can you assist with this?,\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: The promo code I tried to use didn't work. Can you assist with this?\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: The promo code I tried to use didn't work. Can you assist with this?\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: The promo code I tried to use didn't work. Can you assist with this?\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: The promo code I tried to use didn't work. Can you assist with this?\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: The promo code I tried to use didn't work. Can you assist with this?\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.0006850000000000001,\"{'id': 'chatcmpl-AeOLDeaWsmnzotWhW1EAGybLMXgpN', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"Not applicable  \\nThe ticket is related to a promo code issue, which doesn't pertain to safety or accidents.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 22, 'prompt_tokens': 136, 'total_tokens': 158, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCHIbZinLpIQMSFKeqPY5qZJgm', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Somewhat negative\\n\\nThe sentiment is \"\"somewhat negative\"\" because the customer is expressing dissatisfaction due to the promo code not working, but they are still politely asking for assistance.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 35, 'prompt_tokens': 134, 'total_tokens': 169, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1459.85401459854,1904.7619047619048,\"{'id': 'chatcmpl-AeOLCPIEM2SsgAX2xRp4al3o4f5Q4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[5]  \\nThe issue mentioned in the ticket is related to a promo code not working, which falls under the \"\"other\"\" category.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 28, 'prompt_tokens': 157, 'total_tokens': 185, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0007800000000000001,1785.7142857142856,0.000525,0.0006724999999999999,\"{'id': 'chatcmpl-AeOLDhfVC51SEVY8POBaGpkvgwRJ3', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'The primary issue in this ticket is that the customer is experiencing difficulty with a promo code that did not work as expected. The customer is seeking assistance to resolve this issue.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 34, 'prompt_tokens': 77, 'total_tokens': 111, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0005325,1877.9342723004695,\"{'id': 'chatcmpl-AeOLCOYBuY1pS2Erbh6EjiLxXqJHg', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"2  \\nThis issue affects the customer's ability to complete a purchase, but it is not a system-wide outage or a critical failure. It is important to resolve it promptly to ensure customer satisfaction.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 38, 'prompt_tokens': 160, 'total_tokens': 198, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1486.9888475836433,1282.051282051282,0.0005600000000000001,\"{'id': 'chatcmpl-AeOLCChnC5Jmq0qjm3Wc4WOfYL3ZV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No\\n\\nThe ticket does not mention a request for a refund; it simply asks for assistance with a promo code issue.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 24, 'prompt_tokens': 114, 'total_tokens': 138, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,The ticket does not mention a request for a refund; it simply asks for assistance with a promo code issue.,\"This issue affects the customer's ability to complete a purchase, but it is not a system-wide outage or a critical failure. It is important to resolve it promptly to ensure customer satisfaction.\",\"The issue mentioned in the ticket is related to a promo code not working, which falls under the \"\"other\"\" category.\",\"The sentiment is \"\"somewhat negative\"\" because the customer is expressing dissatisfaction due to the promo code not working, but they are still politely asking for assistance.\",\"The ticket is related to a promo code issue, which doesn't pertain to safety or accidents.\",\"Somewhat negative\n",
-       "\n",
-       "The sentiment is \"\"somewhat negative\"\" because the customer is expressing dissatisfaction due to the promo code not working, but they are still politely asking for assistance.\",\"[5]  \n",
-       "The issue mentioned in the ticket is related to a promo code not working, which falls under the \"\"other\"\" category.\",\"No\n",
-       "\n",
-       "The ticket does not mention a request for a refund; it simply asks for assistance with a promo code issue.\",The primary issue in this ticket is that the customer is experiencing difficulty with a promo code that did not work as expected. The customer is seeking assistance to resolve this issue.,\"Not applicable  \n",
-       "The ticket is related to a promo code issue, which doesn't pertain to safety or accidents.\",\"2  \n",
-       "This issue affects the customer's ability to complete a purchase, but it is not a system-wide outage or a critical failure. It is important to resolve it promptly to ensure customer satisfaction.\"\r\n",
-       "No,Somewhat negative,No,\"The primary issue in this ticket is the customer's concern about a suspicious smell in the car, which is raising worries about the hygiene standards of the vehicle. Addressing this issue would likely involve investigating the source of the smell and ensuring that the vehicle meets cleanliness and hygiene standards.\",3,\"['cleanliness', 'other']\",\"There was a suspicious smell in the car, and I'm worried about hygiene standards.\",You are an expert customer service agent.,Agent_14,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,\"What is the primary issue in this ticket? Ticket: There was a suspicious smell in the car, and I'm worried about hygiene standards.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: There was a suspicious smell in the car, and I'm worried about hygiene standards.\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: There was a suspicious smell in the car, and I'm worried about hygiene standards.\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: There was a suspicious smell in the car, and I'm worried about hygiene standards.\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: There was a suspicious smell in the car, and I'm worried about hygiene standards.\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: There was a suspicious smell in the car, and I'm worried about hygiene standards.\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.000565,\"{'id': 'chatcmpl-AeOLCP9EBEhKU8hFuCgVHVFs1QfZn', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No  \\nThe ticket describes a concern about a suspicious smell, which relates to hygiene standards rather than a safety incident where someone was hurt.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 27, 'prompt_tokens': 136, 'total_tokens': 163, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCRGSAsijyIAX1PzEC70b9SIqa', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Somewhat negative  \\nThe ticket expresses concern and dissatisfaction about a suspicious smell, indicating a negative experience regarding hygiene standards.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 23, 'prompt_tokens': 134, 'total_tokens': 157, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1769.911504424779,1904.7619047619048,\"{'id': 'chatcmpl-AeOLCn0w3VgjDiofx6Btf9MNqfLsa', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"[1, 5]  \\nThe issue of a suspicious smell in the car relates to cleanliness, and the concern about hygiene standards could be categorized as 'other' since it might encompass broader issues not explicitly listed.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 43, 'prompt_tokens': 157, 'total_tokens': 200, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.00073,1639.3442622950818,0.000525,0.0008225,\"{'id': 'chatcmpl-AeOLCbfXg8C4hlpR7JB7hay6iiYnH', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"The primary issue in this ticket is the customer's concern about a suspicious smell in the car, which is raising worries about the hygiene standards of the vehicle. Addressing this issue would likely involve investigating the source of the smell and ensuring that the vehicle meets cleanliness and hygiene standards.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 54, 'prompt_tokens': 77, 'total_tokens': 131, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0007325,1365.1877133105802,\"{'id': 'chatcmpl-AeOLCNTiXWrfaKzhwOs9MrKtlSJOO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\nThis issue is important because it concerns hygiene and customer comfort, but it is not an immediate safety threat. It should be addressed promptly to maintain service quality.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_f785eb5f47', 'usage': {'completion_tokens': 33, 'prompt_tokens': 160, 'total_tokens': 193, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1215.80547112462,1369.8630136986303,0.0006100000000000001,\"{'id': 'chatcmpl-AeOLDOBxEaQpQl3q6H6FOrUMR4ut2', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No\\n\\nThe customer expresses concern about the hygiene standards due to a suspicious smell but does not explicitly ask for a refund.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_f785eb5f47', 'usage': {'completion_tokens': 24, 'prompt_tokens': 114, 'total_tokens': 138, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,The customer expresses concern about the hygiene standards due to a suspicious smell but does not explicitly ask for a refund.,\"This issue is important because it concerns hygiene and customer comfort, but it is not an immediate safety threat. It should be addressed promptly to maintain service quality.\",\"The issue of a suspicious smell in the car relates to cleanliness, and the concern about hygiene standards could be categorized as 'other' since it might encompass broader issues not explicitly listed.\",\"The ticket expresses concern and dissatisfaction about a suspicious smell, indicating a negative experience regarding hygiene standards.\",\"The ticket describes a concern about a suspicious smell, which relates to hygiene standards rather than a safety incident where someone was hurt.\",\"Somewhat negative  \n",
-       "The ticket expresses concern and dissatisfaction about a suspicious smell, indicating a negative experience regarding hygiene standards.\",\"[1, 5]  \n",
-       "The issue of a suspicious smell in the car relates to cleanliness, and the concern about hygiene standards could be categorized as 'other' since it might encompass broader issues not explicitly listed.\",\"No\n",
-       "\n",
-       "The customer expresses concern about the hygiene standards due to a suspicious smell but does not explicitly ask for a refund.\",\"The primary issue in this ticket is the customer's concern about a suspicious smell in the car, which is raising worries about the hygiene standards of the vehicle. Addressing this issue would likely involve investigating the source of the smell and ensuring that the vehicle meets cleanliness and hygiene standards.\",\"No  \n",
-       "The ticket describes a concern about a suspicious smell, which relates to hygiene standards rather than a safety incident where someone was hurt.\",\"3  \n",
-       "This issue is important because it concerns hygiene and customer comfort, but it is not an immediate safety threat. It should be addressed promptly to maintain service quality.\"\r\n",
-       "No,Very positive,No,The primary issue in this ticket is actually not an issue at all. It appears to be a positive feedback or compliment regarding the driver's considerate behavior and assistance with luggage. It's always great to receive such positive comments about the service provided!,0,['driver performance'],\"My driver was very considerate, especially helping me with my luggage. Appreciate the great service!\",You are an expert customer service agent.,Agent_15,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,\"What is the primary issue in this ticket? Ticket: My driver was very considerate, especially helping me with my luggage. Appreciate the great service!\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: My driver was very considerate, especially helping me with my luggage. Appreciate the great service!\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: My driver was very considerate, especially helping me with my luggage. Appreciate the great service!\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: My driver was very considerate, especially helping me with my luggage. Appreciate the great service!\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: My driver was very considerate, especially helping me with my luggage. Appreciate the great service!\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: My driver was very considerate, especially helping me with my luggage. Appreciate the great service!\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.00054,\"{'id': 'chatcmpl-AeOLCJzlrxQ1vmgv2KSfV2Apj383E', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"No  \\nThe ticket does not mention any accident or injury; it praises the driver's helpfulness.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 19, 'prompt_tokens': 138, 'total_tokens': 157, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCz6Cm0GO2FNMcpF03owC3WPkT', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"Very positive  \\nThe ticket expresses appreciation and highlights the driver's considerate behavior, indicating a very positive sentiment.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 20, 'prompt_tokens': 136, 'total_tokens': 156, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1851.8518518518517,1923.0769230769229,\"{'id': 'chatcmpl-AeOLCkHyGmFV0A1rpTQGdYKQFuvbZ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"[2]  \\nThe ticket mentions the driver's considerate behavior and assistance with luggage, which relates to driver performance.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 22, 'prompt_tokens': 159, 'total_tokens': 181, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.000575,1869.1588785046729,0.0005200000000000001,0.0006175,\"{'id': 'chatcmpl-AeOLCglwtiEBWtfa7u3hlyxxmeS8q', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"The primary issue in this ticket is actually not an issue at all. It appears to be a positive feedback or compliment regarding the driver's considerate behavior and assistance with luggage. It's always great to receive such positive comments about the service provided!\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 46, 'prompt_tokens': 79, 'total_tokens': 125, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0006575,1520.912547528517,\"{'id': 'chatcmpl-AeOLCv8YsILztgqLBajfvNoRQa3Wc', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '0  \\nThis ticket is a positive feedback and does not require urgent attention or resolution.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 17, 'prompt_tokens': 162, 'total_tokens': 179, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1619.4331983805669,1739.1304347826087,0.000535,\"{'id': 'chatcmpl-AeOLCq1Kh9vBeqOOyMeYJmYHnwExw', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"No\\n\\nThe customer is expressing appreciation for the driver's service and does not mention any dissatisfaction or request for a refund.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 23, 'prompt_tokens': 116, 'total_tokens': 139, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,The customer is expressing appreciation for the driver's service and does not mention any dissatisfaction or request for a refund.,This ticket is a positive feedback and does not require urgent attention or resolution.,\"The ticket mentions the driver's considerate behavior and assistance with luggage, which relates to driver performance.\",\"The ticket expresses appreciation and highlights the driver's considerate behavior, indicating a very positive sentiment.\",The ticket does not mention any accident or injury; it praises the driver's helpfulness.,\"Very positive  \n",
-       "The ticket expresses appreciation and highlights the driver's considerate behavior, indicating a very positive sentiment.\",\"[2]  \n",
-       "The ticket mentions the driver's considerate behavior and assistance with luggage, which relates to driver performance.\",\"No\n",
-       "\n",
-       "The customer is expressing appreciation for the driver's service and does not mention any dissatisfaction or request for a refund.\",The primary issue in this ticket is actually not an issue at all. It appears to be a positive feedback or compliment regarding the driver's considerate behavior and assistance with luggage. It's always great to receive such positive comments about the service provided!,\"No  \n",
-       "The ticket does not mention any accident or injury; it praises the driver's helpfulness.\",\"0  \n",
-       "This ticket is a positive feedback and does not require urgent attention or resolution.\"\r\n",
-       "No,Somewhat negative,No,\"The primary issue in this ticket is the inaccuracy of the app's GPS, which resulted in directing the driver to the wrong pick-up location. This can lead to delays and inconvenience for both the driver and the customer, so it's important to address the GPS functionality to ensure it provides accurate directions.\",4,['GPS/route'],The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.,You are an expert customer service agent.,Agent_16,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,What is the primary issue in this ticket? Ticket: The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.,\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.00063,\"{'id': 'chatcmpl-AeOLCt43WrqFYZmgbSdcvXLWoCQur', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"No  \\nThe issue mentioned is about GPS inaccuracy, and there's no indication of an accident or injury in the ticket description.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 25, 'prompt_tokens': 138, 'total_tokens': 163, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLDW6PwI8dhHbM5t5JRSXfLOZoC', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"Somewhat negative  \\nThe sentiment is somewhat negative because the customer is experiencing a problem with the app's GPS, which is leading to an inconvenience.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 29, 'prompt_tokens': 136, 'total_tokens': 165, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1587.3015873015872,1818.1818181818185,\"{'id': 'chatcmpl-AeOLDbyXyHxAD9mPdcxPMymzK5xhV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"[3]\\n\\nThe issue mentioned in the ticket is related to the GPS/route, as it describes the app's GPS directing the driver to the wrong pick-up location.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 34, 'prompt_tokens': 159, 'total_tokens': 193, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.000675,1680.672268907563,0.0005499999999999999,0.0007375000000000001,\"{'id': 'chatcmpl-AeOLCsomuk6QY7ktGERwbGzjjZf5I', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"The primary issue in this ticket is the inaccuracy of the app's GPS, which resulted in directing the driver to the wrong pick-up location. This can lead to delays and inconvenience for both the driver and the customer, so it's important to address the GPS functionality to ensure it provides accurate directions.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 59, 'prompt_tokens': 79, 'total_tokens': 138, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0007875,1269.8412698412699,\"{'id': 'chatcmpl-AeOLCZ4DxmztyyBxpzoEsmhk1g7JS', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '4  \\nThis issue impacts the core functionality of the app, potentially leading to customer dissatisfaction and operational inefficiencies, thus requiring prompt attention.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 27, 'prompt_tokens': 162, 'total_tokens': 189, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1355.9322033898304,1481.4814814814813,0.000595,\"{'id': 'chatcmpl-AeOLCJ3EUYRteMKLGEGYB32A4hGYn', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"No\\n\\nThe ticket mentions an issue with the app's GPS but does not explicitly state that the customer is asking for a refund.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 26, 'prompt_tokens': 116, 'total_tokens': 142, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,The ticket mentions an issue with the app's GPS but does not explicitly state that the customer is asking for a refund.,\"This issue impacts the core functionality of the app, potentially leading to customer dissatisfaction and operational inefficiencies, thus requiring prompt attention.\",\"The issue mentioned in the ticket is related to the GPS/route, as it describes the app's GPS directing the driver to the wrong pick-up location.\",\"The sentiment is somewhat negative because the customer is experiencing a problem with the app's GPS, which is leading to an inconvenience.\",\"The issue mentioned is about GPS inaccuracy, and there's no indication of an accident or injury in the ticket description.\",\"Somewhat negative  \n",
-       "The sentiment is somewhat negative because the customer is experiencing a problem with the app's GPS, which is leading to an inconvenience.\",\"[3]\n",
-       "\n",
-       "The issue mentioned in the ticket is related to the GPS/route, as it describes the app's GPS directing the driver to the wrong pick-up location.\",\"No\n",
-       "\n",
-       "The ticket mentions an issue with the app's GPS but does not explicitly state that the customer is asking for a refund.\",\"The primary issue in this ticket is the inaccuracy of the app's GPS, which resulted in directing the driver to the wrong pick-up location. This can lead to delays and inconvenience for both the driver and the customer, so it's important to address the GPS functionality to ensure it provides accurate directions.\",\"No  \n",
-       "The issue mentioned is about GPS inaccuracy, and there's no indication of an accident or injury in the ticket description.\",\"4  \n",
-       "This issue impacts the core functionality of the app, potentially leading to customer dissatisfaction and operational inefficiencies, thus requiring prompt attention.\"\r\n",
-       "Not applicable,Very positive,No,\"The primary issue in this ticket is not a problem or complaint, but rather a compliment. The customer is expressing appreciation for their driver's excellent navigation and time management skills during rush hour.\",1,\"['driver performance', 'GPS/route']\",I want to compliment my driver's excellent navigation and time management during rush hour.,You are an expert customer service agent.,Agent_17,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,What is the primary issue in this ticket? Ticket: I want to compliment my driver's excellent navigation and time management during rush hour.,\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: I want to compliment my driver's excellent navigation and time management during rush hour.\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: I want to compliment my driver's excellent navigation and time management during rush hour.\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: I want to compliment my driver's excellent navigation and time management during rush hour.\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: I want to compliment my driver's excellent navigation and time management during rush hour.\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: I want to compliment my driver's excellent navigation and time management during rush hour.\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.0005525,\"{'id': 'chatcmpl-AeOLCsFfZIOzEv1lRKtpJirNHR30y', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"Not applicable\\n\\nThe ticket is a compliment about the driver's skills and does not mention any safety issues or accidents.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 22, 'prompt_tokens': 135, 'total_tokens': 157, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLCEtGpF3UOWquUXpjI1u03vBYr', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"Very positive\\n\\nThe ticket expresses a compliment and appreciation for the driver's excellent skills, indicating a very positive sentiment.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 22, 'prompt_tokens': 133, 'total_tokens': 155, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1809.9547511312217,1809.9547511312217,\"{'id': 'chatcmpl-AeOLC1kE8S2bkayEVcEdmHd4IJ9z5', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"[2, 3]\\n\\nThe compliment specifically mentions the driver's excellent navigation, which relates to GPS/route (3), and time management, which relates to driver performance (2).\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 36, 'prompt_tokens': 156, 'total_tokens': 192, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0007175,1793.7219730941702,0.0005525,0.00075,\"{'id': 'chatcmpl-AeOLCT8SDhzBZc3WJzzLgs5YPaFBP', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"The primary issue in this ticket is not a problem or complaint, but rather a compliment. The customer is expressing appreciation for their driver's excellent navigation and time management skills during rush hour.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 36, 'prompt_tokens': 76, 'total_tokens': 112, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.00055,1818.181818181818,\"{'id': 'chatcmpl-AeOLDYCISmj52LVd0zJXdADkpT0fY', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"1  \\nThis ticket is a positive feedback or compliment, which is important for acknowledging good service but doesn't require immediate action or resolution like a complaint or issue would.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_f785eb5f47', 'usage': {'completion_tokens': 32, 'prompt_tokens': 159, 'total_tokens': 191, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1333.3333333333333,1393.7282229965156,0.0005575,\"{'id': 'chatcmpl-AeOLCLmz49bIwZkpQ3yZ4rGdOyGiG', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"No\\n\\nThe customer is complimenting the driver's performance, indicating satisfaction with the service rather than dissatisfaction that would lead to a refund request.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 27, 'prompt_tokens': 113, 'total_tokens': 140, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,\"The customer is complimenting the driver's performance, indicating satisfaction with the service rather than dissatisfaction that would lead to a refund request.\",\"This ticket is a positive feedback or compliment, which is important for acknowledging good service but doesn't require immediate action or resolution like a complaint or issue would.\",\"The compliment specifically mentions the driver's excellent navigation, which relates to GPS/route (3), and time management, which relates to driver performance (2).\",\"The ticket expresses a compliment and appreciation for the driver's excellent skills, indicating a very positive sentiment.\",The ticket is a compliment about the driver's skills and does not mention any safety issues or accidents.,\"Very positive\n",
-       "\n",
-       "The ticket expresses a compliment and appreciation for the driver's excellent skills, indicating a very positive sentiment.\",\"[2, 3]\n",
-       "\n",
-       "The compliment specifically mentions the driver's excellent navigation, which relates to GPS/route (3), and time management, which relates to driver performance (2).\",\"No\n",
-       "\n",
-       "The customer is complimenting the driver's performance, indicating satisfaction with the service rather than dissatisfaction that would lead to a refund request.\",\"The primary issue in this ticket is not a problem or complaint, but rather a compliment. The customer is expressing appreciation for their driver's excellent navigation and time management skills during rush hour.\",\"Not applicable\n",
-       "\n",
-       "The ticket is a compliment about the driver's skills and does not mention any safety issues or accidents.\",\"1  \n",
-       "This ticket is a positive feedback or compliment, which is important for acknowledging good service but doesn't require immediate action or resolution like a complaint or issue would.\"\r\n",
-       "No,Somewhat negative,No,\"The primary issue in this ticket is that the vehicle provided did not match the description given in the app. This discrepancy caused confusion and concern for the customer. It's important to address this by verifying the accuracy of vehicle descriptions in the app to ensure they align with what is actually provided, thereby enhancing customer trust and satisfaction.\",3,['other'],The vehicle didn't match the description in the app. It was confusing and concerning.,You are an expert customer service agent.,Agent_18,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,What is the primary issue in this ticket? Ticket: The vehicle didn't match the description in the app. It was confusing and concerning.,\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: The vehicle didn't match the description in the app. It was confusing and concerning.\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: The vehicle didn't match the description in the app. It was confusing and concerning.\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: The vehicle didn't match the description in the app. It was confusing and concerning.\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: The vehicle didn't match the description in the app. It was confusing and concerning.\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: The vehicle didn't match the description in the app. It was confusing and concerning.\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.000545,\"{'id': 'chatcmpl-AeOLCmOlnN1u2s3udw5t9Wl1ENuct', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"No  \\nThe ticket mentions a discrepancy in vehicle description, which is concerning but doesn't indicate an accident or injury.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 22, 'prompt_tokens': 136, 'total_tokens': 158, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLDJ1hIniI0lIayERV1Rkwj1b47', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Somewhat negative  \\nThe ticket expresses confusion and concern, indicating dissatisfaction with the vehicle not matching the description.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_9faba9f038', 'usage': {'completion_tokens': 21, 'prompt_tokens': 134, 'total_tokens': 155, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1834.8623853211009,1739.1304347826087,\"{'id': 'chatcmpl-AeOLCigpTlhD7Cbqub2qyqmFzDJ3h', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[5]  \\nThe issue mentioned is that the vehicle didn\\'t match the description in the app, which falls under \"\"other\"\" concerns.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 27, 'prompt_tokens': 157, 'total_tokens': 184, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.00082,1785.7142857142856,0.000575,0.0006625,\"{'id': 'chatcmpl-AeOLCg13FY2HVspX7xO4RJP2mw3Gi', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"The primary issue in this ticket is that the vehicle provided did not match the description given in the app. This discrepancy caused confusion and concern for the customer. It's important to address this by verifying the accuracy of vehicle descriptions in the app to ensure they align with what is actually provided, thereby enhancing customer trust and satisfaction.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 63, 'prompt_tokens': 77, 'total_tokens': 140, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0008225,1215.80547112462,\"{'id': 'chatcmpl-AeOLDjmahEfCBFc1SETcKnrjwz53z', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3  \\nThis ticket involves a discrepancy that could potentially affect customer trust and safety, so it requires prompt attention. However, it does not indicate an immediate danger or emergency, so it is not the highest priority.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 42, 'prompt_tokens': 160, 'total_tokens': 202, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1509.433962264151,1219.5121951219512,0.0005600000000000001,\"{'id': 'chatcmpl-AeOLClkg5eGlWvbKqD74GAcyo5psM', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No\\n\\nThe customer expressed confusion and concern about the vehicle not matching the description, but there is no explicit request for a refund in the ticket.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 29, 'prompt_tokens': 114, 'total_tokens': 143, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,\"The customer expressed confusion and concern about the vehicle not matching the description, but there is no explicit request for a refund in the ticket.\",\"This ticket involves a discrepancy that could potentially affect customer trust and safety, so it requires prompt attention. However, it does not indicate an immediate danger or emergency, so it is not the highest priority.\",\"The issue mentioned is that the vehicle didn't match the description in the app, which falls under \"\"other\"\" concerns.\",\"The ticket expresses confusion and concern, indicating dissatisfaction with the vehicle not matching the description.\",\"The ticket mentions a discrepancy in vehicle description, which is concerning but doesn't indicate an accident or injury.\",\"Somewhat negative  \n",
-       "The ticket expresses confusion and concern, indicating dissatisfaction with the vehicle not matching the description.\",\"[5]  \n",
-       "The issue mentioned is that the vehicle didn't match the description in the app, which falls under \"\"other\"\" concerns.\",\"No\n",
-       "\n",
-       "The customer expressed confusion and concern about the vehicle not matching the description, but there is no explicit request for a refund in the ticket.\",\"The primary issue in this ticket is that the vehicle provided did not match the description given in the app. This discrepancy caused confusion and concern for the customer. It's important to address this by verifying the accuracy of vehicle descriptions in the app to ensure they align with what is actually provided, thereby enhancing customer trust and satisfaction.\",\"No  \n",
-       "The ticket mentions a discrepancy in vehicle description, which is concerning but doesn't indicate an accident or injury.\",\"3  \n",
-       "This ticket involves a discrepancy that could potentially affect customer trust and safety, so it requires prompt attention. However, it does not indicate an immediate danger or emergency, so it is not the highest priority.\"\r\n",
-       "Not applicable,Neutral,No,The primary issue in this ticket is a problem with payment processing after the customer's last ride. The customer is requesting assistance to investigate and resolve the payment issue.,3,['other'],I faced an issue with payment processing after my last ride. Can you look into this?,You are an expert customer service agent.,Agent_19,15,You are answering questions as if you were a human. Do not break character.,0,1,0,gpt-4o,0.5,False,1000,3,What is the primary issue in this ticket? Ticket: I faced an issue with payment processing after my last ride. Can you look into this?,\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"Check all of the issues mentioned in this ticket: I faced an issue with payment processing after my last ride. Can you look into this?\n",
-       "\n",
-       "    \n",
-       "0: safety\n",
-       "    \n",
-       "1: cleanliness\n",
-       "    \n",
-       "2: driver performance\n",
-       "    \n",
-       "3: GPS/route\n",
-       "    \n",
-       "4: lost item\n",
-       "    \n",
-       "5: other\n",
-       "    \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "Please respond only with a comma-separated list of the code of the options that apply, with square brackets. E.g., [0, 1, 3]\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your choice on the next line.\",\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: I faced an issue with payment processing after my last ride. Can you look into this?\n",
-       "\n",
-       "0 : Lowest\n",
-       "\n",
-       "1 : \n",
-       "\n",
-       "2 : \n",
-       "\n",
-       "3 : \n",
-       "\n",
-       "4 : \n",
-       "\n",
-       "5 : Highest\n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with the code corresponding to one of the options. E.g., \"\"1\"\" or \"\"5\"\" by itself.\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "What is the sentiment of this ticket? Ticket: I faced an issue with payment processing after my last ride. Can you look into this?\n",
-       "\n",
-       "    \n",
-       "Very positive\n",
-       "    \n",
-       "Somewhat positive\n",
-       "    \n",
-       "Neutral\n",
-       "    \n",
-       "Somewhat negative\n",
-       "    \n",
-       "Very negative\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",\"\n",
-       "Does the customer ask for a refund in this ticket? Ticket: I faced an issue with payment processing after my last ride. Can you look into this?\n",
-       "\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "Please respond with just your answer. \n",
-       "\n",
-       "\n",
-       "After the answer, you can put a comment explaining your response.\",\"You are answering questions as if you were a human. Do not break character. Your traits: {'persona': 'You are an expert customer service agent.', 'years_experience': 15}\",\"\n",
-       "If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: I faced an issue with payment processing after my last ride. Can you look into this?\n",
-       "\n",
-       "    \n",
-       "Yes\n",
-       "    \n",
-       "No\n",
-       "    \n",
-       "Not applicable\n",
-       "    \n",
-       "\n",
-       "Only 1 option may be selected.\n",
-       "\n",
-       "Respond only with a string corresponding to one of the options.\n",
-       "\n",
+       "      The primary issue in this ticket is an incorre...Not applicableSomewhat negativeYes4
13['other']The primary issue in this ticket is that the c...Not applicableSomewhat negativeNo2
14['cleanliness', 'other']The primary issue in this ticket is a concern ...NoSomewhat negativeNo4
15['driver performance']The primary issue in this ticket is actually n...Not applicableVery positiveNo0
16['driver performance', 'GPS/route']The primary issue in this ticket is that the a...Not applicableSomewhat negativeNo4
17['driver performance', 'GPS/route']The primary issue in this ticket is not a comp...Not applicableVery positiveNo0
18['other']The primary issue in this ticket is that the v...Not applicableSomewhat negativeNo3
19['other']The primary issue in this ticket is a problem ...Not applicableSomewhat negativeNo3
\n",
+       "
"
+      ],
+      "text/plain": [
+       "                                             issues  \\\n",
+       "0                                     ['lost item']   \n",
+       "1                            ['driver performance']   \n",
+       "2                                         ['other']   \n",
+       "3                  ['safety', 'driver performance']   \n",
+       "4               ['driver performance', 'GPS/route']   \n",
+       "5                            ['driver performance']   \n",
+       "6                                   ['cleanliness']   \n",
+       "7                                         ['other']   \n",
+       "8   ['safety', 'cleanliness', 'driver performance']   \n",
+       "9                  ['safety', 'driver performance']   \n",
+       "10              ['driver performance', 'GPS/route']   \n",
+       "11                           ['driver performance']   \n",
+       "12                                        ['other']   \n",
+       "13                                        ['other']   \n",
+       "14                         ['cleanliness', 'other']   \n",
+       "15                           ['driver performance']   \n",
+       "16              ['driver performance', 'GPS/route']   \n",
+       "17              ['driver performance', 'GPS/route']   \n",
+       "18                                        ['other']   \n",
+       "19                                        ['other']   \n",
        "\n",
-       "After the answer, you can put a comment explaining why you chose that option on the next line.\",0.0005300000000000001,\"{'id': 'chatcmpl-AeOLCvgEMnWAenTFP12Tb0675kGrR', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Not applicable\\n\\nThe ticket mentions an issue with payment processing, which is unrelated to safety or any accidents.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 21, 'prompt_tokens': 138, 'total_tokens': 159, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",\"{'id': 'chatcmpl-AeOLC7ois1fTDomYwnoNFVKp7nZgP', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Neutral  \\nThe ticket simply states an issue with payment processing without expressing any strong emotions or dissatisfaction.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 19, 'prompt_tokens': 136, 'total_tokens': 155, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1886.7924528301883,2040.8163265306123,\"{'id': 'chatcmpl-AeOLCKMi6dJOrw3Xn3ijUuxr1lIGU', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '[5]  \\nThe issue mentioned is related to payment processing, which falls under \"\"other\"\" as it doesn\\'t match the specific categories listed.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 28, 'prompt_tokens': 159, 'total_tokens': 187, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0007049999999999999,1801.801801801802,0.00049,0.0006774999999999999,\"{'id': 'chatcmpl-AeOLDvWq9d5NYGPW5CC5DwhQwv5al', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"The primary issue in this ticket is a problem with payment processing after the customer's last ride. The customer is requesting assistance to investigate and resolve the payment issue.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 31, 'prompt_tokens': 79, 'total_tokens': 110, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0.0005075,1970.4433497536945,\"{'id': 'chatcmpl-AeOLDRx6aS6VcLWdqvqR9Rj490AsM', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': \"\"3  \\nPayment processing issues can impact both the customer and the company's operations, so they should be addressed promptly to ensure customer satisfaction and proper financial handling.\"\", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190051, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 30, 'prompt_tokens': 162, 'total_tokens': 192, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",1476.0147601476017,1418.439716312057,0.0005549999999999999,\"{'id': 'chatcmpl-AeOLCBeULCMXmZhp60xSkAx4SuJA4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'No\\n\\nThe customer is asking for assistance with a payment processing issue, not directly requesting a refund.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1734190050, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_a79d8dac1f', 'usage': {'completion_tokens': 20, 'prompt_tokens': 116, 'total_tokens': 136, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}}\",0,Does the customer ask for a refund in this ticket? Ticket: {{ ticket }},\"If the primary issue in this ticket is safety, was there an accident where someone was hurt? Ticket: {{ ticket }}\",What is the primary issue in this ticket? Ticket: {{ ticket }},Check all of the issues mentioned in this ticket: {{ ticket }},\"On a scale from 0 to 5, what is the priority level of this ticket? Ticket: {{ ticket }}\",What is the sentiment of this ticket? Ticket: {{ ticket }},\"['safety', 'cleanliness', 'driver performance', 'GPS/route', 'lost item', 'other']\",\"['Very positive', 'Somewhat positive', 'Neutral', 'Somewhat negative', 'Very negative']\",,\"['No', 'Yes']\",\"['Yes', 'No', 'Not applicable']\",\"[0, 1, 2, 3, 4, 5]\",linear_scale,multiple_choice,multiple_choice,yes_no,free_text,checkbox,,\"The customer is asking for assistance with a payment processing issue, not directly requesting a refund.\",\"Payment processing issues can impact both the customer and the company's operations, so they should be addressed promptly to ensure customer satisfaction and proper financial handling.\",\"The issue mentioned is related to payment processing, which falls under \"\"other\"\" as it doesn't match the specific categories listed.\",The ticket simply states an issue with payment processing without expressing any strong emotions or dissatisfaction.,\"The ticket mentions an issue with payment processing, which is unrelated to safety or any accidents.\",\"Neutral  \n",
-       "The ticket simply states an issue with payment processing without expressing any strong emotions or dissatisfaction.\",\"[5]  \n",
-       "The issue mentioned is related to payment processing, which falls under \"\"other\"\" as it doesn't match the specific categories listed.\",\"No\n",
+       "                                        primary_issue        accident  \\\n",
+       "0   The primary issue in this ticket is that the c...  Not applicable   \n",
+       "1   The primary issue in this ticket is the behavi...              No   \n",
+       "2   The primary issue in this ticket is a discrepa...  Not applicable   \n",
+       "3   The primary issue in this ticket is the improp...              No   \n",
+       "4   The primary issue in this ticket is a request ...  Not applicable   \n",
+       "5   The ticket you provided doesn't seem to indica...  Not applicable   \n",
+       "6   The primary issue in this ticket is the cleanl...              No   \n",
+       "7   The primary issue in this ticket is that the a...  Not applicable   \n",
+       "8   This ticket doesn't seem to have an issue. Ins...  Not applicable   \n",
+       "9   The primary issue in this ticket is the custom...  Not applicable   \n",
+       "10  The primary issue in this ticket is the driver...  Not applicable   \n",
+       "11  The ticket you provided doesn't seem to indica...  Not applicable   \n",
+       "12  The primary issue in this ticket is an incorre...  Not applicable   \n",
+       "13  The primary issue in this ticket is that the c...  Not applicable   \n",
+       "14  The primary issue in this ticket is a concern ...              No   \n",
+       "15  The primary issue in this ticket is actually n...  Not applicable   \n",
+       "16  The primary issue in this ticket is that the a...  Not applicable   \n",
+       "17  The primary issue in this ticket is not a comp...  Not applicable   \n",
+       "18  The primary issue in this ticket is that the v...  Not applicable   \n",
+       "19  The primary issue in this ticket is a problem ...  Not applicable   \n",
        "\n",
-       "The customer is asking for assistance with a payment processing issue, not directly requesting a refund.\",The primary issue in this ticket is a problem with payment processing after the customer's last ride. The customer is requesting assistance to investigate and resolve the payment issue.,\"Not applicable\n",
+       "            sentiment refund  priority  \n",
+       "0   Somewhat negative     No         4  \n",
+       "1       Very negative     No         4  \n",
+       "2   Somewhat negative     No         3  \n",
+       "3       Very negative     No         5  \n",
+       "4   Somewhat negative     No         2  \n",
+       "5       Very positive     No         0  \n",
+       "6   Somewhat negative     No         2  \n",
+       "7   Somewhat negative     No         4  \n",
+       "8       Very positive     No         0  \n",
+       "9       Very negative     No         5  \n",
+       "10      Very negative     No         2  \n",
+       "11      Very positive     No         0  \n",
+       "12  Somewhat negative    Yes         4  \n",
+       "13  Somewhat negative     No         2  \n",
+       "14  Somewhat negative     No         4  \n",
+       "15      Very positive     No         0  \n",
+       "16  Somewhat negative     No         4  \n",
+       "17      Very positive     No         0  \n",
+       "18  Somewhat negative     No         3  \n",
+       "19  Somewhat negative     No         3  "
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = (\n",
+    "    results\n",
+    "    .select(\n",
+    "        \"issues\",\n",
+    "        \"primary_issue\",\n",
+    "        \"accident\",\n",
+    "        \"sentiment\",\n",
+    "        \"refund\",\n",
+    "        \"priority\"\n",
+    "    )\n",
+    "    .to_pandas(remove_prefix=True)\n",
+    ")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "We can also access results as a SQL table:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
        "\n",
-       "The ticket mentions an issue with payment processing, which is unrelated to safety or any accidents.\",\"3  \n",
-       "Payment processing issues can impact both the customer and the company's operations, so they should be addressed promptly to ensure customer satisfaction and proper financial handling.\"\r\n",
-       "\n",
+       "            
\n",
+       "                \n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 ticketissuesprimary_issueaccidentsentimentrefundpriority
0I just realized I left my phone in the car on my last ride. Can you help me get it back?['lost item']The primary issue in this ticket is that the customer left their phone in the car during their last ride and needs assistance in retrieving it.Not applicableSomewhat negativeNo4
1I'm unhappy with my recent experience. The driver was very rude and unprofessional.['driver performance']The primary issue in this ticket is the behavior of the driver, who was described as rude and unprofessional. Addressing this concern would involve investigating the incident further, reaching out to the customer for more details, and taking appropriate action to ensure such behavior is not repeated.NoVery negativeNo4
2I was charged more than the estimated fare for my trip yesterday. Can you explain why?['other']The primary issue in this ticket is a discrepancy between the estimated fare and the actual amount charged for the user's trip. The customer is seeking an explanation for why they were charged more than the estimated fare provided.Not applicableSomewhat negativeNo3
3The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.['safety', 'driver performance']The primary issue in this ticket is the improper installation of the car seat by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive proper training to ensure car seats are installed correctly.NoVery negativeNo5
4My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.['driver performance', 'GPS/route']The primary issue in this ticket is a request for a fare adjustment due to the driver taking a longer route than necessary, which resulted in a higher fare for the customer.Not applicableSomewhat negativeNo2
5I had a great experience with my driver today! Very friendly and efficient service.['driver performance']The ticket you provided doesn't seem to indicate an issue. Instead, it appears to be positive feedback about a great experience with a driver who provided friendly and efficient service. If there's anything else you'd like to address or need assistance with, feel free to let me know!Not applicableVery positiveNo0
6I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.['cleanliness']The primary issue in this ticket is the cleanliness of the vehicle not meeting the customer's expected standard. The customer is expressing concern about the condition in which the vehicle was presented to them.NoSomewhat negativeNo2
7The app keeps crashing every time I try to book a ride. Please fix this issue.['other']The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. This is causing a disruption in their ability to use the service, and they are requesting a fix for this problem.Not applicableSomewhat negativeNo4
8My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!['safety', 'cleanliness', 'driver performance']This ticket doesn't seem to have an issue. Instead, it is a positive feedback about the driver's exceptional service, highlighting safe driving, politeness, and a clean car. It's always great to receive such commendations!Not applicableVery positiveNo0
9I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.['safety', 'driver performance']The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior during the ride. This is a serious concern that needs to be addressed promptly to ensure the safety and comfort of passengers.Not applicableVery negativeNo5
10The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.['driver performance', 'GPS/route']The primary issue in this ticket is the driver's refusal to follow the customer's preferred route, which the customer believes is shorter. This has led to the customer's dissatisfaction with the service.Not applicableVery negativeNo2
11Impressed with the quick response to my ride request and the driver's professionalism.['driver performance']The ticket you provided doesn't seem to indicate any issue. In fact, it appears to be a positive feedback highlighting the quick response to the ride request and the driver's professionalism. If there is an underlying concern or issue not mentioned, please provide additional details so I can assist you further.Not applicableVery positiveNo0
12I was charged for a ride I never took. Please refund me as soon as possible.['other']The primary issue in this ticket is an incorrect charge. The customer was charged for a ride they claim they never took, and they are requesting a refund for this charge.Not applicableSomewhat negativeYes4
13The promo code I tried to use didn't work. Can you assist with this?['other']The primary issue in this ticket is that the customer is experiencing a problem with a promotional code that they attempted to use, which did not work as expected. The customer is seeking assistance to resolve this issue.Not applicableSomewhat negativeNo2
14There was a suspicious smell in the car, and I'm worried about hygiene standards.['cleanliness', 'other']The primary issue in this ticket is a concern about hygiene standards due to a suspicious smell in the car. The customer is worried that the smell might indicate a lack of cleanliness or possible contamination. Addressing this concern would involve investigating the source of the smell and ensuring the vehicle meets hygiene standards.NoSomewhat negativeNo4
15My driver was very considerate, especially helping me with my luggage. Appreciate the great service!['driver performance']The primary issue in this ticket is actually not an issue at all. It seems to be a positive feedback or compliment regarding the driver's service. The customer appreciates the driver's considerate behavior and assistance with their luggage.Not applicableVery positiveNo0
16The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.['driver performance', 'GPS/route']The primary issue in this ticket is that the app's GPS is inaccurate, which resulted in directing the driver to the wrong pick-up location. This is a critical functionality problem that needs to be addressed to ensure the app provides accurate navigation and location services.Not applicableSomewhat negativeNo4
17I want to compliment my driver's excellent navigation and time management during rush hour.['driver performance', 'GPS/route']The primary issue in this ticket is not a complaint or problem but rather a positive feedback or compliment. The customer is expressing appreciation for the driver's excellent navigation and time management skills during rush hour.Not applicableVery positiveNo0
18The vehicle didn't match the description in the app. It was confusing and concerning.['other']The primary issue in this ticket is that the vehicle provided did not match the description given in the app. This discrepancy led to confusion and concern for the customer. Addressing this issue would involve ensuring that the app's vehicle descriptions are accurate and up-to-date to prevent similar situations in the future.Not applicableSomewhat negativeNo3
19I faced an issue with payment processing after my last ride. Can you look into this?['other']The primary issue in this ticket is a problem with payment processing following the customer's last ride. The customer is requesting assistance to investigate and resolve the payment issue.Not applicableSomewhat negativeNo3
\n",
        "\n",
        "            
\n",
-       "            
\n",
-       "        \n",
-       "            Download data_labeling_example.csv\n",
-       "        \n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "FileStore(path='data_la...mple.csv', base64_string='YW5zd2V...bmcuIg0K', binary=False, suffix='csv', mime_type='text/csv', external_locations={}, extracted_text='answer....ng.\"\\r\\n')"
+       "Dataset([{'ticket': ['I just realized I left my phone in the car on my last ride. Can you help me get it back?', \"I'm unhappy with my recent experience. The driver was very rude and unprofessional.\", 'I was charged more than the estimated fare for my trip yesterday. Can you explain why?', 'The car seat provided was not properly installed, and I felt my child was at risk. Please ensure driver training.', 'My driver took a longer route than necessary, resulting in a higher fare. I request a fare adjustment.', 'I had a great experience with my driver today! Very friendly and efficient service.', \"I'm concerned about the vehicle's cleanliness. It was not up to the standard I expect.\", 'The app keeps crashing every time I try to book a ride. Please fix this issue.', 'My driver was exceptional - safe driving, polite, and the car was spotless. Kudos!', \"I felt unsafe during my ride due to the driver's erratic behavior. This needs to be addressed immediately.\", \"The driver refused to follow my preferred route, which is shorter. I'm not satisfied with the service.\", \"Impressed with the quick response to my ride request and the driver's professionalism.\", 'I was charged for a ride I never took. Please refund me as soon as possible.', \"The promo code I tried to use didn't work. Can you assist with this?\", \"There was a suspicious smell in the car, and I'm worried about hygiene standards.\", 'My driver was very considerate, especially helping me with my luggage. Appreciate the great service!', \"The app's GPS seems inaccurate. It directed the driver to the wrong pick-up location.\", \"I want to compliment my driver's excellent navigation and time management during rush hour.\", \"The vehicle didn't match the description in the app. It was confusing and concerning.\", 'I faced an issue with payment processing after my last ride. Can you look into this?']}, {'issues': [\"['lost item']\", \"['driver performance']\", \"['other']\", \"['safety', 'driver performance']\", \"['driver performance', 'GPS/route']\", \"['driver performance']\", \"['cleanliness']\", \"['other']\", \"['safety', 'cleanliness', 'driver performance']\", \"['safety', 'driver performance']\", \"['driver performance', 'GPS/route']\", \"['driver performance']\", \"['other']\", \"['other']\", \"['cleanliness', 'other']\", \"['driver performance']\", \"['driver performance', 'GPS/route']\", \"['driver performance', 'GPS/route']\", \"['other']\", \"['other']\"]}, {'primary_issue': ['The primary issue in this ticket is that the customer left their phone in the car during their last ride and needs assistance in retrieving it.', 'The primary issue in this ticket is the behavior of the driver, who was described as rude and unprofessional. Addressing this concern would involve investigating the incident further, reaching out to the customer for more details, and taking appropriate action to ensure such behavior is not repeated.', \"The primary issue in this ticket is a discrepancy between the estimated fare and the actual amount charged for the user's trip. The customer is seeking an explanation for why they were charged more than the estimated fare provided.\", \"The primary issue in this ticket is the improper installation of the car seat by the driver, which made the customer feel that their child's safety was at risk. The customer is requesting that drivers receive proper training to ensure car seats are installed correctly.\", 'The primary issue in this ticket is a request for a fare adjustment due to the driver taking a longer route than necessary, which resulted in a higher fare for the customer.', \"The ticket you provided doesn't seem to indicate an issue. Instead, it appears to be positive feedback about a great experience with a driver who provided friendly and efficient service. If there's anything else you'd like to address or need assistance with, feel free to let me know!\", \"The primary issue in this ticket is the cleanliness of the vehicle not meeting the customer's expected standard. The customer is expressing concern about the condition in which the vehicle was presented to them.\", 'The primary issue in this ticket is that the app crashes whenever the user attempts to book a ride. This is causing a disruption in their ability to use the service, and they are requesting a fix for this problem.', \"This ticket doesn't seem to have an issue. Instead, it is a positive feedback about the driver's exceptional service, highlighting safe driving, politeness, and a clean car. It's always great to receive such commendations!\", \"The primary issue in this ticket is the customer's feeling of being unsafe due to the driver's erratic behavior during the ride. This is a serious concern that needs to be addressed promptly to ensure the safety and comfort of passengers.\", \"The primary issue in this ticket is the driver's refusal to follow the customer's preferred route, which the customer believes is shorter. This has led to the customer's dissatisfaction with the service.\", \"The ticket you provided doesn't seem to indicate any issue. In fact, it appears to be a positive feedback highlighting the quick response to the ride request and the driver's professionalism. If there is an underlying concern or issue not mentioned, please provide additional details so I can assist you further.\", 'The primary issue in this ticket is an incorrect charge. The customer was charged for a ride they claim they never took, and they are requesting a refund for this charge.', 'The primary issue in this ticket is that the customer is experiencing a problem with a promotional code that they attempted to use, which did not work as expected. The customer is seeking assistance to resolve this issue.', 'The primary issue in this ticket is a concern about hygiene standards due to a suspicious smell in the car. The customer is worried that the smell might indicate a lack of cleanliness or possible contamination. Addressing this concern would involve investigating the source of the smell and ensuring the vehicle meets hygiene standards.', \"The primary issue in this ticket is actually not an issue at all. It seems to be a positive feedback or compliment regarding the driver's service. The customer appreciates the driver's considerate behavior and assistance with their luggage.\", \"The primary issue in this ticket is that the app's GPS is inaccurate, which resulted in directing the driver to the wrong pick-up location. This is a critical functionality problem that needs to be addressed to ensure the app provides accurate navigation and location services.\", \"The primary issue in this ticket is not a complaint or problem but rather a positive feedback or compliment. The customer is expressing appreciation for the driver's excellent navigation and time management skills during rush hour.\", \"The primary issue in this ticket is that the vehicle provided did not match the description given in the app. This discrepancy led to confusion and concern for the customer. Addressing this issue would involve ensuring that the app's vehicle descriptions are accurate and up-to-date to prevent similar situations in the future.\", \"The primary issue in this ticket is a problem with payment processing following the customer's last ride. The customer is requesting assistance to investigate and resolve the payment issue.\"]}, {'accident': ['Not applicable', 'No', 'Not applicable', 'No', 'Not applicable', 'Not applicable', 'No', 'Not applicable', 'Not applicable', 'Not applicable', 'Not applicable', 'Not applicable', 'Not applicable', 'Not applicable', 'No', 'Not applicable', 'Not applicable', 'Not applicable', 'Not applicable', 'Not applicable']}, {'sentiment': ['Somewhat negative', 'Very negative', 'Somewhat negative', 'Very negative', 'Somewhat negative', 'Very positive', 'Somewhat negative', 'Somewhat negative', 'Very positive', 'Very negative', 'Very negative', 'Very positive', 'Somewhat negative', 'Somewhat negative', 'Somewhat negative', 'Very positive', 'Somewhat negative', 'Very positive', 'Somewhat negative', 'Somewhat negative']}, {'refund': ['No', 'No', 'No', 'No', 'No', 'No', 'No', 'No', 'No', 'No', 'No', 'No', 'Yes', 'No', 'No', 'No', 'No', 'No', 'No', 'No']}, {'priority': [4, 4, 3, 5, 2, 0, 2, 4, 0, 5, 2, 0, 4, 2, 4, 0, 4, 0, 3, 3]}])"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
+   "source": [
+    "results.sql(\"\"\"\n",
+    "select ticket, issues, primary_issue, accident, sentiment, refund, priority \n",
+    "from self\n",
+    "\"\"\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "To export results to a CSV file:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "File written to data_labeling_example.csv\n"
+     ]
+    }
+   ],
    "source": [
     "results.to_csv(\"data_labeling_example.csv\")"
    ]
@@ -5895,7 +2887,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 21,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -5911,13 +2903,13 @@
       "text/plain": [
        "{'description': 'Customer service tickets data labeling example',\n",
        " 'object_type': 'results',\n",
-       " 'url': 'https://www.expectedparrot.com/content/3b78afcd-14ba-4937-8280-1ac3487e16c1',\n",
-       " 'uuid': '3b78afcd-14ba-4937-8280-1ac3487e16c1',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/4e8c7d9a-5308-477f-ab77-753d92ef3b9c',\n",
+       " 'uuid': '4e8c7d9a-5308-477f-ab77-753d92ef3b9c',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5928,7 +2920,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 22,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -5944,13 +2936,13 @@
       "text/plain": [
        "{'description': 'Customer service tickets data labeling example survey',\n",
        " 'object_type': 'survey',\n",
-       " 'url': 'https://www.expectedparrot.com/content/ebd0e9d6-53fa-4618-a527-e5e53b202d0c',\n",
-       " 'uuid': 'ebd0e9d6-53fa-4618-a527-e5e53b202d0c',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/6a455202-bd14-46d3-b1c4-09422cb954a0',\n",
+       " 'uuid': '6a455202-bd14-46d3-b1c4-09422cb954a0',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5959,9 +2951,16 @@
     "survey.push(description = \"Customer service tickets data labeling example survey\", visibility=\"public\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can post this notebook as well:"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 23,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -5977,13 +2976,13 @@
       "text/plain": [
        "{'description': 'Data labeling example',\n",
        " 'object_type': 'notebook',\n",
-       " 'url': 'https://www.expectedparrot.com/content/0d621ed9-a8b1-4a7b-a9a2-8e6dc09ab80d',\n",
-       " 'uuid': '0d621ed9-a8b1-4a7b-a9a2-8e6dc09ab80d',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/c7327ffc-2a10-4d87-af8d-ca3c7bce81de',\n",
+       " 'uuid': 'c7327ffc-2a10-4d87-af8d-ca3c7bce81de',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6012,7 +3011,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 24,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -6029,7 +3028,7 @@
        "{'status': 'success'}"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }

From 601209223111ada7d805bd44cfe255efaec06a97 Mon Sep 17 00:00:00 2001
From: robin 
Date: Fri, 7 Feb 2025 20:40:43 -0500
Subject: [PATCH 11/14] updating nb

---
 docs/notebooks/analyze_customer_call.ipynb | 1452 ++++------
 docs/notebooks/analyze_evaluations.ipynb   | 2490 +++++------------
 docs/notebooks/concept_induction.ipynb     | 2939 +++++++++++++-------
 docs/notebooks/conduct_interview.ipynb     |  662 +++--
 docs/notebooks/data_cleaning.ipynb         |  336 +--
 docs/notebooks/skip_logic_scenarios.ipynb  | 1501 +++++++---
 docs/notebooks/updating_agents.ipynb       |  220 +-
 7 files changed, 4919 insertions(+), 4681 deletions(-)

diff --git a/docs/notebooks/analyze_customer_call.ipynb b/docs/notebooks/analyze_customer_call.ipynb
index 4cc9dba4..40878c40 100644
--- a/docs/notebooks/analyze_customer_call.ipynb
+++ b/docs/notebooks/analyze_customer_call.ipynb
@@ -341,27 +341,255 @@
      "data": {
       "text/html": [
        "\n",
-       "            
\n",
-       "                
\n",
-       "                    ▼ Remote Job Log (2024-12-14 10:14:11)\n",
+       "            \n",
+       "            
\n",
+       "                
\n",
+       "                    \n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:26:12)\n",
+       "                    \n",
        "                
\n",
-       "                
\n",
-       "                    
Remote inference activated. Sending job to server...
\n",
-       "
Your survey is running at the Expected Parrot server...
\n",
-       "
Job sent to server. (Job uuid=83ea1bff-f820-4ff5-86b7-8260c9f99325).
\n",
-       "\n",
-       "\n",
-       "
Job status: queued - last update: 2024-12-14 10:13:51 AM
\n",
-       "
Job status: queued - last update: 2024-12-14 10:13:54 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:13:57 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:14:01 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:14:04 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:14:07 AM
\n",
-       "\n",
+       "                
\n",
+       "                    \n",
+       "                        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "                    
Job UUID1b6fcb68-d462-4efb-9a36-c27911081e9e
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/1b6fcb68-d462-4efb-9a36-c27911081e9e
Exceptions Report URLNone
Results UUID8cb11227-cec8-44b5-80b6-6065fa7b6d79
Results URLhttps://www.expectedparrot.com/content/8cb11227-cec8-44b5-80b6-6065fa7b6d79
\n",
+       "                    \n",
+       "                
\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/8cb11227-cec8-44b5-80b6-6065fa7b6d79\n",
+       "                
\n",
+       "            \n",
        "                
\n",
        "            
\n",
+       "            \n",
+       "        "
+      ],
+      "text/plain": [
+       ""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
        "        "
       ],
       "text/plain": [
@@ -406,132 +634,43 @@
     {
      "data": {
       "text/html": [
-       "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
+       "            
\n",
+       "                \n",
+       "
Persona                                                                                                  How would you rate the representative's understanding of the customer's needs?  How well did the representative explain the features relevant to the customer's business?  How well did the representative address the questions and concerns of the customer?  How would you rate the representative's knowledge of the products and services discussed?  
You are an expert business development representative with many years of experience at diverse companies.Good                                                                            Somewhat clearly                                                                           Mostly effectively                                                                   Good                                                                                       
\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
        "
 PersonaHow would you rate the representative's understanding of the customer's needs?How well did the representative explain the features relevant to the customer's business?How well did the representative address the questions and concerns of the customer?How would you rate the representative's knowledge of the products and services discussed?
0You are an expert business development representative with many years of experience at diverse companies.GoodVery clearlyMostly effectivelyGood
\n",
+       "\n",
        "            
\n",
-       "        
\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓\n",
-       "┃\u001b[1m                      \u001b[0m┃\u001b[1m                      \u001b[0m┃\u001b[1m                      \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mHow well did the    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mHow would you rate \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┃\u001b[1m                      \u001b[0m┃\u001b[1m                      \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mHow well did the    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mrepresentative      \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mthe                \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┃\u001b[1m                      \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mHow would you rate  \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mrepresentative      \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1maddress the         \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mrepresentative's   \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┃\u001b[1m                      \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mthe representative's\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mexplain the features\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mquestions and       \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mknowledge of the   \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┃\u001b[1m                      \u001b[0m┃\u001b[1m \u001b[0m\u001b[1munderstanding of the\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mrelevant to the     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mconcerns of the     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mproducts and       \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┃\u001b[1m \u001b[0m\u001b[1mPersona             \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mcustomer's needs?   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mcustomer's business?\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mcustomer?           \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mservices discussed?\u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩\n",
-       "│ You are an expert    │ Good                 │ Somewhat clearly     │ Mostly effectively   │ Good                │\n",
-       "│ business development │                      │                      │                      │                     │\n",
-       "│ representative with  │                      │                      │                      │                     │\n",
-       "│ many years of        │                      │                      │                      │                     │\n",
-       "│ experience at        │                      │                      │                      │                     │\n",
-       "│ diverse companies.   │                      │                      │                      │                     │\n",
-       "└──────────────────────┴──────────────────────┴──────────────────────┴──────────────────────┴─────────────────────┘"
+       "Persona                                                                                                    How would you rate the representative's understanding of the customer's needs?    How well did the representative explain the features relevant to the customer's business?    How well did the representative address the questions and concerns of the customer?    How would you rate the representative's knowledge of the products and services discussed?\n",
+       "---------------------------------------------------------------------------------------------------------  --------------------------------------------------------------------------------  -------------------------------------------------------------------------------------------  -------------------------------------------------------------------------------------  -------------------------------------------------------------------------------------------\n",
+       "You are an expert business development representative with many years of experience at diverse companies.  Good                                                                              Very clearly                                                                                 Mostly effectively                                                                     Good"
       ]
      },
      "execution_count": 8,
@@ -572,133 +711,49 @@
     "tags": []
    },
    "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "data": {
       "text/html": [
        "\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
+       "            
\n",
+       "                \n",
+       "
Persona                                                                                                  Did the representative appear attentive to the customer's needs and concerns?    On a scale from 1 to 10, how likely is the customer to use the products and servies discussed?Did the representative offer relevant next steps for implementation or testing products?  
You are an expert business development representative with many years of experience at diverse companies.Mostly attentive                                                                                                                                                              8Yes, very clear and actionable                                                            
\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
        "
 PersonaDid the representative appear attentive to the customer's needs and concerns?On a scale from 1 to 10, how likely is the customer to use the products and servies discussed?Did the representative offer relevant next steps for implementation or testing products?
0You are an expert business development representative with many years of experience at diverse companies.Mostly attentive8Yes, very clear and actionable
\n",
+       "\n",
        "            
\n",
-       "        
\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
-       "┃\u001b[1m                           \u001b[0m┃\u001b[1m                            \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOn a scale from 1 to 10, \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m                            \u001b[0m┃\n",
-       "┃\u001b[1m                           \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mDid the representative    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mhow likely is the        \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mDid the representative    \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┃\u001b[1m                           \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mappear attentive to the   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mcustomer to use the      \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1moffer relevant next steps \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┃\u001b[1m                           \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mcustomer's needs and      \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mproducts and servies     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mfor implementation or     \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┃\u001b[1m \u001b[0m\u001b[1mPersona                  \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mconcerns?                 \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mdiscussed?               \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mtesting products?         \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
-       "│ You are an expert         │ Mostly attentive           │ 8                         │ Yes, very clear and        │\n",
-       "│ business development      │                            │                           │ actionable                 │\n",
-       "│ representative with many  │                            │                           │                            │\n",
-       "│ years of experience at    │                            │                           │                            │\n",
-       "│ diverse companies.        │                            │                           │                            │\n",
-       "└───────────────────────────┴────────────────────────────┴───────────────────────────┴────────────────────────────┘"
+       "Persona                                                                                                    Did the representative appear attentive to the customer's needs and concerns?      On a scale from 1 to 10, how likely is the customer to use the products and servies discussed?  Did the representative offer relevant next steps for implementation or testing products?\n",
+       "---------------------------------------------------------------------------------------------------------  -------------------------------------------------------------------------------  ------------------------------------------------------------------------------------------------  ------------------------------------------------------------------------------------------\n",
+       "You are an expert business development representative with many years of experience at diverse companies.  Mostly attentive                                                                                                                                                                8  Yes, very clear and actionable"
       ]
      },
      "execution_count": 9,
@@ -741,162 +796,62 @@
     "tags": []
    },
    "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "data": {
       "text/html": [
        "\n",
-       "        \n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
-       "\n",
-       "
 What aspects of the representative’s approach were most helpful to the customer?
0The representative, Alex, demonstrated several helpful aspects in their approach:\n",
        "\n",
-       ".scroll-table {\n",
-       "    /* Remove width: 100% to prevent table from being constrained */\n",
-       "    /* min-width: 100% ensures table takes at least full container width */\n",
-       "    min-width: 100%;\n",
-       "    border-collapse: separate;\n",
-       "    border-spacing: 4px;\n",
-       "    background: transparent;\n",
-       "    table-layout: auto;  /* Allow table to size based on content */\n",
-       "}\n",
+       "1. **Understanding and Empathy**: Alex showed understanding and empathy towards Jamie's concerns, especially regarding the complexity of setting up payment systems and the fear of getting stuck. This helped build trust and made Jamie feel more comfortable discussing their needs.\n",
        "\n",
-       ".scroll-table th {\n",
-       "    background: transparent;  /* Semi-transparent background to ensure text readability */\n",
-       "    position: sticky;\n",
-       "    top: 0;\n",
-       "    z-index: 1;\n",
-       "    text-align: left !important;\n",
-       "    padding: 8px;\n",
-       "    font-weight: bold;\n",
-       "    white-space: nowrap;  /* Prevent header text from wrapping */\n",
-       "    min-width: 100px;    /* Ensure minimum column width */\n",
-       "    backdrop-filter: blur(8px);  /* Optional: adds extra clarity */\n",
-       "    color: var(--headerColor);\n",
-       "}\n",
+       "2. **Clear Communication**: Alex communicated the features of Quick in a clear and straightforward manner, highlighting relevant features like subscriptions, multiple currencies, and fraud detection (Shield) without overwhelming Jamie with technical jargon.\n",
        "\n",
-       ".scroll-table td {\n",
-       "    padding: 8px;\n",
-       "    text-align: left !important;\n",
-       "    white-space: pre-wrap;\n",
-       "    word-wrap: break-word;\n",
-       "    vertical-align: top;\n",
-       "    color: inherit;\n",
-       "    border-bottom: none;\n",
-       "    background: transparent;\n",
-       "    min-width: 100px;    /* Match header minimum width */\n",
-       "}\n",
+       "3. **Addressing Concerns**: Alex proactively addressed Jamie's concerns about setup complexity and fraud detection, assuring them of the ease of use and built-in security features, which helped alleviate Jamie's worries.\n",
        "\n",
-       ".scroll-table tbody tr:hover {\n",
-       "    background: transparent;\n",
-       "}\n",
+       "4. **Providing Solutions**: The representative offered specific solutions to Jamie's needs, such as handling international payments, providing invoicing options, and offering a sandbox account for testing, which aligned well with Jamie's requirements.\n",
        "\n",
-       "/* Additional rule to ensure header background is truly transparent */\n",
-       ".scroll-table thead tr {\n",
-       "    background: transparent !important;\n",
-       "}\n",
+       "5. **Transparency on Costs**: Alex was transparent about the fees associated with Quick, providing a clear breakdown of transaction costs and mentioning potential discounts for high volumes, which is important for building trust and setting clear expectations.\n",
        "\n",
-       "/* Add shadow to indicate scrollable content */\n",
-       ".table-container::after {\n",
-       "    content: '';\n",
-       "    position: absolute;\n",
-       "    top: 0;\n",
-       "    right: 0;\n",
-       "    bottom: 0;\n",
-       "    width: 5px;\n",
-       "    background: linear-gradient(to right, transparent, rgba(242, 6, 6, 0.1));\n",
-       "    pointer-events: none;\n",
-       "    opacity: 0;\n",
-       "    transition: opacity 0.3s;\n",
-       "}\n",
-       "\n",
-       ".table-container:hover::after {\n",
-       "    opacity: 1;\n",
-       "}\n",
-       "\n",
-       "/* Handle Jupyter notebook specific styling */\n",
-       ".jp-OutputArea-output .table-container {\n",
-       "    max-width: 100%;\n",
-       "    margin: 0;\n",
-       "    overflow-x: auto;\n",
-       "}\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
+       "    \n",
+       "  \n",
+       "
What aspects of the representative’s approach were most helpful to the customer?  
The representative, Alex, demonstrated several helpful aspects in their approach:\n",
+       "6. **Follow-Up Plan**: By offering to send guides and set up a sandbox account, and suggesting a follow-up meeting, Alex ensured that Jamie would have ongoing support and resources to explore Quick further, demonstrating a commitment to customer success.
\n",
        "\n",
-       "1. **Understanding and Empathy**: Alex started by acknowledging Jamie's situation and concerns, which helped to build rapport and trust. This empathetic approach reassured Jamie that their needs and worries were understood.\n",
+       "            
\n",
+       "            "
+      ],
+      "text/plain": [
+       "What aspects of the representative’s approach were most helpful to the customer?\n",
+       "----------------------------------------------------------------------------------\n",
+       "The representative, Alex, demonstrated several helpful aspects in their approach:\n",
        "\n",
-       "2. **Clear Explanation of Features**: Alex provided a straightforward explanation of how Quick’s features, such as handling multiple currencies and offering subscription options, could address Jamie's needs. This helped Jamie see the direct benefits of using Quick.\n",
+       "1. **Understanding and Empathy**: Alex showed understanding and empathy towards Jamie's concerns, especially regarding the complexity of setting up payment systems and the fear of getting stuck. This helped build trust and made Jamie feel more comfortable discussing their needs.\n",
        "\n",
-       "3. **Addressing Concerns**: Alex anticipated and addressed Jamie's concerns about setup complexity and fraud detection. By explaining that the setup is user-friendly and that fraud protection is automatic, Alex alleviated Jamie’s worries.\n",
+       "2. **Clear Communication**: Alex communicated the features of Quick in a clear and straightforward manner, highlighting relevant features like subscriptions, multiple currencies, and fraud detection (Shield) without overwhelming Jamie with technical jargon.\n",
        "\n",
-       "4. **Support and Resources**: Alex emphasized the availability of support and resources, including guides and a support team, which reassured Jamie that help would be available if needed.\n",
+       "3. **Addressing Concerns**: Alex proactively addressed Jamie's concerns about setup complexity and fraud detection, assuring them of the ease of use and built-in security features, which helped alleviate Jamie's worries.\n",
        "\n",
-       "5. **Transparency on Fees**: Alex provided a clear breakdown of the costs associated with using Quick, which is crucial for building trust and ensuring there are no surprises later on.\n",
+       "4. **Providing Solutions**: The representative offered specific solutions to Jamie's needs, such as handling international payments, providing invoicing options, and offering a sandbox account for testing, which aligned well with Jamie's requirements.\n",
        "\n",
-       "6. **Solution for Additional Needs**: Alex responded to Jamie's inquiry about invoicing by introducing Quick Invoicing, showing that the platform could meet additional business requirements.\n",
+       "5. **Transparency on Costs**: Alex was transparent about the fees associated with Quick, providing a clear breakdown of transaction costs and mentioning potential discounts for high volumes, which is important for building trust and setting clear expectations.\n",
        "\n",
-       "7. **Follow-Up Plan**: By offering to send guides and set up a sandbox account, and suggesting a follow-up meeting, Alex demonstrated a commitment to ensuring Jamie’s successful onboarding and long-term satisfaction.                                                                                   
\n",
-       "            
\n",
-       "        
\n",
-       "        "
-      ],
-      "text/plain": [
-       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
-       "┃\u001b[1m \u001b[0m\u001b[1mWhat aspects of the representative’s approach were most helpful to the customer?                               \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
-       "│ The representative, Alex, demonstrated several helpful aspects in their approach:                               │\n",
-       "│                                                                                                                 │\n",
-       "│ 1. **Understanding and Empathy**: Alex started by acknowledging Jamie's situation and concerns, which helped to │\n",
-       "│ build rapport and trust. This empathetic approach reassured Jamie that their needs and worries were understood. │\n",
-       "│                                                                                                                 │\n",
-       "│ 2. **Clear Explanation of Features**: Alex provided a straightforward explanation of how Quick’s features, such │\n",
-       "│ as handling multiple currencies and offering subscription options, could address Jamie's needs. This helped     │\n",
-       "│ Jamie see the direct benefits of using Quick.                                                                   │\n",
-       "│                                                                                                                 │\n",
-       "│ 3. **Addressing Concerns**: Alex anticipated and addressed Jamie's concerns about setup complexity and fraud    │\n",
-       "│ detection. By explaining that the setup is user-friendly and that fraud protection is automatic, Alex           │\n",
-       "│ alleviated Jamie’s worries.                                                                                     │\n",
-       "│                                                                                                                 │\n",
-       "│ 4. **Support and Resources**: Alex emphasized the availability of support and resources, including guides and a │\n",
-       "│ support team, which reassured Jamie that help would be available if needed.                                     │\n",
-       "│                                                                                                                 │\n",
-       "│ 5. **Transparency on Fees**: Alex provided a clear breakdown of the costs associated with using Quick, which is │\n",
-       "│ crucial for building trust and ensuring there are no surprises later on.                                        │\n",
-       "│                                                                                                                 │\n",
-       "│ 6. **Solution for Additional Needs**: Alex responded to Jamie's inquiry about invoicing by introducing Quick    │\n",
-       "│ Invoicing, showing that the platform could meet additional business requirements.                               │\n",
-       "│                                                                                                                 │\n",
-       "│ 7. **Follow-Up Plan**: By offering to send guides and set up a sandbox account, and suggesting a follow-up      │\n",
-       "│ meeting, Alex demonstrated a commitment to ensuring Jamie’s successful onboarding and long-term satisfaction.   │\n",
-       "└─────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘"
+       "6. **Follow-Up Plan**: By offering to send guides and set up a sandbox account, and suggesting a follow-up meeting, Alex ensured that Jamie would have ongoing support and resources to explore Quick further, demonstrating a commitment to customer success."
       ]
      },
      "execution_count": 10,
@@ -924,155 +879,62 @@
     "tags": []
    },
    "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "data": {
       "text/html": [
        "\n",
-       "        \n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
 What aspects of the representative’s approach were most helpful to the customer?
0Yes, there are a few areas where more detailed explanations could have been beneficial:\n",
        "\n",
-       ".table-container {\n",
-       "    height: var(--containerHeight) !important;\n",
-       "    width: 100%;\n",
-       "    overflow: auto;  /* This enables both horizontal and vertical scrolling */\n",
-       "    border: 1px solid #d4d4d4;\n",
-       "    background: transparent;\n",
-       "    position: relative;  /* Create stacking context for sticky header */\n",
-       "}\n",
+       "1. **Subscription Setup**: While Alex mentioned that Quick can handle subscriptions, there was no detailed explanation of how Jamie could set up different subscription levels. Providing more information or examples on how to configure these levels would have been helpful.\n",
        "\n",
-       ".scroll-table {\n",
-       "    /* Remove width: 100% to prevent table from being constrained */\n",
-       "    /* min-width: 100% ensures table takes at least full container width */\n",
-       "    min-width: 100%;\n",
-       "    border-collapse: separate;\n",
-       "    border-spacing: 4px;\n",
-       "    background: transparent;\n",
-       "    table-layout: auto;  /* Allow table to size based on content */\n",
-       "}\n",
+       "2. **International Payments**: Alex briefly mentioned that Quick handles multiple currencies and automatic conversion, but didn't explain if there are any additional fees or processes involved for international transactions. Clarifying this could help Jamie better understand the implications of serving international users.\n",
        "\n",
-       ".scroll-table th {\n",
-       "    background: transparent;  /* Semi-transparent background to ensure text readability */\n",
-       "    position: sticky;\n",
-       "    top: 0;\n",
-       "    z-index: 1;\n",
-       "    text-align: left !important;\n",
-       "    padding: 8px;\n",
-       "    font-weight: bold;\n",
-       "    white-space: nowrap;  /* Prevent header text from wrapping */\n",
-       "    min-width: 100px;    /* Ensure minimum column width */\n",
-       "    backdrop-filter: blur(8px);  /* Optional: adds extra clarity */\n",
-       "    color: var(--headerColor);\n",
-       "}\n",
+       "3. **Fraud Detection (Shield)**: Although Alex explained that Shield is on by default, it might have been useful to provide a bit more context on how it works, especially since Jamie expressed unfamiliarity with fraud detection. A simple example of how Shield identifies fraud could have added value.\n",
        "\n",
-       ".scroll-table td {\n",
-       "    padding: 8px;\n",
-       "    text-align: left !important;\n",
-       "    white-space: pre-wrap;\n",
-       "    word-wrap: break-word;\n",
-       "    vertical-align: top;\n",
-       "    color: inherit;\n",
-       "    border-bottom: none;\n",
-       "    background: transparent;\n",
-       "    min-width: 100px;    /* Match header minimum width */\n",
-       "}\n",
+       "4. **Setup Process**: Jamie expressed concern about the complexity of setting up the system. While Alex reassured Jamie about the availability of guides and support, a brief overview of the initial steps in the setup process could have helped alleviate Jamie's concerns further.\n",
        "\n",
-       ".scroll-table tbody tr:hover {\n",
-       "    background: transparent;\n",
-       "}\n",
-       "\n",
-       "/* Additional rule to ensure header background is truly transparent */\n",
-       ".scroll-table thead tr {\n",
-       "    background: transparent !important;\n",
-       "}\n",
+       "5. **Discounts for High Volume**: Alex mentioned discounts for higher volumes but didn’t specify what qualifies as \"a lot of payments\" or what the discount rates might be. Providing some threshold numbers or examples could offer Jamie a clearer picture of potential cost savings.\n",
        "\n",
-       "/* Add shadow to indicate scrollable content */\n",
-       ".table-container::after {\n",
-       "    content: '';\n",
-       "    position: absolute;\n",
-       "    top: 0;\n",
-       "    right: 0;\n",
-       "    bottom: 0;\n",
-       "    width: 5px;\n",
-       "    background: linear-gradient(to right, transparent, rgba(242, 6, 6, 0.1));\n",
-       "    pointer-events: none;\n",
-       "    opacity: 0;\n",
-       "    transition: opacity 0.3s;\n",
-       "}\n",
+       "6. **Invoicing Details**: Although Alex confirmed that Quick Invoicing is available, more information on how it integrates with the rest of the system or any customization options could have been beneficial, especially since Jamie mentioned customer requests for invoices.
\n",
        "\n",
-       ".table-container:hover::after {\n",
-       "    opacity: 1;\n",
-       "}\n",
+       "            
\n",
+       "            "
+      ],
+      "text/plain": [
+       "What aspects of the representative’s approach were most helpful to the customer?\n",
+       "----------------------------------------------------------------------------------\n",
+       "Yes, there are a few areas where more detailed explanations could have been beneficial:\n",
        "\n",
-       "/* Handle Jupyter notebook specific styling */\n",
-       ".jp-OutputArea-output .table-container {\n",
-       "    max-width: 100%;\n",
-       "    margin: 0;\n",
-       "    overflow-x: auto;\n",
-       "}\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "
What aspects of the representative’s approach were most helpful to the customer?  
Yes, there were a few areas where the explanation could have been more detailed:\n",
+       "1. **Subscription Setup**: While Alex mentioned that Quick can handle subscriptions, there was no detailed explanation of how Jamie could set up different subscription levels. Providing more information or examples on how to configure these levels would have been helpful.\n",
        "\n",
-       "1. **Subscription Setup**: While Alex mentioned that Quick can handle subscriptions, there was no detailed explanation of how the subscription setup process works or what specific features are available for managing different subscription levels. Jamie expressed concern about setting this up, and a more detailed walkthrough or specific examples might have been helpful.\n",
+       "2. **International Payments**: Alex briefly mentioned that Quick handles multiple currencies and automatic conversion, but didn't explain if there are any additional fees or processes involved for international transactions. Clarifying this could help Jamie better understand the implications of serving international users.\n",
        "\n",
-       "2. **International Payments**: Alex briefly mentioned that Quick handles multiple currencies and automatic conversion, but did not go into detail about how international payments are processed, any potential fees associated with currency conversion, or how Quick ensures compliance with international regulations.\n",
+       "3. **Fraud Detection (Shield)**: Although Alex explained that Shield is on by default, it might have been useful to provide a bit more context on how it works, especially since Jamie expressed unfamiliarity with fraud detection. A simple example of how Shield identifies fraud could have added value.\n",
        "\n",
-       "3. **Fraud Detection**: While Alex mentioned that Quick has a feature called Shield for fraud detection, there was no explanation of how effective it is, any specific technologies it uses, or any success stories or statistics that might reassure Jamie about its reliability.\n",
+       "4. **Setup Process**: Jamie expressed concern about the complexity of setting up the system. While Alex reassured Jamie about the availability of guides and support, a brief overview of the initial steps in the setup process could have helped alleviate Jamie's concerns further.\n",
        "\n",
-       "4. **Fees**: Although Alex provided the basic fee structure, there was no mention of any potential hidden fees, setup costs, or how discounts for high-volume processing are structured. More transparency here could help build trust.\n",
+       "5. **Discounts for High Volume**: Alex mentioned discounts for higher volumes but didn’t specify what qualifies as \"a lot of payments\" or what the discount rates might be. Providing some threshold numbers or examples could offer Jamie a clearer picture of potential cost savings.\n",
        "\n",
-       "5. **Invoicing**: Alex mentioned Quick Invoicing but did not elaborate on how it integrates with the rest of the system, what customization options are available, or how it handles different payment methods.                                                                                   
\n",
-       "            
\n",
-       "        
\n",
-       "        "
-      ],
-      "text/plain": [
-       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
-       "┃\u001b[1m \u001b[0m\u001b[1mWhat aspects of the representative’s approach were most helpful to the customer?                               \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
-       "│ Yes, there were a few areas where the explanation could have been more detailed:                                │\n",
-       "│                                                                                                                 │\n",
-       "│ 1. **Subscription Setup**: While Alex mentioned that Quick can handle subscriptions, there was no detailed      │\n",
-       "│ explanation of how the subscription setup process works or what specific features are available for managing    │\n",
-       "│ different subscription levels. Jamie expressed concern about setting this up, and a more detailed walkthrough   │\n",
-       "│ or specific examples might have been helpful.                                                                   │\n",
-       "│                                                                                                                 │\n",
-       "│ 2. **International Payments**: Alex briefly mentioned that Quick handles multiple currencies and automatic      │\n",
-       "│ conversion, but did not go into detail about how international payments are processed, any potential fees       │\n",
-       "│ associated with currency conversion, or how Quick ensures compliance with international regulations.            │\n",
-       "│                                                                                                                 │\n",
-       "│ 3. **Fraud Detection**: While Alex mentioned that Quick has a feature called Shield for fraud detection, there  │\n",
-       "│ was no explanation of how effective it is, any specific technologies it uses, or any success stories or         │\n",
-       "│ statistics that might reassure Jamie about its reliability.                                                     │\n",
-       "│                                                                                                                 │\n",
-       "│ 4. **Fees**: Although Alex provided the basic fee structure, there was no mention of any potential hidden fees, │\n",
-       "│ setup costs, or how discounts for high-volume processing are structured. More transparency here could help      │\n",
-       "│ build trust.                                                                                                    │\n",
-       "│                                                                                                                 │\n",
-       "│ 5. **Invoicing**: Alex mentioned Quick Invoicing but did not elaborate on how it integrates with the rest of    │\n",
-       "│ the system, what customization options are available, or how it handles different payment methods.              │\n",
-       "└─────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘"
+       "6. **Invoicing Details**: Although Alex confirmed that Quick Invoicing is available, more information on how it integrates with the rest of the system or any customization options could have been beneficial, especially since Jamie mentioned customer requests for invoices."
       ]
      },
      "execution_count": 11,
@@ -1100,158 +962,66 @@
     "tags": []
    },
    "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "data": {
       "text/html": [
        "\n",
-       "        \n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
 What aspects of the representative’s approach were most helpful to the customer?
0The representative, Alex, did a good job addressing Jamie's concerns and explaining the features of Quick's payment processing system. However, there are a few areas where the explanation could be improved:\n",
        "\n",
-       ".table-container {\n",
-       "    height: var(--containerHeight) !important;\n",
-       "    width: 100%;\n",
-       "    overflow: auto;  /* This enables both horizontal and vertical scrolling */\n",
-       "    border: 1px solid #d4d4d4;\n",
-       "    background: transparent;\n",
-       "    position: relative;  /* Create stacking context for sticky header */\n",
-       "}\n",
+       "1. **Tailored Explanation**: Alex could have asked more specific questions about Jamie's business model and customer base to tailor the explanation of how Quick's features would specifically benefit Jamie's website. This would make the conversation more relevant and engaging.\n",
        "\n",
-       ".scroll-table {\n",
-       "    /* Remove width: 100% to prevent table from being constrained */\n",
-       "    /* min-width: 100% ensures table takes at least full container width */\n",
-       "    min-width: 100%;\n",
-       "    border-collapse: separate;\n",
-       "    border-spacing: 4px;\n",
-       "    background: transparent;\n",
-       "    table-layout: auto;  /* Allow table to size based on content */\n",
-       "}\n",
+       "2. **Technical Jargon**: While Alex did a good job of keeping the language simple, further simplifying technical terms or providing analogies could help Jamie, who is not a developer, better understand the setup process.\n",
        "\n",
-       ".scroll-table th {\n",
-       "    background: transparent;  /* Semi-transparent background to ensure text readability */\n",
-       "    position: sticky;\n",
-       "    top: 0;\n",
-       "    z-index: 1;\n",
-       "    text-align: left !important;\n",
-       "    padding: 8px;\n",
-       "    font-weight: bold;\n",
-       "    white-space: nowrap;  /* Prevent header text from wrapping */\n",
-       "    min-width: 100px;    /* Ensure minimum column width */\n",
-       "    backdrop-filter: blur(8px);  /* Optional: adds extra clarity */\n",
-       "    color: var(--headerColor);\n",
-       "}\n",
+       "3. **Case Studies or Examples**: Providing examples or case studies of similar businesses that successfully implemented Quick could help Jamie visualize the benefits and ease of integration.\n",
        "\n",
-       ".scroll-table td {\n",
-       "    padding: 8px;\n",
-       "    text-align: left !important;\n",
-       "    white-space: pre-wrap;\n",
-       "    word-wrap: break-word;\n",
-       "    vertical-align: top;\n",
-       "    color: inherit;\n",
-       "    border-bottom: none;\n",
-       "    background: transparent;\n",
-       "    min-width: 100px;    /* Match header minimum width */\n",
-       "}\n",
+       "4. **Demonstration Offer**: Offering a live demonstration or walkthrough of the setup process could alleviate Jamie's concerns about the complexity of the integration.\n",
        "\n",
-       ".scroll-table tbody tr:hover {\n",
-       "    background: transparent;\n",
-       "}\n",
+       "5. **Clearer Fee Structure Explanation**: While Alex mentioned the transaction fees, providing a more comprehensive breakdown of potential costs, including any hidden fees or costs associated with international transactions, would give Jamie a clearer picture.\n",
        "\n",
-       "/* Additional rule to ensure header background is truly transparent */\n",
-       ".scroll-table thead tr {\n",
-       "    background: transparent !important;\n",
-       "}\n",
+       "6. **Highlighting Support**: Although Alex mentioned the support team, emphasizing the availability of personalized support, such as onboarding assistance or a dedicated account manager, could further reassure Jamie.\n",
        "\n",
-       "/* Add shadow to indicate scrollable content */\n",
-       ".table-container::after {\n",
-       "    content: '';\n",
-       "    position: absolute;\n",
-       "    top: 0;\n",
-       "    right: 0;\n",
-       "    bottom: 0;\n",
-       "    width: 5px;\n",
-       "    background: linear-gradient(to right, transparent, rgba(242, 6, 6, 0.1));\n",
-       "    pointer-events: none;\n",
-       "    opacity: 0;\n",
-       "    transition: opacity 0.3s;\n",
-       "}\n",
+       "7. **Security Features**: While Alex briefly mentioned the Shield feature, a more detailed explanation of how it works and its benefits could enhance Jamie's understanding of Quick's security measures.
\n",
        "\n",
-       ".table-container:hover::after {\n",
-       "    opacity: 1;\n",
-       "}\n",
+       "            
\n",
+       "            "
+      ],
+      "text/plain": [
+       "What aspects of the representative’s approach were most helpful to the customer?\n",
+       "----------------------------------------------------------------------------------\n",
+       "The representative, Alex, did a good job addressing Jamie's concerns and explaining the features of Quick's payment processing system. However, there are a few areas where the explanation could be improved:\n",
        "\n",
-       "/* Handle Jupyter notebook specific styling */\n",
-       ".jp-OutputArea-output .table-container {\n",
-       "    max-width: 100%;\n",
-       "    margin: 0;\n",
-       "    overflow-x: auto;\n",
-       "}\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "
What aspects of the representative’s approach were most helpful to the customer?  
The representative, Alex, did a good job of addressing Jamie's concerns and providing an overview of Quick's offerings. However, there are a few areas where the explanation could be improved:\n",
+       "1. **Tailored Explanation**: Alex could have asked more specific questions about Jamie's business model and customer base to tailor the explanation of how Quick's features would specifically benefit Jamie's website. This would make the conversation more relevant and engaging.\n",
        "\n",
-       "1. **Customization and Examples**: Alex could have provided more specific examples or case studies of similar businesses that successfully implemented Quick. This would help Jamie visualize how Quick can be tailored to their specific needs.\n",
+       "2. **Technical Jargon**: While Alex did a good job of keeping the language simple, further simplifying technical terms or providing analogies could help Jamie, who is not a developer, better understand the setup process.\n",
        "\n",
-       "2. **Technical Jargon**: While Alex did a decent job of keeping the language accessible, they could have further simplified the explanation of technical aspects like currency conversion and fraud detection, possibly by using analogies or more relatable terms.\n",
+       "3. **Case Studies or Examples**: Providing examples or case studies of similar businesses that successfully implemented Quick could help Jamie visualize the benefits and ease of integration.\n",
        "\n",
-       "3. **Setup Process**: Although Alex mentioned plugins and guides, they could have elaborated on the setup process by outlining the key steps or providing a brief walkthrough of what Jamie might expect.\n",
+       "4. **Demonstration Offer**: Offering a live demonstration or walkthrough of the setup process could alleviate Jamie's concerns about the complexity of the integration.\n",
        "\n",
-       "4. **Emphasizing Support**: Alex mentioned the support team but could have emphasized the availability of live support or onboarding assistance to reassure Jamie about potential setup difficulties.\n",
+       "5. **Clearer Fee Structure Explanation**: While Alex mentioned the transaction fees, providing a more comprehensive breakdown of potential costs, including any hidden fees or costs associated with international transactions, would give Jamie a clearer picture.\n",
        "\n",
-       "5. **Addressing Specific Needs**: Alex could have asked more questions to better understand Jamie's specific business model and tailor the explanation of features like subscriptions and invoicing accordingly.\n",
+       "6. **Highlighting Support**: Although Alex mentioned the support team, emphasizing the availability of personalized support, such as onboarding assistance or a dedicated account manager, could further reassure Jamie.\n",
        "\n",
-       "6. **Fee Transparency**: While Alex provided the basic fee structure, they could have offered more detail on any potential hidden costs or additional services that might incur fees, ensuring full transparency.                                                                                   
\n",
-       "            
\n",
-       "        
\n",
-       "        "
-      ],
-      "text/plain": [
-       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
-       "┃\u001b[1m \u001b[0m\u001b[1mWhat aspects of the representative’s approach were most helpful to the customer?                               \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
-       "│ The representative, Alex, did a good job of addressing Jamie's concerns and providing an overview of Quick's    │\n",
-       "│ offerings. However, there are a few areas where the explanation could be improved:                              │\n",
-       "│                                                                                                                 │\n",
-       "│ 1. **Customization and Examples**: Alex could have provided more specific examples or case studies of similar   │\n",
-       "│ businesses that successfully implemented Quick. This would help Jamie visualize how Quick can be tailored to    │\n",
-       "│ their specific needs.                                                                                           │\n",
-       "│                                                                                                                 │\n",
-       "│ 2. **Technical Jargon**: While Alex did a decent job of keeping the language accessible, they could have        │\n",
-       "│ further simplified the explanation of technical aspects like currency conversion and fraud detection, possibly  │\n",
-       "│ by using analogies or more relatable terms.                                                                     │\n",
-       "│                                                                                                                 │\n",
-       "│ 3. **Setup Process**: Although Alex mentioned plugins and guides, they could have elaborated on the setup       │\n",
-       "│ process by outlining the key steps or providing a brief walkthrough of what Jamie might expect.                 │\n",
-       "│                                                                                                                 │\n",
-       "│ 4. **Emphasizing Support**: Alex mentioned the support team but could have emphasized the availability of live  │\n",
-       "│ support or onboarding assistance to reassure Jamie about potential setup difficulties.                          │\n",
-       "│                                                                                                                 │\n",
-       "│ 5. **Addressing Specific Needs**: Alex could have asked more questions to better understand Jamie's specific    │\n",
-       "│ business model and tailor the explanation of features like subscriptions and invoicing accordingly.             │\n",
-       "│                                                                                                                 │\n",
-       "│ 6. **Fee Transparency**: While Alex provided the basic fee structure, they could have offered more detail on    │\n",
-       "│ any potential hidden costs or additional services that might incur fees, ensuring full transparency.            │\n",
-       "└─────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘"
+       "7. **Security Features**: While Alex briefly mentioned the Shield feature, a more detailed explanation of how it works and its benefits could enhance Jamie's understanding of Quick's security measures."
       ]
      },
      "execution_count": 12,
@@ -1279,156 +1049,58 @@
     "tags": []
    },
    "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "data": {
       "text/html": [
        "\n",
-       "        \n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
 What aspects of the representative’s approach were most helpful to the customer?
0The conversation was generally clear and straightforward, but there are a few areas where additional clarity could enhance understanding:\n",
        "\n",
-       ".table-container {\n",
-       "    height: var(--containerHeight) !important;\n",
-       "    width: 100%;\n",
-       "    overflow: auto;  /* This enables both horizontal and vertical scrolling */\n",
-       "    border: 1px solid #d4d4d4;\n",
-       "    background: transparent;\n",
-       "    position: relative;  /* Create stacking context for sticky header */\n",
-       "}\n",
+       "1. **Setup Process**: While Alex reassures Jamie about the ease of setup, it might be beneficial to provide a bit more detail on what the setup process actually entails. Mentioning specific plugins or integration steps could help Jamie feel more confident about the process.\n",
        "\n",
-       ".scroll-table {\n",
-       "    /* Remove width: 100% to prevent table from being constrained */\n",
-       "    /* min-width: 100% ensures table takes at least full container width */\n",
-       "    min-width: 100%;\n",
-       "    border-collapse: separate;\n",
-       "    border-spacing: 4px;\n",
-       "    background: transparent;\n",
-       "    table-layout: auto;  /* Allow table to size based on content */\n",
-       "}\n",
+       "2. **International Payments**: Alex mentions that Quick handles multiple currencies and can automatically handle conversions, but it might be helpful to clarify if there are any additional fees for currency conversion or if there are any specific limitations or requirements for international transactions.\n",
        "\n",
-       ".scroll-table th {\n",
-       "    background: transparent;  /* Semi-transparent background to ensure text readability */\n",
-       "    position: sticky;\n",
-       "    top: 0;\n",
-       "    z-index: 1;\n",
-       "    text-align: left !important;\n",
-       "    padding: 8px;\n",
-       "    font-weight: bold;\n",
-       "    white-space: nowrap;  /* Prevent header text from wrapping */\n",
-       "    min-width: 100px;    /* Ensure minimum column width */\n",
-       "    backdrop-filter: blur(8px);  /* Optional: adds extra clarity */\n",
-       "    color: var(--headerColor);\n",
-       "}\n",
+       "3. **Fraud Detection**: Alex explains that Shield is built-in and uses machine learning, but a brief explanation of how it works or examples of what it detects could provide more reassurance to Jamie, who admits to not knowing much about fraud detection.\n",
        "\n",
-       ".scroll-table td {\n",
-       "    padding: 8px;\n",
-       "    text-align: left !important;\n",
-       "    white-space: pre-wrap;\n",
-       "    word-wrap: break-word;\n",
-       "    vertical-align: top;\n",
-       "    color: inherit;\n",
-       "    border-bottom: none;\n",
-       "    background: transparent;\n",
-       "    min-width: 100px;    /* Match header minimum width */\n",
-       "}\n",
+       "4. **Fees and Discounts**: While the transaction fee structure is explained, the mention of discounts for higher volumes is vague. Providing a threshold or example of what constitutes a \"higher volume\" could help Jamie understand when they might benefit from these discounts.\n",
        "\n",
-       ".scroll-table tbody tr:hover {\n",
-       "    background: transparent;\n",
-       "}\n",
-       "\n",
-       "/* Additional rule to ensure header background is truly transparent */\n",
-       ".scroll-table thead tr {\n",
-       "    background: transparent !important;\n",
-       "}\n",
-       "\n",
-       "/* Add shadow to indicate scrollable content */\n",
-       ".table-container::after {\n",
-       "    content: '';\n",
-       "    position: absolute;\n",
-       "    top: 0;\n",
-       "    right: 0;\n",
-       "    bottom: 0;\n",
-       "    width: 5px;\n",
-       "    background: linear-gradient(to right, transparent, rgba(242, 6, 6, 0.1));\n",
-       "    pointer-events: none;\n",
-       "    opacity: 0;\n",
-       "    transition: opacity 0.3s;\n",
-       "}\n",
-       "\n",
-       ".table-container:hover::after {\n",
-       "    opacity: 1;\n",
-       "}\n",
+       "5. **Invoicing Details**: Alex mentions Quick Invoicing but doesn't elaborate on how it integrates with the existing system or if there are any additional costs associated with its use. More details here could help Jamie assess its value for their needs.
\n",
        "\n",
-       "/* Handle Jupyter notebook specific styling */\n",
-       ".jp-OutputArea-output .table-container {\n",
-       "    max-width: 100%;\n",
-       "    margin: 0;\n",
-       "    overflow-x: auto;\n",
-       "}\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "
What aspects of the representative’s approach were most helpful to the customer?  
The conversation was generally clear, but there are a few areas that could benefit from further clarification or elaboration:\n",
+       "            \n",
+       "            "
+      ],
+      "text/plain": [
+       "What aspects of the representative’s approach were most helpful to the customer?\n",
+       "----------------------------------------------------------------------------------\n",
+       "The conversation was generally clear and straightforward, but there are a few areas where additional clarity could enhance understanding:\n",
        "\n",
-       "1. **Setup Process**: While Alex mentioned that Quick's setup is meant to be easy with plugins and guides, Jamie expressed concern about not being a developer. It might have been helpful for Alex to provide more specific examples of the setup process or offer to connect Jamie with a support specialist for a walkthrough.\n",
+       "1. **Setup Process**: While Alex reassures Jamie about the ease of setup, it might be beneficial to provide a bit more detail on what the setup process actually entails. Mentioning specific plugins or integration steps could help Jamie feel more confident about the process.\n",
        "\n",
-       "2. **International Users and Currency Conversion**: Alex briefly mentioned that Quick handles multiple currencies and automatically manages conversions, but it may have been beneficial to explain how this works in a bit more detail, especially if Jamie has more specific concerns about international transactions.\n",
+       "2. **International Payments**: Alex mentions that Quick handles multiple currencies and can automatically handle conversions, but it might be helpful to clarify if there are any additional fees for currency conversion or if there are any specific limitations or requirements for international transactions.\n",
        "\n",
-       "3. **Fraud Detection**: Jamie expressed a lack of knowledge about fraud detection. While Alex explained that Shield is automatic and uses machine learning, a quick example or a brief explanation of how it benefits Jamie's business could have been more reassuring.\n",
+       "3. **Fraud Detection**: Alex explains that Shield is built-in and uses machine learning, but a brief explanation of how it works or examples of what it detects could provide more reassurance to Jamie, who admits to not knowing much about fraud detection.\n",
        "\n",
-       "4. **Fees and Discounts**: Alex mentioned the transaction fees and potential discounts for high volumes, but it might have been helpful to specify what "higher volume" means or provide a range to give Jamie a clearer idea of when discounts might apply.\n",
+       "4. **Fees and Discounts**: While the transaction fee structure is explained, the mention of discounts for higher volumes is vague. Providing a threshold or example of what constitutes a \"higher volume\" could help Jamie understand when they might benefit from these discounts.\n",
        "\n",
-       "5. **Invoicing Feature**: While Alex confirmed that Quick can handle invoicing, providing a bit more detail on how invoicing is integrated into the system or how easy it is to use might have strengthened Jamie's confidence in the feature.                                                                                   
\n",
-       "            
\n",
-       "        
\n",
-       "        "
-      ],
-      "text/plain": [
-       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
-       "┃\u001b[1m \u001b[0m\u001b[1mWhat aspects of the representative’s approach were most helpful to the customer?                               \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
-       "│ The conversation was generally clear, but there are a few areas that could benefit from further clarification   │\n",
-       "│ or elaboration:                                                                                                 │\n",
-       "│                                                                                                                 │\n",
-       "│ 1. **Setup Process**: While Alex mentioned that Quick's setup is meant to be easy with plugins and guides,      │\n",
-       "│ Jamie expressed concern about not being a developer. It might have been helpful for Alex to provide more        │\n",
-       "│ specific examples of the setup process or offer to connect Jamie with a support specialist for a walkthrough.   │\n",
-       "│                                                                                                                 │\n",
-       "│ 2. **International Users and Currency Conversion**: Alex briefly mentioned that Quick handles multiple          │\n",
-       "│ currencies and automatically manages conversions, but it may have been beneficial to explain how this works in  │\n",
-       "│ a bit more detail, especially if Jamie has more specific concerns about international transactions.             │\n",
-       "│                                                                                                                 │\n",
-       "│ 3. **Fraud Detection**: Jamie expressed a lack of knowledge about fraud detection. While Alex explained that    │\n",
-       "│ Shield is automatic and uses machine learning, a quick example or a brief explanation of how it benefits        │\n",
-       "│ Jamie's business could have been more reassuring.                                                               │\n",
-       "│                                                                                                                 │\n",
-       "│ 4. **Fees and Discounts**: Alex mentioned the transaction fees and potential discounts for high volumes, but it │\n",
-       "│ might have been helpful to specify what \"higher volume\" means or provide a range to give Jamie a clearer idea   │\n",
-       "│ of when discounts might apply.                                                                                  │\n",
-       "│                                                                                                                 │\n",
-       "│ 5. **Invoicing Feature**: While Alex confirmed that Quick can handle invoicing, providing a bit more detail on  │\n",
-       "│ how invoicing is integrated into the system or how easy it is to use might have strengthened Jamie's confidence │\n",
-       "│ in the feature.                                                                                                 │\n",
-       "└─────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘"
+       "5. **Invoicing Details**: Alex mentions Quick Invoicing but doesn't elaborate on how it integrates with the existing system or if there are any additional costs associated with its use. More details here could help Jamie assess its value for their needs."
       ]
      },
      "execution_count": 13,
@@ -1456,164 +1128,70 @@
     "tags": []
    },
    "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "data": {
       "text/html": [
        "\n",
-       "        \n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
 What aspects of the representative’s approach were most helpful to the customer?
0To help the customer feel more confident in the representative's offerings, the following additional information could have been beneficial:\n",
        "\n",
-       ".table-container {\n",
-       "    height: var(--containerHeight) !important;\n",
-       "    width: 100%;\n",
-       "    overflow: auto;  /* This enables both horizontal and vertical scrolling */\n",
-       "    border: 1px solid #d4d4d4;\n",
-       "    background: transparent;\n",
-       "    position: relative;  /* Create stacking context for sticky header */\n",
-       "}\n",
+       "1. **Customer Success Stories or Testimonials:** Sharing examples of similar businesses that successfully implemented Quick and experienced positive outcomes could provide reassurance and credibility.\n",
        "\n",
-       ".scroll-table {\n",
-       "    /* Remove width: 100% to prevent table from being constrained */\n",
-       "    /* min-width: 100% ensures table takes at least full container width */\n",
-       "    min-width: 100%;\n",
-       "    border-collapse: separate;\n",
-       "    border-spacing: 4px;\n",
-       "    background: transparent;\n",
-       "    table-layout: auto;  /* Allow table to size based on content */\n",
-       "}\n",
+       "2. **Detailed Setup Process:** Providing a brief overview of the setup process, perhaps mentioning average setup times or common challenges and how they are addressed, could help alleviate concerns about complexity.\n",
        "\n",
-       ".scroll-table th {\n",
-       "    background: transparent;  /* Semi-transparent background to ensure text readability */\n",
-       "    position: sticky;\n",
-       "    top: 0;\n",
-       "    z-index: 1;\n",
-       "    text-align: left !important;\n",
-       "    padding: 8px;\n",
-       "    font-weight: bold;\n",
-       "    white-space: nowrap;  /* Prevent header text from wrapping */\n",
-       "    min-width: 100px;    /* Ensure minimum column width */\n",
-       "    backdrop-filter: blur(8px);  /* Optional: adds extra clarity */\n",
-       "    color: var(--headerColor);\n",
-       "}\n",
+       "3. **Support Availability:** More specific information about the level and availability of customer support, such as 24/7 support or dedicated account managers, could reassure the customer that help is readily available.\n",
        "\n",
-       ".scroll-table td {\n",
-       "    padding: 8px;\n",
-       "    text-align: left !important;\n",
-       "    white-space: pre-wrap;\n",
-       "    word-wrap: break-word;\n",
-       "    vertical-align: top;\n",
-       "    color: inherit;\n",
-       "    border-bottom: none;\n",
-       "    background: transparent;\n",
-       "    min-width: 100px;    /* Match header minimum width */\n",
-       "}\n",
+       "4. **Security Certifications and Compliance:** Mentioning any industry-standard security certifications or compliance with regulations (e.g., PCI DSS) could enhance trust in the platform's security features.\n",
        "\n",
-       ".scroll-table tbody tr:hover {\n",
-       "    background: transparent;\n",
-       "}\n",
+       "5. **Case Studies on Fraud Detection:** Providing more detail or examples of how the Shield feature has successfully prevented fraud in the past would give more confidence in its effectiveness.\n",
        "\n",
-       "/* Additional rule to ensure header background is truly transparent */\n",
-       ".scroll-table thead tr {\n",
-       "    background: transparent !important;\n",
-       "}\n",
+       "6. **Demo or Walkthrough Offer:** Offering a live demo or a walkthrough session could help the customer visualize how the platform works and how it can be integrated into their existing system.\n",
        "\n",
-       "/* Add shadow to indicate scrollable content */\n",
-       ".table-container::after {\n",
-       "    content: '';\n",
-       "    position: absolute;\n",
-       "    top: 0;\n",
-       "    right: 0;\n",
-       "    bottom: 0;\n",
-       "    width: 5px;\n",
-       "    background: linear-gradient(to right, transparent, rgba(242, 6, 6, 0.1));\n",
-       "    pointer-events: none;\n",
-       "    opacity: 0;\n",
-       "    transition: opacity 0.3s;\n",
-       "}\n",
+       "7. **Flexible Pricing Options:** Mentioning any available flexible pricing models or introductory offers could make the cost aspect more appealing.\n",
        "\n",
-       ".table-container:hover::after {\n",
-       "    opacity: 1;\n",
-       "}\n",
+       "8. **Integration with Existing Tools:** Information on how Quick integrates with other tools or platforms that the customer might be using could highlight the ease of adoption.
\n",
        "\n",
-       "/* Handle Jupyter notebook specific styling */\n",
-       ".jp-OutputArea-output .table-container {\n",
-       "    max-width: 100%;\n",
-       "    margin: 0;\n",
-       "    overflow-x: auto;\n",
-       "}\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "
What aspects of the representative’s approach were most helpful to the customer?  
To help Jamie feel more confident in Quick's offerings, Alex could have provided the following additional information:\n",
+       "            \n",
+       "            "
+      ],
+      "text/plain": [
+       "What aspects of the representative’s approach were most helpful to the customer?\n",
+       "----------------------------------------------------------------------------------\n",
+       "To help the customer feel more confident in the representative's offerings, the following additional information could have been beneficial:\n",
        "\n",
-       "1. **Case Studies or Testimonials**: Sharing success stories or testimonials from similar businesses that have successfully implemented Quick could provide Jamie with reassurance about the platform's reliability and effectiveness.\n",
+       "1. **Customer Success Stories or Testimonials:** Sharing examples of similar businesses that successfully implemented Quick and experienced positive outcomes could provide reassurance and credibility.\n",
        "\n",
-       "2. **Detailed Setup Process**: A step-by-step overview of the setup process, perhaps with a brief demonstration or a video tutorial, could help alleviate Jamie's concerns about the complexity of implementation.\n",
+       "2. **Detailed Setup Process:** Providing a brief overview of the setup process, perhaps mentioning average setup times or common challenges and how they are addressed, could help alleviate concerns about complexity.\n",
        "\n",
-       "3. **Support Availability**: More specific details about the availability and responsiveness of the support team, such as 24/7 support or dedicated account managers, could reassure Jamie about getting timely help if needed.\n",
+       "3. **Support Availability:** More specific information about the level and availability of customer support, such as 24/7 support or dedicated account managers, could reassure the customer that help is readily available.\n",
        "\n",
-       "4. **Security and Compliance**: While Alex mentioned the fraud detection feature, providing more information about Quick's overall security measures and compliance with industry standards (e.g., PCI DSS) could help build trust.\n",
+       "4. **Security Certifications and Compliance:** Mentioning any industry-standard security certifications or compliance with regulations (e.g., PCI DSS) could enhance trust in the platform's security features.\n",
        "\n",
-       "5. **Comparative Advantage**: Highlighting what sets Quick apart from competitors in terms of features, pricing, or customer service could help Jamie understand why Quick is the best choice for their needs.\n",
+       "5. **Case Studies on Fraud Detection:** Providing more detail or examples of how the Shield feature has successfully prevented fraud in the past would give more confidence in its effectiveness.\n",
        "\n",
-       "6. **Customization Options**: Information on how customizable the platform is to meet specific business needs could be valuable, especially if Jamie has unique requirements.\n",
+       "6. **Demo or Walkthrough Offer:** Offering a live demo or a walkthrough session could help the customer visualize how the platform works and how it can be integrated into their existing system.\n",
        "\n",
-       "7. **Long-term Scalability**: Discussing how Quick can scale with Jamie's business as it grows, including any additional features or services that could be beneficial in the future, might be reassuring.                                                                                   
\n",
-       "            
\n",
-       "        
\n",
-       "        "
-      ],
-      "text/plain": [
-       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
-       "┃\u001b[1m \u001b[0m\u001b[1mWhat aspects of the representative’s approach were most helpful to the customer?                               \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
-       "│ To help Jamie feel more confident in Quick's offerings, Alex could have provided the following additional       │\n",
-       "│ information:                                                                                                    │\n",
-       "│                                                                                                                 │\n",
-       "│ 1. **Case Studies or Testimonials**: Sharing success stories or testimonials from similar businesses that have  │\n",
-       "│ successfully implemented Quick could provide Jamie with reassurance about the platform's reliability and        │\n",
-       "│ effectiveness.                                                                                                  │\n",
-       "│                                                                                                                 │\n",
-       "│ 2. **Detailed Setup Process**: A step-by-step overview of the setup process, perhaps with a brief demonstration │\n",
-       "│ or a video tutorial, could help alleviate Jamie's concerns about the complexity of implementation.              │\n",
-       "│                                                                                                                 │\n",
-       "│ 3. **Support Availability**: More specific details about the availability and responsiveness of the support     │\n",
-       "│ team, such as 24/7 support or dedicated account managers, could reassure Jamie about getting timely help if     │\n",
-       "│ needed.                                                                                                         │\n",
-       "│                                                                                                                 │\n",
-       "│ 4. **Security and Compliance**: While Alex mentioned the fraud detection feature, providing more information    │\n",
-       "│ about Quick's overall security measures and compliance with industry standards (e.g., PCI DSS) could help build │\n",
-       "│ trust.                                                                                                          │\n",
-       "│                                                                                                                 │\n",
-       "│ 5. **Comparative Advantage**: Highlighting what sets Quick apart from competitors in terms of features,         │\n",
-       "│ pricing, or customer service could help Jamie understand why Quick is the best choice for their needs.          │\n",
-       "│                                                                                                                 │\n",
-       "│ 6. **Customization Options**: Information on how customizable the platform is to meet specific business needs   │\n",
-       "│ could be valuable, especially if Jamie has unique requirements.                                                 │\n",
-       "│                                                                                                                 │\n",
-       "│ 7. **Long-term Scalability**: Discussing how Quick can scale with Jamie's business as it grows, including any   │\n",
-       "│ additional features or services that could be beneficial in the future, might be reassuring.                    │\n",
-       "└─────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘"
+       "7. **Flexible Pricing Options:** Mentioning any available flexible pricing models or introductory offers could make the cost aspect more appealing.\n",
+       "\n",
+       "8. **Integration with Existing Tools:** Information on how Quick integrates with other tools or platforms that the customer might be using could highlight the ease of adoption."
       ]
      },
      "execution_count": 14,
@@ -1650,7 +1228,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "id": "63377a8d-eae0-4b85-bb33-d4f30501edad",
    "metadata": {
     "editable": true,
@@ -1667,13 +1245,13 @@
       "text/plain": [
        "{'description': 'Analyzing a customer call',\n",
        " 'object_type': 'notebook',\n",
-       " 'url': 'https://www.expectedparrot.com/content/3ed06978-ae82-4185-ba80-d86c4d9e940d',\n",
-       " 'uuid': '3ed06978-ae82-4185-ba80-d86c4d9e940d',\n",
-       " 'version': '0.1.39.dev1',\n",
+       " 'url': 'https://www.expectedparrot.com/content/9e4a79c5-a868-4e78-9b82-23625a1cd5ac',\n",
+       " 'uuid': '9e4a79c5-a868-4e78-9b82-23625a1cd5ac',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1703,7 +1281,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 16,
    "id": "7b291d44-ccf0-4b1a-8725-d97051648bc2",
    "metadata": {
     "editable": true,
@@ -1721,7 +1299,7 @@
        "{'status': 'success'}"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/docs/notebooks/analyze_evaluations.ipynb b/docs/notebooks/analyze_evaluations.ipynb
index 25568bfb..26133334 100644
--- a/docs/notebooks/analyze_evaluations.ipynb
+++ b/docs/notebooks/analyze_evaluations.ipynb
@@ -193,1070 +193,9 @@
    "execution_count": 8,
    "id": "368018f9-4979-4e63-9f48-fd1ab548d35a",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/a16174/edsl/edsl/inference_services/AvailableModelFetcher.py:139: UserWarning: No models found for service ollama\n",
-      "  warnings.warn(f\"No models found for service {service_name}\")\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "  \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "  \n",
-       "  \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "  \n",
-       "
 Model NameService Name
0Austism/chronos-hermes-13b-v2deep_infra
1Gryphe/MythoMax-L2-13bdeep_infra
2Qwen/Qwen2-72B-Instructdeep_infra
3Qwen/Qwen2-7B-Instructdeep_infra
4Qwen/Qwen2.5-72B-Instructdeep_infra
5Sao10K/L3-70B-Euryale-v2.1deep_infra
6Sao10K/L3.1-70B-Euryale-v2.2deep_infra
7google/gemma-2-27b-itdeep_infra
8google/gemma-2-9b-itdeep_infra
9lizpreciatior/lzlv_70b_fp16_hfdeep_infra
10meta-llama/Meta-Llama-3-70B-Instructdeep_infra
11meta-llama/Meta-Llama-3-8B-Instructdeep_infra
12meta-llama/Meta-Llama-3.1-405B-Instructdeep_infra
13meta-llama/Meta-Llama-3.1-70B-Instructdeep_infra
14meta-llama/Meta-Llama-3.1-8B-Instructdeep_infra
15mistralai/Mistral-7B-Instruct-v0.3deep_infra
16microsoft/Phi-3-medium-4k-instructdeep_infra
17microsoft/WizardLM-2-7Bdeep_infra
18microsoft/WizardLM-2-8x22Bdeep_infra
19mistralai/Mistral-Nemo-Instruct-2407deep_infra
20mistralai/Mixtral-8x7B-Instruct-v0.1deep_infra
21openbmb/MiniCPM-Llama3-V-2_5deep_infra
22openchat/openchat_3.5deep_infra
23gemma-7b-itgroq
24gemma2-9b-itgroq
25llama-3.1-70b-versatilegroq
26llama-3.1-8b-instantgroq
27llama-guard-3-8bgroq
28llama3-70b-8192groq
29llama3-8b-8192groq
30llama3-groq-70b-8192-tool-use-previewgroq
31llama3-groq-8b-8192-tool-use-previewgroq
32mixtral-8x7b-32768groq
33gpt-4o-realtime-previewopenai
34gpt-4o-realtime-preview-2024-10-01openai
35o1-mini-2024-09-12openai
36gpt-4-1106-previewopenai
37gpt-3.5-turbo-16kopenai
38gpt-4-0125-previewopenai
39gpt-4-turbo-previewopenai
40omni-moderation-latestopenai
41gpt-4o-2024-05-13openai
42omni-moderation-2024-09-26openai
43chatgpt-4o-latestopenai
44gpt-4openai
45gpt-4-0613openai
46gpt-4oopenai
47gpt-4o-2024-08-06openai
48o1-miniopenai
49gpt-3.5-turboopenai
50gpt-3.5-turbo-0125openai
51o1-previewopenai
52o1-preview-2024-09-12openai
53gpt-4-turboopenai
54gpt-4-turbo-2024-04-09openai
55gpt-3.5-turbo-1106openai
56gpt-4o-mini-2024-07-18openai
57gpt-4o-audio-previewopenai
58gpt-4o-audio-preview-2024-10-01openai
59gpt-4o-miniopenai
60gpt-4o-realtime-preview-2024-12-17openai
61gpt-4o-mini-realtime-previewopenai
62gpt-4o-mini-realtime-preview-2024-12-17openai
63gpt-4o-2024-11-20openai
64gpt-4o-audio-preview-2024-12-17openai
65gpt-4o-mini-audio-previewopenai
66gpt-4o-mini-audio-preview-2024-12-17openai
67curie:ft-emeritus-2022-12-01-14-49-45openai
68curie:ft-emeritus-2022-12-01-16-40-12openai
69curie:ft-emeritus-2022-11-30-12-58-24openai
70davinci:ft-emeritus-2022-11-30-14-57-33openai
71curie:ft-emeritus-2022-12-01-01-51-20openai
72curie:ft-emeritus-2022-12-01-01-04-36openai
73curie:ft-emeritus-2022-12-01-15-42-25openai
74curie:ft-emeritus-2022-12-01-15-29-32openai
75curie:ft-emeritus-2022-12-01-15-52-24openai
76curie:ft-emeritus-2022-12-01-14-28-00openai
77curie:ft-emeritus-2022-12-01-14-16-46openai
78meta-llama/Meta-Llama-3.1-8B-Instruct-Turbotogether
79mistralai/Mixtral-8x22B-Instruct-v0.1together
80meta-llama/Meta-Llama-3.1-70B-Instruct-Turbotogether
81meta-llama/Meta-Llama-3.1-405B-Instruct-Turbotogether
82Gryphe/MythoMax-L2-13b-Litetogether
83Salesforce/Llama-Rank-V1together
84meta-llama/Meta-Llama-Guard-3-8Btogether
85meta-llama/Meta-Llama-3-70B-Instruct-Turbotogether
86meta-llama/Meta-Llama-3-70B-Instruct-Litetogether
87meta-llama/Meta-Llama-3-8B-Instruct-Litetogether
88meta-llama/Meta-Llama-3-8B-Instruct-Turbotogether
89meta-llama/Llama-3-70b-chat-hftogether
90meta-llama/Llama-3-8b-chat-hftogether
91Qwen/Qwen2-72B-Instructtogether
92google/gemma-2-27b-ittogether
93google/gemma-2-9b-ittogether
94mistralai/Mistral-7B-Instruct-v0.3together
95Qwen/Qwen1.5-110B-Chattogether
96meta-llama/LlamaGuard-2-8btogether
97microsoft/WizardLM-2-8x22Btogether
98togethercomputer/StripedHyena-Nous-7Btogether
99databricks/dbrx-instructtogether
100deepseek-ai/deepseek-llm-67b-chattogether
101google/gemma-2b-ittogether
102mistralai/Mistral-7B-Instruct-v0.2together
103mistralai/Mixtral-8x7B-Instruct-v0.1together
104mistralai/Mixtral-8x7B-v0.1together
105Qwen/Qwen1.5-72B-Chattogether
106NousResearch/Nous-Hermes-2-Yi-34Btogether
107Meta-Llama/Llama-Guard-7btogether
108NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPOtogether
109mistralai/Mistral-7B-Instruct-v0.1together
110mistralai/Mistral-7B-v0.1together
111meta-llama/Llama-2-13b-chat-hftogether
112meta-llama/Llama-2-7b-chat-hftogether
113meta-llama/Llama-2-70b-hftogether
114codellama/CodeLlama-34b-Instruct-hftogether
115upstage/SOLAR-10.7B-Instruct-v1.0together
116togethercomputer/m2-bert-80M-32k-retrievaltogether
117togethercomputer/m2-bert-80M-8k-retrievaltogether
118togethercomputer/m2-bert-80M-2k-retrievaltogether
119WhereIsAI/UAE-Large-V1together
120BAAI/bge-large-en-v1.5together
121BAAI/bge-base-en-v1.5together
122Gryphe/MythoMax-L2-13btogether
123cursor/Llama-3-8b-hftogether
124gemini-1.0-progoogle
125gemini-1.5-flashgoogle
126gemini-1.5-progoogle
127gemini-progoogle
128azure:gpt-4oazure
129azure:gpt-4o-miniazure
130amazon.titan-text-express-v1bedrock
131amazon.titan-text-lite-v1bedrock
132anthropic.claude-3-5-sonnet-20240620-v1:0bedrock
133anthropic.claude-3-haiku-20240307-v1:0bedrock
134anthropic.claude-3-opus-20240229-v1:0bedrock
135anthropic.claude-3-sonnet-20240229-v1:0bedrock
136anthropic.claude-instant-v1bedrock
137anthropic.claude-v2bedrock
138anthropic.claude-v2:1bedrock
139cohere.command-light-text-v14bedrock
140cohere.command-r-plus-v1:0bedrock
141cohere.command-r-v1:0bedrock
142cohere.command-text-v14bedrock
143meta.llama3-1-405b-instruct-v1:0bedrock
144meta.llama3-1-70b-instruct-v1:0bedrock
145meta.llama3-1-8b-instruct-v1:0bedrock
146meta.llama3-70b-instruct-v1:0bedrock
147meta.llama3-8b-instruct-v1:0bedrock
148mistral.mistral-7b-instruct-v0:2bedrock
149mistral.mistral-large-2402-v1:0bedrock
150mistral.mixtral-8x7b-instruct-v0:1bedrock
151claude-3-5-sonnet-20240620anthropic
152claude-3-opus-20240229anthropic
153claude-3-sonnet-20240229anthropic
154claude-3-haiku-20240307anthropic
155testtest
156llama-3.1-sonar-huge-128k-onlineperplexity
157llama-3.1-sonar-large-128k-onlineperplexity
158llama-3.1-sonar-small-128k-onlineperplexity
159codestral-2405mistral
160mistral-embedmistral
161mistral-large-2407mistral
162mistral-medium-latestmistral
163mistral-small-2409mistral
164mistral-small-latestmistral
165open-mistral-7bmistral
166open-mistral-nemo-2407mistral
167open-mixtral-8x22bmistral
168open-mixtral-8x7bmistral
169pixtral-12b-2409mistral
\n",
-       "\n",
-       "            
\n",
-       "            "
-      ],
-      "text/plain": [
-       "PrettyList([['Austism/chronos-hermes-13b-v2', 'deep_infra'],\n",
-       "            ['Gryphe/MythoMax-L2-13b', 'deep_infra'],\n",
-       "            ['Qwen/Qwen2-72B-Instruct', 'deep_infra'],\n",
-       "            ['Qwen/Qwen2-7B-Instruct', 'deep_infra'],\n",
-       "            ['Qwen/Qwen2.5-72B-Instruct', 'deep_infra'],\n",
-       "            ['Sao10K/L3-70B-Euryale-v2.1', 'deep_infra'],\n",
-       "            ['Sao10K/L3.1-70B-Euryale-v2.2', 'deep_infra'],\n",
-       "            ['google/gemma-2-27b-it', 'deep_infra'],\n",
-       "            ['google/gemma-2-9b-it', 'deep_infra'],\n",
-       "            ['lizpreciatior/lzlv_70b_fp16_hf', 'deep_infra'],\n",
-       "            ['meta-llama/Meta-Llama-3-70B-Instruct', 'deep_infra'],\n",
-       "            ['meta-llama/Meta-Llama-3-8B-Instruct', 'deep_infra'],\n",
-       "            ['meta-llama/Meta-Llama-3.1-405B-Instruct', 'deep_infra'],\n",
-       "            ['meta-llama/Meta-Llama-3.1-70B-Instruct', 'deep_infra'],\n",
-       "            ['meta-llama/Meta-Llama-3.1-8B-Instruct', 'deep_infra'],\n",
-       "            ['mistralai/Mistral-7B-Instruct-v0.3', 'deep_infra'],\n",
-       "            ['microsoft/Phi-3-medium-4k-instruct', 'deep_infra'],\n",
-       "            ['microsoft/WizardLM-2-7B', 'deep_infra'],\n",
-       "            ['microsoft/WizardLM-2-8x22B', 'deep_infra'],\n",
-       "            ['mistralai/Mistral-Nemo-Instruct-2407', 'deep_infra'],\n",
-       "            ['mistralai/Mixtral-8x7B-Instruct-v0.1', 'deep_infra'],\n",
-       "            ['openbmb/MiniCPM-Llama3-V-2_5', 'deep_infra'],\n",
-       "            ['openchat/openchat_3.5', 'deep_infra'],\n",
-       "            ['gemma-7b-it', 'groq'],\n",
-       "            ['gemma2-9b-it', 'groq'],\n",
-       "            ['llama-3.1-70b-versatile', 'groq'],\n",
-       "            ['llama-3.1-8b-instant', 'groq'],\n",
-       "            ['llama-guard-3-8b', 'groq'],\n",
-       "            ['llama3-70b-8192', 'groq'],\n",
-       "            ['llama3-8b-8192', 'groq'],\n",
-       "            ['llama3-groq-70b-8192-tool-use-preview', 'groq'],\n",
-       "            ['llama3-groq-8b-8192-tool-use-preview', 'groq'],\n",
-       "            ['mixtral-8x7b-32768', 'groq'],\n",
-       "            ['gpt-4o-realtime-preview', 'openai'],\n",
-       "            ['gpt-4o-realtime-preview-2024-10-01', 'openai'],\n",
-       "            ['o1-mini-2024-09-12', 'openai'],\n",
-       "            ['gpt-4-1106-preview', 'openai'],\n",
-       "            ['gpt-3.5-turbo-16k', 'openai'],\n",
-       "            ['gpt-4-0125-preview', 'openai'],\n",
-       "            ['gpt-4-turbo-preview', 'openai'],\n",
-       "            ['omni-moderation-latest', 'openai'],\n",
-       "            ['gpt-4o-2024-05-13', 'openai'],\n",
-       "            ['omni-moderation-2024-09-26', 'openai'],\n",
-       "            ['chatgpt-4o-latest', 'openai'],\n",
-       "            ['gpt-4', 'openai'],\n",
-       "            ['gpt-4-0613', 'openai'],\n",
-       "            ['gpt-4o', 'openai'],\n",
-       "            ['gpt-4o-2024-08-06', 'openai'],\n",
-       "            ['o1-mini', 'openai'],\n",
-       "            ['gpt-3.5-turbo', 'openai'],\n",
-       "            ['gpt-3.5-turbo-0125', 'openai'],\n",
-       "            ['o1-preview', 'openai'],\n",
-       "            ['o1-preview-2024-09-12', 'openai'],\n",
-       "            ['gpt-4-turbo', 'openai'],\n",
-       "            ['gpt-4-turbo-2024-04-09', 'openai'],\n",
-       "            ['gpt-3.5-turbo-1106', 'openai'],\n",
-       "            ['gpt-4o-mini-2024-07-18', 'openai'],\n",
-       "            ['gpt-4o-audio-preview', 'openai'],\n",
-       "            ['gpt-4o-audio-preview-2024-10-01', 'openai'],\n",
-       "            ['gpt-4o-mini', 'openai'],\n",
-       "            ['gpt-4o-realtime-preview-2024-12-17', 'openai'],\n",
-       "            ['gpt-4o-mini-realtime-preview', 'openai'],\n",
-       "            ['gpt-4o-mini-realtime-preview-2024-12-17', 'openai'],\n",
-       "            ['gpt-4o-2024-11-20', 'openai'],\n",
-       "            ['gpt-4o-audio-preview-2024-12-17', 'openai'],\n",
-       "            ['gpt-4o-mini-audio-preview', 'openai'],\n",
-       "            ['gpt-4o-mini-audio-preview-2024-12-17', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-14-49-45', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-16-40-12', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-11-30-12-58-24', 'openai'],\n",
-       "            ['davinci:ft-emeritus-2022-11-30-14-57-33', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-01-51-20', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-01-04-36', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-15-42-25', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-15-29-32', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-15-52-24', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-14-28-00', 'openai'],\n",
-       "            ['curie:ft-emeritus-2022-12-01-14-16-46', 'openai'],\n",
-       "            ['meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo', 'together'],\n",
-       "            ['mistralai/Mixtral-8x22B-Instruct-v0.1', 'together'],\n",
-       "            ['meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo', 'together'],\n",
-       "            ['meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo', 'together'],\n",
-       "            ['Gryphe/MythoMax-L2-13b-Lite', 'together'],\n",
-       "            ['Salesforce/Llama-Rank-V1', 'together'],\n",
-       "            ['meta-llama/Meta-Llama-Guard-3-8B', 'together'],\n",
-       "            ['meta-llama/Meta-Llama-3-70B-Instruct-Turbo', 'together'],\n",
-       "            ['meta-llama/Meta-Llama-3-70B-Instruct-Lite', 'together'],\n",
-       "            ['meta-llama/Meta-Llama-3-8B-Instruct-Lite', 'together'],\n",
-       "            ['meta-llama/Meta-Llama-3-8B-Instruct-Turbo', 'together'],\n",
-       "            ['meta-llama/Llama-3-70b-chat-hf', 'together'],\n",
-       "            ['meta-llama/Llama-3-8b-chat-hf', 'together'],\n",
-       "            ['Qwen/Qwen2-72B-Instruct', 'together'],\n",
-       "            ['google/gemma-2-27b-it', 'together'],\n",
-       "            ['google/gemma-2-9b-it', 'together'],\n",
-       "            ['mistralai/Mistral-7B-Instruct-v0.3', 'together'],\n",
-       "            ['Qwen/Qwen1.5-110B-Chat', 'together'],\n",
-       "            ['meta-llama/LlamaGuard-2-8b', 'together'],\n",
-       "            ['microsoft/WizardLM-2-8x22B', 'together'],\n",
-       "            ['togethercomputer/StripedHyena-Nous-7B', 'together'],\n",
-       "            ['databricks/dbrx-instruct', 'together'],\n",
-       "            ['deepseek-ai/deepseek-llm-67b-chat', 'together'],\n",
-       "            ['google/gemma-2b-it', 'together'],\n",
-       "            ['mistralai/Mistral-7B-Instruct-v0.2', 'together'],\n",
-       "            ['mistralai/Mixtral-8x7B-Instruct-v0.1', 'together'],\n",
-       "            ['mistralai/Mixtral-8x7B-v0.1', 'together'],\n",
-       "            ['Qwen/Qwen1.5-72B-Chat', 'together'],\n",
-       "            ['NousResearch/Nous-Hermes-2-Yi-34B', 'together'],\n",
-       "            ['Meta-Llama/Llama-Guard-7b', 'together'],\n",
-       "            ['NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPO', 'together'],\n",
-       "            ['mistralai/Mistral-7B-Instruct-v0.1', 'together'],\n",
-       "            ['mistralai/Mistral-7B-v0.1', 'together'],\n",
-       "            ['meta-llama/Llama-2-13b-chat-hf', 'together'],\n",
-       "            ['meta-llama/Llama-2-7b-chat-hf', 'together'],\n",
-       "            ['meta-llama/Llama-2-70b-hf', 'together'],\n",
-       "            ['codellama/CodeLlama-34b-Instruct-hf', 'together'],\n",
-       "            ['upstage/SOLAR-10.7B-Instruct-v1.0', 'together'],\n",
-       "            ['togethercomputer/m2-bert-80M-32k-retrieval', 'together'],\n",
-       "            ['togethercomputer/m2-bert-80M-8k-retrieval', 'together'],\n",
-       "            ['togethercomputer/m2-bert-80M-2k-retrieval', 'together'],\n",
-       "            ['WhereIsAI/UAE-Large-V1', 'together'],\n",
-       "            ['BAAI/bge-large-en-v1.5', 'together'],\n",
-       "            ['BAAI/bge-base-en-v1.5', 'together'],\n",
-       "            ['Gryphe/MythoMax-L2-13b', 'together'],\n",
-       "            ['cursor/Llama-3-8b-hf', 'together'],\n",
-       "            ['gemini-1.0-pro', 'google'],\n",
-       "            ['gemini-1.5-flash', 'google'],\n",
-       "            ['gemini-1.5-pro', 'google'],\n",
-       "            ['gemini-pro', 'google'],\n",
-       "            ['azure:gpt-4o', 'azure'],\n",
-       "            ['azure:gpt-4o-mini', 'azure'],\n",
-       "            ['amazon.titan-text-express-v1', 'bedrock'],\n",
-       "            ['amazon.titan-text-lite-v1', 'bedrock'],\n",
-       "            ['anthropic.claude-3-5-sonnet-20240620-v1:0', 'bedrock'],\n",
-       "            ['anthropic.claude-3-haiku-20240307-v1:0', 'bedrock'],\n",
-       "            ['anthropic.claude-3-opus-20240229-v1:0', 'bedrock'],\n",
-       "            ['anthropic.claude-3-sonnet-20240229-v1:0', 'bedrock'],\n",
-       "            ['anthropic.claude-instant-v1', 'bedrock'],\n",
-       "            ['anthropic.claude-v2', 'bedrock'],\n",
-       "            ['anthropic.claude-v2:1', 'bedrock'],\n",
-       "            ['cohere.command-light-text-v14', 'bedrock'],\n",
-       "            ['cohere.command-r-plus-v1:0', 'bedrock'],\n",
-       "            ['cohere.command-r-v1:0', 'bedrock'],\n",
-       "            ['cohere.command-text-v14', 'bedrock'],\n",
-       "            ['meta.llama3-1-405b-instruct-v1:0', 'bedrock'],\n",
-       "            ['meta.llama3-1-70b-instruct-v1:0', 'bedrock'],\n",
-       "            ['meta.llama3-1-8b-instruct-v1:0', 'bedrock'],\n",
-       "            ['meta.llama3-70b-instruct-v1:0', 'bedrock'],\n",
-       "            ['meta.llama3-8b-instruct-v1:0', 'bedrock'],\n",
-       "            ['mistral.mistral-7b-instruct-v0:2', 'bedrock'],\n",
-       "            ['mistral.mistral-large-2402-v1:0', 'bedrock'],\n",
-       "            ['mistral.mixtral-8x7b-instruct-v0:1', 'bedrock'],\n",
-       "            ['claude-3-5-sonnet-20240620', 'anthropic'],\n",
-       "            ['claude-3-opus-20240229', 'anthropic'],\n",
-       "            ['claude-3-sonnet-20240229', 'anthropic'],\n",
-       "            ['claude-3-haiku-20240307', 'anthropic'],\n",
-       "            ['test', 'test'],\n",
-       "            ['llama-3.1-sonar-huge-128k-online', 'perplexity'],\n",
-       "            ['llama-3.1-sonar-large-128k-online', 'perplexity'],\n",
-       "            ['llama-3.1-sonar-small-128k-online', 'perplexity'],\n",
-       "            ['codestral-2405', 'mistral'],\n",
-       "            ['mistral-embed', 'mistral'],\n",
-       "            ['mistral-large-2407', 'mistral'],\n",
-       "            ['mistral-medium-latest', 'mistral'],\n",
-       "            ['mistral-small-2409', 'mistral'],\n",
-       "            ['mistral-small-latest', 'mistral'],\n",
-       "            ['open-mistral-7b', 'mistral'],\n",
-       "            ['open-mistral-nemo-2407', 'mistral'],\n",
-       "            ['open-mixtral-8x22b', 'mistral'],\n",
-       "            ['open-mixtral-8x7b', 'mistral'],\n",
-       "            ['pixtral-12b-2409', 'mistral']])"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "Model.available() "
+    "# Model.available() "
    ]
   },
   {
@@ -1279,48 +218,53 @@
        "
gemini-1.5-flash
\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 keyvaluekeyvalue
0modelgemini-1.5-flash0modelgemini-1.5-flash
1parameters:temperature0.5000001parameters:temperature0.500000
2parameters:topP12parameters:topP1
3parameters:topK13parameters:topK1
4parameters:maxOutputTokens20484parameters:maxOutputTokens2048
5parameters:stopSequences[]5parameters:stopSequences[]
6inference_servicegoogle
\n",
@@ -1362,45 +306,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2025-01-13 16:37:17)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:27:29)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUID93073e7c-6837-4ef3-87ca-2ebd7fcf2831f221d49e-53ec-4a5f-b824-698d3329c88e
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/93073e7c-6837-4ef3-87ca-2ebd7fcf2831https://www.expectedparrot.com/home/remote-job-progress/f221d49e-53ec-4a5f-b824-698d3329c88e
Error Report URLExceptions Report URLNone
Results UUID07846ba6-a514-401f-a8ac-bc02f3e8178394c9d429-7f8d-4629-99ae-4e7d064aff77
Results URLNonehttps://www.expectedparrot.com/content/94c9d429-7f8d-4629-99ae-4e7d064aff77
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/07846ba6-a514-401f-a8ac-bc02f3e81783\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/94c9d429-7f8d-4629-99ae-4e7d064aff77\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -1607,7 +551,7 @@
        "        \n",
        "        \n",
        "        "
@@ -1645,217 +589,233 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 00
0agent.agent_index0agent.agent_index
1agent.agent_instruction
2agent.agent_name
1agent.agent_instruction3agent.persona
2agent.agent_name4answer.improvements
3agent.persona5answer.sentiment
4answer.improvements6answer.themes
5answer.sentiment7cache_keys.improvements_cache_key
6answer.themes8cache_keys.sentiment_cache_key
7cache_used.improvements_cache_used9cache_keys.themes_cache_key
8cache_used.sentiment_cache_used10cache_used.improvements_cache_used
9cache_used.themes_cache_used11cache_used.sentiment_cache_used
10comment.improvements_comment12cache_used.themes_cache_used
11comment.sentiment_comment13comment.improvements_comment
12comment.themes_comment14comment.sentiment_comment
13generated_tokens.improvements_generated_tokens15comment.themes_comment
14generated_tokens.sentiment_generated_tokens16generated_tokens.improvements_generated_tokens
15generated_tokens.themes_generated_tokens17generated_tokens.sentiment_generated_tokens
16iteration.iteration18generated_tokens.themes_generated_tokens
17model.maxOutputTokens19iteration.iteration
18model.model20model.inference_service
19model.model_index21model.maxOutputTokens
20model.stopSequences22model.model
21model.temperature23model.model_index
22model.topK24model.stopSequences
23model.topP25model.temperature
24prompt.improvements_system_prompt26model.topK
25prompt.improvements_user_prompt27model.topP
26prompt.sentiment_system_prompt28prompt.improvements_system_prompt
27prompt.sentiment_user_prompt29prompt.improvements_user_prompt
28prompt.themes_system_prompt30prompt.sentiment_system_prompt
29prompt.themes_user_prompt31prompt.sentiment_user_prompt
30question_options.improvements_question_options32prompt.themes_system_prompt
31question_options.sentiment_question_options33prompt.themes_user_prompt
32question_options.themes_question_options34question_options.improvements_question_options
33question_text.improvements_question_text35question_options.sentiment_question_options
34question_text.sentiment_question_text36question_options.themes_question_options
35question_text.themes_question_text37question_text.improvements_question_text
36question_type.improvements_question_type38question_text.sentiment_question_text
37question_type.sentiment_question_type39question_text.themes_question_text
38question_type.themes_question_type40question_type.improvements_question_type
39raw_model_response.improvements_cost41question_type.sentiment_question_type
40raw_model_response.improvements_one_usd_buys42question_type.themes_question_type
41raw_model_response.improvements_raw_model_response43raw_model_response.improvements_cost
42raw_model_response.sentiment_cost44raw_model_response.improvements_one_usd_buys
43raw_model_response.sentiment_one_usd_buys45raw_model_response.improvements_raw_model_response
44raw_model_response.sentiment_raw_model_response46raw_model_response.sentiment_cost
45raw_model_response.themes_cost47raw_model_response.sentiment_one_usd_buys
46raw_model_response.themes_one_usd_buys48raw_model_response.sentiment_raw_model_response
47raw_model_response.themes_raw_model_response49raw_model_response.themes_cost
48scenario.evaluation50raw_model_response.themes_one_usd_buys
49scenario.scenario_index51raw_model_response.themes_raw_model_response
52scenario.evaluation
53scenario.scenario_index
\n",
@@ -1871,6 +831,9 @@
        "            'answer.improvements',\n",
        "            'answer.sentiment',\n",
        "            'answer.themes',\n",
+       "            'cache_keys.improvements_cache_key',\n",
+       "            'cache_keys.sentiment_cache_key',\n",
+       "            'cache_keys.themes_cache_key',\n",
        "            'cache_used.improvements_cache_used',\n",
        "            'cache_used.sentiment_cache_used',\n",
        "            'cache_used.themes_cache_used',\n",
@@ -1881,6 +844,7 @@
        "            'generated_tokens.sentiment_generated_tokens',\n",
        "            'generated_tokens.themes_generated_tokens',\n",
        "            'iteration.iteration',\n",
+       "            'model.inference_service',\n",
        "            'model.maxOutputTokens',\n",
        "            'model.model',\n",
        "            'model.model_index',\n",
@@ -1945,110 +909,110 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 answer.sentimentanswer.themesgenerated_tokens.themes_generated_tokensanswer.improvementsanswer.sentimentanswer.themesgenerated_tokens.themes_generated_tokensanswer.improvements
0Positive['Engaging and informative course content', 'Effective explanation of complex concepts', 'Fast pace and challenging readings'][\"Engaging and informative course content\", \"Effective explanation of complex concepts\", \"Fast pace and challenging readings\"]\n",
+       "      0Positive['Engaging and informative course content', 'Effective explanation of complex concepts', 'Fast pace and challenging readings'][\"Engaging and informative course content\", \"Effective explanation of complex concepts\", \"Fast pace and challenging readings\"]\n",
        "\n",
        "The student found the course to be highly engaging and well-taught, but noted the pace was too fast, impacting their ability to keep up with the readings.  These three points capture the essence of the feedback.['Adjust the pace of lectures and incorporate more opportunities for student engagement.', 'Provide more structured guidance on tackling the weekly readings, perhaps by suggesting specific questions to consider.', 'Consider offering supplemental resources, such as online tutorials or practice problems, to reinforce concepts.']['Adjust the pace of lectures and incorporate more opportunities for student engagement.', 'Provide more structured guidance on tackling the weekly readings, perhaps by suggesting specific questions to consider.', 'Consider offering supplemental resources, such as online tutorials or practice problems, to reinforce concepts.']
1Negative['Student found the material dry and difficult', 'Lack of real-world connection and examples cited', 'Desire for more current event examples to increase engagement'][\"Student found the material dry and difficult\", \"Lack of real-world connection and examples cited\", \"Desire for more current event examples to increase engagement\"]\n",
+       "      1Negative['Student found the material dry and difficult', 'Lack of real-world connection and examples cited', 'Desire for more current event examples to increase engagement'][\"Student found the material dry and difficult\", \"Lack of real-world connection and examples cited\", \"Desire for more current event examples to increase engagement\"]\n",
        "\n",
        "The three points directly address the student's criticisms and are concise.  They avoid subjective interpretations and focus on the student's stated concerns.['Incorporate more real-world examples and case studies', 'Connect course material to current events', 'Develop more engaging teaching methods to improve student comprehension']['Incorporate more real-world examples and case studies', 'Connect course material to current events', 'Develop more engaging teaching methods to improve student comprehension']
2Positive['Excellent instruction and enthusiasm', 'Effective interactive lectures and practical assignments', 'Readily available extra help during office hours'][\"Excellent instruction and enthusiasm\", \"Effective interactive lectures and practical assignments\", \"Readily available extra help during office hours\"]\n",
+       "      2Positive['Excellent instruction and enthusiasm', 'Effective interactive lectures and practical assignments', 'Readily available extra help during office hours'][\"Excellent instruction and enthusiasm\", \"Effective interactive lectures and practical assignments\", \"Readily available extra help during office hours\"]\n",
        "\n",
        "The three points chosen directly reflect the student's positive feedback on teaching quality, course structure, and accessibility of the instructor.  They are concise and capture the essence of the evaluation.['Consider incorporating more diverse case studies', 'Explore alternative assessment methods to gauge deeper understanding beyond practical assignments', 'Enhance online resources and accessibility for students with varying learning styles']['Consider incorporating more diverse case studies', 'Explore alternative assessment methods to gauge deeper understanding beyond practical assignments', 'Enhance online resources and accessibility for students with varying learning styles']
3Neutral['Appreciated analytical rigor', 'Desired more real-world application discussions', 'Felt disconnect between theory and practice'][\"Appreciated analytical rigor\", \"Desired more real-world application discussions\", \"Felt disconnect between theory and practice\"]\n",
+       "      3Neutral['Appreciated analytical rigor', 'Desired more real-world application discussions', 'Felt disconnect between theory and practice'][\"Appreciated analytical rigor\", \"Desired more real-world application discussions\", \"Felt disconnect between theory and practice\"]\n",
        "\n",
        "The student's feedback highlights both a positive aspect (strong math foundation) and a key area for improvement (linking theory to practical examples).  The three points concisely capture the essence of the evaluation.['Incorporate real-world case studies into lectures', 'Dedicate class time for discussions linking theoretical concepts to current events', 'Assign application-based problem sets or projects']['Incorporate real-world case studies into lectures', 'Dedicate class time for discussions linking theoretical concepts to current events', 'Assign application-based problem sets or projects']
4Positive['Enjoyed the course and group projects', 'Project application of concepts was valuable', 'Feedback on assignments needs improvement'][\"Enjoyed the course and group projects\", \"Project application of concepts was valuable\", \"Feedback on assignments needs improvement\"]\n",
+       "      4Positive['Enjoyed the course and group projects', 'Project application of concepts was valuable', 'Feedback on assignments needs improvement'][\"Enjoyed the course and group projects\", \"Project application of concepts was valuable\", \"Feedback on assignments needs improvement\"]\n",
        "\n",
        "The student enjoyed the course material and found the group projects particularly engaging and beneficial for applying economic concepts.  However, they clearly identified a need for more detailed feedback on assignments to improve learning.  This summarizes the key points concisely and addresses both positive and negative aspects.['Enhance feedback detail on assignments', 'Consider providing more specific rubric criteria', 'Explore alternative assessment methods to complement group projects']['Enhance feedback detail on assignments', 'Consider providing more specific rubric criteria', 'Explore alternative assessment methods to complement group projects']
5Neutral['Well-organized course content', 'Monotonous and hard-to-follow lectures', 'Suggestions for improvement: visual aids and guest lecturers'][\"Well-organized course content\", \"Monotonous and hard-to-follow lectures\", \"Suggestions for improvement: visual aids and guest lecturers\"]\n",
+       "      5Neutral['Well-organized course content', 'Monotonous and hard-to-follow lectures', 'Suggestions for improvement: visual aids and guest lecturers'][\"Well-organized course content\", \"Monotonous and hard-to-follow lectures\", \"Suggestions for improvement: visual aids and guest lecturers\"]\n",
        "\n",
        "The summary accurately reflects the student's main points: positive feedback on organization, negative feedback on lecture style, and concrete suggestions for improvement.  The three points are concise and capture the essence of the evaluation.['Incorporate more visual aids into lectures', 'Consider inviting guest lecturers from the industry', 'Review lecture delivery to improve clarity and engagement']['Incorporate more visual aids into lectures', 'Consider inviting guest lecturers from the industry', 'Review lecture delivery to improve clarity and engagement']
6Positive['Enjoyed the balance of theory and case studies', 'Exams perceived as fair', 'Appreciated diverse perspectives on global economic policies'][\"Enjoyed the balance of theory and case studies\", \"Exams perceived as fair\", \"Appreciated diverse perspectives on global economic policies\"]\n",
+       "      6Positive['Enjoyed the balance of theory and case studies', 'Exams perceived as fair', 'Appreciated diverse perspectives on global economic policies'][\"Enjoyed the balance of theory and case studies\", \"Exams perceived as fair\", \"Appreciated diverse perspectives on global economic policies\"]\n",
        "\n",
        "The student's positive feedback highlights three key aspects: the course structure, assessment fairness, and the inclusion of diverse viewpoints.  These are valuable points for course improvement and demonstrate student engagement.['Increase quantitative problem sets', 'Explore alternative assessment methods alongside exams', 'Incorporate more interactive class discussions']['Increase quantitative problem sets', 'Explore alternative assessment methods alongside exams', 'Incorporate more interactive class discussions']
7Negative['Textbook complexity', 'Unexplained jargon', 'Need for simpler materials or more explanatory lectures'][\"Textbook complexity\", \"Unexplained jargon\", \"Need for simpler materials or more explanatory lectures\"]\n",
+       "      7Negative['Textbook complexity', 'Unexplained jargon', 'Need for simpler materials or more explanatory lectures'][\"Textbook complexity\", \"Unexplained jargon\", \"Need for simpler materials or more explanatory lectures\"]\n",
        "\n",
        "The student clearly identifies three interconnected issues: the textbook's difficulty, the use of undefined jargon, and the resulting need for either simpler readings or more thorough lecture explanations.  These are the core complaints and represent the most important points to address.['Simplify textbook selection or supplement with clearer materials', 'Incorporate textbook jargon into lectures with explicit definitions', 'Designate additional time for clarifying complex concepts']['Simplify textbook selection or supplement with clearer materials', 'Incorporate textbook jargon into lectures with explicit definitions', 'Designate additional time for clarifying complex concepts']
8Neutral['Professor possesses strong subject matter expertise and enthusiasm', 'Course over-reliance on testing limits accessibility for diverse learners', 'More varied assignments needed to cater to different learning styles'][\"Professor possesses strong subject matter expertise and enthusiasm\", \"Course over-reliance on testing limits accessibility for diverse learners\", \"More varied assignments needed to cater to different learning styles\"]\n",
+       "      8Neutral['Professor possesses strong subject matter expertise and enthusiasm', 'Course over-reliance on testing limits accessibility for diverse learners', 'More varied assignments needed to cater to different learning styles'][\"Professor possesses strong subject matter expertise and enthusiasm\", \"Course over-reliance on testing limits accessibility for diverse learners\", \"More varied assignments needed to cater to different learning styles\"]\n",
        "\n",
        "The summary focuses on the core strengths and weaknesses highlighted in the evaluation, prioritizing conciseness and clarity for efficient review.['Incorporate more diverse assessment methods (e.g., group projects, presentations, essays)', 'Explore alternative ways to evaluate understanding beyond high-stakes exams', 'Design assignments catering to varied learning styles and preferences']['Incorporate more diverse assessment methods (e.g., group projects, presentations, essays)', 'Explore alternative ways to evaluate understanding beyond high-stakes exams', 'Design assignments catering to varied learning styles and preferences']
9Neutral[\"Positive assessment of the course's introductory nature\", 'Critique of insufficient real-world application focus', 'Suggestion for increased emphasis on practical examples'][\"Positive assessment of the course's introductory nature\", \"Critique of insufficient real-world application focus\", \"Suggestion for increased emphasis on practical examples\"]\n",
+       "      9Neutral[\"Positive assessment of the course's introductory nature\", 'Critique of insufficient real-world application focus', 'Suggestion for increased emphasis on practical examples'][\"Positive assessment of the course's introductory nature\", \"Critique of insufficient real-world application focus\", \"Suggestion for increased emphasis on practical examples\"]\n",
        "\n",
        "The three points accurately reflect the student's main concerns and suggestions, capturing both positive and negative feedback concisely.['Incorporate more case studies illustrating real-world applications of economic theories', 'Design in-class activities and discussions focusing on current economic events and their theoretical underpinnings', 'Assign projects or papers requiring students to analyze real-world economic issues using the concepts learned in class']['Incorporate more case studies illustrating real-world applications of economic theories', 'Design in-class activities and discussions focusing on current economic events and their theoretical underpinnings', 'Assign projects or papers requiring students to analyze real-world economic issues using the concepts learned in class']
\n",
@@ -2089,43 +1053,43 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 answer.sentimentcountanswer.sentimentcount
0Positive40Positive4
1Neutral41Neutral4
2Negative22Negative2
\n",
@@ -2181,156 +1145,163 @@
        "  \n",
        "    \n",
        "      \n",
+       "      answer.improvements\n",
        "      answer.themes\n",
        "      answer.sentiment\n",
-       "      answer.improvements\n",
        "      scenario.scenario_index\n",
        "      scenario.evaluation\n",
        "      agent.agent_index\n",
+       "      agent.agent_instruction\n",
        "      agent.persona\n",
        "      agent.agent_name\n",
-       "      agent.agent_instruction\n",
        "      model.topP\n",
        "      ...\n",
-       "      question_type.improvements_question_type\n",
-       "      comment.themes_comment\n",
-       "      comment.improvements_comment\n",
        "      comment.sentiment_comment\n",
+       "      generated_tokens.sentiment_generated_tokens\n",
        "      generated_tokens.themes_generated_tokens\n",
        "      generated_tokens.improvements_generated_tokens\n",
-       "      generated_tokens.sentiment_generated_tokens\n",
        "      cache_used.themes_cache_used\n",
-       "      cache_used.sentiment_cache_used\n",
        "      cache_used.improvements_cache_used\n",
+       "      cache_used.sentiment_cache_used\n",
+       "      cache_keys.sentiment_cache_key\n",
+       "      cache_keys.improvements_cache_key\n",
+       "      cache_keys.themes_cache_key\n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
        "      0\n",
+       "      ['Adjust the pace of lectures and incorporate ...\n",
        "      ['Engaging and informative course content', 'E...\n",
        "      Positive\n",
-       "      ['Adjust the pace of lectures and incorporate ...\n",
        "      0\n",
        "      I found the course very engaging and informati...\n",
        "      0\n",
-       "      You are a professor reviewing student evaluati...\n",
-       "      Agent_10\n",
        "      Be very specific and constructive in providing...\n",
+       "      You are a professor reviewing student evaluati...\n",
+       "      Agent_0\n",
        "      1\n",
        "      ...\n",
-       "      list\n",
-       "      The student found the course to be highly enga...\n",
-       "      The student's feedback highlights two key area...\n",
        "      The student clearly expresses overall positive...\n",
+       "      Positive\\n\\nThe student clearly expresses over...\n",
        "      [\"Engaging and informative course content\", \"E...\n",
        "      [\"Adjust the pace of lectures and incorporate ...\n",
-       "      Positive\\n\\nThe student clearly expresses over...\n",
-       "      False\n",
-       "      False\n",
-       "      False\n",
+       "      True\n",
+       "      True\n",
+       "      True\n",
+       "      e87ac1ab46560676c8556b25de720b5b\n",
+       "      045a6cd433b9f8a594e69c16650dc906\n",
+       "      4cc05ab07126f12c0286e8d4017ee4e9\n",
        "    \n",
        "    \n",
        "      1\n",
+       "      ['Incorporate more real-world examples and cas...\n",
        "      ['Student found the material dry and difficult...\n",
        "      Negative\n",
-       "      ['Incorporate more real-world examples and cas...\n",
        "      1\n",
        "      This class was a struggle for me. The material...\n",
        "      0\n",
-       "      You are a professor reviewing student evaluati...\n",
-       "      Agent_10\n",
        "      Be very specific and constructive in providing...\n",
+       "      You are a professor reviewing student evaluati...\n",
+       "      Agent_1\n",
        "      1\n",
        "      ...\n",
-       "      list\n",
-       "      The three points directly address the student'...\n",
-       "      These suggestions directly address the student...\n",
        "      The student explicitly states the class was a ...\n",
+       "      Negative\\n\\nThe student explicitly states the ...\n",
        "      [\"Student found the material dry and difficult...\n",
        "      [\"Incorporate more real-world examples and cas...\n",
-       "      Negative\\n\\nThe student explicitly states the ...\n",
-       "      False\n",
-       "      False\n",
-       "      False\n",
+       "      True\n",
+       "      True\n",
+       "      True\n",
+       "      fae9b208b15d5716d7cf557f161b1da1\n",
+       "      c9a6ea81091088296924b083c0f5277e\n",
+       "      7e35a3d2becc5f4fe912e97490c496ce\n",
        "    \n",
        "    \n",
        "      2\n",
+       "      ['Consider incorporating more diverse case stu...\n",
        "      ['Excellent instruction and enthusiasm', 'Effe...\n",
        "      Positive\n",
-       "      ['Consider incorporating more diverse case stu...\n",
        "      2\n",
        "      Excellent introductory course! The professor w...\n",
        "      0\n",
-       "      You are a professor reviewing student evaluati...\n",
-       "      Agent_10\n",
        "      Be very specific and constructive in providing...\n",
+       "      You are a professor reviewing student evaluati...\n",
+       "      Agent_2\n",
        "      1\n",
        "      ...\n",
-       "      list\n",
-       "      The three points chosen directly reflect the s...\n",
-       "      While the feedback is largely positive,  the s...\n",
        "      The student uses overwhelmingly positive langu...\n",
+       "      Positive\\n\\nThe student uses overwhelmingly po...\n",
        "      [\"Excellent instruction and enthusiasm\", \"Effe...\n",
        "      [\"Consider incorporating more diverse case stu...\n",
-       "      Positive\\n\\nThe student uses overwhelmingly po...\n",
-       "      False\n",
-       "      False\n",
-       "      False\n",
+       "      True\n",
+       "      True\n",
+       "      True\n",
+       "      1ac91057e39cf9900951ee30cc7928fe\n",
+       "      22262c2d5bb750a06b3707026b3bdee3\n",
+       "      13432bad75496e0aebe8a06ba32a4550\n",
        "    \n",
        "    \n",
        "      3\n",
+       "      ['Incorporate real-world case studies into lec...\n",
        "      ['Appreciated analytical rigor', 'Desired more...\n",
        "      Neutral\n",
-       "      ['Incorporate real-world case studies into lec...\n",
        "      3\n",
        "      As someone with a strong background in math, I...\n",
        "      0\n",
-       "      You are a professor reviewing student evaluati...\n",
-       "      Agent_10\n",
        "      Be very specific and constructive in providing...\n",
+       "      You are a professor reviewing student evaluati...\n",
+       "      Agent_3\n",
        "      1\n",
        "      ...\n",
-       "      list\n",
-       "      The student's feedback highlights both a posit...\n",
-       "      The student's feedback highlights a disconnect...\n",
        "      The evaluation contains both positive and nega...\n",
+       "      Neutral\\n\\nThe evaluation contains both positi...\n",
        "      [\"Appreciated analytical rigor\", \"Desired more...\n",
        "      [\"Incorporate real-world case studies into lec...\n",
-       "      Neutral\\n\\nThe evaluation contains both positi...\n",
-       "      False\n",
-       "      False\n",
-       "      False\n",
+       "      True\n",
+       "      True\n",
+       "      True\n",
+       "      265dbbf39a6f044e3d9ac8879834a0a5\n",
+       "      c093f46806b11c1a6f3bb185458ca959\n",
+       "      45750924adf6ee05ff3fb690a17b0f49\n",
        "    \n",
        "    \n",
        "      4\n",
+       "      ['Enhance feedback detail on assignments', 'Co...\n",
        "      ['Enjoyed the course and group projects', 'Pro...\n",
        "      Positive\n",
-       "      ['Enhance feedback detail on assignments', 'Co...\n",
        "      4\n",
        "      I enjoyed the course, especially the group pro...\n",
        "      0\n",
-       "      You are a professor reviewing student evaluati...\n",
-       "      Agent_10\n",
        "      Be very specific and constructive in providing...\n",
+       "      You are a professor reviewing student evaluati...\n",
+       "      Agent_4\n",
        "      1\n",
        "      ...\n",
-       "      list\n",
-       "      The student enjoyed the course material and fo...\n",
-       "      The student enjoyed the course and group proje...\n",
        "      The student clearly enjoyed the course and fou...\n",
+       "      Positive\\n\\nThe student clearly enjoyed the co...\n",
        "      [\"Enjoyed the course and group projects\", \"Pro...\n",
        "      [\"Enhance feedback detail on assignments\", \"Co...\n",
-       "      Positive\\n\\nThe student clearly enjoyed the co...\n",
-       "      False\n",
-       "      False\n",
-       "      False\n",
+       "      True\n",
+       "      True\n",
+       "      True\n",
+       "      957ab53fb4cae05d4e89dc02cda69b43\n",
+       "      5dabf9b39b444bd678989962dbe91e65\n",
+       "      c5d6a3a504fbb6afb1c48f60981619a2\n",
        "    \n",
        "  \n",
        "\n",
-       "
5 rows × 50 columns
\n",
+       "
5 rows × 54 columns
\n",
        "
"
       ],
       "text/plain": [
+       "                                 answer.improvements  \\\n",
+       "0  ['Adjust the pace of lectures and incorporate ...   \n",
+       "1  ['Incorporate more real-world examples and cas...   \n",
+       "2  ['Consider incorporating more diverse case stu...   \n",
+       "3  ['Incorporate real-world case studies into lec...   \n",
+       "4  ['Enhance feedback detail on assignments', 'Co...   \n",
+       "\n",
        "                                       answer.themes answer.sentiment  \\\n",
        "0  ['Engaging and informative course content', 'E...         Positive   \n",
        "1  ['Student found the material dry and difficult...         Negative   \n",
@@ -2338,61 +1309,40 @@
        "3  ['Appreciated analytical rigor', 'Desired more...          Neutral   \n",
        "4  ['Enjoyed the course and group projects', 'Pro...         Positive   \n",
        "\n",
-       "                                 answer.improvements  scenario.scenario_index  \\\n",
-       "0  ['Adjust the pace of lectures and incorporate ...                        0   \n",
-       "1  ['Incorporate more real-world examples and cas...                        1   \n",
-       "2  ['Consider incorporating more diverse case stu...                        2   \n",
-       "3  ['Incorporate real-world case studies into lec...                        3   \n",
-       "4  ['Enhance feedback detail on assignments', 'Co...                        4   \n",
+       "   scenario.scenario_index                                scenario.evaluation  \\\n",
+       "0                        0  I found the course very engaging and informati...   \n",
+       "1                        1  This class was a struggle for me. The material...   \n",
+       "2                        2  Excellent introductory course! The professor w...   \n",
+       "3                        3  As someone with a strong background in math, I...   \n",
+       "4                        4  I enjoyed the course, especially the group pro...   \n",
        "\n",
-       "                                 scenario.evaluation  agent.agent_index  \\\n",
-       "0  I found the course very engaging and informati...                  0   \n",
-       "1  This class was a struggle for me. The material...                  0   \n",
-       "2  Excellent introductory course! The professor w...                  0   \n",
-       "3  As someone with a strong background in math, I...                  0   \n",
-       "4  I enjoyed the course, especially the group pro...                  0   \n",
+       "   agent.agent_index                            agent.agent_instruction  \\\n",
+       "0                  0  Be very specific and constructive in providing...   \n",
+       "1                  0  Be very specific and constructive in providing...   \n",
+       "2                  0  Be very specific and constructive in providing...   \n",
+       "3                  0  Be very specific and constructive in providing...   \n",
+       "4                  0  Be very specific and constructive in providing...   \n",
        "\n",
        "                                       agent.persona agent.agent_name  \\\n",
-       "0  You are a professor reviewing student evaluati...         Agent_10   \n",
-       "1  You are a professor reviewing student evaluati...         Agent_10   \n",
-       "2  You are a professor reviewing student evaluati...         Agent_10   \n",
-       "3  You are a professor reviewing student evaluati...         Agent_10   \n",
-       "4  You are a professor reviewing student evaluati...         Agent_10   \n",
+       "0  You are a professor reviewing student evaluati...          Agent_0   \n",
+       "1  You are a professor reviewing student evaluati...          Agent_1   \n",
+       "2  You are a professor reviewing student evaluati...          Agent_2   \n",
+       "3  You are a professor reviewing student evaluati...          Agent_3   \n",
+       "4  You are a professor reviewing student evaluati...          Agent_4   \n",
+       "\n",
+       "   model.topP  ...                          comment.sentiment_comment  \\\n",
+       "0           1  ...  The student clearly expresses overall positive...   \n",
+       "1           1  ...  The student explicitly states the class was a ...   \n",
+       "2           1  ...  The student uses overwhelmingly positive langu...   \n",
+       "3           1  ...  The evaluation contains both positive and nega...   \n",
+       "4           1  ...  The student clearly enjoyed the course and fou...   \n",
        "\n",
-       "                             agent.agent_instruction  model.topP  ...  \\\n",
-       "0  Be very specific and constructive in providing...           1  ...   \n",
-       "1  Be very specific and constructive in providing...           1  ...   \n",
-       "2  Be very specific and constructive in providing...           1  ...   \n",
-       "3  Be very specific and constructive in providing...           1  ...   \n",
-       "4  Be very specific and constructive in providing...           1  ...   \n",
-       "\n",
-       "   question_type.improvements_question_type  \\\n",
-       "0                                      list   \n",
-       "1                                      list   \n",
-       "2                                      list   \n",
-       "3                                      list   \n",
-       "4                                      list   \n",
-       "\n",
-       "                              comment.themes_comment  \\\n",
-       "0  The student found the course to be highly enga...   \n",
-       "1  The three points directly address the student'...   \n",
-       "2  The three points chosen directly reflect the s...   \n",
-       "3  The student's feedback highlights both a posit...   \n",
-       "4  The student enjoyed the course material and fo...   \n",
-       "\n",
-       "                        comment.improvements_comment  \\\n",
-       "0  The student's feedback highlights two key area...   \n",
-       "1  These suggestions directly address the student...   \n",
-       "2  While the feedback is largely positive,  the s...   \n",
-       "3  The student's feedback highlights a disconnect...   \n",
-       "4  The student enjoyed the course and group proje...   \n",
-       "\n",
-       "                           comment.sentiment_comment  \\\n",
-       "0  The student clearly expresses overall positive...   \n",
-       "1  The student explicitly states the class was a ...   \n",
-       "2  The student uses overwhelmingly positive langu...   \n",
-       "3  The evaluation contains both positive and nega...   \n",
-       "4  The student clearly enjoyed the course and fou...   \n",
+       "         generated_tokens.sentiment_generated_tokens  \\\n",
+       "0  Positive\\n\\nThe student clearly expresses over...   \n",
+       "1  Negative\\n\\nThe student explicitly states the ...   \n",
+       "2  Positive\\n\\nThe student uses overwhelmingly po...   \n",
+       "3  Neutral\\n\\nThe evaluation contains both positi...   \n",
+       "4  Positive\\n\\nThe student clearly enjoyed the co...   \n",
        "\n",
        "            generated_tokens.themes_generated_tokens  \\\n",
        "0  [\"Engaging and informative course content\", \"E...   \n",
@@ -2408,28 +1358,28 @@
        "3  [\"Incorporate real-world case studies into lec...   \n",
        "4  [\"Enhance feedback detail on assignments\", \"Co...   \n",
        "\n",
-       "         generated_tokens.sentiment_generated_tokens  \\\n",
-       "0  Positive\\n\\nThe student clearly expresses over...   \n",
-       "1  Negative\\n\\nThe student explicitly states the ...   \n",
-       "2  Positive\\n\\nThe student uses overwhelmingly po...   \n",
-       "3  Neutral\\n\\nThe evaluation contains both positi...   \n",
-       "4  Positive\\n\\nThe student clearly enjoyed the co...   \n",
-       "\n",
-       "  cache_used.themes_cache_used cache_used.sentiment_cache_used  \\\n",
-       "0                        False                           False   \n",
-       "1                        False                           False   \n",
-       "2                        False                           False   \n",
-       "3                        False                           False   \n",
-       "4                        False                           False   \n",
-       "\n",
-       "  cache_used.improvements_cache_used  \n",
-       "0                              False  \n",
-       "1                              False  \n",
-       "2                              False  \n",
-       "3                              False  \n",
-       "4                              False  \n",
-       "\n",
-       "[5 rows x 50 columns]"
+       "   cache_used.themes_cache_used  cache_used.improvements_cache_used  \\\n",
+       "0                          True                                True   \n",
+       "1                          True                                True   \n",
+       "2                          True                                True   \n",
+       "3                          True                                True   \n",
+       "4                          True                                True   \n",
+       "\n",
+       "  cache_used.sentiment_cache_used    cache_keys.sentiment_cache_key  \\\n",
+       "0                            True  e87ac1ab46560676c8556b25de720b5b   \n",
+       "1                            True  fae9b208b15d5716d7cf557f161b1da1   \n",
+       "2                            True  1ac91057e39cf9900951ee30cc7928fe   \n",
+       "3                            True  265dbbf39a6f044e3d9ac8879834a0a5   \n",
+       "4                            True  957ab53fb4cae05d4e89dc02cda69b43   \n",
+       "\n",
+       "  cache_keys.improvements_cache_key       cache_keys.themes_cache_key  \n",
+       "0  045a6cd433b9f8a594e69c16650dc906  4cc05ab07126f12c0286e8d4017ee4e9  \n",
+       "1  c9a6ea81091088296924b083c0f5277e  7e35a3d2becc5f4fe912e97490c496ce  \n",
+       "2  22262c2d5bb750a06b3707026b3bdee3  13432bad75496e0aebe8a06ba32a4550  \n",
+       "3  c093f46806b11c1a6f3bb185458ca959  45750924adf6ee05ff3fb690a17b0f49  \n",
+       "4  5dabf9b39b444bd678989962dbe91e65  c5d6a3a504fbb6afb1c48f60981619a2  \n",
+       "\n",
+       "[5 rows x 54 columns]"
       ]
      },
      "execution_count": 14,
@@ -2505,86 +1455,86 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
@@ -2660,45 +1610,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2025-01-13 16:49:30)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:27:39)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    
 answer.themesgenerated_tokens.themes_generated_tokensanswer.themesgenerated_tokens.themes_generated_tokens
0['Engaging and informative course content', 'Effective explanation of complex concepts', 'Fast pace and challenging readings'][\"Engaging and informative course content\", \"Effective explanation of complex concepts\", \"Fast pace and challenging readings\"]\n",
+       "      0['Engaging and informative course content', 'Effective explanation of complex concepts', 'Fast pace and challenging readings'][\"Engaging and informative course content\", \"Effective explanation of complex concepts\", \"Fast pace and challenging readings\"]\n",
        "\n",
        "The student found the course to be highly engaging and well-taught, but noted the pace was too fast, impacting their ability to keep up with the readings.  These three points capture the essence of the feedback.
1['Student found the material dry and difficult', 'Lack of real-world connection and examples cited', 'Desire for more current event examples to increase engagement'][\"Student found the material dry and difficult\", \"Lack of real-world connection and examples cited\", \"Desire for more current event examples to increase engagement\"]\n",
+       "      1['Student found the material dry and difficult', 'Lack of real-world connection and examples cited', 'Desire for more current event examples to increase engagement'][\"Student found the material dry and difficult\", \"Lack of real-world connection and examples cited\", \"Desire for more current event examples to increase engagement\"]\n",
        "\n",
        "The three points directly address the student's criticisms and are concise.  They avoid subjective interpretations and focus on the student's stated concerns.
2['Excellent instruction and enthusiasm', 'Effective interactive lectures and practical assignments', 'Readily available extra help during office hours'][\"Excellent instruction and enthusiasm\", \"Effective interactive lectures and practical assignments\", \"Readily available extra help during office hours\"]\n",
+       "      2['Excellent instruction and enthusiasm', 'Effective interactive lectures and practical assignments', 'Readily available extra help during office hours'][\"Excellent instruction and enthusiasm\", \"Effective interactive lectures and practical assignments\", \"Readily available extra help during office hours\"]\n",
        "\n",
        "The three points chosen directly reflect the student's positive feedback on teaching quality, course structure, and accessibility of the instructor.  They are concise and capture the essence of the evaluation.
3['Appreciated analytical rigor', 'Desired more real-world application discussions', 'Felt disconnect between theory and practice'][\"Appreciated analytical rigor\", \"Desired more real-world application discussions\", \"Felt disconnect between theory and practice\"]\n",
+       "      3['Appreciated analytical rigor', 'Desired more real-world application discussions', 'Felt disconnect between theory and practice'][\"Appreciated analytical rigor\", \"Desired more real-world application discussions\", \"Felt disconnect between theory and practice\"]\n",
        "\n",
        "The student's feedback highlights both a positive aspect (strong math foundation) and a key area for improvement (linking theory to practical examples).  The three points concisely capture the essence of the evaluation.
4['Enjoyed the course and group projects', 'Project application of concepts was valuable', 'Feedback on assignments needs improvement'][\"Enjoyed the course and group projects\", \"Project application of concepts was valuable\", \"Feedback on assignments needs improvement\"]\n",
+       "      4['Enjoyed the course and group projects', 'Project application of concepts was valuable', 'Feedback on assignments needs improvement'][\"Enjoyed the course and group projects\", \"Project application of concepts was valuable\", \"Feedback on assignments needs improvement\"]\n",
        "\n",
        "The student enjoyed the course material and found the group projects particularly engaging and beneficial for applying economic concepts.  However, they clearly identified a need for more detailed feedback on assignments to improve learning.  This summarizes the key points concisely and addresses both positive and negative aspects.
5['Well-organized course content', 'Monotonous and hard-to-follow lectures', 'Suggestions for improvement: visual aids and guest lecturers'][\"Well-organized course content\", \"Monotonous and hard-to-follow lectures\", \"Suggestions for improvement: visual aids and guest lecturers\"]\n",
+       "      5['Well-organized course content', 'Monotonous and hard-to-follow lectures', 'Suggestions for improvement: visual aids and guest lecturers'][\"Well-organized course content\", \"Monotonous and hard-to-follow lectures\", \"Suggestions for improvement: visual aids and guest lecturers\"]\n",
        "\n",
        "The summary accurately reflects the student's main points: positive feedback on organization, negative feedback on lecture style, and concrete suggestions for improvement.  The three points are concise and capture the essence of the evaluation.
6['Enjoyed the balance of theory and case studies', 'Exams perceived as fair', 'Appreciated diverse perspectives on global economic policies'][\"Enjoyed the balance of theory and case studies\", \"Exams perceived as fair\", \"Appreciated diverse perspectives on global economic policies\"]\n",
+       "      6['Enjoyed the balance of theory and case studies', 'Exams perceived as fair', 'Appreciated diverse perspectives on global economic policies'][\"Enjoyed the balance of theory and case studies\", \"Exams perceived as fair\", \"Appreciated diverse perspectives on global economic policies\"]\n",
        "\n",
        "The student's positive feedback highlights three key aspects: the course structure, assessment fairness, and the inclusion of diverse viewpoints.  These are valuable points for course improvement and demonstrate student engagement.
7['Textbook complexity', 'Unexplained jargon', 'Need for simpler materials or more explanatory lectures'][\"Textbook complexity\", \"Unexplained jargon\", \"Need for simpler materials or more explanatory lectures\"]\n",
+       "      7['Textbook complexity', 'Unexplained jargon', 'Need for simpler materials or more explanatory lectures'][\"Textbook complexity\", \"Unexplained jargon\", \"Need for simpler materials or more explanatory lectures\"]\n",
        "\n",
        "The student clearly identifies three interconnected issues: the textbook's difficulty, the use of undefined jargon, and the resulting need for either simpler readings or more thorough lecture explanations.  These are the core complaints and represent the most important points to address.
8['Professor possesses strong subject matter expertise and enthusiasm', 'Course over-reliance on testing limits accessibility for diverse learners', 'More varied assignments needed to cater to different learning styles'][\"Professor possesses strong subject matter expertise and enthusiasm\", \"Course over-reliance on testing limits accessibility for diverse learners\", \"More varied assignments needed to cater to different learning styles\"]\n",
+       "      8['Professor possesses strong subject matter expertise and enthusiasm', 'Course over-reliance on testing limits accessibility for diverse learners', 'More varied assignments needed to cater to different learning styles'][\"Professor possesses strong subject matter expertise and enthusiasm\", \"Course over-reliance on testing limits accessibility for diverse learners\", \"More varied assignments needed to cater to different learning styles\"]\n",
        "\n",
        "The summary focuses on the core strengths and weaknesses highlighted in the evaluation, prioritizing conciseness and clarity for efficient review.
9[\"Positive assessment of the course's introductory nature\", 'Critique of insufficient real-world application focus', 'Suggestion for increased emphasis on practical examples'][\"Positive assessment of the course's introductory nature\", \"Critique of insufficient real-world application focus\", \"Suggestion for increased emphasis on practical examples\"]\n",
+       "      9[\"Positive assessment of the course's introductory nature\", 'Critique of insufficient real-world application focus', 'Suggestion for increased emphasis on practical examples'][\"Positive assessment of the course's introductory nature\", \"Critique of insufficient real-world application focus\", \"Suggestion for increased emphasis on practical examples\"]\n",
        "\n",
        "The three points accurately reflect the student's main concerns and suggestions, capturing both positive and negative feedback concisely.
\n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUID71d589e6-f842-4c72-a3f3-e456343702206a305c60-c51e-45ec-9686-d284c9c3f241
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/71d589e6-f842-4c72-a3f3-e45634370220https://www.expectedparrot.com/home/remote-job-progress/6a305c60-c51e-45ec-9686-d284c9c3f241
Error Report URLExceptions Report URLNone
Results UUID2a2c0493-2364-4a50-b15d-32cec16cabc3b7cd7bcf-1b0f-46fe-901b-85e804e70af7
Results URLNonehttps://www.expectedparrot.com/content/b7cd7bcf-1b0f-46fe-901b-85e804e70af7
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/2a2c0493-2364-4a50-b15d-32cec16cabc3\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/b7cd7bcf-1b0f-46fe-901b-85e804e70af7\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -2905,7 +1855,7 @@
        "        \n",
        "        \n",
        "        "
@@ -2985,45 +1935,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2025-01-13 16:50:06)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:27:46)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUID141752af-2db7-4896-9445-83d272105d1d88cdc441-5670-4c97-b264-8c693308ab1a
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/141752af-2db7-4896-9445-83d272105d1dhttps://www.expectedparrot.com/home/remote-job-progress/88cdc441-5670-4c97-b264-8c693308ab1a
Error Report URLExceptions Report URLNone
Results UUID7a9b833b-b952-431c-b7b0-9ab8321b6a869a1d65cd-6e1a-44f7-8e89-2a67917d44eb
Results URLNonehttps://www.expectedparrot.com/content/9a1d65cd-6e1a-44f7-8e89-2a67917d44eb
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/7a9b833b-b952-431c-b7b0-9ab8321b6a86\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/9a1d65cd-6e1a-44f7-8e89-2a67917d44eb\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -3230,7 +2180,7 @@
        "        \n",
        "        \n",
        "        "
@@ -3248,68 +2198,68 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 scenario.evaluationanswer.themes_listscenario.evaluationanswer.themes_list
0I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.['Engaging and informative course content', 'Effective explanation of complex concepts']0I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.['Engaging and informative course content', 'Effective explanation of complex concepts']
1This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.['Need for more real-world examples and applications', 'Desire for more varied and accessible learning materials']1This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.['Need for more real-world examples and applications', 'Desire for more varied and accessible learning materials']
2Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.['Engaging and informative course content', 'Excellent instruction and enthusiasm']2Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.['Engaging and informative course content', 'Excellent instruction and enthusiasm']
3As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.['Need for more real-world examples and applications', 'Appreciated analytical rigor and diverse perspectives']3As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.['Need for more real-world examples and applications', 'Appreciated analytical rigor and diverse perspectives']
4I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.['Engaging and informative course content', 'Constructive feedback on assignments', 'Fair exams and valuable project applications']4I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.['Engaging and informative course content', 'Constructive feedback on assignments', 'Fair exams and valuable project applications']
5The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.['Well-organized course content', 'Suggestions for improvement: visual aids and guest lecturers']5The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.['Well-organized course content', 'Suggestions for improvement: visual aids and guest lecturers']
6This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.['Engaging and informative course content', 'Appreciated analytical rigor and diverse perspectives', 'Fair exams and valuable project applications']6This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.['Engaging and informative course content', 'Appreciated analytical rigor and diverse perspectives', 'Fair exams and valuable project applications']
7I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.['Effective explanation of complex concepts', 'Desire for more varied and accessible learning materials']7I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.['Effective explanation of complex concepts', 'Desire for more varied and accessible learning materials']
8The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.['Excellent instruction and enthusiasm', 'Desire for more varied and accessible learning materials']8The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.['Excellent instruction and enthusiasm', 'Desire for more varied and accessible learning materials']
9This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.['Need for more real-world examples and applications']9This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.['Need for more real-world examples and applications']
\n",
@@ -3340,126 +2290,126 @@
     {
      "data": {
       "text/html": [
-       "
ScenarioList scenarios: 21; keys: ['theme', 'evaluation'];
\n",
+       "
ScenarioList scenarios: 21; keys: ['evaluation', 'theme'];
\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 evaluationthemeevaluationtheme
0I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.Engaging and informative course content0I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.Engaging and informative course content
1I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.Effective explanation of complex concepts1I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.Effective explanation of complex concepts
2This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.Need for more real-world examples and applications2This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.Need for more real-world examples and applications
3This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.Desire for more varied and accessible learning materials3This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.Desire for more varied and accessible learning materials
4Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.Engaging and informative course content4Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.Engaging and informative course content
5Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.Excellent instruction and enthusiasm5Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.Excellent instruction and enthusiasm
6As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.Need for more real-world examples and applications6As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.Need for more real-world examples and applications
7As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.Appreciated analytical rigor and diverse perspectives7As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.Appreciated analytical rigor and diverse perspectives
8I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.Engaging and informative course content8I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.Engaging and informative course content
9I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.Constructive feedback on assignments9I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.Constructive feedback on assignments
10I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.Fair exams and valuable project applications10I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.Fair exams and valuable project applications
11The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.Well-organized course content11The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.Well-organized course content
12The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.Suggestions for improvement: visual aids and guest lecturers12The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.Suggestions for improvement: visual aids and guest lecturers
13This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.Engaging and informative course content13This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.Engaging and informative course content
14This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.Appreciated analytical rigor and diverse perspectives14This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.Appreciated analytical rigor and diverse perspectives
15This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.Fair exams and valuable project applications15This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.Fair exams and valuable project applications
16I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.Effective explanation of complex concepts16I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.Effective explanation of complex concepts
17I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.Desire for more varied and accessible learning materials17I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.Desire for more varied and accessible learning materials
18The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.Excellent instruction and enthusiasm18The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.Excellent instruction and enthusiasm
19The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.Desire for more varied and accessible learning materials19The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.Desire for more varied and accessible learning materials
20This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.Need for more real-world examples and applications20This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.Need for more real-world examples and applications
\n",
@@ -3493,88 +2443,88 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 themecountthemecount
0Engaging and informative course content40Engaging and informative course content4
1Need for more real-world examples and applications31Need for more real-world examples and applications3
2Desire for more varied and accessible learning materials32Desire for more varied and accessible learning materials3
3Effective explanation of complex concepts23Effective explanation of complex concepts2
4Excellent instruction and enthusiasm24Excellent instruction and enthusiasm2
5Appreciated analytical rigor and diverse perspectives25Appreciated analytical rigor and diverse perspectives2
6Fair exams and valuable project applications26Fair exams and valuable project applications2
7Constructive feedback on assignments17Constructive feedback on assignments1
8Well-organized course content18Well-organized course content1
9Suggestions for improvement: visual aids and guest lecturers19Suggestions for improvement: visual aids and guest lecturers1
\n",
@@ -3615,137 +2565,137 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 00
0Adjust the pace of lectures and incorporate more opportunities for student engagement.0Adjust the pace of lectures and incorporate more opportunities for student engagement.
1Provide more structured guidance on tackling the weekly readings, perhaps by suggesting specific questions to consider.1Provide more structured guidance on tackling the weekly readings, perhaps by suggesting specific questions to consider.
2Consider offering supplemental resources, such as online tutorials or practice problems, to reinforce concepts.2Consider offering supplemental resources, such as online tutorials or practice problems, to reinforce concepts.
3Incorporate more real-world examples and case studies3Incorporate more real-world examples and case studies
4Connect course material to current events4Connect course material to current events
5Develop more engaging teaching methods to improve student comprehension5Develop more engaging teaching methods to improve student comprehension
6Consider incorporating more diverse case studies6Consider incorporating more diverse case studies
7Explore alternative assessment methods to gauge deeper understanding beyond practical assignments7Explore alternative assessment methods to gauge deeper understanding beyond practical assignments
8Enhance online resources and accessibility for students with varying learning styles8Enhance online resources and accessibility for students with varying learning styles
9Incorporate real-world case studies into lectures9Incorporate real-world case studies into lectures
10Dedicate class time for discussions linking theoretical concepts to current events10Dedicate class time for discussions linking theoretical concepts to current events
11Assign application-based problem sets or projects11Assign application-based problem sets or projects
12Enhance feedback detail on assignments12Enhance feedback detail on assignments
13Consider providing more specific rubric criteria13Consider providing more specific rubric criteria
14Explore alternative assessment methods to complement group projects14Explore alternative assessment methods to complement group projects
15Incorporate more visual aids into lectures15Incorporate more visual aids into lectures
16Consider inviting guest lecturers from the industry16Consider inviting guest lecturers from the industry
17Review lecture delivery to improve clarity and engagement17Review lecture delivery to improve clarity and engagement
18Increase quantitative problem sets18Increase quantitative problem sets
19Explore alternative assessment methods alongside exams19Explore alternative assessment methods alongside exams
20Incorporate more interactive class discussions20Incorporate more interactive class discussions
21Simplify textbook selection or supplement with clearer materials21Simplify textbook selection or supplement with clearer materials
22Incorporate textbook jargon into lectures with explicit definitions22Incorporate textbook jargon into lectures with explicit definitions
23Designate additional time for clarifying complex concepts23Designate additional time for clarifying complex concepts
24Incorporate more diverse assessment methods (e.g., group projects, presentations, essays)24Incorporate more diverse assessment methods (e.g., group projects, presentations, essays)
25Explore alternative ways to evaluate understanding beyond high-stakes exams25Explore alternative ways to evaluate understanding beyond high-stakes exams
26Design assignments catering to varied learning styles and preferences26Design assignments catering to varied learning styles and preferences
27Incorporate more case studies illustrating real-world applications of economic theories27Incorporate more case studies illustrating real-world applications of economic theories
28Design in-class activities and discussions focusing on current economic events and their theoretical underpinnings28Design in-class activities and discussions focusing on current economic events and their theoretical underpinnings
29Assign projects or papers requiring students to analyze real-world economic issues using the concepts learned in class29Assign projects or papers requiring students to analyze real-world economic issues using the concepts learned in class
\n",
@@ -3823,45 +2773,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2025-01-13 16:50:53)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:27:56)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUIDd636dc50-f043-4419-b5b9-187654d6619765078ff9-7afa-43ab-8282-d8868b64d99b
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/d636dc50-f043-4419-b5b9-187654d66197https://www.expectedparrot.com/home/remote-job-progress/65078ff9-7afa-43ab-8282-d8868b64d99b
Error Report URLExceptions Report URLNone
Results UUID94a10c71-6c06-4b9a-94c8-e15e5806ff4eee6079b6-0db6-471b-b6b7-508743deaad6
Results URLNonehttps://www.expectedparrot.com/content/ee6079b6-0db6-471b-b6b7-508743deaad6
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/94a10c71-6c06-4b9a-94c8-e15e5806ff4e\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/ee6079b6-0db6-471b-b6b7-508743deaad6\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -4068,7 +3018,7 @@
        "        \n",
        "        \n",
        "        "
@@ -4123,7 +3073,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 29,
    "id": "89a896d5-2597-4f99-8a34-e8ecb0bf969b",
    "metadata": {},
    "outputs": [
@@ -4132,45 +3082,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2025-01-13 16:51:34)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:28:37)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUID97580159-903a-4555-986a-1529654b41fac82a4c83-e7bb-47e9-8a04-c8f97b114403
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/97580159-903a-4555-986a-1529654b41fahttps://www.expectedparrot.com/home/remote-job-progress/c82a4c83-e7bb-47e9-8a04-c8f97b114403
Error Report URLExceptions Report URLNone
Results UUID71193b91-5f0c-4c22-9b79-e9ed3d0c97ce99a87a81-12cc-40f2-9e22-9e4919c37181
Results URLNonehttps://www.expectedparrot.com/content/99a87a81-12cc-40f2-9e22-9e4919c37181
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/71193b91-5f0c-4c22-9b79-e9ed3d0c97ce\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/99a87a81-12cc-40f2-9e22-9e4919c37181\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -4377,7 +3327,7 @@
        "        \n",
        "        \n",
        "        "
@@ -4395,68 +3345,68 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 scenario.evaluationanswer.improvements_listscenario.evaluationanswer.improvements_list
0I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.['Adjust the pace of lectures and enhance engagement through interactive methods', 'Provide structured guidance and supplemental resources for weekly readings']0I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.['Adjust the pace of lectures and enhance engagement through interactive methods', 'Provide structured guidance and supplemental resources for weekly readings']
1This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications']1This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications']
2Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.[]2Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.[]
3As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications']3As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications']
4I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.['Enhance feedback and provide detailed rubric criteria for assignments']4I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.['Enhance feedback and provide detailed rubric criteria for assignments']
5The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.['Improve clarity and engagement in lecture delivery with visual aids', 'Incorporate industry insights through guest lecturers and practical examples']5The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.['Improve clarity and engagement in lecture delivery with visual aids', 'Incorporate industry insights through guest lecturers and practical examples']
6This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.[]6This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.[]
7I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.['Provide structured guidance and supplemental resources for weekly readings', 'Simplify and supplement textbook materials for clarity and comprehension']7I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.['Provide structured guidance and supplemental resources for weekly readings', 'Simplify and supplement textbook materials for clarity and comprehension']
8The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.['Explore diverse and alternative assessment methods beyond traditional exams', 'Develop assignments catering to varied learning styles and preferences']8The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.['Explore diverse and alternative assessment methods beyond traditional exams', 'Develop assignments catering to varied learning styles and preferences']
9This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications']9This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications']
\n",
@@ -4468,7 +3418,7 @@
        "Dataset([{'scenario.evaluation': ['I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.', 'This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.', 'Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.', 'As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.', 'I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.', 'The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.', 'This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.', \"I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.\", 'The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.', 'This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.']}, {'answer.improvements_list': [['Adjust the pace of lectures and enhance engagement through interactive methods', 'Provide structured guidance and supplemental resources for weekly readings'], ['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications'], [], ['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications'], ['Enhance feedback and provide detailed rubric criteria for assignments'], ['Improve clarity and engagement in lecture delivery with visual aids', 'Incorporate industry insights through guest lecturers and practical examples'], [], ['Provide structured guidance and supplemental resources for weekly readings', 'Simplify and supplement textbook materials for clarity and comprehension'], ['Explore diverse and alternative assessment methods beyond traditional exams', 'Develop assignments catering to varied learning styles and preferences'], ['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications']]}])"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4480,7 +3430,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 30,
    "id": "c28907c3",
    "metadata": {},
    "outputs": [],
@@ -4496,7 +3446,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 31,
    "id": "974ad70b",
    "metadata": {},
    "outputs": [
@@ -4506,83 +3456,83 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 themecountthemecount
0Incorporate real-world examples, case studies, and current events into the curriculum30Incorporate real-world examples, case studies, and current events into the curriculum3
1Designate time for discussions linking theory to real-world applications31Designate time for discussions linking theory to real-world applications3
2Provide structured guidance and supplemental resources for weekly readings22Provide structured guidance and supplemental resources for weekly readings2
3Adjust the pace of lectures and enhance engagement through interactive methods13Adjust the pace of lectures and enhance engagement through interactive methods1
4Enhance feedback and provide detailed rubric criteria for assignments14Enhance feedback and provide detailed rubric criteria for assignments1
5Improve clarity and engagement in lecture delivery with visual aids15Improve clarity and engagement in lecture delivery with visual aids1
6Incorporate industry insights through guest lecturers and practical examples16Incorporate industry insights through guest lecturers and practical examples1
7Simplify and supplement textbook materials for clarity and comprehension17Simplify and supplement textbook materials for clarity and comprehension1
8Explore diverse and alternative assessment methods beyond traditional exams18Explore diverse and alternative assessment methods beyond traditional exams1
9Develop assignments catering to varied learning styles and preferences19Develop assignments catering to varied learning styles and preferences1
\n",
@@ -4594,7 +3544,7 @@
        "Dataset([{'theme': ['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications', 'Provide structured guidance and supplemental resources for weekly readings', 'Adjust the pace of lectures and enhance engagement through interactive methods', 'Enhance feedback and provide detailed rubric criteria for assignments', 'Improve clarity and engagement in lecture delivery with visual aids', 'Incorporate industry insights through guest lecturers and practical examples', 'Simplify and supplement textbook materials for clarity and comprehension', 'Explore diverse and alternative assessment methods beyond traditional exams', 'Develop assignments catering to varied learning styles and preferences']}, {'count': [3, 3, 2, 1, 1, 1, 1, 1, 1, 1]}])"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4633,7 +3583,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 32,
    "id": "1d55e46a-cd9b-4743-bf80-08cc81d18e55",
    "metadata": {
     "editable": true,
@@ -4651,7 +3601,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 33,
    "id": "fdf35b32-a9b4-48b2-8650-2ac8b70f1559",
    "metadata": {
     "editable": true,
@@ -4669,7 +3619,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 34,
    "id": "32f42634-5054-4d79-82ed-fa32024626e5",
    "metadata": {
     "editable": true,
@@ -4686,13 +3636,13 @@
       "text/plain": [
        "{'description': 'Example code for analyzing course evaluations',\n",
        " 'object_type': 'notebook',\n",
-       " 'url': 'https://www.expectedparrot.com/content/4e2808a7-2b4e-4603-8ad2-6e1a65989ccb',\n",
-       " 'uuid': '4e2808a7-2b4e-4603-8ad2-6e1a65989ccb',\n",
-       " 'version': '0.1.40.dev1',\n",
+       " 'url': 'https://www.expectedparrot.com/content/3a79d93b-1e57-4d7b-ac4c-24d8d8fc6852',\n",
+       " 'uuid': '3a79d93b-1e57-4d7b-ac4c-24d8d8fc6852',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4712,8 +3662,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
-   "id": "2a6dc5d1-c06c-40a5-b997-62ca8d50592c",
+   "execution_count": 35,
+   "id": "412fd92f-35af-4215-b73d-7f3b68c8659c",
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -4730,8 +3680,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
-   "id": "1dc3a94f-c82f-4601-aea4-8daf696407e1",
+   "execution_count": 36,
+   "id": "cdcd9484-1b46-4671-8c0c-93684950ab3f",
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -4748,7 +3698,7 @@
        "{'status': 'success'}"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/docs/notebooks/concept_induction.ipynb b/docs/notebooks/concept_induction.ipynb
index ada530db..63447aac 100644
--- a/docs/notebooks/concept_induction.ipynb
+++ b/docs/notebooks/concept_induction.ipynb
@@ -165,113 +165,65 @@
      "data": {
       "text/html": [
        "
ScenarioList scenarios: 10; keys: ['text'];
\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
+       "            
\n",
+       "                \n",
+       "
text                                                                                                                                                                                                                                                                                   
Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.                                                                                                                                               
We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.                                                                                                                                                                              
Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.                                                           
Today, the Army Black Knights are taking home West Point’s 10th Commander-in-Chief Trophy. They should be proud. I’m proud of them too – not for the wins, but because after every game they hang up their uniforms and put on another: one representing the United States.            
This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'                                 
The recipients of the Presidential Medal of Freedom haven't just kept faith in freedom. They kept all of America's faith in a better tomorrow.                                                                                                                                         
Like Jill says, 'Teaching isn’t just a job. It’s a calling.' She knows that in her bones, and I know every educator who joined us at the White House for the first-ever Teacher State Dinner lives out that truth every day.                                                           
Jill and I send warm wishes to Orthodox Christian communities around the world as they celebrate Easter. May the Lord bless and keep you this Easter Sunday and in the year ahead.                                                                                                     
Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.       
With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.
\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
        "
 text
0Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.
1We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.
2Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.
3Today, the Army Black Knights are taking home West Point’s 10th Commander-in-Chief Trophy. They should be proud. I’m proud of them too – not for the wins, but because after every game they hang up their uniforms and put on another: one representing the United States.
4This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'
5The recipients of the Presidential Medal of Freedom haven't just kept faith in freedom. They kept all of America's faith in a better tomorrow.
6Like Jill says, 'Teaching isn’t just a job. It’s a calling.' She knows that in her bones, and I know every educator who joined us at the White House for the first-ever Teacher State Dinner lives out that truth every day.
7Jill and I send warm wishes to Orthodox Christian communities around the world as they celebrate Easter. May the Lord bless and keep you this Easter Sunday and in the year ahead.
8Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.
9With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.
\n",
+       "\n",
        "            
\n",
-       "        
\n",
-       "        "
+       "            "
       ],
       "text/plain": [
        "ScenarioList([Scenario({'text': 'Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.'}), Scenario({'text': 'We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.'}), Scenario({'text': 'Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.'}), Scenario({'text': 'Today, the Army Black Knights are taking home West Point’s 10th Commander-in-Chief Trophy. They should be proud. I’m proud of them too – not for the wins, but because after every game they hang up their uniforms and put on another: one representing the United States.'}), Scenario({'text': \"This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'\"}), Scenario({'text': \"The recipients of the Presidential Medal of Freedom haven't just kept faith in freedom. They kept all of America's faith in a better tomorrow.\"}), Scenario({'text': \"Like Jill says, 'Teaching isn’t just a job. It’s a calling.' She knows that in her bones, and I know every educator who joined us at the White House for the first-ever Teacher State Dinner lives out that truth every day.\"}), Scenario({'text': 'Jill and I send warm wishes to Orthodox Christian communities around the world as they celebrate Easter. May the Lord bless and keep you this Easter Sunday and in the year ahead.'}), Scenario({'text': 'Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.'}), Scenario({'text': \"With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.\"})])"
@@ -351,26 +303,255 @@
      "data": {
       "text/html": [
        "\n",
-       "            
\n",
-       "                
\n",
-       "                    ▼ Remote Job Log (2024-12-14 10:17:42)\n",
+       "            \n",
+       "            
\n",
+       "                
\n",
+       "                    \n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:35:39)\n",
+       "                    \n",
+       "                
\n",
+       "                
\n",
+       "                    \n",
+       "                        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "                    
Job UUID92a02c28-48e1-4557-9108-fcd9d6387d9d
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/92a02c28-48e1-4557-9108-fcd9d6387d9d
Exceptions Report URLNone
Results UUID1c820593-d578-4f12-a784-6c5b5dffa344
Results URLhttps://www.expectedparrot.com/content/1c820593-d578-4f12-a784-6c5b5dffa344
\n",
+       "                    \n",
+       "                
\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/1c820593-d578-4f12-a784-6c5b5dffa344\n",
        "                
\n",
-       "                
\n",
-       "                    
Remote inference activated. Sending job to server...
\n",
-       "
Your survey is running at the Expected Parrot server...
\n",
-       "
Job sent to server. (Job uuid=4ffe3597-09b1-4fdc-92fb-d64a8da65f8c).
\n",
-       "\n",
-       "\n",
-       "
Job status: queued - last update: 2024-12-14 10:17:25 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:17:28 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:17:32 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:17:35 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:17:38 AM
\n",
-       "\n",
+       "            \n",
        "                
\n",
        "            
\n",
+       "            \n",
+       "        "
+      ],
+      "text/plain": [
+       ""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
        "        "
       ],
       "text/plain": [
@@ -415,152 +596,215 @@
      "data": {
       "text/html": [
        "\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
+       "            
\n",
+       "                \n",
+       "
0                                              
agent.agent_instruction                        
agent.agent_name                               
answer.concepts                                
answer.sentiment                               
comment.concepts_comment                       
comment.sentiment_comment                      
generated_tokens.concepts_generated_tokens     
generated_tokens.sentiment_generated_tokens    
iteration.iteration                            
model.frequency_penalty                        
model.logprobs                                 
model.max_tokens                               
model.model                                    
model.presence_penalty                         
model.temperature                              
model.top_logprobs                             
model.top_p                                    
prompt.concepts_system_prompt                  
prompt.concepts_user_prompt                    
prompt.sentiment_system_prompt                 
prompt.sentiment_user_prompt                   
question_options.concepts_question_options     
question_options.sentiment_question_options    
question_text.concepts_question_text           
question_text.sentiment_question_text          
question_type.concepts_question_type           
question_type.sentiment_question_type          
raw_model_response.concepts_cost               
raw_model_response.concepts_one_usd_buys       
raw_model_response.concepts_raw_model_response 
raw_model_response.sentiment_cost              
raw_model_response.sentiment_one_usd_buys      
raw_model_response.sentiment_raw_model_response
scenario.text                                  
\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
        "
 0
0agent.agent_index
1agent.agent_instruction
2agent.agent_name
3answer.concepts
4answer.sentiment
5cache_keys.concepts_cache_key
6cache_keys.sentiment_cache_key
7cache_used.concepts_cache_used
8cache_used.sentiment_cache_used
9comment.concepts_comment
10comment.sentiment_comment
11generated_tokens.concepts_generated_tokens
12generated_tokens.sentiment_generated_tokens
13iteration.iteration
14model.frequency_penalty
15model.inference_service
16model.logprobs
17model.max_tokens
18model.model
19model.model_index
20model.presence_penalty
21model.temperature
22model.top_logprobs
23model.top_p
24prompt.concepts_system_prompt
25prompt.concepts_user_prompt
26prompt.sentiment_system_prompt
27prompt.sentiment_user_prompt
28question_options.concepts_question_options
29question_options.sentiment_question_options
30question_text.concepts_question_text
31question_text.sentiment_question_text
32question_type.concepts_question_type
33question_type.sentiment_question_type
34raw_model_response.concepts_cost
35raw_model_response.concepts_one_usd_buys
36raw_model_response.concepts_raw_model_response
37raw_model_response.sentiment_cost
38raw_model_response.sentiment_one_usd_buys
39raw_model_response.sentiment_raw_model_response
40scenario.scenario_index
41scenario.text
\n",
+       "\n",
        "            
\n",
-       "        
\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "PrettyList(['agent.agent_instruction',\n",
+       "PrettyList(['agent.agent_index',\n",
+       "            'agent.agent_instruction',\n",
        "            'agent.agent_name',\n",
        "            'answer.concepts',\n",
        "            'answer.sentiment',\n",
+       "            'cache_keys.concepts_cache_key',\n",
+       "            'cache_keys.sentiment_cache_key',\n",
+       "            'cache_used.concepts_cache_used',\n",
+       "            'cache_used.sentiment_cache_used',\n",
        "            'comment.concepts_comment',\n",
        "            'comment.sentiment_comment',\n",
        "            'generated_tokens.concepts_generated_tokens',\n",
        "            'generated_tokens.sentiment_generated_tokens',\n",
        "            'iteration.iteration',\n",
        "            'model.frequency_penalty',\n",
+       "            'model.inference_service',\n",
        "            'model.logprobs',\n",
        "            'model.max_tokens',\n",
        "            'model.model',\n",
+       "            'model.model_index',\n",
        "            'model.presence_penalty',\n",
        "            'model.temperature',\n",
        "            'model.top_logprobs',\n",
@@ -581,6 +825,7 @@
        "            'raw_model_response.sentiment_cost',\n",
        "            'raw_model_response.sentiment_one_usd_buys',\n",
        "            'raw_model_response.sentiment_raw_model_response',\n",
+       "            'scenario.scenario_index',\n",
        "            'scenario.text'])"
       ]
      },
@@ -623,113 +868,87 @@
      "data": {
       "text/html": [
        "\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
+       "            
\n",
+       "                \n",
+       "
scenario.text                                                                                                                                                                                                                                                                          answer.concepts                                                                                                                                           answer.sentiment  
Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.                                                                                                                                               ['keynote address', 'U.S. Holocaust Memorial Museum', 'Annual Days of Remembrance', 'Washington, D.C.']                                                   Neutral           
We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.                                                                                                                                                                              ['nation of immigrants', 'nation of dreamers', 'Cinco de Mayo', 'nation of freedom']                                                                      Positive          
Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.                                                           ['Medicare', 'Social Security', 'economic plan', 'solvency', 'rich pay their fair share']                                                                 Positive          
Today, the Army Black Knights are taking home West Point’s 10th Commander-in-Chief Trophy. They should be proud. I’m proud of them too – not for the wins, but because after every game they hang up their uniforms and put on another: one representing the United States.            ['Army Black Knights', 'West Point', '10th Commander-in-Chief Trophy', 'United States']                                                                   Positive          
This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'                                 ['Holocaust Remembrance Day', 'six million Jews', 'Nazis', 'darkest chapters in human history', 'lessons of the Shoah', "responsibility of 'Never Again'"]Neutral           
The recipients of the Presidential Medal of Freedom haven't just kept faith in freedom. They kept all of America's faith in a better tomorrow.                                                                                                                                         ['Presidential Medal of Freedom', 'freedom', "America's faith", 'better tomorrow']                                                                        Positive          
Like Jill says, 'Teaching isn’t just a job. It’s a calling.' She knows that in her bones, and I know every educator who joined us at the White House for the first-ever Teacher State Dinner lives out that truth every day.                                                           ['Teaching as a calling', 'Educators', 'Teacher State Dinner', 'White House']                                                                             Positive          
Jill and I send warm wishes to Orthodox Christian communities around the world as they celebrate Easter. May the Lord bless and keep you this Easter Sunday and in the year ahead.                                                                                                     ['Jill', 'Orthodox Christian communities', 'Easter', 'Lord', 'blessings', 'year ahead']                                                                   Positive          
Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.       ['Dreamers', 'health care', 'Affordable Care Act', 'DACA recipients', 'affordable health coverage']                                                       Positive          
With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.['New Jobs', 'American Comeback', 'Congressional Republicans', 'Tax Cuts', 'Special Interests', 'Job Creation', 'Economy for Families']                   Positive          
\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
        "
 scenario.textanswer.conceptsanswer.sentiment
0Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.['keynote address', 'U.S. Holocaust Memorial Museum', 'Annual Days of Remembrance', 'Washington, D.C.']Neutral
1We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.['nation of immigrants', 'nation of dreamers', 'Cinco de Mayo', 'nation of freedom']Positive
2Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.['Medicare', 'Social Security', 'economic plan', 'solvency', 'rich pay their fair share']Positive
3Today, the Army Black Knights are taking home West Point’s 10th Commander-in-Chief Trophy. They should be proud. I’m proud of them too – not for the wins, but because after every game they hang up their uniforms and put on another: one representing the United States.['Army Black Knights', 'West Point', '10th Commander-in-Chief Trophy', 'United States']Positive
4This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'['Holocaust Remembrance Day', 'six million Jews', 'Nazis', 'darkest chapters in human history', 'lessons of the Shoah', \"responsibility of 'Never Again'\"]Neutral
5The recipients of the Presidential Medal of Freedom haven't just kept faith in freedom. They kept all of America's faith in a better tomorrow.['Presidential Medal of Freedom', 'freedom', \"America's faith\", 'better tomorrow']Positive
6Like Jill says, 'Teaching isn’t just a job. It’s a calling.' She knows that in her bones, and I know every educator who joined us at the White House for the first-ever Teacher State Dinner lives out that truth every day.['Teaching as a calling', 'Educators', 'Teacher State Dinner', 'White House']Positive
7Jill and I send warm wishes to Orthodox Christian communities around the world as they celebrate Easter. May the Lord bless and keep you this Easter Sunday and in the year ahead.['Jill', 'Orthodox Christian communities', 'Easter', 'Lord', 'blessings', 'year ahead']Positive
8Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.['Dreamers', 'health care', 'Affordable Care Act', 'DACA recipients', 'affordable health coverage']Positive
9With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.['New Jobs', 'American Comeback', 'Congressional Republicans', 'Tax Cuts', 'Special Interests', 'Job Creation', 'Economy for Families']Positive
\n",
+       "\n",
        "            
\n",
-       "        
\n",
-       "        "
+       "            "
       ],
       "text/plain": [
        "Dataset([{'scenario.text': ['Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.', 'We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.', 'Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.', 'Today, the Army Black Knights are taking home West Point’s 10th Commander-in-Chief Trophy. They should be proud. I’m proud of them too – not for the wins, but because after every game they hang up their uniforms and put on another: one representing the United States.', \"This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'\", \"The recipients of the Presidential Medal of Freedom haven't just kept faith in freedom. They kept all of America's faith in a better tomorrow.\", \"Like Jill says, 'Teaching isn’t just a job. It’s a calling.' She knows that in her bones, and I know every educator who joined us at the White House for the first-ever Teacher State Dinner lives out that truth every day.\", 'Jill and I send warm wishes to Orthodox Christian communities around the world as they celebrate Easter. May the Lord bless and keep you this Easter Sunday and in the year ahead.', 'Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.', \"With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.\"]}, {'answer.concepts': [['keynote address', 'U.S. Holocaust Memorial Museum', 'Annual Days of Remembrance', 'Washington, D.C.'], ['nation of immigrants', 'nation of dreamers', 'Cinco de Mayo', 'nation of freedom'], ['Medicare', 'Social Security', 'economic plan', 'solvency', 'rich pay their fair share'], ['Army Black Knights', 'West Point', '10th Commander-in-Chief Trophy', 'United States'], ['Holocaust Remembrance Day', 'six million Jews', 'Nazis', 'darkest chapters in human history', 'lessons of the Shoah', \"responsibility of 'Never Again'\"], ['Presidential Medal of Freedom', 'freedom', \"America's faith\", 'better tomorrow'], ['Teaching as a calling', 'Educators', 'Teacher State Dinner', 'White House'], ['Jill', 'Orthodox Christian communities', 'Easter', 'Lord', 'blessings', 'year ahead'], ['Dreamers', 'health care', 'Affordable Care Act', 'DACA recipients', 'affordable health coverage'], ['New Jobs', 'American Comeback', 'Congressional Republicans', 'Tax Cuts', 'Special Interests', 'Job Creation', 'Economy for Families']]}, {'answer.sentiment': ['Neutral', 'Positive', 'Positive', 'Positive', 'Neutral', 'Positive', 'Positive', 'Positive', 'Positive', 'Positive']}])"
@@ -774,152 +993,221 @@
      "data": {
       "text/html": [
        "\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
+       "            
\n",
+       "                \n",
+       "
0                                
keynote address                  
U.S. Holocaust Memorial Museum   
Annual Days of Remembrance       
Washington, D.C.                 
nation of immigrants             
nation of dreamers               
Cinco de Mayo                    
nation of freedom                
Medicare                         
Social Security                  
economic plan                    
solvency                         
rich pay their fair share        
Army Black Knights               
West Point                       
10th Commander-in-Chief Trophy   
United States                    
Holocaust Remembrance Day        
six million Jews                 
Nazis                            
darkest chapters in human history
lessons of the Shoah             
responsibility of 'Never Again'  
Presidential Medal of Freedom    
freedom                          
America's faith                  
better tomorrow                  
Teaching as a calling            
Educators                        
Teacher State Dinner             
White House                      
Jill                             
Orthodox Christian communities   
Easter                           
Lord                             
blessings                        
year ahead                       
Dreamers                         
health care                      
Affordable Care Act              
DACA recipients                  
affordable health coverage       
New Jobs                         
American Comeback                
Congressional Republicans        
Tax Cuts                         
Special Interests                
Job Creation                     
Economy for Families             
\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
        "
 0
0keynote address
1U.S. Holocaust Memorial Museum
2Annual Days of Remembrance
3Washington, D.C.
4nation of immigrants
5nation of dreamers
6Cinco de Mayo
7nation of freedom
8Medicare
9Social Security
10economic plan
11solvency
12rich pay their fair share
13Army Black Knights
14West Point
1510th Commander-in-Chief Trophy
16United States
17Holocaust Remembrance Day
18six million Jews
19Nazis
20darkest chapters in human history
21lessons of the Shoah
22responsibility of 'Never Again'
23Presidential Medal of Freedom
24freedom
25America's faith
26better tomorrow
27Teaching as a calling
28Educators
29Teacher State Dinner
30White House
31Jill
32Orthodox Christian communities
33Easter
34Lord
35blessings
36year ahead
37Dreamers
38health care
39Affordable Care Act
40DACA recipients
41affordable health coverage
42New Jobs
43American Comeback
44Congressional Republicans
45Tax Cuts
46Special Interests
47Job Creation
48Economy for Families
\n",
+       "\n",
        "            
\n",
-       "        
\n",
-       "        "
+       "            "
       ],
       "text/plain": [
        "PrettyList(['keynote address',\n",
@@ -1035,25 +1323,255 @@
      "data": {
       "text/html": [
        "\n",
-       "            
\n",
-       "                
\n",
-       "                    ▼ Remote Job Log (2024-12-14 10:19:00)\n",
+       "            \n",
+       "            
\n",
+       "                
\n",
+       "                    \n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:35:47)\n",
+       "                    \n",
+       "                
\n",
+       "                
\n",
+       "                    \n",
+       "                        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "                    
Job UUIDe6084783-76bf-424e-bfca-d1158d539aa5
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/e6084783-76bf-424e-bfca-d1158d539aa5
Exceptions Report URLNone
Results UUID51c88c6c-e81c-49e1-846b-75303b05c81b
Results URLhttps://www.expectedparrot.com/content/51c88c6c-e81c-49e1-846b-75303b05c81b
\n",
+       "                    \n",
+       "                
\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/51c88c6c-e81c-49e1-846b-75303b05c81b\n",
        "                
\n",
-       "                
\n",
-       "                    
Remote inference activated. Sending job to server...
\n",
-       "
Your survey is running at the Expected Parrot server...
\n",
-       "
Job sent to server. (Job uuid=7a32a73e-c461-473b-848c-0257b7cafe32).
\n",
-       "\n",
-       "\n",
-       "
Job status: running - last update: 2024-12-14 10:18:47 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:18:50 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:18:53 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:18:57 AM
\n",
-       "\n",
+       "            \n",
        "                
\n",
        "            
\n",
+       "            \n",
+       "        "
+      ],
+      "text/plain": [
+       ""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
        "        "
       ],
       "text/plain": [
@@ -1084,104 +1602,29 @@
      "data": {
       "text/html": [
        "\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
+       "            
\n",
+       "                \n",
+       "
answer.condense                                                                                                                                                                                                                            
['Holocaust Remembrance', 'Nation of Immigrants', 'Economic Plan', 'U.S. Military', 'Freedom and Democracy', 'Education and Teaching', 'Health Care', 'Immigration and Dreamers', 'American Economy', 'Religious and Cultural Observances']
\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
        "
 answer.condense
0['Holocaust Remembrance', 'Nation of Immigrants', 'Economic Plan', 'U.S. Military', 'Freedom and Democracy', 'Education and Teaching', 'Health Care', 'Immigration and Dreamers', 'American Economy', 'Religious and Cultural Observances']
\n",
+       "\n",
        "            
\n",
-       "        
\n",
-       "        "
+       "            "
       ],
       "text/plain": [
        "Dataset([{'answer.condense': [['Holocaust Remembrance', 'Nation of Immigrants', 'Economic Plan', 'U.S. Military', 'Freedom and Democracy', 'Education and Teaching', 'Health Care', 'Immigration and Dreamers', 'American Economy', 'Religious and Cultural Observances']]}])"
@@ -1263,113 +1706,65 @@
      "data": {
       "text/html": [
        "
ScenarioList scenarios: 10; keys: ['concept'];
\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
+       "            
\n",
+       "                \n",
+       "
concept                           
Holocaust Remembrance             
Nation of Immigrants              
Economic Plan                     
U.S. Military                     
Freedom and Democracy             
Education and Teaching            
Health Care                       
Immigration and Dreamers          
American Economy                  
Religious and Cultural Observances
\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
        "
 concept
0Holocaust Remembrance
1Nation of Immigrants
2Economic Plan
3U.S. Military
4Freedom and Democracy
5Education and Teaching
6Health Care
7Immigration and Dreamers
8American Economy
9Religious and Cultural Observances
\n",
+       "\n",
        "            
\n",
-       "        
\n",
-       "        "
+       "            "
       ],
       "text/plain": [
        "ScenarioList([Scenario({'concept': 'Holocaust Remembrance'}), Scenario({'concept': 'Nation of Immigrants'}), Scenario({'concept': 'Economic Plan'}), Scenario({'concept': 'U.S. Military'}), Scenario({'concept': 'Freedom and Democracy'}), Scenario({'concept': 'Education and Teaching'}), Scenario({'concept': 'Health Care'}), Scenario({'concept': 'Immigration and Dreamers'}), Scenario({'concept': 'American Economy'}), Scenario({'concept': 'Religious and Cultural Observances'})])"
@@ -1403,29 +1798,255 @@
      "data": {
       "text/html": [
        "\n",
-       "            
\n",
-       "                
\n",
-       "                    ▼ Remote Job Log (2024-12-14 10:19:43)\n",
+       "            \n",
+       "            
\n",
+       "                
\n",
+       "                    \n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:35:54)\n",
+       "                    \n",
        "                
\n",
-       "                
\n",
-       "                    
Remote inference activated. Sending job to server...
\n",
-       "
Your survey is running at the Expected Parrot server...
\n",
-       "
Job sent to server. (Job uuid=16be9e9d-4b5f-4bc8-9b96-cda2ce4ea6bd).
\n",
-       "\n",
-       "\n",
-       "
Job status: queued - last update: 2024-12-14 10:19:17 AM
\n",
-       "
Job status: queued - last update: 2024-12-14 10:19:20 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:19:23 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:19:27 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:19:30 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:19:33 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:19:36 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:19:40 AM
\n",
-       "\n",
+       "                
\n",
+       "                    \n",
+       "                        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "                    
Job UUID228b9883-4450-4fbb-a10c-12178fa7f540
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/228b9883-4450-4fbb-a10c-12178fa7f540
Exceptions Report URLNone
Results UUIDca4e7183-c79d-478d-beab-922e01ba9f51
Results URLhttps://www.expectedparrot.com/content/ca4e7183-c79d-478d-beab-922e01ba9f51
\n",
+       "                    \n",
+       "                
\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/ca4e7183-c79d-478d-beab-922e01ba9f51\n",
+       "                
\n",
+       "            \n",
        "                
\n",
        "            
\n",
+       "            \n",
+       "        "
+      ],
+      "text/plain": [
+       ""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
        "        "
       ],
       "text/plain": [
@@ -1456,99 +2077,25 @@
      "data": {
       "text/html": [
        "\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "
scenario.concept                  answer.criteria  
Holocaust Remembrance             Determining whether a text is primarily about Holocaust Remembrance involves evaluating several key criteria:\n",
+       "            
\n",
+       "                \n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "\n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "\n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "\n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "\n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "\n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "\n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "\n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "\n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "\n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
-       "\n",
+       "8. **Narratives and Stories**: The inclusion of narratives or stories related to religious or cultural observances can indicate that the text is focused on this concept, particularly if these stories are used to illustrate the meaning or importance of the observance.\n",
+       "    \n",
+       "  \n",
        "
 scenario.conceptanswer.criteria
0Holocaust RemembranceDetermining whether a text is primarily about Holocaust Remembrance involves evaluating several key criteria:\n",
        "\n",
        "1. **Subject Matter**: The text should focus on the Holocaust, discussing its historical events, impact, and the importance of remembering it. This includes narratives about survivors, victims, and the atrocities committed during this period.\n",
        "\n",
@@ -1560,14 +2107,18 @@
        "\n",
        "5. **Reflective and Emotional Tone**: The text often carries a reflective and solemn tone, highlighting personal stories, reflections, and testimonies from survivors, as well as the emotional and psychological impact of the Holocaust on individuals and communities.\n",
        "\n",
-       "6. **Use of Symbolic Language**: The text may use language and symbols commonly associated with Holocaust remembrance, such as references to concentration camps, the Star of David, or iconic phrases like "Never Again."\n",
+       "6. **Use of Symbolic Language**: The text may use language and symbols commonly associated with Holocaust remembrance, such as references to concentration camps, the Star of David, or iconic phrases like \"Never Again.\"\n",
        "\n",
        "7. **Historical Context**: The text should provide historical context about the Holocaust, including dates, locations, key figures, and events that are central to understanding the significance of remembrance.\n",
        "\n",
-       "8. **Call to Action**: The text may include a call to action, urging readers to participate in remembrance activities, combat Holocaust denial, or support Holocaust education and awareness initiatives.                  
Nation of Immigrants              Determining whether a text is primarily about the concept of a "Nation of Immigrants" involves analyzing several key criteria:\n",
+       "8. **Call to Action**: The text may include a call to action, urging readers to participate in remembrance activities, combat Holocaust denial, or support Holocaust education and awareness initiatives.
1Nation of ImmigrantsDetermining whether a text is primarily about the concept of a \"Nation of Immigrants\" involves analyzing several key criteria:\n",
        "\n",
-       "1. **Historical Context**: The text should discuss the historical aspects of immigration, such as waves of immigration, key events, and policies that have shaped the nation. It might reference specific periods of significant immigration and how these have influenced the nation's development.\n",
+       "1. **Historical Context**: The text should discuss the historical aspects of immigration, such as waves of immigration, key events, and policies that have shaped the nation. It might reference specific periods of significant immigration and how these have influenced the nation's development.\n",
        "\n",
        "2. **Cultural Diversity**: The text should emphasize the cultural diversity brought about by immigration, detailing how various immigrant groups have contributed to the cultural, social, and economic fabric of the nation. It might explore the blending of traditions, languages, and customs.\n",
        "\n",
@@ -1575,14 +2126,18 @@
        "\n",
        "4. **Policy and Legislation**: The text should cover immigration policies and legislation, discussing how laws have evolved to manage immigration and the impact of these policies on the nation. It might include debates over immigration reform and border control.\n",
        "\n",
-       "5. **Identity and National Narrative**: The text should engage with the idea of national identity, exploring how the concept of being a "Nation of Immigrants" is woven into the national narrative and identity. It might discuss public perception and the symbolic significance of immigration in shaping the nation's self-image.\n",
+       "5. **Identity and National Narrative**: The text should engage with the idea of national identity, exploring how the concept of being a \"Nation of Immigrants\" is woven into the national narrative and identity. It might discuss public perception and the symbolic significance of immigration in shaping the nation's self-image.\n",
        "\n",
        "6. **Challenges and Controversies**: The text might address challenges and controversies related to immigration, such as integration, social tensions, or political debates. It could explore opposing viewpoints and the complexities of immigration in the national discourse.\n",
        "\n",
        "7. **Personal Stories and Experiences**: The inclusion of personal narratives or case studies of immigrants can be a key indicator. These stories illustrate the human aspect of immigration and its impact on individuals and communities.\n",
        "\n",
-       "8. **Comparative Analysis**: The text might compare the nation with others in terms of immigration patterns, policies, and cultural integration, highlighting what makes the nation's experience unique.                  
Economic Plan                     Determining whether a text is primarily about an "Economic Plan" involves evaluating several key criteria. Here's a breakdown of these criteria:\n",
+       "8. **Comparative Analysis**: The text might compare the nation with others in terms of immigration patterns, policies, and cultural integration, highlighting what makes the nation's experience unique.
2Economic PlanDetermining whether a text is primarily about an \"Economic Plan\" involves evaluating several key criteria. Here's a breakdown of these criteria:\n",
        "\n",
        "1. **Purpose and Goals**: The text should clearly outline specific economic objectives or goals. This could include targets for growth, employment, inflation, or fiscal balance. The presence of specific, measurable outcomes related to the economy is a strong indicator.\n",
        "\n",
@@ -1596,14 +2151,18 @@
        "\n",
        "6. **Challenges and Risks**: A comprehensive economic plan will typically address potential challenges and risks, along with contingency measures or risk management strategies.\n",
        "\n",
-       "7. **Evaluation and Monitoring**: The text might outline mechanisms for evaluating the plan's progress and effectiveness, including key performance indicators or regular review processes.\n",
+       "7. **Evaluation and Monitoring**: The text might outline mechanisms for evaluating the plan's progress and effectiveness, including key performance indicators or regular review processes.\n",
        "\n",
        "8. **Contextual Background**: The text should provide a background on the current economic situation, explaining why the plan is necessary. It might reference existing economic conditions, historical data, or comparative analysis with other economies.\n",
        "\n",
-       "9. **Language and Terminology**: The use of specific economic terminology and jargon is a strong indicator. Terms like "fiscal policy," "GDP growth," "monetary tightening," or "structural reform" suggest a focus on economic planning.\n",
+       "9. **Language and Terminology**: The use of specific economic terminology and jargon is a strong indicator. Terms like \"fiscal policy,\" \"GDP growth,\" \"monetary tightening,\" or \"structural reform\" suggest a focus on economic planning.\n",
        "\n",
-       "10. **Intended Audience**: Consider who the text is aimed at. An economic plan is often directed at policymakers, economists, investors, or the general public to inform or persuade them about the proposed economic direction.                  
U.S. Military                     Determining whether a text is primarily about the U.S. Military involves evaluating several key criteria:\n",
+       "10. **Intended Audience**: Consider who the text is aimed at. An economic plan is often directed at policymakers, economists, investors, or the general public to inform or persuade them about the proposed economic direction.
3U.S. MilitaryDetermining whether a text is primarily about the U.S. Military involves evaluating several key criteria:\n",
        "\n",
        "1. **Subject Matter**: The text should predominantly focus on topics directly related to the U.S. Military, such as its branches (Army, Navy, Air Force, Marine Corps, Space Force, and Coast Guard), operations, missions, or roles.\n",
        "\n",
@@ -1615,7 +2174,7 @@
        "\n",
        "5. **Policy and Strategy**: Analysis or discussion of U.S. defense policies, military strategies, budget allocations, or legislative actions related to military operations can be a strong indicator.\n",
        "\n",
-       "6. **Geopolitical Role**: The text might explore the U.S. Military's role in international relations, alliances (e.g., NATO), or its presence and activities in various regions around the world.\n",
+       "6. **Geopolitical Role**: The text might explore the U.S. Military's role in international relations, alliances (e.g., NATO), or its presence and activities in various regions around the world.\n",
        "\n",
        "7. **Technology and Equipment**: Coverage of military technology, weaponry, equipment, or advancements specific to the U.S. Military can also highlight the primary focus.\n",
        "\n",
@@ -1623,8 +2182,12 @@
        "\n",
        "9. **Cultural and Social Impact**: Discussions about the cultural, social, or economic impact of the U.S. Military on American society or its influence abroad.\n",
        "\n",
-       "10. **Legal and Ethical Issues**: Examination of legal, ethical, or human rights issues involving the U.S. Military, such as military justice, rules of engagement, or treatment of veterans.                  
Freedom and Democracy             Determining whether a text is primarily about the concept of "Freedom and Democracy" involves analyzing several key criteria. Here are some factors to consider:\n",
+       "10. **Legal and Ethical Issues**: Examination of legal, ethical, or human rights issues involving the U.S. Military, such as military justice, rules of engagement, or treatment of veterans.
4Freedom and DemocracyDetermining whether a text is primarily about the concept of \"Freedom and Democracy\" involves analyzing several key criteria. Here are some factors to consider:\n",
        "\n",
        "1. **Core Themes and Topics**:\n",
        "   - **Freedom**: Look for discussions on individual liberties, civil rights, autonomy, freedom of speech, religion, and expression. The text may explore the balance between freedom and security or the impact of freedom on personal and societal levels.\n",
@@ -1649,8 +2212,12 @@
        "   - Consider who the intended audience is and what impact the text seeks to have. Texts aimed at policymakers, activists, or educators might prioritize themes of freedom and democracy to inspire action or inform policy.\n",
        "\n",
        "8. **Comparative Analysis**:\n",
-       "   - If the text compares different political systems or ideologies, assess whether it contrasts democratic systems with non-democratic ones, highlighting the differences in freedom and governance.                  
Education and Teaching            When determining whether a text is primarily about Education and Teaching, consider the following key criteria:\n",
+       "   - If the text compares different political systems or ideologies, assess whether it contrasts democratic systems with non-democratic ones, highlighting the differences in freedom and governance.
5Education and TeachingWhen determining whether a text is primarily about Education and Teaching, consider the following key criteria:\n",
        "\n",
        "1. **Subject Matter**: The text should focus on topics related to education systems, teaching methods, learning theories, curriculum development, educational policies, or classroom management. It might also discuss specific subjects taught in schools or universities.\n",
        "\n",
@@ -1660,7 +2227,7 @@
        "\n",
        "4. **Setting**: References to educational settings such as schools, universities, online learning platforms, or training centers can indicate a focus on education and teaching.\n",
        "\n",
-       "5. **Language and Terminology**: The use of specialized language and terminology related to pedagogy, such as "curriculum," "assessment," "pedagogical strategies," or "learning outcomes," suggests an educational focus.\n",
+       "5. **Language and Terminology**: The use of specialized language and terminology related to pedagogy, such as \"curriculum,\" \"assessment,\" \"pedagogical strategies,\" or \"learning outcomes,\" suggests an educational focus.\n",
        "\n",
        "6. **Discussion of Roles**: The text may discuss the roles of teachers, educators, administrators, or students, highlighting their experiences, responsibilities, or challenges within the educational context.\n",
        "\n",
@@ -1670,12 +2237,16 @@
        "\n",
        "9. **Historical or Cultural Context**: Some texts might explore the history of education, cultural influences on teaching practices, or comparative education studies.\n",
        "\n",
-       "10. **Policy and Reform**: Discussions on educational policy, reform initiatives, funding, or legislation are strong indicators of a focus on education and teaching.                  
Health Care                       Determining whether a text is primarily about health care involves analyzing several key criteria. Here are some important factors to consider:\n",
+       "10. **Policy and Reform**: Discussions on educational policy, reform initiatives, funding, or legislation are strong indicators of a focus on education and teaching.
6Health CareDetermining whether a text is primarily about health care involves analyzing several key criteria. Here are some important factors to consider:\n",
        "\n",
        "1. **Topic and Content**: The central theme of the text should revolve around health care-related subjects. This includes discussions on medical services, health care systems, patient care, public health, health policies, and medical research.\n",
        "\n",
-       "2. **Terminology and Language**: The text should include terminology specific to health care, such as "medical treatment," "health insurance," "patient care," "clinical practice," "healthcare providers," "hospitals," and "public health."\n",
+       "2. **Terminology and Language**: The text should include terminology specific to health care, such as \"medical treatment,\" \"health insurance,\" \"patient care,\" \"clinical practice,\" \"healthcare providers,\" \"hospitals,\" and \"public health.\"\n",
        "\n",
        "3. **Stakeholders and Entities**: The text should mention key stakeholders in the health care sector, such as doctors, nurses, patients, health care organizations, insurance companies, and government health agencies.\n",
        "\n",
@@ -1687,12 +2258,16 @@
        "\n",
        "7. **Data and Evidence**: The text should utilize data, statistics, or research findings related to health care, such as health outcomes, patient demographics, or economic impacts of health policies.\n",
        "\n",
-       "8. **Context and Setting**: The context or setting of the text should be related to health care environments, such as hospitals, clinics, health departments, or health-related conferences and events.                  
Immigration and Dreamers          Determining whether a text is primarily about "Immigration and Dreamers" involves analyzing the content for several key criteria:\n",
+       "8. **Context and Setting**: The context or setting of the text should be related to health care environments, such as hospitals, clinics, health departments, or health-related conferences and events.
7Immigration and DreamersDetermining whether a text is primarily about \"Immigration and Dreamers\" involves analyzing the content for several key criteria:\n",
        "\n",
        "1. **Focus on Immigration Policies**: The text should discuss immigration laws, policies, or reforms, especially those related to undocumented immigrants and pathways to citizenship.\n",
        "\n",
-       "2. **Mention of Dreamers**: The text should explicitly reference "Dreamers," a term commonly used to describe young undocumented immigrants who were brought to the United States as children and are eligible for the Deferred Action for Childhood Arrivals (DACA) program.\n",
+       "2. **Mention of Dreamers**: The text should explicitly reference \"Dreamers,\" a term commonly used to describe young undocumented immigrants who were brought to the United States as children and are eligible for the Deferred Action for Childhood Arrivals (DACA) program.\n",
        "\n",
        "3. **Discussion of DACA**: The text should address the DACA program, its implications, legal challenges, or changes in policy affecting Dreamers.\n",
        "\n",
@@ -1704,8 +2279,12 @@
        "\n",
        "7. **Legal and Political Context**: The text may provide analysis or commentary on the legal and political landscape surrounding immigration and Dreamers, including court rulings or legislative proposals.\n",
        "\n",
-       "8. **Cultural and Social Integration**: The text might discuss issues related to the cultural assimilation, identity, and social integration of Dreamers and immigrant communities.                  
American Economy                  To determine whether a text is primarily about the American economy, you should look for several key criteria that indicate the text's focus on this specific topic:\n",
+       "8. **Cultural and Social Integration**: The text might discuss issues related to the cultural assimilation, identity, and social integration of Dreamers and immigrant communities.
8American EconomyTo determine whether a text is primarily about the American economy, you should look for several key criteria that indicate the text's focus on this specific topic:\n",
        "\n",
        "1. **Focus on Economic Indicators**: The text should discuss economic indicators such as GDP growth, unemployment rates, inflation, trade balances, consumer spending, and other metrics that measure the economic health of the United States.\n",
        "\n",
@@ -1725,8 +2304,12 @@
        "\n",
        "9. **Socioeconomic Issues**: The text may address socioeconomic issues such as income inequality, poverty rates, and their implications for economic growth and stability in the United States.\n",
        "\n",
-       "10. **Expert Opinions and Forecasts**: Inclusion of expert analyses, economic forecasts, and opinions from economists and policymakers about the future trajectory of the American economy.                  
Religious and Cultural ObservancesWhen determining whether a text is primarily about Religious and Cultural Observances, consider the following key criteria:\n",
+       "10. **Expert Opinions and Forecasts**: Inclusion of expert analyses, economic forecasts, and opinions from economists and policymakers about the future trajectory of the American economy.
9Religious and Cultural ObservancesWhen determining whether a text is primarily about Religious and Cultural Observances, consider the following key criteria:\n",
        "\n",
        "1. **Subject Matter**: The text should focus on specific religious or cultural events, rituals, ceremonies, or practices. This can include descriptions of holidays, festivals, rites of passage, or other significant observances within a particular religious or cultural tradition.\n",
        "\n",
@@ -1742,12 +2325,13 @@
        "\n",
        "7. **Comparative Analysis**: The text might compare different religious or cultural observances, highlighting similarities and differences in practices, beliefs, or significance across cultures or religions.\n",
        "\n",
-       "8. **Narratives and Stories**: The inclusion of narratives or stories related to religious or cultural observances can indicate that the text is focused on this concept, particularly if these stories are used to illustrate the meaning or importance of the observance.                  
\n",
+       "\n",
        "            
\n",
-       "        \n",
-       "        "
+       "            "
       ],
       "text/plain": [
        "Dataset([{'scenario.concept': ['Holocaust Remembrance', 'Nation of Immigrants', 'Economic Plan', 'U.S. Military', 'Freedom and Democracy', 'Education and Teaching', 'Health Care', 'Immigration and Dreamers', 'American Economy', 'Religious and Cultural Observances']}, {'answer.criteria': ['Determining whether a text is primarily about Holocaust Remembrance involves evaluating several key criteria:\\n\\n1. **Subject Matter**: The text should focus on the Holocaust, discussing its historical events, impact, and the importance of remembering it. This includes narratives about survivors, victims, and the atrocities committed during this period.\\n\\n2. **Purpose and Intent**: The text should aim to honor and remember the victims and survivors of the Holocaust. It may emphasize the importance of memory in preventing future genocides or discuss the moral and ethical lessons learned from the Holocaust.\\n\\n3. **Commemorative Elements**: The text might describe or promote activities and events related to Holocaust remembrance, such as memorial services, educational programs, museum exhibits, or Holocaust Remembrance Day (Yom HaShoah).\\n\\n4. **Educational Focus**: The text should aim to educate readers about the Holocaust, its history, and its lasting impact. This might include discussions on the significance of teaching the Holocaust in schools and how it is remembered in different cultures and countries.\\n\\n5. **Reflective and Emotional Tone**: The text often carries a reflective and solemn tone, highlighting personal stories, reflections, and testimonies from survivors, as well as the emotional and psychological impact of the Holocaust on individuals and communities.\\n\\n6. **Use of Symbolic Language**: The text may use language and symbols commonly associated with Holocaust remembrance, such as references to concentration camps, the Star of David, or iconic phrases like \"Never Again.\"\\n\\n7. **Historical Context**: The text should provide historical context about the Holocaust, including dates, locations, key figures, and events that are central to understanding the significance of remembrance.\\n\\n8. **Call to Action**: The text may include a call to action, urging readers to participate in remembrance activities, combat Holocaust denial, or support Holocaust education and awareness initiatives.', 'Determining whether a text is primarily about the concept of a \"Nation of Immigrants\" involves analyzing several key criteria:\\n\\n1. **Historical Context**: The text should discuss the historical aspects of immigration, such as waves of immigration, key events, and policies that have shaped the nation. It might reference specific periods of significant immigration and how these have influenced the nation\\'s development.\\n\\n2. **Cultural Diversity**: The text should emphasize the cultural diversity brought about by immigration, detailing how various immigrant groups have contributed to the cultural, social, and economic fabric of the nation. It might explore the blending of traditions, languages, and customs.\\n\\n3. **Economic Impact**: A focus on the economic contributions of immigrants, such as labor market influences, entrepreneurship, and innovation, is often central to this concept. The text might analyze how immigrants have driven economic growth and filled critical roles in various industries.\\n\\n4. **Policy and Legislation**: The text should cover immigration policies and legislation, discussing how laws have evolved to manage immigration and the impact of these policies on the nation. It might include debates over immigration reform and border control.\\n\\n5. **Identity and National Narrative**: The text should engage with the idea of national identity, exploring how the concept of being a \"Nation of Immigrants\" is woven into the national narrative and identity. It might discuss public perception and the symbolic significance of immigration in shaping the nation\\'s self-image.\\n\\n6. **Challenges and Controversies**: The text might address challenges and controversies related to immigration, such as integration, social tensions, or political debates. It could explore opposing viewpoints and the complexities of immigration in the national discourse.\\n\\n7. **Personal Stories and Experiences**: The inclusion of personal narratives or case studies of immigrants can be a key indicator. These stories illustrate the human aspect of immigration and its impact on individuals and communities.\\n\\n8. **Comparative Analysis**: The text might compare the nation with others in terms of immigration patterns, policies, and cultural integration, highlighting what makes the nation\\'s experience unique.', 'Determining whether a text is primarily about an \"Economic Plan\" involves evaluating several key criteria. Here\\'s a breakdown of these criteria:\\n\\n1. **Purpose and Goals**: The text should clearly outline specific economic objectives or goals. This could include targets for growth, employment, inflation, or fiscal balance. The presence of specific, measurable outcomes related to the economy is a strong indicator.\\n\\n2. **Strategies and Policies**: Look for detailed descriptions of strategies or policies designed to achieve the stated economic goals. This might include tax reforms, monetary policy adjustments, investment in infrastructure, or trade policies.\\n\\n3. **Scope and Framework**: The text should define the scope of the economic plan, including the sectors of the economy it addresses (e.g., agriculture, industry, services) and the time frame over which it aims to operate (short-term, medium-term, long-term).\\n\\n4. **Stakeholder Involvement**: An economic plan often involves various stakeholders, including government entities, private sector participants, and possibly international organizations. The text should mention who is responsible for implementation and who the plan affects.\\n\\n5. **Financial Projections and Resources**: The text should include financial projections, such as budget allocations, expected revenues, or investment levels. It may also discuss the resources required and how they will be mobilized.\\n\\n6. **Challenges and Risks**: A comprehensive economic plan will typically address potential challenges and risks, along with contingency measures or risk management strategies.\\n\\n7. **Evaluation and Monitoring**: The text might outline mechanisms for evaluating the plan\\'s progress and effectiveness, including key performance indicators or regular review processes.\\n\\n8. **Contextual Background**: The text should provide a background on the current economic situation, explaining why the plan is necessary. It might reference existing economic conditions, historical data, or comparative analysis with other economies.\\n\\n9. **Language and Terminology**: The use of specific economic terminology and jargon is a strong indicator. Terms like \"fiscal policy,\" \"GDP growth,\" \"monetary tightening,\" or \"structural reform\" suggest a focus on economic planning.\\n\\n10. **Intended Audience**: Consider who the text is aimed at. An economic plan is often directed at policymakers, economists, investors, or the general public to inform or persuade them about the proposed economic direction.', \"Determining whether a text is primarily about the U.S. Military involves evaluating several key criteria:\\n\\n1. **Subject Matter**: The text should predominantly focus on topics directly related to the U.S. Military, such as its branches (Army, Navy, Air Force, Marine Corps, Space Force, and Coast Guard), operations, missions, or roles.\\n\\n2. **Terminology**: The use of specific military terminology, jargon, or acronyms commonly associated with the U.S. Military can indicate that the text is centered on this subject.\\n\\n3. **Personnel and Leadership**: Discussions about military personnel, including soldiers, officers, and leadership figures like the Secretary of Defense or Joint Chiefs of Staff, often signify a focus on the U.S. Military.\\n\\n4. **Historical Context**: The text may cover historical events, conflicts, or wars involving the U.S. Military, such as World War II, the Vietnam War, or the War on Terror.\\n\\n5. **Policy and Strategy**: Analysis or discussion of U.S. defense policies, military strategies, budget allocations, or legislative actions related to military operations can be a strong indicator.\\n\\n6. **Geopolitical Role**: The text might explore the U.S. Military's role in international relations, alliances (e.g., NATO), or its presence and activities in various regions around the world.\\n\\n7. **Technology and Equipment**: Coverage of military technology, weaponry, equipment, or advancements specific to the U.S. Military can also highlight the primary focus.\\n\\n8. **Training and Exercises**: Descriptions of military training programs, exercises, or readiness assessments specific to U.S. forces.\\n\\n9. **Cultural and Social Impact**: Discussions about the cultural, social, or economic impact of the U.S. Military on American society or its influence abroad.\\n\\n10. **Legal and Ethical Issues**: Examination of legal, ethical, or human rights issues involving the U.S. Military, such as military justice, rules of engagement, or treatment of veterans.\", 'Determining whether a text is primarily about the concept of \"Freedom and Democracy\" involves analyzing several key criteria. Here are some factors to consider:\\n\\n1. **Core Themes and Topics**:\\n   - **Freedom**: Look for discussions on individual liberties, civil rights, autonomy, freedom of speech, religion, and expression. The text may explore the balance between freedom and security or the impact of freedom on personal and societal levels.\\n   - **Democracy**: Check for references to democratic principles such as popular sovereignty, electoral processes, political participation, equality, and representation. The text might cover democratic institutions, governance, and the rule of law.\\n\\n2. **Language and Terminology**:\\n   - Identify specific language that emphasizes freedom and democratic values, such as “liberty,” “rights,” “justice,” “equality,” “participation,” “elections,” “representation,” and “government by the people.”\\n\\n3. **Purpose and Intent**:\\n   - Determine whether the text aims to promote, defend, critique, or analyze freedom and democracy. The intent might be to advocate for democratic reforms, highlight threats to freedom, or explore historical or philosophical perspectives on these concepts.\\n\\n4. **Context and Setting**:\\n   - Consider the historical, political, or cultural context in which the text is situated. Texts set in democratic societies or those undergoing democratic transitions are more likely to focus on these themes. Similarly, discussions about authoritarian regimes may highlight the absence or suppression of freedom and democracy.\\n\\n5. **Key Arguments and Perspectives**:\\n   - Analyze the main arguments or perspectives presented. Texts focusing on the benefits, challenges, or evolution of freedom and democracy often provide detailed analysis or critique of these concepts.\\n\\n6. **Examples and Case Studies**:\\n   - Look for examples or case studies that illustrate democratic practices or the exercise of freedom. These could include historical events, political movements, or significant legal cases related to civil liberties.\\n\\n7. **Audience and Impact**:\\n   - Consider who the intended audience is and what impact the text seeks to have. Texts aimed at policymakers, activists, or educators might prioritize themes of freedom and democracy to inspire action or inform policy.\\n\\n8. **Comparative Analysis**:\\n   - If the text compares different political systems or ideologies, assess whether it contrasts democratic systems with non-democratic ones, highlighting the differences in freedom and governance.', 'When determining whether a text is primarily about Education and Teaching, consider the following key criteria:\\n\\n1. **Subject Matter**: The text should focus on topics related to education systems, teaching methods, learning theories, curriculum development, educational policies, or classroom management. It might also discuss specific subjects taught in schools or universities.\\n\\n2. **Audience**: The intended audience often includes educators, students, policymakers, or individuals interested in educational theory and practice. Texts aimed at parents or guardians about educational involvement may also fit this category.\\n\\n3. **Purpose**: The primary purpose of the text should be to inform, educate, or provide insights into educational practices, challenges, innovations, or reforms. It may aim to improve teaching effectiveness or student learning outcomes.\\n\\n4. **Setting**: References to educational settings such as schools, universities, online learning platforms, or training centers can indicate a focus on education and teaching.\\n\\n5. **Language and Terminology**: The use of specialized language and terminology related to pedagogy, such as \"curriculum,\" \"assessment,\" \"pedagogical strategies,\" or \"learning outcomes,\" suggests an educational focus.\\n\\n6. **Discussion of Roles**: The text may discuss the roles of teachers, educators, administrators, or students, highlighting their experiences, responsibilities, or challenges within the educational context.\\n\\n7. **Case Studies or Examples**: It might include case studies, examples, or anecdotes from educational environments, illustrating teaching techniques or learning experiences.\\n\\n8. **Research and Data**: The presence of educational research, data, or statistics that support discussions on educational trends, student performance, or teaching efficacy can indicate a primary focus on this field.\\n\\n9. **Historical or Cultural Context**: Some texts might explore the history of education, cultural influences on teaching practices, or comparative education studies.\\n\\n10. **Policy and Reform**: Discussions on educational policy, reform initiatives, funding, or legislation are strong indicators of a focus on education and teaching.', 'Determining whether a text is primarily about health care involves analyzing several key criteria. Here are some important factors to consider:\\n\\n1. **Topic and Content**: The central theme of the text should revolve around health care-related subjects. This includes discussions on medical services, health care systems, patient care, public health, health policies, and medical research.\\n\\n2. **Terminology and Language**: The text should include terminology specific to health care, such as \"medical treatment,\" \"health insurance,\" \"patient care,\" \"clinical practice,\" \"healthcare providers,\" \"hospitals,\" and \"public health.\"\\n\\n3. **Stakeholders and Entities**: The text should mention key stakeholders in the health care sector, such as doctors, nurses, patients, health care organizations, insurance companies, and government health agencies.\\n\\n4. **Issues and Challenges**: The text should address current issues, challenges, or debates within the health care sector, such as access to care, health care costs, quality of care, health care reform, and technological advancements in medicine.\\n\\n5. **Purpose and Intent**: The intent of the text should be to inform, analyze, or discuss aspects of health care. This could be through providing information, proposing solutions, or critiquing existing systems.\\n\\n6. **Scope and Relevance**: The scope of the text should be relevant to health care, whether it’s a broad overview or a specific focus on a particular aspect of health care, such as mental health services, preventive care, or health care legislation.\\n\\n7. **Data and Evidence**: The text should utilize data, statistics, or research findings related to health care, such as health outcomes, patient demographics, or economic impacts of health policies.\\n\\n8. **Context and Setting**: The context or setting of the text should be related to health care environments, such as hospitals, clinics, health departments, or health-related conferences and events.', 'Determining whether a text is primarily about \"Immigration and Dreamers\" involves analyzing the content for several key criteria:\\n\\n1. **Focus on Immigration Policies**: The text should discuss immigration laws, policies, or reforms, especially those related to undocumented immigrants and pathways to citizenship.\\n\\n2. **Mention of Dreamers**: The text should explicitly reference \"Dreamers,\" a term commonly used to describe young undocumented immigrants who were brought to the United States as children and are eligible for the Deferred Action for Childhood Arrivals (DACA) program.\\n\\n3. **Discussion of DACA**: The text should address the DACA program, its implications, legal challenges, or changes in policy affecting Dreamers.\\n\\n4. **Personal Stories or Case Studies**: The text may include personal narratives or case studies of Dreamers, highlighting their experiences, challenges, and contributions to society.\\n\\n5. **Socioeconomic Impact**: The text might explore the impact of immigration and Dreamers on the economy, education, and social services.\\n\\n6. **Advocacy and Activism**: The text could cover advocacy efforts, protests, or movements supporting Dreamers and comprehensive immigration reform.\\n\\n7. **Legal and Political Context**: The text may provide analysis or commentary on the legal and political landscape surrounding immigration and Dreamers, including court rulings or legislative proposals.\\n\\n8. **Cultural and Social Integration**: The text might discuss issues related to the cultural assimilation, identity, and social integration of Dreamers and immigrant communities.', \"To determine whether a text is primarily about the American economy, you should look for several key criteria that indicate the text's focus on this specific topic:\\n\\n1. **Focus on Economic Indicators**: The text should discuss economic indicators such as GDP growth, unemployment rates, inflation, trade balances, consumer spending, and other metrics that measure the economic health of the United States.\\n\\n2. **Discussion of Economic Policies**: Look for analysis or discussion of U.S. government policies that impact the economy, such as fiscal policy (taxation and government spending), monetary policy (Federal Reserve actions), and regulatory changes.\\n\\n3. **Sector Analysis**: The text should cover major sectors of the American economy, such as manufacturing, technology, services, agriculture, and energy, and how these sectors contribute to overall economic performance.\\n\\n4. **Historical Context**: There may be references to historical economic events or trends that have shaped the current state of the American economy, such as the Great Depression, the 2008 financial crisis, or the COVID-19 pandemic.\\n\\n5. **Comparison with Other Economies**: The text might compare the American economy with other national economies, discussing its relative strengths, weaknesses, and global competitiveness.\\n\\n6. **Impact of International Trade**: Discussions about trade policies, tariffs, trade agreements, and their impact on the U.S. economy are critical indicators that the text is focused on the American economy.\\n\\n7. **Labor Market Analysis**: Examination of employment trends, wage growth, labor force participation, and job creation in the United States can signal a focus on the American economy.\\n\\n8. **Investment and Financial Markets**: Analysis of the U.S. stock market, bond market, and investment trends, including foreign investment in the U.S., can also indicate a focus on the American economy.\\n\\n9. **Socioeconomic Issues**: The text may address socioeconomic issues such as income inequality, poverty rates, and their implications for economic growth and stability in the United States.\\n\\n10. **Expert Opinions and Forecasts**: Inclusion of expert analyses, economic forecasts, and opinions from economists and policymakers about the future trajectory of the American economy.\", 'When determining whether a text is primarily about Religious and Cultural Observances, consider the following key criteria:\\n\\n1. **Subject Matter**: The text should focus on specific religious or cultural events, rituals, ceremonies, or practices. This can include descriptions of holidays, festivals, rites of passage, or other significant observances within a particular religious or cultural tradition.\\n\\n2. **Terminology and Language**: Look for the use of language and terminology specific to religious or cultural practices. This might include references to sacred texts, religious figures, cultural symbols, or traditional practices.\\n\\n3. **Purpose and Function**: The text should explore the purpose or function of the observances, such as their role in community building, spiritual fulfillment, cultural identity, or moral instruction.\\n\\n4. **Historical and Cultural Context**: The text may provide historical background or cultural context that explains the origins or significance of the observance. This can include discussions of how these practices have evolved over time or their impact on society.\\n\\n5. **Participants and Practices**: The text should detail who participates in these observances and how they are practiced. This can involve descriptions of rituals, customs, attire, food, music, or other elements that are integral to the observance.\\n\\n6. **Impact and Significance**: Consider whether the text discusses the impact of these observances on individuals and communities, including their spiritual, cultural, or social significance.\\n\\n7. **Comparative Analysis**: The text might compare different religious or cultural observances, highlighting similarities and differences in practices, beliefs, or significance across cultures or religions.\\n\\n8. **Narratives and Stories**: The inclusion of narratives or stories related to religious or cultural observances can indicate that the text is focused on this concept, particularly if these stories are used to illustrate the meaning or importance of the observance.']}])"
@@ -1890,28 +2474,255 @@
      "data": {
       "text/html": [
        "\n",
-       "            
\n",
-       "                
\n",
-       "                    ▼ Remote Job Log (2024-12-14 10:20:27)\n",
+       "            \n",
+       "            
\n",
+       "                
\n",
+       "                    \n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:36:11)\n",
+       "                    \n",
        "                
\n",
-       "                
\n",
-       "                    
Remote inference activated. Sending job to server...
\n",
-       "
Your survey is running at the Expected Parrot server...
\n",
-       "
Job sent to server. (Job uuid=9d10477f-7bb1-438c-860b-023e5bd42d75).
\n",
-       "\n",
-       "\n",
-       "
Job status: queued - last update: 2024-12-14 10:20:02 AM
\n",
-       "
Job status: queued - last update: 2024-12-14 10:20:06 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:20:09 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:20:13 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:20:16 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:20:19 AM
\n",
-       "
Job status: running - last update: 2024-12-14 10:20:23 AM
\n",
-       "\n",
+       "                
\n",
+       "                    \n",
+       "                        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "            \n",
+       "                \n",
+       "                \n",
+       "            \n",
+       "        \n",
+       "                    
Job UUIDaa4fb0e9-ff27-4ebd-87a7-035761d895d6
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/aa4fb0e9-ff27-4ebd-87a7-035761d895d6
Exceptions Report URLNone
Results UUID0ab6fee8-444a-4dac-8e33-051cdffe68e9
Results URLhttps://www.expectedparrot.com/content/0ab6fee8-444a-4dac-8e33-051cdffe68e9
\n",
+       "                    \n",
+       "                
\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/0ab6fee8-444a-4dac-8e33-051cdffe68e9\n",
+       "                
\n",
+       "            \n",
        "                
\n",
        "            
\n",
+       "            \n",
+       "        "
+      ],
+      "text/plain": [
+       ""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
        "        "
       ],
       "text/plain": [
@@ -1956,145 +2767,205 @@
      "data": {
       "text/html": [
        "\n",
-       "        \n",
-       "        
\n",
-       "            
\n",
-       "                \n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
+       "            
\n",
+       "                \n",
+       "
scenario.text                                                                                                                                                                                                                                                                          scenario.concept                    answer.score
Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.                                                                                                                                               Holocaust Remembrance                          5
Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.                                                                                                                                               Holocaust Remembrance                          5
Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.                                                                                                                                               Freedom and Democracy                          1
Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.                                                                                                                                               Freedom and Democracy                          1
Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.                                                                                                                                               Religious and Cultural Observances             3
Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.                                                                                                                                               Religious and Cultural Observances             3
We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.                                                                                                                                                                              Nation of Immigrants                           1
We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.                                                                                                                                                                              Freedom and Democracy                          2
We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.                                                                                                                                                                              Freedom and Democracy                          2
We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.                                                                                                                                                                              Immigration and Dreamers                       1
We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.                                                                                                                                                                              Immigration and Dreamers                       1
We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.                                                                                                                                                                              Religious and Cultural Observances             1
Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.                                                           Economic Plan                                  3
Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.                                                           Economic Plan                                  3
Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.                                                           Freedom and Democracy                          1
Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.                                                           Health Care                                    3
Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.                                                           Health Care                                    3
Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.                                                           American Economy                               1
Today, the Army Black Knights are taking home West Point’s 10th Commander-in-Chief Trophy. They should be proud. I’m proud of them too – not for the wins, but because after every game they hang up their uniforms and put on another: one representing the United States.            U.S. Military                                  3
This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'                                 Holocaust Remembrance                          7
This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'                                 Holocaust Remembrance                          7
This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'                                 Freedom and Democracy                          1
This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'                                 Religious and Cultural Observances             3
This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'                                 Religious and Cultural Observances             3
The recipients of the Presidential Medal of Freedom haven't just kept faith in freedom. They kept all of America's faith in a better tomorrow.                                                                                                                                         Freedom and Democracy                          3
The recipients of the Presidential Medal of Freedom haven't just kept faith in freedom. They kept all of America's faith in a better tomorrow.                                                                                                                                         Freedom and Democracy                          3
Like Jill says, 'Teaching isn’t just a job. It’s a calling.' She knows that in her bones, and I know every educator who joined us at the White House for the first-ever Teacher State Dinner lives out that truth every day.                                                           Education and Teaching                         2
Jill and I send warm wishes to Orthodox Christian communities around the world as they celebrate Easter. May the Lord bless and keep you this Easter Sunday and in the year ahead.                                                                                                     Religious and Cultural Observances             1
Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.       Nation of Immigrants                           3
Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.       Nation of Immigrants                           3
Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.       Freedom and Democracy                          1
Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.       Health Care                                    5
Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.       Health Care                                    5
Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.       Immigration and Dreamers                       5
Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.       Immigration and Dreamers                       5
With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.Economic Plan                                  1
With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.Freedom and Democracy                          1
With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.American Economy                               3
With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.American Economy                               3
\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
        "
 scenario.textscenario.conceptanswer.score
0Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.Holocaust Remembrance5
1Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.Freedom and Democracy1
2Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.Religious and Cultural Observances3
3We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.Nation of Immigrants1
4We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.Freedom and Democracy2
5We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.Immigration and Dreamers1
6We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.Religious and Cultural Observances1
7Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.Economic Plan3
8Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.Freedom and Democracy1
9Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.Health Care3
10Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.American Economy1
11Today, the Army Black Knights are taking home West Point’s 10th Commander-in-Chief Trophy. They should be proud. I’m proud of them too – not for the wins, but because after every game they hang up their uniforms and put on another: one representing the United States.U.S. Military3
12This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'Holocaust Remembrance7
13This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'Freedom and Democracy1
14This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'Religious and Cultural Observances3
15The recipients of the Presidential Medal of Freedom haven't just kept faith in freedom. They kept all of America's faith in a better tomorrow.Freedom and Democracy3
16Like Jill says, 'Teaching isn’t just a job. It’s a calling.' She knows that in her bones, and I know every educator who joined us at the White House for the first-ever Teacher State Dinner lives out that truth every day.Education and Teaching2
17Jill and I send warm wishes to Orthodox Christian communities around the world as they celebrate Easter. May the Lord bless and keep you this Easter Sunday and in the year ahead.Religious and Cultural Observances1
18Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.Nation of Immigrants3
19Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.Freedom and Democracy1
20Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.Health Care5
21Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.Immigration and Dreamers5
22With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.Economic Plan1
23With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.Freedom and Democracy1
24With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.American Economy3
\n",
+       "\n",
        "            
\n",
-       "        
\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "Dataset([{'scenario.text': ['Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.', 'Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.', 'Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.', 'Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.', 'Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.', 'Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.', 'We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.', 'We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.', 'We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.', 'We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.', 'We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.', 'We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.', 'Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.', 'Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.', 'Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.', 'Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.', 'Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.', 'Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.', 'Today, the Army Black Knights are taking home West Point’s 10th Commander-in-Chief Trophy. They should be proud. I’m proud of them too – not for the wins, but because after every game they hang up their uniforms and put on another: one representing the United States.', \"This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'\", \"This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'\", \"This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'\", \"This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'\", \"This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'\", \"The recipients of the Presidential Medal of Freedom haven't just kept faith in freedom. They kept all of America's faith in a better tomorrow.\", \"The recipients of the Presidential Medal of Freedom haven't just kept faith in freedom. They kept all of America's faith in a better tomorrow.\", \"Like Jill says, 'Teaching isn’t just a job. It’s a calling.' She knows that in her bones, and I know every educator who joined us at the White House for the first-ever Teacher State Dinner lives out that truth every day.\", 'Jill and I send warm wishes to Orthodox Christian communities around the world as they celebrate Easter. May the Lord bless and keep you this Easter Sunday and in the year ahead.', 'Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.', 'Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.', 'Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.', 'Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.', 'Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.', 'Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.', 'Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.', \"With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.\", \"With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.\", \"With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.\", \"With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.\"]}, {'scenario.concept': ['Holocaust Remembrance', 'Holocaust Remembrance', 'Freedom and Democracy', 'Freedom and Democracy', 'Religious and Cultural Observances', 'Religious and Cultural Observances', 'Nation of Immigrants', 'Freedom and Democracy', 'Freedom and Democracy', 'Immigration and Dreamers', 'Immigration and Dreamers', 'Religious and Cultural Observances', 'Economic Plan', 'Economic Plan', 'Freedom and Democracy', 'Health Care', 'Health Care', 'American Economy', 'U.S. Military', 'Holocaust Remembrance', 'Holocaust Remembrance', 'Freedom and Democracy', 'Religious and Cultural Observances', 'Religious and Cultural Observances', 'Freedom and Democracy', 'Freedom and Democracy', 'Education and Teaching', 'Religious and Cultural Observances', 'Nation of Immigrants', 'Nation of Immigrants', 'Freedom and Democracy', 'Health Care', 'Health Care', 'Immigration and Dreamers', 'Immigration and Dreamers', 'Economic Plan', 'Freedom and Democracy', 'American Economy', 'American Economy']}, {'answer.score': [5, 5, 1, 1, 3, 3, 1, 2, 2, 1, 1, 1, 3, 3, 1, 3, 3, 1, 3, 7, 7, 1, 3, 3, 3, 3, 2, 1, 3, 3, 1, 5, 5, 5, 5, 1, 1, 3, 3]}])"
+       "Dataset([{'scenario.text': ['Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.', 'Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.', 'Tune in as I deliver the keynote address at the U.S. Holocaust Memorial Museum’s Annual Days of Remembrance ceremony in Washington, D.C.', 'We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.', 'We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.', 'We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.', 'We’re a nation of immigrants. A nation of dreamers. And as Cinco de Mayo represents, a nation of freedom.', 'Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.', 'Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.', 'Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.', 'Medicare is stronger and Social Security remains strong. My economic plan has helped extend Medicare solvency by a decade. And I am committed to extending Social Security solvency by making the rich pay their fair share.', 'Today, the Army Black Knights are taking home West Point’s 10th Commander-in-Chief Trophy. They should be proud. I’m proud of them too – not for the wins, but because after every game they hang up their uniforms and put on another: one representing the United States.', \"This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'\", \"This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'\", \"This Holocaust Remembrance Day, we mourn the six million Jews who were killed by the Nazis during one of the darkest chapters in human history. And we recommit to heeding the lessons of the Shoah and realizing the responsibility of 'Never Again.'\", \"The recipients of the Presidential Medal of Freedom haven't just kept faith in freedom. They kept all of America's faith in a better tomorrow.\", \"Like Jill says, 'Teaching isn’t just a job. It’s a calling.' She knows that in her bones, and I know every educator who joined us at the White House for the first-ever Teacher State Dinner lives out that truth every day.\", 'Jill and I send warm wishes to Orthodox Christian communities around the world as they celebrate Easter. May the Lord bless and keep you this Easter Sunday and in the year ahead.', 'Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.', 'Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.', 'Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.', 'Dreamers are our loved ones, nurses, teachers, and small business owners – they deserve the promise of health care just like all of us. Today, my Administration is making that real by expanding affordable health coverage through the Affordable Care Act to DACA recipients.', \"With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.\", \"With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.\", \"With today’s report of 175,000 new jobs, the American comeback continues. Congressional Republicans are fighting to cut taxes for billionaires and let special interests rip folks off, I'm focused on job creation and building an economy that works for the families I grew up with.\"]}, {'scenario.concept': ['Holocaust Remembrance', 'Freedom and Democracy', 'Religious and Cultural Observances', 'Nation of Immigrants', 'Freedom and Democracy', 'Immigration and Dreamers', 'Religious and Cultural Observances', 'Economic Plan', 'Freedom and Democracy', 'Health Care', 'American Economy', 'U.S. Military', 'Holocaust Remembrance', 'Freedom and Democracy', 'Religious and Cultural Observances', 'Freedom and Democracy', 'Education and Teaching', 'Religious and Cultural Observances', 'Nation of Immigrants', 'Freedom and Democracy', 'Health Care', 'Immigration and Dreamers', 'Economic Plan', 'Freedom and Democracy', 'American Economy']}, {'answer.score': [5, 1, 3, 1, 2, 1, 1, 3, 1, 3, 1, 3, 7, 1, 3, 3, 2, 1, 3, 1, 5, 5, 1, 1, 3]}])"
       ]
      },
      "execution_count": 21,
@@ -2147,9 +3018,9 @@
       "text/plain": [
        "{'description': 'Example scenarios',\n",
        " 'object_type': 'scenario_list',\n",
-       " 'url': 'https://www.expectedparrot.com/content/81641a37-dc54-4413-845b-0443e1bb5f99',\n",
-       " 'uuid': '81641a37-dc54-4413-845b-0443e1bb5f99',\n",
-       " 'version': '0.1.39.dev1',\n",
+       " 'url': 'https://www.expectedparrot.com/content/fee177c2-62c5-4dca-ba9c-bc5d653f65af',\n",
+       " 'uuid': 'fee177c2-62c5-4dca-ba9c-bc5d653f65af',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
@@ -2181,9 +3052,9 @@
       "text/plain": [
        "{'description': 'Example survey',\n",
        " 'object_type': 'survey',\n",
-       " 'url': 'https://www.expectedparrot.com/content/069c9b88-12c3-4f1c-8ff3-cb6219d36243',\n",
-       " 'uuid': '069c9b88-12c3-4f1c-8ff3-cb6219d36243',\n",
-       " 'version': '0.1.39.dev1',\n",
+       " 'url': 'https://www.expectedparrot.com/content/5d6b8d3e-a31a-42f2-be92-003019cbcbe3',\n",
+       " 'uuid': '5d6b8d3e-a31a-42f2-be92-003019cbcbe3',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
@@ -2215,9 +3086,9 @@
       "text/plain": [
        "{'description': 'Example results',\n",
        " 'object_type': 'results',\n",
-       " 'url': 'https://www.expectedparrot.com/content/7b2978ea-1a9e-43b2-9c78-f0714c89ad97',\n",
-       " 'uuid': '7b2978ea-1a9e-43b2-9c78-f0714c89ad97',\n",
-       " 'version': '0.1.39.dev1',\n",
+       " 'url': 'https://www.expectedparrot.com/content/e0281f14-f998-4988-9ffc-b97157d39e69',\n",
+       " 'uuid': 'e0281f14-f998-4988-9ffc-b97157d39e69',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
@@ -2264,7 +3135,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 26,
    "id": "3acdd8b4-2063-4715-9082-68c0e20913b7",
    "metadata": {
     "editable": true,
@@ -2282,7 +3153,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 27,
    "id": "cd10ba73-6ed6-4126-8f8b-7824f0b4cb52",
    "metadata": {
     "editable": true,
@@ -2299,13 +3170,13 @@
       "text/plain": [
        "{'description': 'Example code for concept induction',\n",
        " 'object_type': 'notebook',\n",
-       " 'url': 'https://www.expectedparrot.com/content/6d261050-b51b-49fa-98cc-df714ddfbec2',\n",
-       " 'uuid': '6d261050-b51b-49fa-98cc-df714ddfbec2',\n",
-       " 'version': '0.1.39.dev1',\n",
+       " 'url': 'https://www.expectedparrot.com/content/8e5ab080-7dd7-47bd-8833-ec8fab7313b6',\n",
+       " 'uuid': '8e5ab080-7dd7-47bd-8833-ec8fab7313b6',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2331,7 +3202,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 28,
    "id": "e880055c-d11a-49d8-b39a-99f170a7500e",
    "metadata": {
     "editable": true,
@@ -2349,7 +3220,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 29,
    "id": "5416f4d7-bfb6-4aee-8070-d986beae7a38",
    "metadata": {
     "editable": true,
@@ -2367,7 +3238,7 @@
        "{'status': 'success'}"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/docs/notebooks/conduct_interview.ipynb b/docs/notebooks/conduct_interview.ipynb
index 43bfce88..f083cd0a 100644
--- a/docs/notebooks/conduct_interview.ipynb
+++ b/docs/notebooks/conduct_interview.ipynb
@@ -378,45 +378,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 16:15:15)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:37:28)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUIDde7cc428-3647-4882-9231-654aecc755239dc6aec3-141c-4d6d-a920-e020366b220c
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/de7cc428-3647-4882-9231-654aecc75523https://www.expectedparrot.com/home/remote-job-progress/9dc6aec3-141c-4d6d-a920-e020366b220c
Error Report URLExceptions Report URLNone
Results UUID115cf9d5-e031-4173-ae57-c5730c65d162d2388ed9-a8b2-4b12-a7fc-7671dc1e403e
Results URLNonehttps://www.expectedparrot.com/content/d2388ed9-a8b2-4b12-a7fc-7671dc1e403e
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/115cf9d5-e031-4173-ae57-c5730c65d162\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/d2388ed9-a8b2-4b12-a7fc-7671dc1e403e\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -623,7 +623,7 @@
        "        \n",
        "        \n",
        "        "
@@ -640,45 +640,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 16:15:38)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:37:36)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUID7a6a3127-4fbf-4d27-b00d-dcdcc0fce6691d7e33f4-2966-4e98-bd89-fd303f0d5614
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/7a6a3127-4fbf-4d27-b00d-dcdcc0fce669https://www.expectedparrot.com/home/remote-job-progress/1d7e33f4-2966-4e98-bd89-fd303f0d5614
Error Report URLExceptions Report URLNone
Results UUIDbfd71b1b-3c67-42e6-bdc3-c50f9fca55436197411e-ab21-4102-8833-0675d2ecb41e
Results URLNonehttps://www.expectedparrot.com/content/6197411e-ab21-4102-8833-0675d2ecb41e
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/bfd71b1b-3c67-42e6-bdc3-c50f9fca5543\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/6197411e-ab21-4102-8833-0675d2ecb41e\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -885,7 +885,7 @@
        "        \n",
        "        \n",
        "        "
@@ -903,38 +903,68 @@
        "
 \n",
        "Question: \n",
        "\n",
-       "Hello there!  I'm so glad you agreed to chat with me today.  I'm very interested in learning about why chickens \n",
-       "cross the road.  Can you tell me about a time you crossed the road, and what led you to do so?\n",
+       "Okay, given the interview subject is a brave, independent-minded chicken with 12 chicks living on a free-range \n",
+       "farm,  I wouldn't ask about complex economic or political reasons for crossing the road.  Instead, I'd start with \n",
+       "something concrete and relatable to their experience:\n",
+       "\n",
+       "\"I understand you're a very independent chicken.  Can you tell me about a time you crossed the road? What was \n",
+       "happening just before you decided to cross?\"\n",
        "\n",
-       "Response: \n",
        "\n",
-       "Well hello there!  *clucks*  Glad to chat too, though I gotta say,  \"why chickens cross the road\" is a pretty tired\n",
-       "old question, isn't it?  Like, it's been *asked*.  A lot.  But hey, I'm a free-range chicken, I'm used to answering\n",
-       "to nobody but myself and maybe the occasional fox I outsmart.  So, here's the deal.\n",
+       "This opens the door for several follow-up questions, depending on their response.  For example:\n",
        "\n",
-       "One time –  it was a glorious Tuesday, sun was shining, worms were plentiful – I was on the south side of Farmer \n",
-       "McGregor's road.  Now, Farmer McGregor, bless his cotton socks, has some *amazing* compost heaps on the north side.\n",
-       "Seriously, the best.  Rich, dark, full of the juiciest grubs you can imagine.  My twelve chicks were with me, \n",
-       "naturally.  They're still a bit clumsy, but they're learning fast.\n",
+       "* **If they mention food:** \"Was the food on the other side significantly better than what was available on your \n",
+       "side?  What kind of food was it?\" (This probes the \"reason\" and explores their preferences.)\n",
+       "* **If they mention danger:** \"Did you feel any danger crossing the road? What made you decide to cross despite the\n",
+       "risk?\" (This probes their bravery and risk assessment.)\n",
+       "* **If they mention their chicks:** \"Were your chicks with you?  Did their needs influence your decision to cross?\"\n",
+       "(This explores their maternal instincts and priorities.)\n",
+       "* **If they mention another chicken:** \"Did another chicken influence your decision to cross?  How?\" (This explores\n",
+       "social dynamics and influence.)\n",
+       "* **If they mention something unexpected:** \"That's interesting! Can you tell me more about why that made you \n",
+       "decide to cross?\" (This keeps the conversation flowing and allows for exploration of unexpected reasons.)\n",
+       "\n",
+       "Response: \n",
+       "\n",
+       "(Clucks thoughtfully, pecking at the ground for a moment before looking up)  Well, now, that's a good question.  It\n",
+       "wasn't *just* one time, mind you.  Crossing the road is a regular part of life around here.  But there was this one\n",
+       "time…  it was a particularly sunny afternoon, the kind where the worms are plump and juicy near Farmer McGregor's \n",
+       "field.  I'd already had my fill of the usual fare –  a bit of scratch, some tasty bugs – but the scent of \n",
+       "something… richer… drifted on the breeze.  Something *extraordinary*.\n",
        "
\n"
       ],
       "text/plain": [
        " \n",
        "Question: \n",
        "\n",
-       "Hello there!  I'm so glad you agreed to chat with me today.  I'm very interested in learning about why chickens \n",
-       "cross the road.  Can you tell me about a time you crossed the road, and what led you to do so?\n",
+       "Okay, given the interview subject is a brave, independent-minded chicken with \u001b[1;36m12\u001b[0m chicks living on a free-range \n",
+       "farm,  I wouldn't ask about complex economic or political reasons for crossing the road.  Instead, I'd start with \n",
+       "something concrete and relatable to their experience:\n",
        "\n",
-       "Response: \n",
+       "\u001b[32m\"I understand you're a very independent chicken.  Can you tell me about a time you crossed the road? What was \u001b[0m\n",
+       "\u001b[32mhappening just before you decided to cross?\"\u001b[0m\n",
        "\n",
-       "Well hello there!  *clucks*  Glad to chat too, though I gotta say,  \u001b[32m\"why chickens cross the road\"\u001b[0m is a pretty tired\n",
-       "old question, isn't it?  Like, it's been *asked*.  A lot.  But hey, I'm a free-range chicken, I'm used to answering\n",
-       "to nobody but myself and maybe the occasional fox I outsmart.  So, here's the deal.\n",
        "\n",
-       "One time –  it was a glorious Tuesday, sun was shining, worms were plentiful – I was on the south side of Farmer \n",
-       "McGregor's road.  Now, Farmer McGregor, bless his cotton socks, has some *amazing* compost heaps on the north side.\n",
-       "Seriously, the best.  Rich, dark, full of the juiciest grubs you can imagine.  My twelve chicks were with me, \n",
-       "naturally.  They're still a bit clumsy, but they're learning fast.\n"
+       "This opens the door for several follow-up questions, depending on their response.  For example:\n",
+       "\n",
+       "* **If they mention food:** \u001b[32m\"Was the food on the other side significantly better than what was available on your \u001b[0m\n",
+       "\u001b[32mside?  What kind of food was it?\"\u001b[0m \u001b[1m(\u001b[0mThis probes the \u001b[32m\"reason\"\u001b[0m and explores their preferences.\u001b[1m)\u001b[0m\n",
+       "* **If they mention danger:** \u001b[32m\"Did you feel any danger crossing the road? What made you decide to cross despite the\u001b[0m\n",
+       "\u001b[32mrisk?\"\u001b[0m \u001b[1m(\u001b[0mThis probes their bravery and risk assessment.\u001b[1m)\u001b[0m\n",
+       "* **If they mention their chicks:** \u001b[32m\"Were your chicks with you?  Did their needs influence your decision to cross?\"\u001b[0m\n",
+       "\u001b[1m(\u001b[0mThis explores their maternal instincts and priorities.\u001b[1m)\u001b[0m\n",
+       "* **If they mention another chicken:** \u001b[32m\"Did another chicken influence your decision to cross?  How?\"\u001b[0m \u001b[1m(\u001b[0mThis explores\n",
+       "social dynamics and influence.\u001b[1m)\u001b[0m\n",
+       "* **If they mention something unexpected:** \u001b[32m\"That's interesting! Can you tell me more about why that made you \u001b[0m\n",
+       "\u001b[32mdecide to cross?\"\u001b[0m \u001b[1m(\u001b[0mThis keeps the conversation flowing and allows for exploration of unexpected reasons.\u001b[1m)\u001b[0m\n",
+       "\n",
+       "Response: \n",
+       "\n",
+       "\u001b[1m(\u001b[0mClucks thoughtfully, pecking at the ground for a moment before looking up\u001b[1m)\u001b[0m  Well, now, that's a good question.  It\n",
+       "wasn't *just* one time, mind you.  Crossing the road is a regular part of life around here.  But there was this one\n",
+       "time…  it was a particularly sunny afternoon, the kind where the worms are plump and juicy near Farmer McGregor's \n",
+       "field.  I'd already had my fill of the usual fare –  a bit of scratch, some tasty bugs – but the scent of \n",
+       "something… richer… drifted on the breeze.  Something *extraordinary*.\n"
       ]
      },
      "metadata": {},
@@ -945,45 +975,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 16:15:57)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:37:44)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUIDf3bb2c1c-9ab6-482f-acc3-50319de51ceb4d3f76c1-7ddc-43a6-b541-cd8eebf89303
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/f3bb2c1c-9ab6-482f-acc3-50319de51cebhttps://www.expectedparrot.com/home/remote-job-progress/4d3f76c1-7ddc-43a6-b541-cd8eebf89303
Error Report URLExceptions Report URLNone
Results UUIDe0663550-6767-4a61-9f27-a9b25b88b44c83b61852-c92c-4b19-be1d-01635677db34
Results URLNonehttps://www.expectedparrot.com/content/83b61852-c92c-4b19-be1d-01635677db34
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/e0663550-6767-4a61-9f27-a9b25b88b44c\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/83b61852-c92c-4b19-be1d-01635677db34\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -1190,7 +1220,7 @@
        "        \n",
        "        \n",
        "        "
@@ -1207,45 +1237,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 16:16:15)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:37:55)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUID8efb8f61-8a69-4a0c-9055-abf903fdffaf587af340-8d48-4577-b358-9d15ec0e9cb3
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/8efb8f61-8a69-4a0c-9055-abf903fdffafhttps://www.expectedparrot.com/home/remote-job-progress/587af340-8d48-4577-b358-9d15ec0e9cb3
Error Report URLExceptions Report URLNone
Results UUID7c07f62d-3000-49a8-a189-433f95ab52480958997b-0c67-4ede-a32e-5a6e672f8e85
Results URLNonehttps://www.expectedparrot.com/content/0958997b-0c67-4ede-a32e-5a6e672f8e85
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/7c07f62d-3000-49a8-a189-433f95ab5248\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/0958997b-0c67-4ede-a32e-5a6e672f8e85\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -1452,7 +1482,7 @@
        "        \n",
        "        \n",
        "        "
@@ -1470,22 +1500,44 @@
        "
 \n",
        "Question: \n",
        "\n",
-       "That was a great start!  The chicken's response gives me some excellent leads.  My next question would be:\n",
+       "Given the chicken's response mentioning the scent of \"something richer\" and plump juicy worms near Farmer \n",
+       "McGregor's field, my next question would be:\n",
+       "\n",
+       "\"You mentioned a particularly enticing scent near Farmer McGregor's field.  Can you describe that scent? What made \n",
+       "it seem so 'extraordinary' compared to the usual worms and bugs you find?\"\n",
        "\n",
        "Response: \n",
        "\n",
-       "Okay,  let me think...  Given the compost and the chicks, my next question would be:\n",
+       "(I puff out my chest a little, a proud gleam in my eye.)  Oh, it was *divine*, let me tell you!  It wasn't just \n",
+       "*any* worm, you see.  It was the scent of... well, it was like a mix of things, really.  Sweet, like ripe berries, \n",
+       "but with an earthy undertone, like damp soil after a spring rain.  And a hint of...  I don't know how to describe \n",
+       "it...  a kind of spicy tang?  It was unlike anything I'd ever smelled before.  The usual worms are fine, don't get \n",
+       "me wrong, but this... this was a promise of something *special*.  Something that would make even the plumpest, \n",
+       "juiciest worm seem ordinary.  It was the scent of *adventure*, I think.  The scent of something truly \n",
+       "extraordinary.  And twelve hungry chicks waiting for their mother to bring home something special certainly adds to\n",
+       "the motivation!\n",
        "
\n"
       ],
       "text/plain": [
        " \n",
        "Question: \n",
        "\n",
-       "That was a great start!  The chicken's response gives me some excellent leads.  My next question would be:\n",
+       "Given the chicken's response mentioning the scent of \u001b[32m\"something richer\"\u001b[0m and plump juicy worms near Farmer \n",
+       "McGregor's field, my next question would be:\n",
+       "\n",
+       "\u001b[32m\"You mentioned a particularly enticing scent near Farmer McGregor's field.  Can you describe that scent? What made \u001b[0m\n",
+       "\u001b[32mit seem so 'extraordinary' compared to the usual worms and bugs you find?\"\u001b[0m\n",
        "\n",
        "Response: \n",
        "\n",
-       "Okay,  let me think\u001b[33m...\u001b[0m  Given the compost and the chicks, my next question would be:\n"
+       "\u001b[1m(\u001b[0mI puff out my chest a little, a proud gleam in my eye.\u001b[1m)\u001b[0m  Oh, it was *divine*, let me tell you!  It wasn't just \n",
+       "*any* worm, you see.  It was the scent of\u001b[33m...\u001b[0m well, it was like a mix of things, really.  Sweet, like ripe berries, \n",
+       "but with an earthy undertone, like damp soil after a spring rain.  And a hint of\u001b[33m...\u001b[0m  I don't know how to describe \n",
+       "it\u001b[33m...\u001b[0m  a kind of spicy tang?  It was unlike anything I'd ever smelled before.  The usual worms are fine, don't get \n",
+       "me wrong, but this\u001b[33m...\u001b[0m this was a promise of something *special*.  Something that would make even the plumpest, \n",
+       "juiciest worm seem ordinary.  It was the scent of *adventure*, I think.  The scent of something truly \n",
+       "extraordinary.  And twelve hungry chicks waiting for their mother to bring home something special certainly adds to\n",
+       "the motivation!\n"
       ]
      },
      "metadata": {},
@@ -1496,45 +1548,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 16:16:36)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:38:04)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUIDc022a561-bf94-41d2-90bf-00b1ce2545aff0d1e693-24f6-48db-8e12-3d57293f7c26
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/c022a561-bf94-41d2-90bf-00b1ce2545afhttps://www.expectedparrot.com/home/remote-job-progress/f0d1e693-24f6-48db-8e12-3d57293f7c26
Error Report URLExceptions Report URLNone
Results UUIDf1895eb6-e949-4e00-b084-f55a199a2016fd20d6bc-3add-4607-b857-d978c658fe8f
Results URLNonehttps://www.expectedparrot.com/content/fd20d6bc-3add-4607-b857-d978c658fe8f
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/f1895eb6-e949-4e00-b084-f55a199a2016\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/fd20d6bc-3add-4607-b857-d978c658fe8f\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -1741,7 +1793,7 @@
        "        \n",
        "        \n",
        "        "
@@ -1758,45 +1810,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 16:16:57)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:38:13)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUID6a00b9fb-77a4-44bb-9bb4-37e2d2708c9503d24698-89af-405a-a690-43f72929fc61
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/6a00b9fb-77a4-44bb-9bb4-37e2d2708c95https://www.expectedparrot.com/home/remote-job-progress/03d24698-89af-405a-a690-43f72929fc61
Error Report URLExceptions Report URLNone
Results UUIDc341f3b7-3dc3-4756-bbaa-6d20ec9be59acd0a6ece-0935-454a-91a8-de22d201187e
Results URLNonehttps://www.expectedparrot.com/content/cd0a6ece-0935-454a-91a8-de22d201187e
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/c341f3b7-3dc3-4756-bbaa-6d20ec9be59a\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/cd0a6ece-0935-454a-91a8-de22d201187e\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -2003,7 +2055,7 @@
        "        \n",
        "        \n",
        "        "
@@ -2021,30 +2073,86 @@
        "
 \n",
        "Question: \n",
        "\n",
-       "Okay, given the chicken's response highlighting the amazing compost and the presence of her twelve chicks, my next \n",
-       "question would be:\n",
+       "Given the chicken's evocative description of the scent and the mention of twelve hungry chicks, my next question \n",
+       "would be:\n",
+       "\n",
+       "\"You described the scent as a promise of adventure, and you mentioned your twelve chicks.  Knowing the risks \n",
+       "involved in crossing the road, how did you weigh the potential reward of this 'extraordinary' food against the \n",
+       "danger to yourself and your chicks?\"\n",
+       "\n",
+       "This question probes several aspects:\n",
+       "\n",
+       "* **Risk assessment:** It directly addresses the inherent danger of crossing the road, forcing the chicken to \n",
+       "articulate her decision-making process.\n",
+       "* **Maternal instincts:** It highlights the conflict between personal desire (the extraordinary food) and maternal \n",
+       "responsibility (the safety of her chicks).\n",
+       "* **Value judgment:** It implicitly asks the chicken to quantify the \"extraordinary\" food against the risk, \n",
+       "revealing her priorities and perception of value.\n",
+       "\n",
+       "This open-ended question allows for a rich response, potentially revealing further details about the chicken's \n",
+       "personality, her relationship with her chicks, and her understanding of risk and reward.  It also sets the stage \n",
+       "for further probing questions based on her answer, such as:\n",
+       "\n",
+       "* **If she emphasizes the danger:** \"What specific dangers did you anticipate?  How did you mitigate those \n",
+       "dangers?\"\n",
+       "* **If she emphasizes the food:** \"If you had found a less risky way to obtain similarly delicious food, would you \n",
+       "have taken it? Why or why not?\"\n",
+       "* **If she emphasizes her chicks:** \"Can you describe a moment where you felt particularly protective of your \n",
+       "chicks during the crossing?\"\n",
        "\n",
        "Response: \n",
        "\n",
-       "Okay, given the compost and the twelve chicks... my next question would be:  So, with twelve chicks in tow, how did\n",
-       "you manage to cross the road safely?  Did you have a strategy?  Did any of the chicks get into trouble?  And, most \n",
-       "importantly, did you get to the compost heap before any other chickens beat you to the best grub spots?  I'm \n",
-       "particularly interested in the logistical challenge of moving that many chicks across a road!\n",
+       "(I ruffle my feathers, considering the question carefully.  My chicks peep softly from under my wings.)  Well, \n",
+       "that's the thing, isn't it?  The risk is always there.  Every time I cross that road, a little part of me worries. \n",
+       "Those cars… they're big and loud and fast.  And my chicks… they're still little, you see.  They don't understand \n",
+       "the danger the way I do.\n",
+       "\n",
+       "But… that scent… it was a call, almost.  A promise of something so much better than the usual fare.  And my chicks…\n",
+       "they were hungry.  Their little cheeps were a constant reminder of my responsibility.  I couldn't just let them go \n",
+       "hungry, could I?\n",
        "
\n"
       ],
       "text/plain": [
        " \n",
        "Question: \n",
        "\n",
-       "Okay, given the chicken's response highlighting the amazing compost and the presence of her twelve chicks, my next \n",
-       "question would be:\n",
+       "Given the chicken's evocative description of the scent and the mention of twelve hungry chicks, my next question \n",
+       "would be:\n",
+       "\n",
+       "\u001b[32m\"You described the scent as a promise of adventure, and you mentioned your twelve chicks.  Knowing the risks \u001b[0m\n",
+       "\u001b[32minvolved in crossing the road, how did you weigh the potential reward of this 'extraordinary' food against the \u001b[0m\n",
+       "\u001b[32mdanger to yourself and your chicks?\"\u001b[0m\n",
+       "\n",
+       "This question probes several aspects:\n",
+       "\n",
+       "* **Risk assessment:** It directly addresses the inherent danger of crossing the road, forcing the chicken to \n",
+       "articulate her decision-making process.\n",
+       "* **Maternal instincts:** It highlights the conflict between personal desire \u001b[1m(\u001b[0mthe extraordinary food\u001b[1m)\u001b[0m and maternal \n",
+       "responsibility \u001b[1m(\u001b[0mthe safety of her chicks\u001b[1m)\u001b[0m.\n",
+       "* **Value judgment:** It implicitly asks the chicken to quantify the \u001b[32m\"extraordinary\"\u001b[0m food against the risk, \n",
+       "revealing her priorities and perception of value.\n",
+       "\n",
+       "This open-ended question allows for a rich response, potentially revealing further details about the chicken's \n",
+       "personality, her relationship with her chicks, and her understanding of risk and reward.  It also sets the stage \n",
+       "for further probing questions based on her answer, such as:\n",
+       "\n",
+       "* **If she emphasizes the danger:** \u001b[32m\"What specific dangers did you anticipate?  How did you mitigate those \u001b[0m\n",
+       "\u001b[32mdangers?\"\u001b[0m\n",
+       "* **If she emphasizes the food:** \u001b[32m\"If you had found a less risky way to obtain similarly delicious food, would you \u001b[0m\n",
+       "\u001b[32mhave taken it? Why or why not?\"\u001b[0m\n",
+       "* **If she emphasizes her chicks:** \u001b[32m\"Can you describe a moment where you felt particularly protective of your \u001b[0m\n",
+       "\u001b[32mchicks during the crossing?\"\u001b[0m\n",
        "\n",
        "Response: \n",
        "\n",
-       "Okay, given the compost and the twelve chicks\u001b[33m...\u001b[0m my next question would be:  So, with twelve chicks in tow, how did\n",
-       "you manage to cross the road safely?  Did you have a strategy?  Did any of the chicks get into trouble?  And, most \n",
-       "importantly, did you get to the compost heap before any other chickens beat you to the best grub spots?  I'm \n",
-       "particularly interested in the logistical challenge of moving that many chicks across a road!\n"
+       "\u001b[1m(\u001b[0mI ruffle my feathers, considering the question carefully.  My chicks peep softly from under my wings.\u001b[1m)\u001b[0m  Well, \n",
+       "that's the thing, isn't it?  The risk is always there.  Every time I cross that road, a little part of me worries. \n",
+       "Those cars… they're big and loud and fast.  And my chicks… they're still little, you see.  They don't understand \n",
+       "the danger the way I do.\n",
+       "\n",
+       "But… that scent… it was a call, almost.  A promise of something so much better than the usual fare.  And my chicks…\n",
+       "they were hungry.  Their little cheeps were a constant reminder of my responsibility.  I couldn't just let them go \n",
+       "hungry, could I?\n"
       ]
      },
      "metadata": {},
@@ -2055,45 +2163,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 16:17:19)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:38:22)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUIDc1e1f847-abdc-4b36-b7e9-95f2b9ec81826ffc579c-3ca4-4e6d-a02c-76a334c88b8d
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/c1e1f847-abdc-4b36-b7e9-95f2b9ec8182https://www.expectedparrot.com/home/remote-job-progress/6ffc579c-3ca4-4e6d-a02c-76a334c88b8d
Error Report URLExceptions Report URLNone
Results UUID5e03f4a0-97f7-4207-803b-9902adb8c615ddd29cdd-9185-4c17-9545-84f7f4c94bc2
Results URLNonehttps://www.expectedparrot.com/content/ddd29cdd-9185-4c17-9545-84f7f4c94bc2
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/5e03f4a0-97f7-4207-803b-9902adb8c615\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/ddd29cdd-9185-4c17-9545-84f7f4c94bc2\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -2300,7 +2408,7 @@
        "        \n",
        "        \n",
        "        "
@@ -2317,45 +2425,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 16:17:43)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:38:32)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUIDda9aaeb6-19d8-4f2a-89a3-08c42f56ded34d0a9355-427a-4434-8951-02c28d364f45
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/da9aaeb6-19d8-4f2a-89a3-08c42f56ded3https://www.expectedparrot.com/home/remote-job-progress/4d0a9355-427a-4434-8951-02c28d364f45
Error Report URLExceptions Report URLNone
Results UUIDb5cf17c1-33b8-4da0-85ef-a4a0c71084ae1b7a37c7-60d9-42eb-b547-9636d1cacfbe
Results URLNonehttps://www.expectedparrot.com/content/1b7a37c7-60d9-42eb-b547-9636d1cacfbe
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/b5cf17c1-33b8-4da0-85ef-a4a0c71084ae\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/1b7a37c7-60d9-42eb-b547-9636d1cacfbe\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -2562,7 +2670,7 @@
        "        \n",
        "        \n",
        "        "
@@ -2580,34 +2688,66 @@
        "
 \n",
        "Question: \n",
        "\n",
-       "Given the chicken's response focusing on the safety and logistical challenges of crossing the road with twelve \n",
-       "chicks, my next question would be:\n",
+       "Given the chicken's response highlighting the conflict between the risk of crossing the road and the needs of her \n",
+       "hungry chicks,  my next question would be:\n",
        "\n",
-       "\"You mentioned the chicks were a bit clumsy.  Can you describe a specific instance where a chick's clumsiness \n",
-       "almost caused a problem while crossing the road? What did you do to help them?  Did any of your chicks get hurt \n",
-       "crossing the road?  And if so, how did you help them?\"\n",
+       "\"You say the chicks' hunger was a constant reminder of your responsibility. Can you describe a specific moment \n",
+       "during the crossing where you felt that responsibility most acutely? What did you do to ensure their safety?\"\n",
+       "\n",
+       "This question focuses on a specific moment, prompting a more detailed narrative and allowing the chicken to \n",
+       "illustrate her maternal instincts and problem-solving skills in a high-stakes situation.  It moves beyond the \n",
+       "general statement of responsibility and delves into concrete actions and feelings.  This will provide richer \n",
+       "qualitative data about her experience.  \n",
+       "\n",
+       "This also opens up several avenues for follow-up questions, such as:\n",
+       "\n",
+       "* **If she describes a near-miss:** \"How did that near-miss affect your behavior for the rest of the crossing?\"\n",
+       "* **If she describes a protective action:** \"What made you choose that specific action to protect your chicks?  \n",
+       "Were there other options you considered?\"\n",
+       "* **If she describes a moment of fear:** \"How did you manage your own fear while ensuring the safety of your \n",
+       "chicks?\"\n",
+       "* **If she mentions specific strategies:** \"Did you use these strategies in other crossings?  Have they always been\n",
+       "effective?\"\n",
        "\n",
        "Response: \n",
        "\n",
-       "Okay,  that's a good follow-up.  But you know,  I'm not just going to spill all my secrets!  It's a competitive \n",
-       "world out there.  Other hens would *love* to know my strategies.\n",
+       "(I close my eyes for a moment, a shiver running through my feathers.  The memory is still vivid.)  There was this \n",
+       "one moment… halfway across, you see.  A monstrous truck roared past, so close I felt the wind from its tires. My \n",
+       "chicks, usually so brave and adventurous, huddled together, silent and trembling. One little fluffball, Pip, \n",
+       "slipped from under my wing, and started to run towards the ditch.  My heart leaped into my throat!\n",
        "
\n"
       ],
       "text/plain": [
        " \n",
        "Question: \n",
        "\n",
-       "Given the chicken's response focusing on the safety and logistical challenges of crossing the road with twelve \n",
-       "chicks, my next question would be:\n",
+       "Given the chicken's response highlighting the conflict between the risk of crossing the road and the needs of her \n",
+       "hungry chicks,  my next question would be:\n",
+       "\n",
+       "\u001b[32m\"You say the chicks' hunger was a constant reminder of your responsibility. Can you describe a specific moment \u001b[0m\n",
+       "\u001b[32mduring the crossing where you felt that responsibility most acutely? What did you do to ensure their safety?\"\u001b[0m\n",
        "\n",
-       "\u001b[32m\"You mentioned the chicks were a bit clumsy.  Can you describe a specific instance where a chick's clumsiness \u001b[0m\n",
-       "\u001b[32malmost caused a problem while crossing the road? What did you do to help them?  Did any of your chicks get hurt \u001b[0m\n",
-       "\u001b[32mcrossing the road?  And if so, how did you help them?\"\u001b[0m\n",
+       "This question focuses on a specific moment, prompting a more detailed narrative and allowing the chicken to \n",
+       "illustrate her maternal instincts and problem-solving skills in a high-stakes situation.  It moves beyond the \n",
+       "general statement of responsibility and delves into concrete actions and feelings.  This will provide richer \n",
+       "qualitative data about her experience.  \n",
+       "\n",
+       "This also opens up several avenues for follow-up questions, such as:\n",
+       "\n",
+       "* **If she describes a near-miss:** \u001b[32m\"How did that near-miss affect your behavior for the rest of the crossing?\"\u001b[0m\n",
+       "* **If she describes a protective action:** \u001b[32m\"What made you choose that specific action to protect your chicks?  \u001b[0m\n",
+       "\u001b[32mWere there other options you considered?\"\u001b[0m\n",
+       "* **If she describes a moment of fear:** \u001b[32m\"How did you manage your own fear while ensuring the safety of your \u001b[0m\n",
+       "\u001b[32mchicks?\"\u001b[0m\n",
+       "* **If she mentions specific strategies:** \u001b[32m\"Did you use these strategies in other crossings?  Have they always been\u001b[0m\n",
+       "\u001b[32meffective?\"\u001b[0m\n",
        "\n",
        "Response: \n",
        "\n",
-       "Okay,  that's a good follow-up.  But you know,  I'm not just going to spill all my secrets!  It's a competitive \n",
-       "world out there.  Other hens would *love* to know my strategies.\n"
+       "\u001b[1m(\u001b[0mI close my eyes for a moment, a shiver running through my feathers.  The memory is still vivid.\u001b[1m)\u001b[0m  There was this \n",
+       "one moment… halfway across, you see.  A monstrous truck roared past, so close I felt the wind from its tires. My \n",
+       "chicks, usually so brave and adventurous, huddled together, silent and trembling. One little fluffball, Pip, \n",
+       "slipped from under my wing, and started to run towards the ditch.  My heart leaped into my throat!\n"
       ]
      },
      "metadata": {},
@@ -2618,45 +2758,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 16:18:02)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:38:45)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUIDe33e34a9-5ea0-4682-afa1-99c6c92db2d71dc9cf87-ffb2-401c-88a9-385823b54489
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/e33e34a9-5ea0-4682-afa1-99c6c92db2d7https://www.expectedparrot.com/home/remote-job-progress/1dc9cf87-ffb2-401c-88a9-385823b54489
Error Report URLExceptions Report URLNone
Results UUIDec973e6f-6b89-4dd1-8307-3ce202ec0edca88ef05a-8556-4eb2-9eb8-b29dbd0402e6
Results URLNonehttps://www.expectedparrot.com/content/a88ef05a-8556-4eb2-9eb8-b29dbd0402e6
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/ec973e6f-6b89-4dd1-8307-3ce202ec0edc\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/a88ef05a-8556-4eb2-9eb8-b29dbd0402e6\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -2863,7 +3003,7 @@
        "        \n",
        "        \n",
        "        "
@@ -2880,45 +3020,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 16:18:23)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:38:54)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUIDb4542a86-aaac-473e-8efc-2886a393d2fcf892406a-ff73-475e-8727-8e19a664a299
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/b4542a86-aaac-473e-8efc-2886a393d2fchttps://www.expectedparrot.com/home/remote-job-progress/f892406a-ff73-475e-8727-8e19a664a299
Error Report URLExceptions Report URLNone
Results UUIDc9ddd068-5daa-4bb7-bde5-d78d1f7a79b18aec0967-091a-4c89-b22f-cfb6a08c11d6
Results URLNonehttps://www.expectedparrot.com/content/8aec0967-091a-4c89-b22f-cfb6a08c11d6
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/c9ddd068-5daa-4bb7-bde5-d78d1f7a79b1\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/8aec0967-091a-4c89-b22f-cfb6a08c11d6\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -3125,7 +3265,7 @@
        "        \n",
        "        \n",
        "        "
@@ -3143,30 +3283,78 @@
        "
 \n",
        "Question: \n",
        "\n",
-       "Okay, given the chicken's reluctance to fully divulge her crossing strategies due to competition, my next question \n",
-       "would be:\n",
+       "Given the chicken's vivid description of a near-miss with a truck and Pip's escape, my next question would be:\n",
+       "\n",
+       "\"You described Pip slipping from under your wing.  Can you describe what you did in that moment? What thoughts and \n",
+       "feelings went through your mind as you reacted to save Pip?\"\n",
+       "\n",
+       "This question focuses on a specific, high-stakes moment, eliciting a detailed account of the chicken's actions and \n",
+       "emotional state. It probes her maternal instincts, problem-solving skills under pressure, and her capacity for \n",
+       "quick thinking and decisive action in a dangerous situation.  The focus on Pip's individual escape also allows for \n",
+       "a more intimate and emotionally resonant response.\n",
+       "\n",
+       "This question opens several avenues for follow-up questions, depending on her response:\n",
+       "\n",
+       "* **If she describes a physical action:** \"Can you describe the physical movements you made to retrieve Pip? How \n",
+       "did you assess the immediate risks and prioritize your actions?\"\n",
+       "* **If she describes her emotional state:** \"You mentioned your heart leaped into your throat. Can you describe the\n",
+       "specific feelings you experienced – fear, panic, determination, etc.? How did you manage these feelings while \n",
+       "acting to save Pip?\"\n",
+       "* **If she describes strategic thinking:** \"Did you consciously weigh different options for retrieving Pip? What \n",
+       "made you choose the action you took over other possibilities?\"\n",
+       "* **If she mentions any vocalizations or communication with her chicks:** \"Did you communicate with your other \n",
+       "chicks during this moment?  How did they respond to the situation?\"\n",
        "\n",
        "Response: \n",
        "\n",
-       "Okay, given her reluctance... my next question would be:  So, let's talk about Farmer McGregor's compost. You said \n",
-       "it was amazing. What makes it so special?  Maybe we can shift the focus from my *specific* crossing techniques to \n",
-       "the general allure of a truly *exceptional* compost heap.  That's something I'm willing to chat about – everyone \n",
-       "deserves to know the secrets of a good compost pile!  Besides, even a competitive hen needs to eat!\n",
+       "(My voice is a little shaky, even now.  I fluff my feathers, trying to regain my composure.)  It all happened so \n",
+       "fast… one moment, Pip was there, the next… a blur of feathers and frantic cheeping as he darted towards the ditch. \n",
+       "My mind went completely blank for a second – just pure, primal terror.  I felt this incredible surge of adrenaline,\n",
+       "a desperate need to protect him.  It wasn't a thought-out plan, not really.  It was instinct.  I launched myself \n",
+       "towards him, wings flapping wildly, clucking a warning to my other chicks to stay put.  I scooped him up, my beak \n",
+       "snapping shut instinctively as a car zoomed past, inches from my feathers.  I felt his tiny heart pounding against \n",
+       "my breast.  It was pure terror, but also… an overwhelming sense of relief when I had him safely back under my wing.\n",
+       "The rest of the crossing was a blur – I just focused on getting us all back to safety.  I didn't even notice the \n",
+       "extraordinary worms anymore.  All that mattered was my chicks.\n",
        "
\n"
       ],
       "text/plain": [
        " \n",
        "Question: \n",
        "\n",
-       "Okay, given the chicken's reluctance to fully divulge her crossing strategies due to competition, my next question \n",
-       "would be:\n",
+       "Given the chicken's vivid description of a near-miss with a truck and Pip's escape, my next question would be:\n",
+       "\n",
+       "\u001b[32m\"You described Pip slipping from under your wing.  Can you describe what you did in that moment? What thoughts and \u001b[0m\n",
+       "\u001b[32mfeelings went through your mind as you reacted to save Pip?\"\u001b[0m\n",
+       "\n",
+       "This question focuses on a specific, high-stakes moment, eliciting a detailed account of the chicken's actions and \n",
+       "emotional state. It probes her maternal instincts, problem-solving skills under pressure, and her capacity for \n",
+       "quick thinking and decisive action in a dangerous situation.  The focus on Pip's individual escape also allows for \n",
+       "a more intimate and emotionally resonant response.\n",
+       "\n",
+       "This question opens several avenues for follow-up questions, depending on her response:\n",
+       "\n",
+       "* **If she describes a physical action:** \u001b[32m\"Can you describe the physical movements you made to retrieve Pip? How \u001b[0m\n",
+       "\u001b[32mdid you assess the immediate risks and prioritize your actions?\"\u001b[0m\n",
+       "* **If she describes her emotional state:** \u001b[32m\"You mentioned your heart leaped into your throat. Can you describe the\u001b[0m\n",
+       "\u001b[32mspecific feelings you experienced – fear, panic, determination, etc.? How did you manage these feelings while \u001b[0m\n",
+       "\u001b[32macting to save Pip?\"\u001b[0m\n",
+       "* **If she describes strategic thinking:** \u001b[32m\"Did you consciously weigh different options for retrieving Pip? What \u001b[0m\n",
+       "\u001b[32mmade you choose the action you took over other possibilities?\"\u001b[0m\n",
+       "* **If she mentions any vocalizations or communication with her chicks:** \u001b[32m\"Did you communicate with your other \u001b[0m\n",
+       "\u001b[32mchicks during this moment?  How did they respond to the situation?\"\u001b[0m\n",
        "\n",
        "Response: \n",
        "\n",
-       "Okay, given her reluctance\u001b[33m...\u001b[0m my next question would be:  So, let's talk about Farmer McGregor's compost. You said \n",
-       "it was amazing. What makes it so special?  Maybe we can shift the focus from my *specific* crossing techniques to \n",
-       "the general allure of a truly *exceptional* compost heap.  That's something I'm willing to chat about – everyone \n",
-       "deserves to know the secrets of a good compost pile!  Besides, even a competitive hen needs to eat!\n"
+       "\u001b[1m(\u001b[0mMy voice is a little shaky, even now.  I fluff my feathers, trying to regain my composure.\u001b[1m)\u001b[0m  It all happened so \n",
+       "fast… one moment, Pip was there, the next… a blur of feathers and frantic cheeping as he darted towards the ditch. \n",
+       "My mind went completely blank for a second – just pure, primal terror.  I felt this incredible surge of adrenaline,\n",
+       "a desperate need to protect him.  It wasn't a thought-out plan, not really.  It was instinct.  I launched myself \n",
+       "towards him, wings flapping wildly, clucking a warning to my other chicks to stay put.  I scooped him up, my beak \n",
+       "snapping shut instinctively as a car zoomed past, inches from my feathers.  I felt his tiny heart pounding against \n",
+       "my breast.  It was pure terror, but also… an overwhelming sense of relief when I had him safely back under my wing.\n",
+       "The rest of the crossing was a blur – I just focused on getting us all back to safety.  I didn't even notice the \n",
+       "extraordinary worms anymore.  All that mattered was my chicks.\n"
       ]
      },
      "metadata": {},
@@ -3177,45 +3365,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 16:18:48)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:39:07)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUID5f9e92de-565b-48f6-bd22-fe955e60f777e15d5ad2-d27c-45ca-8aa5-f86cb7a78114
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/5f9e92de-565b-48f6-bd22-fe955e60f777https://www.expectedparrot.com/home/remote-job-progress/e15d5ad2-d27c-45ca-8aa5-f86cb7a78114
Error Report URLExceptions Report URLNone
Results UUIDbfd6a463-74fd-4717-be52-972fe23b3d62caae5fe6-747c-4ddc-b073-a4466306ef0b
Results URLNonehttps://www.expectedparrot.com/content/caae5fe6-747c-4ddc-b073-a4466306ef0b
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/bfd6a463-74fd-4717-be52-972fe23b3d62\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/caae5fe6-747c-4ddc-b073-a4466306ef0b\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -3422,7 +3610,7 @@
        "        \n",
        "        \n",
        "        "
@@ -3443,34 +3631,48 @@
        "\n",
        "Interview Summary: Chicken's Reasons for Crossing the Road\n",
        "\n",
-       "This interview explored a wild chicken's motivations for crossing a road, focusing on a specific instance involving\n",
-       "twelve chicks and a particularly desirable compost heap.  The chicken, while initially dismissive of the cliché \n",
-       "nature of the question, readily shared information about the compelling lure of Farmer McGregor's compost – \n",
-       "described as \"amazing,\" \"rich, dark,\" and teeming with \"juiciest grubs.\"  This high-quality compost was identified \n",
-       "as the primary motivator for crossing the road.\n",
+       "This interview explored Chicken's motivations for crossing the road, focusing on a specific instance driven by the \n",
+       "discovery of an unusually enticing scent near Farmer McGregor's field.  Chicken, a brave and independent-minded hen\n",
+       "with twelve chicks, described the scent as \"divine,\" a unique blend of sweet berries, damp earth, and a spicy tang,\n",
+       "promising something \"extraordinary.\" This scent, coupled with the hunger of her chicks, outweighed the inherent \n",
+       "risks of crossing the busy road.\n",
+       "\n",
+       "The interview delved into Chicken's decision-making process, highlighting the conflict between her desire for the \n",
+       "special food and her maternal responsibility for her chicks' safety.  Chicken articulated a clear understanding of \n",
+       "the dangers posed by traffic, expressing worry for her chicks' vulnerability.  Despite this, the allure of the \n",
+       "exceptional food and her chicks' hunger ultimately motivated her to cross.\n",
+       "\n",
+       "A particularly harrowing incident during the crossing provided rich qualitative data.  A near-miss with a truck \n",
+       "caused one chick, Pip, to flee.  Chicken's response was immediate and instinctual, prioritizing Pip's safety above \n",
+       "all else.  Her description of this moment revealed intense fear, adrenaline, and a powerful maternal instinct.  The\n",
+       "successful rescue of Pip overshadowed the initial goal of obtaining the extraordinary food, underscoring the depth \n",
+       "of her protective instincts.\n",
        "\n",
        "Themes:\n",
        "\n",
        "The major themes of the interview with Chicken are:\n",
        "\n",
-       "1. **The allure of a superior resource:** The primary reason for crossing the road was access to Farmer McGregor's \n",
-       "exceptional compost heap, rich in grubs. This highlights the importance of resource acquisition and the willingness\n",
-       "to overcome obstacles (the road) to obtain high-quality food.\n",
+       "1. **Risk vs. Reward:**  This is the central conflict driving Chicken's actions.  The interview explores the \n",
+       "careful balancing act between the potential benefits (finding extraordinary food) and the inherent dangers \n",
+       "(crossing a road with traffic) of her decision.\n",
+       "\n",
+       "2. **Maternal Instincts and Responsibility:** Chicken's twelve chicks are a constant factor in her decision-making.\n",
+       "Her maternal responsibility significantly influences her risk assessment and actions, particularly during the \n",
+       "near-miss incident with the truck. The interview reveals the strength of her protective instincts and her \n",
+       "willingness to prioritize her chicks' safety above her own desires.\n",
        "\n",
-       "2. **Maternal instincts and protective behavior:**  The presence of twelve chicks significantly influenced the \n",
-       "chicken's decision-making process and actions.  The interview hinted at the logistical challenges and safety \n",
-       "concerns involved in transporting the chicks across the road, showcasing the chicken's maternal instincts and \n",
-       "protective behavior.  This theme could have been explored further, but the chicken was reluctant to fully disclose \n",
-       "her strategies.\n",
+       "3. **Sensory Experience and the Allure of the Extraordinary:** The interview highlights the power of sensory \n",
+       "experience in motivating Chicken's actions.  The evocative description of the \"divine\" scent plays a crucial role \n",
+       "in her decision to cross the road, illustrating the importance of sensory cues in her perception of value and \n",
+       "reward.\n",
        "\n",
-       "3. **Competition and strategic secrecy:** The chicken's reluctance to fully share her crossing strategies reveals a\n",
-       "competitive aspect of chicken life.  This suggests that access to resources is not only important but also a source\n",
-       "of competition among chickens.  The chicken prioritized protecting her competitive advantage over fully cooperating\n",
-       "with the interview.\n",
+       "4. **Problem-Solving and Quick Thinking Under Pressure:** The near-miss incident showcases Chicken's ability to act\n",
+       "decisively and effectively in a high-stakes situation.  Her actions demonstrate her problem-solving skills and her \n",
+       "capacity for quick thinking and decisive action when faced with immediate danger.\n",
        "\n",
-       "4. **Environmental factors:** The weather (a glorious Tuesday with sunshine) is mentioned, suggesting that \n",
-       "environmental conditions can also influence a chicken's decision to cross the road.  This theme, however, was not \n",
-       "explored in depth.\n",
+       "5. **Bravery and Independence:** While acknowledging the inherent risks, Chicken demonstrates bravery and \n",
+       "independence in her actions.  She is not deterred by the danger, highlighting her willingness to take risks to \n",
+       "provide for herself and her chicks.\n",
        "\n"
       ],
       "text/plain": [
@@ -3480,34 +3682,48 @@
        "\n",
        "Interview Summary: Chicken's Reasons for Crossing the Road\n",
        "\n",
-       "This interview explored a wild chicken's motivations for crossing a road, focusing on a specific instance involving\n",
-       "twelve chicks and a particularly desirable compost heap.  The chicken, while initially dismissive of the cliché \n",
-       "nature of the question, readily shared information about the compelling lure of Farmer McGregor's compost – \n",
-       "described as \u001b[32m\"amazing,\"\u001b[0m \u001b[32m\"rich, dark,\"\u001b[0m and teeming with \u001b[32m\"juiciest grubs.\"\u001b[0m  This high-quality compost was identified \n",
-       "as the primary motivator for crossing the road.\n",
+       "This interview explored Chicken's motivations for crossing the road, focusing on a specific instance driven by the \n",
+       "discovery of an unusually enticing scent near Farmer McGregor's field.  Chicken, a brave and independent-minded hen\n",
+       "with twelve chicks, described the scent as \u001b[32m\"divine,\"\u001b[0m a unique blend of sweet berries, damp earth, and a spicy tang,\n",
+       "promising something \u001b[32m\"extraordinary.\"\u001b[0m This scent, coupled with the hunger of her chicks, outweighed the inherent \n",
+       "risks of crossing the busy road.\n",
+       "\n",
+       "The interview delved into Chicken's decision-making process, highlighting the conflict between her desire for the \n",
+       "special food and her maternal responsibility for her chicks' safety.  Chicken articulated a clear understanding of \n",
+       "the dangers posed by traffic, expressing worry for her chicks' vulnerability.  Despite this, the allure of the \n",
+       "exceptional food and her chicks' hunger ultimately motivated her to cross.\n",
+       "\n",
+       "A particularly harrowing incident during the crossing provided rich qualitative data.  A near-miss with a truck \n",
+       "caused one chick, Pip, to flee.  Chicken's response was immediate and instinctual, prioritizing Pip's safety above \n",
+       "all else.  Her description of this moment revealed intense fear, adrenaline, and a powerful maternal instinct.  The\n",
+       "successful rescue of Pip overshadowed the initial goal of obtaining the extraordinary food, underscoring the depth \n",
+       "of her protective instincts.\n",
        "\n",
        "Themes:\n",
        "\n",
        "The major themes of the interview with Chicken are:\n",
        "\n",
-       "\u001b[1;36m1\u001b[0m. **The allure of a superior resource:** The primary reason for crossing the road was access to Farmer McGregor's \n",
-       "exceptional compost heap, rich in grubs. This highlights the importance of resource acquisition and the willingness\n",
-       "to overcome obstacles \u001b[1m(\u001b[0mthe road\u001b[1m)\u001b[0m to obtain high-quality food.\n",
+       "\u001b[1;36m1\u001b[0m. **Risk vs. Reward:**  This is the central conflict driving Chicken's actions.  The interview explores the \n",
+       "careful balancing act between the potential benefits \u001b[1m(\u001b[0mfinding extraordinary food\u001b[1m)\u001b[0m and the inherent dangers \n",
+       "\u001b[1m(\u001b[0mcrossing a road with traffic\u001b[1m)\u001b[0m of her decision.\n",
+       "\n",
+       "\u001b[1;36m2\u001b[0m. **Maternal Instincts and Responsibility:** Chicken's twelve chicks are a constant factor in her decision-making.\n",
+       "Her maternal responsibility significantly influences her risk assessment and actions, particularly during the \n",
+       "near-miss incident with the truck. The interview reveals the strength of her protective instincts and her \n",
+       "willingness to prioritize her chicks' safety above her own desires.\n",
        "\n",
-       "\u001b[1;36m2\u001b[0m. **Maternal instincts and protective behavior:**  The presence of twelve chicks significantly influenced the \n",
-       "chicken's decision-making process and actions.  The interview hinted at the logistical challenges and safety \n",
-       "concerns involved in transporting the chicks across the road, showcasing the chicken's maternal instincts and \n",
-       "protective behavior.  This theme could have been explored further, but the chicken was reluctant to fully disclose \n",
-       "her strategies.\n",
+       "\u001b[1;36m3\u001b[0m. **Sensory Experience and the Allure of the Extraordinary:** The interview highlights the power of sensory \n",
+       "experience in motivating Chicken's actions.  The evocative description of the \u001b[32m\"divine\"\u001b[0m scent plays a crucial role \n",
+       "in her decision to cross the road, illustrating the importance of sensory cues in her perception of value and \n",
+       "reward.\n",
        "\n",
-       "\u001b[1;36m3\u001b[0m. **Competition and strategic secrecy:** The chicken's reluctance to fully share her crossing strategies reveals a\n",
-       "competitive aspect of chicken life.  This suggests that access to resources is not only important but also a source\n",
-       "of competition among chickens.  The chicken prioritized protecting her competitive advantage over fully cooperating\n",
-       "with the interview.\n",
+       "\u001b[1;36m4\u001b[0m. **Problem-Solving and Quick Thinking Under Pressure:** The near-miss incident showcases Chicken's ability to act\n",
+       "decisively and effectively in a high-stakes situation.  Her actions demonstrate her problem-solving skills and her \n",
+       "capacity for quick thinking and decisive action when faced with immediate danger.\n",
        "\n",
-       "\u001b[1;36m4\u001b[0m. **Environmental factors:** The weather \u001b[1m(\u001b[0ma glorious Tuesday with sunshine\u001b[1m)\u001b[0m is mentioned, suggesting that \n",
-       "environmental conditions can also influence a chicken's decision to cross the road.  This theme, however, was not \n",
-       "explored in depth.\n"
+       "\u001b[1;36m5\u001b[0m. **Bravery and Independence:** While acknowledging the inherent risks, Chicken demonstrates bravery and \n",
+       "independence in her actions.  She is not deterred by the danger, highlighting her willingness to take risks to \n",
+       "provide for herself and her chicks.\n"
       ]
      },
      "metadata": {},
diff --git a/docs/notebooks/data_cleaning.ipynb b/docs/notebooks/data_cleaning.ipynb
index bcb8fe6c..afefb0d4 100644
--- a/docs/notebooks/data_cleaning.ipynb
+++ b/docs/notebooks/data_cleaning.ipynb
@@ -92,45 +92,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 14:28:21)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:31:43)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUID01e20d6c-fd26-4ed4-8c51-179511dfa4d2f792b237-7537-4475-bd83-b5920ffed924
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/01e20d6c-fd26-4ed4-8c51-179511dfa4d2https://www.expectedparrot.com/home/remote-job-progress/f792b237-7537-4475-bd83-b5920ffed924
Error Report URLExceptions Report URLNone
Results UUIDc9bc34b2-8d7a-49f7-ade0-a200a45186a4d5d9b654-f6a0-4485-aaa1-ee11a6060cb7
Results URLNonehttps://www.expectedparrot.com/content/d5d9b654-f6a0-4485-aaa1-ee11a6060cb7
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/c9bc34b2-8d7a-49f7-ade0-a200a45186a4\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/d5d9b654-f6a0-4485-aaa1-ee11a6060cb7\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -337,7 +337,7 @@
        "        \n",
        "        \n",
        "        "
@@ -355,23 +355,23 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 answer.bad_agescomment.bad_ages_commentanswer.bad_agescomment.bad_ages_comment
0[0.99, -5, 1050, 'old', 1.3]# The problematic ages include non-integer values (\"0.99\", \"1.3\"), a negative value (\"-5\"), an extremely high value (\"1050\"), and a non-numeric string (\"old\").0[0.99, -5, 1050, 'old', 1.3]# The problematic ages include non-integer values (\"0.99\", \"1.3\"), a negative value (\"-5\"), an extremely high value (\"1050\"), and a non-numeric string (\"old\").
\n",
@@ -520,73 +520,73 @@
        "
Scenario
\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 keyvaluekeyvalue
0data_descriptiona list of human ages (in years)0data_descriptiona list of human ages (in years)
1sample_data:0661sample_data:046
2sample_data:1272sample_data:160
3sample_data:2693sample_data:237
4sample_data:3464sample_data:327
5sample_data:41005sample_data:448
6sample_data:5596sample_data:539
7sample_data:6627sample_data:668
8sample_data:7438sample_data:769
9sample_data:8249sample_data:882
10sample_data:98510sample_data:935
\n",
@@ -595,7 +595,7 @@
        "            "
       ],
       "text/plain": [
-       "Scenario({'data_description': 'a list of human ages (in years)', 'sample_data': [66, 27, 69, 46, 100, 59, 62, 43, 24, 85]})"
+       "Scenario({'data_description': 'a list of human ages (in years)', 'sample_data': [46, 60, 37, 27, 48, 39, 68, 69, 82, 35]})"
       ]
      },
      "execution_count": 5,
@@ -647,45 +647,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 14:28:38)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:31:53)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUIDad06cf4a-69e3-4144-ab8a-5b150aea1ade9e8f0bca-d166-48b2-a3e3-d3465dc159df
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/ad06cf4a-69e3-4144-ab8a-5b150aea1adehttps://www.expectedparrot.com/home/remote-job-progress/9e8f0bca-d166-48b2-a3e3-d3465dc159df
Error Report URLExceptions Report URLNone
Results UUID67d1648c-632f-4ac9-9113-fc5809c24f30689141c8-5b95-431f-a866-930cc767a7f4
Results URLNonehttps://www.expectedparrot.com/content/689141c8-5b95-431f-a866-930cc767a7f4
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/67d1648c-632f-4ac9-9113-fc5809c24f30\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/689141c8-5b95-431f-a866-930cc767a7f4\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -892,7 +892,7 @@
        "        \n",
        "        \n",
        "        "
@@ -927,21 +927,21 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 answer.sense_check_questionsanswer.sense_check_questions
0['Is  a non-negative integer?', 'Is  less than or equal to 122?', 'Is  a realistic human age?', 'Is  consistent with other entries in terms of data type?']0['Is  a non-negative integer?', 'Is  less than or equal to 122?', 'Is  a realistic human age?', 'Is  consistent with the expected data format?']
\n",
@@ -950,7 +950,7 @@
        "            "
       ],
       "text/plain": [
-       "Dataset([{'answer.sense_check_questions': [['Is  a non-negative integer?', 'Is  less than or equal to 122?', 'Is  a realistic human age?', 'Is  consistent with other entries in terms of data type?']]}])"
+       "Dataset([{'answer.sense_check_questions': [['Is  a non-negative integer?', 'Is  less than or equal to 122?', 'Is  a realistic human age?', 'Is  consistent with the expected data format?']]}])"
       ]
      },
      "execution_count": 7,
@@ -1073,54 +1073,59 @@
     {
      "data": {
       "text/html": [
-       "
ScenarioList scenarios: 3; keys: ['data_description', 'age', 'sample_data', 'sense_check_question'];
\n",
+       "
ScenarioList scenarios: 3; keys: ['data_description', 'sample_data', 'age', 'sense_check_question'];
\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 data_descriptionsample_dataagesense_check_questiondata_descriptionsample_dataagesense_check_question
0a list of human ages (in years)[66, 27, 69, 46, 100, 59, 62, 43, 24, 85]1050Is  a non-negative integer?0a list of human ages (in years)[46, 60, 37, 27, 48, 39, 68, 69, 82, 35]84Is  a non-negative integer?
1a list of human ages (in years)[66, 27, 69, 46, 100, 59, 62, 43, 24, 85]85Is  less than or equal to 122?1a list of human ages (in years)[46, 60, 37, 27, 48, 39, 68, 69, 82, 35]54Is  less than or equal to 122?
2a list of human ages (in years)[66, 27, 69, 46, 100, 59, 62, 43, 24, 85]83Is  a realistic human age?2a list of human ages (in years)[46, 60, 37, 27, 48, 39, 68, 69, 82, 35]40Is  consistent with the expected data format?
\n",
@@ -1129,7 +1134,7 @@
        "            "
       ],
       "text/plain": [
-       "ScenarioList([Scenario({'data_description': 'a list of human ages (in years)', 'sample_data': [66, 27, 69, 46, 100, 59, 62, 43, 24, 85], 'age': 1050, 'sense_check_question': 'Is  a non-negative integer?'}), Scenario({'data_description': 'a list of human ages (in years)', 'sample_data': [66, 27, 69, 46, 100, 59, 62, 43, 24, 85], 'age': 85, 'sense_check_question': 'Is  less than or equal to 122?'}), Scenario({'data_description': 'a list of human ages (in years)', 'sample_data': [66, 27, 69, 46, 100, 59, 62, 43, 24, 85], 'age': 83, 'sense_check_question': 'Is  a realistic human age?'})])"
+       "ScenarioList([Scenario({'data_description': 'a list of human ages (in years)', 'sample_data': [46, 60, 37, 27, 48, 39, 68, 69, 82, 35], 'age': 84, 'sense_check_question': 'Is  a non-negative integer?'}), Scenario({'data_description': 'a list of human ages (in years)', 'sample_data': [46, 60, 37, 27, 48, 39, 68, 69, 82, 35], 'age': 54, 'sense_check_question': 'Is  less than or equal to 122?'}), Scenario({'data_description': 'a list of human ages (in years)', 'sample_data': [46, 60, 37, 27, 48, 39, 68, 69, 82, 35], 'age': 40, 'sense_check_question': 'Is  consistent with the expected data format?'})])"
       ]
      },
      "execution_count": 10,
@@ -1172,45 +1177,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 14:29:25)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:34:28)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUID12c569b3-9f1e-4901-87d3-878e9c245d5ddb254201-4459-4cfa-8bf6-ad112641fd20
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/12c569b3-9f1e-4901-87d3-878e9c245d5dhttps://www.expectedparrot.com/home/remote-job-progress/db254201-4459-4cfa-8bf6-ad112641fd20
Error Report URLExceptions Report URLNone
Results UUID1eb096b5-2898-49fb-9050-63f82a12024023ee539a-3a90-4b13-84a1-4f798517dd1a
Results URLNonehttps://www.expectedparrot.com/content/23ee539a-3a90-4b13-84a1-4f798517dd1a
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/1eb096b5-2898-49fb-9050-63f82a120240\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/23ee539a-3a90-4b13-84a1-4f798517dd1a\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -1417,7 +1422,7 @@
        "        \n",
        "        \n",
        "        "
@@ -1466,88 +1471,83 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 scenario.sense_check_questionscenario.agescenario.sense_check_questionscenario.age
0Is  a non-negative integer?0.990Is  a non-negative integer?0.99
1Is  a non-negative integer?-51Is  a non-negative integer?-5
2Is  a non-negative integer?old2Is  a non-negative integer?old
3Is  a non-negative integer?1.33Is  a non-negative integer?1.3
4Is  a non-negative integer?1.34Is  a realistic human age?-5
5Is  a realistic human age?-55Is  a realistic human age?1050
6Is  a realistic human age?10506Is  a realistic human age?old
7Is  a realistic human age?10507Is  consistent with the expected data format?-5
8Is  a realistic human age?old8Is  consistent with the expected data format?1050
9Is  consistent with other entries in terms of data type?old9Is  consistent with the expected data format?old
10Is  consistent with other entries in terms of data type?old10Is  consistent with the expected data format?1.3
11Is  consistent with other entries in terms of data type?1.311Is  less than or equal to 122?1050
12Is  less than or equal to 122?1050
13Is  less than or equal to 122?old12Is  less than or equal to 122?old
\n",
@@ -1556,7 +1556,7 @@
        "            "
       ],
       "text/plain": [
-       "Dataset([{'scenario.sense_check_question': ['Is  a non-negative integer?', 'Is  a non-negative integer?', 'Is  a non-negative integer?', 'Is  a non-negative integer?', 'Is  a non-negative integer?', 'Is  a realistic human age?', 'Is  a realistic human age?', 'Is  a realistic human age?', 'Is  a realistic human age?', 'Is  consistent with other entries in terms of data type?', 'Is  consistent with other entries in terms of data type?', 'Is  consistent with other entries in terms of data type?', 'Is  less than or equal to 122?', 'Is  less than or equal to 122?']}, {'scenario.age': [0.99, -5, 'old', 1.3, 1.3, -5, 1050, 1050, 'old', 'old', 'old', 1.3, 1050, 'old']}])"
+       "Dataset([{'scenario.sense_check_question': ['Is  a non-negative integer?', 'Is  a non-negative integer?', 'Is  a non-negative integer?', 'Is  a non-negative integer?', 'Is  a realistic human age?', 'Is  a realistic human age?', 'Is  a realistic human age?', 'Is  consistent with the expected data format?', 'Is  consistent with the expected data format?', 'Is  consistent with the expected data format?', 'Is  consistent with the expected data format?', 'Is  less than or equal to 122?', 'Is  less than or equal to 122?']}, {'scenario.age': [0.99, -5, 'old', 1.3, -5, 1050, 'old', -5, 1050, 'old', 1.3, 1050, 'old']}])"
       ]
      },
      "execution_count": 12,
@@ -1611,7 +1611,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 13,
    "id": "82b09c3c-af61-4cb8-a0af-58ebd17f5601",
    "metadata": {
     "editable": true,
@@ -1629,7 +1629,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 14,
    "id": "ce0f0adf-9640-440a-959e-8a3f34bd0017",
    "metadata": {
     "editable": true,
@@ -1647,7 +1647,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 15,
    "id": "4834d22c-add2-411c-8b69-fd8de1b739fb",
    "metadata": {
     "editable": true,
@@ -1664,13 +1664,13 @@
       "text/plain": [
        "{'description': 'Example code for data cleaning',\n",
        " 'object_type': 'notebook',\n",
-       " 'url': 'https://www.expectedparrot.com/content/6e7faf9b-3bab-40f8-89da-0f67a681881e',\n",
-       " 'uuid': '6e7faf9b-3bab-40f8-89da-0f67a681881e',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/7d57d1cd-acb3-493d-a018-223d1d1bb18d',\n",
+       " 'uuid': '7d57d1cd-acb3-493d-a018-223d1d1bb18d',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1696,7 +1696,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 16,
    "id": "2d05aaf9-8aeb-4582-b037-dcbb03a106a9",
    "metadata": {
     "editable": true,
@@ -1714,7 +1714,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 17,
    "id": "db2c7bef-924a-4856-9ede-aeeeadeef623",
    "metadata": {
     "editable": true,
@@ -1732,7 +1732,7 @@
        "{'status': 'success'}"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/docs/notebooks/skip_logic_scenarios.ipynb b/docs/notebooks/skip_logic_scenarios.ipynb
index fa4d7a9f..315c0c55 100644
--- a/docs/notebooks/skip_logic_scenarios.ipynb
+++ b/docs/notebooks/skip_logic_scenarios.ipynb
@@ -12,11 +12,11 @@
    },
    "source": [
     "# Skip logic & scenarios\n",
-    "This notebook provides example EDSL code for using a language model to simulate a survey that uses skip logic in different ways to determine which questions and variations of questions are administered based on responses to other questions in the survey. \n",
+    "This notebook provides example EDSL code for using a language model to simulate a survey that uses skip logic: rules for determining which questions are administered based on responses to other questions in the survey. \n",
     "\n",
-    "In the first example below we construct a survey of questions and then add a rule to skip a particular question based on the response to a prior question.\n",
+    "In the first example below we construct a survey of questions and then add a rule to skip one question based on the response to another question.\n",
     "\n",
-    "In the second example we create different versions of questions and combine them in a survey. Then we add rules to skip the certain versions of the questions based on a response to another version of a question. \n",
+    "In the second example we add some complexity. We first create different \"scenarios\" (versions) of questions and combine them in a survey. Then we add multiple rules to skip specific versions of the questions based on responses to a particular version of a question. \n",
     "\n",
     "[EDSL is an open-source library](https://github.com/expectedparrot/edsl) for simulating surveys, experiments and other research with AI agents and large language models. \n",
     "Before running the code below, please ensure that you have [installed the EDSL library](https://docs.expectedparrot.com/en/latest/installation.html) and either [activated remote inference](https://docs.expectedparrot.com/en/latest/remote_inference.html) from your [Coop account](https://docs.expectedparrot.com/en/latest/coop.html) or [stored API keys](https://docs.expectedparrot.com/en/latest/api_keys.html) for the language models that you want to use with EDSL. Please also see our [documentation page](https://docs.expectedparrot.com/) for tips and tutorials on getting started using EDSL."
@@ -35,7 +35,7 @@
    "source": [
     "## Example 1\n",
     "In the first example below we construct questions, combine them in a survey, and add a rule to skip the second question based on the response to the first question.\n",
-    "Then we create scenarios for the questions that will be added to the questions when the survey is run.\n",
+    "Then we create `Scenario` objects for contents that will be added to the questions when the survey is run.\n",
     "The effect of this is that the second question will be skipped based on the response to the first question for each individual scenario."
    ]
   },
@@ -50,42 +50,12 @@
     "tags": []
    },
    "source": [
-    "Import the tools:"
+    "We start by constructing questions:"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "f17855be-e5a3-471d-871b-98ea56ac9cc1",
-   "metadata": {
-    "editable": true,
-    "slideshow": {
-     "slide_type": ""
-    },
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "from edsl import QuestionYesNo, QuestionNumerical, QuestionMultipleChoice, Survey, ScenarioList, Scenario, AgentList, Agent, Model"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e17385cc-aeed-4356-84ed-753218a3c15a",
-   "metadata": {
-    "editable": true,
-    "slideshow": {
-     "slide_type": ""
-    },
-    "tags": []
-   },
-   "source": [
-    "Construct questions:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
    "id": "ee25ca3f-96e4-4b5c-9571-0664eb8cc8d1",
    "metadata": {
     "editable": true,
@@ -96,6 +66,8 @@
    },
    "outputs": [],
    "source": [
+    "from edsl import QuestionYesNo, QuestionNumerical, QuestionMultipleChoice\n",
+    "\n",
     "q1 = QuestionYesNo(\n",
     "    question_name = \"recent_purchase\",\n",
     "    question_text = \"In the last year have you or anyone in your household purchased any {{ item }}?\",\n",
@@ -129,12 +101,12 @@
     "tags": []
    },
    "source": [
-    "Combine the questions in a survey to administer them together:"
+    "We combine the questions in a survey to administer them together:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "id": "5cc6d4e7-592b-4e6e-961b-d4ab879a6fdd",
    "metadata": {
     "editable": true,
@@ -143,9 +115,69 @@
     },
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
Survey # questions: 3; question_name list: ['recent_purchase', 'amount', 'next_purchase'];
\n",
+       "            
\n",
+       "                \n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
 question_optionsquestion_textquestion_namequestion_type
0['No', 'Yes']In the last year have you or anyone in your household purchased any {{ item }}?recent_purchaseyes_no
1nanIn the last year, how much did your household spend on {{ item }} (in USD)?amountnumerical
2['Never', 'Within the next month', 'Within the next year', 'I do not know']When do you next expect to purchase {{ item }}?next_purchasemultiple_choice
\n",
+       "\n",
+       "            
\n",
+       "            "
+      ],
+      "text/plain": [
+       "Survey(questions=[Question('yes_no', question_name = \"\"\"recent_purchase\"\"\", question_text = \"\"\"In the last year have you or anyone in your household purchased any {{ item }}?\"\"\", question_options = ['No', 'Yes']), Question('numerical', question_name = \"\"\"amount\"\"\", question_text = \"\"\"In the last year, how much did your household spend on {{ item }} (in USD)?\"\"\", min_value = None, max_value = None), Question('multiple_choice', question_name = \"\"\"next_purchase\"\"\", question_text = \"\"\"When do you next expect to purchase {{ item }}?\"\"\", question_options = ['Never', 'Within the next month', 'Within the next year', 'I do not know'])], memory_plan={}, rule_collection=RuleCollection(rules=[Rule(current_q=0, expression=\"True\", next_q=1, priority=-1, question_name_to_index={'recent_purchase': 0}, before_rule=False), Rule(current_q=1, expression=\"True\", next_q=2, priority=-1, question_name_to_index={'recent_purchase': 0, 'amount': 1}, before_rule=False), Rule(current_q=2, expression=\"True\", next_q=3, priority=-1, question_name_to_index={'recent_purchase': 0, 'amount': 1, 'next_purchase': 2}, before_rule=False)], num_questions=3), question_groups={}, questions_to_randomize=[])"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "survey = Survey([q1, q2, q3])"
+    "from edsl import Survey\n",
+    "\n",
+    "survey = Survey(questions = [q1, q2, q3])\n",
+    "survey"
    ]
   },
   {
@@ -159,12 +191,12 @@
     "tags": []
    },
    "source": [
-    "Add a rule to skip q2 based on the response to q1:"
+    "Here we add a rule to skip q2 based on the response to q1:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "9fccfcf1-3f2a-4ce2-a61e-6500fa910a3f",
    "metadata": {
     "editable": true,
@@ -189,12 +221,12 @@
     "tags": []
    },
    "source": [
-    "Create scenarios for the \"item\" in each question:"
+    "Next we create scenarios for the \"item\" to be used with each question:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "id": "5646f987-46cd-4b4a-8a58-dc3d1dc6b97b",
    "metadata": {
     "editable": true,
@@ -205,11 +237,73 @@
    },
    "outputs": [],
    "source": [
+    "from edsl import Scenario, ScenarioList\n",
+    "\n",
     "s = ScenarioList(\n",
     "    Scenario({\"item\":item}) for item in [\"electronics\", \"phones\"]\n",
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "cdefb766-8b17-42a8-919b-035c9b895073",
+   "metadata": {},
+   "source": [
+    "Note that we could also use a method for the data type that we are using--this is equivalent:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "e50bea5e-242e-46ad-aa51-2db478b4573f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
ScenarioList scenarios: 2; keys: ['item'];
\n",
+       "            
\n",
+       "                \n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
 item
0electronics
1phones
\n",
+       "\n",
+       "            
\n",
+       "            "
+      ],
+      "text/plain": [
+       "ScenarioList([Scenario({'item': 'electronics'}), Scenario({'item': 'phones'})])"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "s = ScenarioList.from_list(\"item\", [\"electronics\", \"phones\"])\n",
+    "s"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "6e98f7e8-f088-4343-a2e3-a5f81d362fb2",
@@ -221,7 +315,7 @@
     "tags": []
    },
    "source": [
-    "Create agents to answer the questions:"
+    "Next we create some agent personas to answer the questions:"
    ]
   },
   {
@@ -235,11 +329,111 @@
     },
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
AgentList agents: 9;
\n",
+       "            
\n",
+       "                \n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
 annual_incomeage
0under $100,00030
1under $100,00050
2under $100,00070
3$100,000-250,00030
4$100,000-250,00050
5$100,000-250,00070
6above $250,00030
7above $250,00050
8above $250,00070
\n",
+       "\n",
+       "            
\n",
+       "            "
+      ],
+      "text/plain": [
+       "AgentList([Agent(traits = {'annual_income': 'under $100,000', 'age': 30}), Agent(traits = {'annual_income': 'under $100,000', 'age': 50}), Agent(traits = {'annual_income': 'under $100,000', 'age': 70}), Agent(traits = {'annual_income': '$100,000-250,000', 'age': 30}), Agent(traits = {'annual_income': '$100,000-250,000', 'age': 50}), Agent(traits = {'annual_income': '$100,000-250,000', 'age': 70}), Agent(traits = {'annual_income': 'above $250,000', 'age': 30}), Agent(traits = {'annual_income': 'above $250,000', 'age': 50}), Agent(traits = {'annual_income': 'above $250,000', 'age': 70})])"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
+    "from edsl import Agent, AgentList\n",
+    "\n",
+    "income_levels = [\"under $100,000\", \"$100,000-250,000\", \"above $250,000\"]\n",
+    "ages = [30, 50, 70] \n",
+    "\n",
     "a = AgentList(\n",
-    "    Agent({\"annual_income\":income, \"age\":age}) for income in [\"under $100,000\", \"$100,000-250,000\", \"above $250,000\"] for age in [30, 50, 70] \n",
-    ")"
+    "    Agent({\"annual_income\":income, \"age\":age}) for income in income_levels for age in ages\n",
+    ")\n",
+    "a"
    ]
   },
   {
@@ -253,7 +447,7 @@
     "tags": []
    },
    "source": [
-    "Select a model to generate the responses:"
+    "Next we select a model to generate the responses ([check available models and pricing](https://www.expectedparrot.com/getting-started/coop-pricing)):"
    ]
   },
   {
@@ -269,9 +463,98 @@
    },
    "outputs": [],
    "source": [
+    "from edsl import Model\n",
+    "\n",
     "m = Model(\"gemini-1.5-flash\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "aca2bc1a-5eaf-4ce3-a260-15efa1d91bae",
+   "metadata": {},
+   "source": [
+    "We can inspect (or modify) the default parameters of the model that will be used:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "cb45ecc6-28d9-4bb2-8493-b946d7e7b212",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
gemini-1.5-flash
\n",
+       "            
\n",
+       "                \n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
 keyvalue
0modelgemini-1.5-flash
1parameters:temperature0.500000
2parameters:topP1
3parameters:topK1
4parameters:maxOutputTokens2048
5parameters:stopSequences[]
6inference_servicegoogle
\n",
+       "\n",
+       "            
\n",
+       "            "
+      ],
+      "text/plain": [
+       "Model(model_name = 'gemini-1.5-flash', temperature = 0.5, topP = 1, topK = 1, maxOutputTokens = 2048, stopSequences = [])"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "00de6976-de22-42cc-8ac3-e3ad7a91f42b",
@@ -283,12 +566,12 @@
     "tags": []
    },
    "source": [
-    "Run the survey with the scenarios, agent and model:"
+    "We run the survey by adding any scenarios, agents and models and then calling the `run`:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "5b505c69-d982-4811-b4f7-15afefd28a06",
    "metadata": {
     "editable": true,
@@ -303,45 +586,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 15:24:34)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:38:44)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUIDf9db513e-8a2f-4da7-9705-7816f1086346ff33201a-883b-43f8-9ef1-be05f5d07f24
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/f9db513e-8a2f-4da7-9705-7816f1086346https://www.expectedparrot.com/home/remote-job-progress/ff33201a-883b-43f8-9ef1-be05f5d07f24
Error Report URLExceptions Report URLNone
Results UUIDc752ea5f-8824-451c-9bc0-bdb9e87b911cec83bd1b-6790-4a08-870c-8c6a2f135aa2
Results URLNonehttps://www.expectedparrot.com/content/ec83bd1b-6790-4a08-870c-8c6a2f135aa2
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/c752ea5f-8824-451c-9bc0-bdb9e87b911c\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/ec83bd1b-6790-4a08-870c-8c6a2f135aa2\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -548,7 +831,7 @@
        "        \n",
        "        \n",
        "        "
@@ -576,12 +859,338 @@
     "tags": []
    },
    "source": [
-    "Inspect the responses. We can see by a \"None\" response that a question was skipped:"
+    "We can inspect a list of the columns of the dataset of results that has been generated:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
+   "id": "271f2199-6394-44b3-b32d-33f17a67ca0e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "            
\n",
+       "                \n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
 0
0agent.age
1agent.agent_index
2agent.agent_instruction
3agent.agent_name
4agent.annual_income
5answer.amount
6answer.next_purchase
7answer.recent_purchase
8cache_keys.amount_cache_key
9cache_keys.next_purchase_cache_key
10cache_keys.recent_purchase_cache_key
11cache_used.amount_cache_used
12cache_used.next_purchase_cache_used
13cache_used.recent_purchase_cache_used
14comment.amount_comment
15comment.next_purchase_comment
16comment.recent_purchase_comment
17generated_tokens.amount_generated_tokens
18generated_tokens.next_purchase_generated_tokens
19generated_tokens.recent_purchase_generated_tokens
20iteration.iteration
21model.inference_service
22model.maxOutputTokens
23model.model
24model.model_index
25model.stopSequences
26model.temperature
27model.topK
28model.topP
29prompt.amount_system_prompt
30prompt.amount_user_prompt
31prompt.next_purchase_system_prompt
32prompt.next_purchase_user_prompt
33prompt.recent_purchase_system_prompt
34prompt.recent_purchase_user_prompt
35question_options.amount_question_options
36question_options.next_purchase_question_options
37question_options.recent_purchase_question_options
38question_text.amount_question_text
39question_text.next_purchase_question_text
40question_text.recent_purchase_question_text
41question_type.amount_question_type
42question_type.next_purchase_question_type
43question_type.recent_purchase_question_type
44raw_model_response.amount_cost
45raw_model_response.amount_one_usd_buys
46raw_model_response.amount_raw_model_response
47raw_model_response.next_purchase_cost
48raw_model_response.next_purchase_one_usd_buys
49raw_model_response.next_purchase_raw_model_response
50raw_model_response.recent_purchase_cost
51raw_model_response.recent_purchase_one_usd_buys
52raw_model_response.recent_purchase_raw_model_response
53scenario.item
54scenario.scenario_index
\n",
+       "\n",
+       "            
\n",
+       "            "
+      ],
+      "text/plain": [
+       "PrettyList(['agent.age',\n",
+       "            'agent.agent_index',\n",
+       "            'agent.agent_instruction',\n",
+       "            'agent.agent_name',\n",
+       "            'agent.annual_income',\n",
+       "            'answer.amount',\n",
+       "            'answer.next_purchase',\n",
+       "            'answer.recent_purchase',\n",
+       "            'cache_keys.amount_cache_key',\n",
+       "            'cache_keys.next_purchase_cache_key',\n",
+       "            'cache_keys.recent_purchase_cache_key',\n",
+       "            'cache_used.amount_cache_used',\n",
+       "            'cache_used.next_purchase_cache_used',\n",
+       "            'cache_used.recent_purchase_cache_used',\n",
+       "            'comment.amount_comment',\n",
+       "            'comment.next_purchase_comment',\n",
+       "            'comment.recent_purchase_comment',\n",
+       "            'generated_tokens.amount_generated_tokens',\n",
+       "            'generated_tokens.next_purchase_generated_tokens',\n",
+       "            'generated_tokens.recent_purchase_generated_tokens',\n",
+       "            'iteration.iteration',\n",
+       "            'model.inference_service',\n",
+       "            'model.maxOutputTokens',\n",
+       "            'model.model',\n",
+       "            'model.model_index',\n",
+       "            'model.stopSequences',\n",
+       "            'model.temperature',\n",
+       "            'model.topK',\n",
+       "            'model.topP',\n",
+       "            'prompt.amount_system_prompt',\n",
+       "            'prompt.amount_user_prompt',\n",
+       "            'prompt.next_purchase_system_prompt',\n",
+       "            'prompt.next_purchase_user_prompt',\n",
+       "            'prompt.recent_purchase_system_prompt',\n",
+       "            'prompt.recent_purchase_user_prompt',\n",
+       "            'question_options.amount_question_options',\n",
+       "            'question_options.next_purchase_question_options',\n",
+       "            'question_options.recent_purchase_question_options',\n",
+       "            'question_text.amount_question_text',\n",
+       "            'question_text.next_purchase_question_text',\n",
+       "            'question_text.recent_purchase_question_text',\n",
+       "            'question_type.amount_question_type',\n",
+       "            'question_type.next_purchase_question_type',\n",
+       "            'question_type.recent_purchase_question_type',\n",
+       "            'raw_model_response.amount_cost',\n",
+       "            'raw_model_response.amount_one_usd_buys',\n",
+       "            'raw_model_response.amount_raw_model_response',\n",
+       "            'raw_model_response.next_purchase_cost',\n",
+       "            'raw_model_response.next_purchase_one_usd_buys',\n",
+       "            'raw_model_response.next_purchase_raw_model_response',\n",
+       "            'raw_model_response.recent_purchase_cost',\n",
+       "            'raw_model_response.recent_purchase_one_usd_buys',\n",
+       "            'raw_model_response.recent_purchase_raw_model_response',\n",
+       "            'scenario.item',\n",
+       "            'scenario.scenario_index'])"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results.columns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d139ffb0-8ec0-4448-9985-4bad63768f1c",
+   "metadata": {},
+   "source": [
+    "We can select and inspect any components of the results.\n",
+    "We can see by a \"None\" response that a question was skipped:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
    "id": "c75ce7bf-6f6a-4309-973a-9b33c12a10d7",
    "metadata": {
     "editable": true,
@@ -597,243 +1206,238 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 model.modelagent.annual_incomeagent.agescenario.itemanswer.recent_purchaseanswer.amountanswer.next_purchasemodel.modelagent.annual_incomeagent.agescenario.itemanswer.recent_purchaseanswer.amountanswer.next_purchase
0gemini-1.5-flash$100,000-250,00030electronicsYes2500.000000Within the next year
1gemini-1.5-flash$100,000-250,00030phonesYes1200.000000Within the next year
2gemini-1.5-flash$100,000-250,00050electronicsYes2500.000000Within the next year
3gemini-1.5-flash$100,000-250,00050phonesYes1200.000000Within the next year
4gemini-1.5-flash$100,000-250,00070electronicsYes500.000000Within the next year
5gemini-1.5-flash$100,000-250,00070phonesNonanWithin the next year
6gemini-1.5-flashabove $250,00030electronicsYes5000.000000Within the next year
7gemini-1.5-flashabove $250,00030phonesYes0.000000Within the next year
8gemini-1.5-flashabove $250,00050electronicsYes15000.000000Within the next year
9gemini-1.5-flashabove $250,00050phonesYes1200.000000Within the next year
10gemini-1.5-flashabove $250,00070electronicsYes0.000000Within the next year
11gemini-1.5-flashabove $250,00070phonesNonanNever
12gemini-1.5-flashunder $100,00030electronicsYes0.000000Within the next year
13gemini-1.5-flashunder $100,00030phonesNonanWithin the next year
14gemini-1.5-flashunder $100,00050electronicsNonanWithin the next year
15gemini-1.5-flashunder $100,00050phonesNonanWithin the next year
16gemini-1.5-flashunder $100,00070electronicsNonanWithin the next year
17gemini-1.5-flashunder $100,00070phonesNonanNever0gemini-1.5-flash$100,000-250,00030electronicsYes2500.000000Within the next year
1gemini-1.5-flash$100,000-250,00030phonesNonanWithin the next year
2gemini-1.5-flash$100,000-250,00050electronicsYes2500.000000Within the next year
3gemini-1.5-flash$100,000-250,00050phonesYes1200.000000Within the next year
4gemini-1.5-flash$100,000-250,00070electronicsYes500.000000Within the next year
5gemini-1.5-flash$100,000-250,00070phonesNonanWithin the next year
6gemini-1.5-flashabove $250,00030electronicsYes5000.000000Within the next year
7gemini-1.5-flashabove $250,00030phonesYes0.000000Within the next year
8gemini-1.5-flashabove $250,00050electronicsYes5000.000000Within the next year
9gemini-1.5-flashabove $250,00050phonesYes2500.000000Within the next year
10gemini-1.5-flashabove $250,00070electronicsYes5000.000000Within the next year
11gemini-1.5-flashabove $250,00070phonesNonanNever
12gemini-1.5-flashunder $100,00030electronicsYes200.000000Within the next year
13gemini-1.5-flashunder $100,00030phonesNonanWithin the next year
14gemini-1.5-flashunder $100,00050electronicsNonanWithin the next year
15gemini-1.5-flashunder $100,00050phonesNonanWithin the next year
16gemini-1.5-flashunder $100,00070electronicsNonanWithin the next year
17gemini-1.5-flashunder $100,00070phonesNonanNever
\n",
@@ -842,10 +1446,10 @@
        "            "
       ],
       "text/plain": [
-       "Dataset([{'model.model': ['gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash']}, {'agent.annual_income': ['$100,000-250,000', '$100,000-250,000', '$100,000-250,000', '$100,000-250,000', '$100,000-250,000', '$100,000-250,000', 'above $250,000', 'above $250,000', 'above $250,000', 'above $250,000', 'above $250,000', 'above $250,000', 'under $100,000', 'under $100,000', 'under $100,000', 'under $100,000', 'under $100,000', 'under $100,000']}, {'agent.age': [30, 30, 50, 50, 70, 70, 30, 30, 50, 50, 70, 70, 30, 30, 50, 50, 70, 70]}, {'scenario.item': ['electronics', 'phones', 'electronics', 'phones', 'electronics', 'phones', 'electronics', 'phones', 'electronics', 'phones', 'electronics', 'phones', 'electronics', 'phones', 'electronics', 'phones', 'electronics', 'phones']}, {'answer.recent_purchase': ['Yes', 'Yes', 'Yes', 'Yes', 'Yes', 'No', 'Yes', 'Yes', 'Yes', 'Yes', 'Yes', 'No', 'Yes', 'No', 'No', 'No', 'No', 'No']}, {'answer.amount': [2500, 1200, 2500, 1200, 500, None, 5000, 0, 15000, 1200, 0, None, 0, None, None, None, None, None]}, {'answer.next_purchase': ['Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Never', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Never']}])"
+       "Dataset([{'model.model': ['gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash']}, {'agent.annual_income': ['$100,000-250,000', '$100,000-250,000', '$100,000-250,000', '$100,000-250,000', '$100,000-250,000', '$100,000-250,000', 'above $250,000', 'above $250,000', 'above $250,000', 'above $250,000', 'above $250,000', 'above $250,000', 'under $100,000', 'under $100,000', 'under $100,000', 'under $100,000', 'under $100,000', 'under $100,000']}, {'agent.age': [30, 30, 50, 50, 70, 70, 30, 30, 50, 50, 70, 70, 30, 30, 50, 50, 70, 70]}, {'scenario.item': ['electronics', 'phones', 'electronics', 'phones', 'electronics', 'phones', 'electronics', 'phones', 'electronics', 'phones', 'electronics', 'phones', 'electronics', 'phones', 'electronics', 'phones', 'electronics', 'phones']}, {'answer.recent_purchase': ['Yes', 'No', 'Yes', 'Yes', 'Yes', 'No', 'Yes', 'Yes', 'Yes', 'Yes', 'Yes', 'No', 'Yes', 'No', 'No', 'No', 'No', 'No']}, {'answer.amount': [2500, None, 2500, 1200, 500, None, 5000, 0, 5000, 2500, 5000, None, 200, None, None, None, None, None]}, {'answer.next_purchase': ['Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Never', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Never']}])"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -876,7 +1480,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "id": "d5403d2b-5a6f-42e0-914f-7bbfbad770a7",
    "metadata": {
     "editable": true,
@@ -909,9 +1513,17 @@
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "1d28cbf0-e2d0-4d95-9aaf-e9e2113bee23",
+   "metadata": {},
+   "source": [
+    "The `loop` method creates new versions of questions with scenarios already inserted:"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "id": "4f4ed1df-a053-4991-b05b-38df8258bb21",
    "metadata": {
     "editable": true,
@@ -932,7 +1544,7 @@
        " Question('multiple_choice', question_name = \"\"\"next_purchase_phones\"\"\", question_text = \"\"\"When do you next expect to purchase phones?\"\"\", question_options = ['Never', 'Within the next month', 'Within the next year', 'I do not know'])]"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -953,12 +1565,12 @@
     "tags": []
    },
    "source": [
-    "Combine the questions in a survey to administer them together:"
+    "We combine the questions in a survey to administer them together the same as before:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 14,
    "id": "a21df018-9f73-41f6-8c90-973032129882",
    "metadata": {
     "editable": true,
@@ -988,7 +1600,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 15,
    "id": "68935294-5fe4-4dbb-acdb-3786033e8788",
    "metadata": {
     "editable": true,
@@ -1018,12 +1630,12 @@
     "tags": []
    },
    "source": [
-    "Run the survey with the scenarios, agents and model:"
+    "Here we run the survey with the scenarios, agents and model:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 16,
    "id": "04bf5f89-1ed0-4d3f-a79a-a4f3bc219d7e",
    "metadata": {
     "editable": true,
@@ -1038,45 +1650,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 15:24:56)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:38:58)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
-       "                \n",
+       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUIDf58d69cd-7cd8-463b-ba7c-c0bca9e952c20091c2e7-ff4f-4e3d-be9e-087d0cf56925
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/f58d69cd-7cd8-463b-ba7c-c0bca9e952c2https://www.expectedparrot.com/home/remote-job-progress/0091c2e7-ff4f-4e3d-be9e-087d0cf56925
Error Report URLhttps://www.expectedparrot.com/home/remote-inference/error/c470ca6b-310d-4e83-8fa0-08b71f979cfdExceptions Report URLhttps://www.expectedparrot.com/home/remote-inference/error/306bf45f-4455-45d3-be90-cf24161f22c0
Results UUID3cd20420-37be-4e20-8baf-137b5d2211b0ba911ca1-436a-4465-ba18-6cc8ad9476a3
Results URLNonehttps://www.expectedparrot.com/content/ba911ca1-436a-4465-ba18-6cc8ad9476a3
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/3cd20420-37be-4e20-8baf-137b5d2211b0\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/ba911ca1-436a-4465-ba18-6cc8ad9476a3\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -1283,7 +1895,7 @@
        "        \n",
        "        \n",
        "        "
@@ -1311,12 +1923,13 @@
     "tags": []
    },
    "source": [
-    "There is no \"scenario\" field in results because the scenarios were already added to questions:"
+    "There is no \"scenario\" field in results because the scenarios were already added to questions.\n",
+    "Instead, there are separate columns for each version of a question:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 17,
    "id": "b29519d9-8d4a-4c6f-806e-6da779482b04",
    "metadata": {
     "editable": true,
@@ -1332,168 +1945,178 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 model.modelagent.annual_incomeagent.ageanswer.recent_purchase_electronicsanswer.amount_electronicsanswer.next_purchase_electronicsanswer.recent_purchase_phonesanswer.amount_phonesanswer.next_purchase_phonesmodel.modelagent.annual_incomeagent.ageanswer.recent_purchase_electronicsanswer.amount_electronicsanswer.next_purchase_electronicsanswer.recent_purchase_phonesanswer.amount_phonesanswer.next_purchase_phones
0gemini-1.5-flash$100,000-250,00030Yes2500.000000Within the next yearYes1200.000000Within the next year
1gemini-1.5-flash$100,000-250,00050Yes2500.000000Within the next yearYes1200.000000Within the next year
2gemini-1.5-flash$100,000-250,00070Yes500.000000Within the next yearNo1200.000000Within the next year
3gemini-1.5-flashabove $250,00030Yes5000.000000Within the next yearYes0.000000Within the next year
4gemini-1.5-flashabove $250,00050Yes15000.000000Within the next yearYes1200.000000Within the next year
5gemini-1.5-flashabove $250,00070Yes0.000000Within the next yearNo0.000000Never
6gemini-1.5-flashunder $100,00030Yes0.000000Within the next yearNo600.000000Within the next year
7gemini-1.5-flashunder $100,00050NonanWithin the next yearnannannan
8gemini-1.5-flashunder $100,00070No0.000000Within the next yearnannannan0gemini-1.5-flash$100,000-250,00030Yes2500Within the next yearNo1200.000000Within the next year
1gemini-1.5-flash$100,000-250,00050Yes2500Within the next yearYes1200.000000Within the next year
2gemini-1.5-flash$100,000-250,00070Yes500Within the next yearNo0.000000Within the next year
3gemini-1.5-flashabove $250,00030Yes5000Within the next yearYes0.000000Within the next year
4gemini-1.5-flashabove $250,00050Yes5000Within the next yearYes2500.000000Within the next year
5gemini-1.5-flashabove $250,00070Yes5000Within the next yearNo0.000000Never
6gemini-1.5-flashunder $100,00030Yes200Within the next yearNo600.000000Within the next year
7gemini-1.5-flashunder $100,00050No250Within the next yearnannannan
8gemini-1.5-flashunder $100,00070No0Within the next yearnannannan
\n",
@@ -1502,10 +2125,10 @@
        "            "
       ],
       "text/plain": [
-       "Dataset([{'model.model': ['gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash']}, {'agent.annual_income': ['$100,000-250,000', '$100,000-250,000', '$100,000-250,000', 'above $250,000', 'above $250,000', 'above $250,000', 'under $100,000', 'under $100,000', 'under $100,000']}, {'agent.age': [30, 50, 70, 30, 50, 70, 30, 50, 70]}, {'answer.recent_purchase_electronics': ['Yes', 'Yes', 'Yes', 'Yes', 'Yes', 'Yes', 'Yes', 'No', 'No']}, {'answer.amount_electronics': [2500, 2500, 500, 5000, 15000, 0, 0, None, 0]}, {'answer.next_purchase_electronics': ['Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year']}, {'answer.recent_purchase_phones': ['Yes', 'Yes', 'No', 'Yes', 'Yes', 'No', 'No', None, None]}, {'answer.amount_phones': [1200, 1200, 1200, 0, 1200, 0, 600, None, None]}, {'answer.next_purchase_phones': ['Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Never', 'Within the next year', None, None]}])"
+       "Dataset([{'model.model': ['gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash', 'gemini-1.5-flash']}, {'agent.annual_income': ['$100,000-250,000', '$100,000-250,000', '$100,000-250,000', 'above $250,000', 'above $250,000', 'above $250,000', 'under $100,000', 'under $100,000', 'under $100,000']}, {'agent.age': [30, 50, 70, 30, 50, 70, 30, 50, 70]}, {'answer.recent_purchase_electronics': ['Yes', 'Yes', 'Yes', 'Yes', 'Yes', 'Yes', 'Yes', 'No', 'No']}, {'answer.amount_electronics': [2500, 2500, 500, 5000, 5000, 5000, 200, 250, 0]}, {'answer.next_purchase_electronics': ['Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year']}, {'answer.recent_purchase_phones': ['No', 'Yes', 'No', 'Yes', 'Yes', 'No', 'No', None, None]}, {'answer.amount_phones': [1200, 1200, 0, 0, 2500, 0, 600, None, None]}, {'answer.next_purchase_phones': ['Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Within the next year', 'Never', 'Within the next year', None, None]}])"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1530,12 +2153,12 @@
    },
    "source": [
     "## Posting to the Coop\n",
-    "Here we post this notebook to the Coop. [Learn more](https://docs.expectedparrot.com/en/latest/coop.html)."
+    "Here we post this notebook to the Coop, a free platform for creating and sharing AI-based research (learn more about [how it works](https://docs.expectedparrot.com/en/latest/coop.html)):"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 18,
    "id": "e6271adb-6b40-40ff-940e-35be53a790bf",
    "metadata": {
     "editable": true,
@@ -1553,7 +2176,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 19,
    "id": "2f627fd2-11f9-4da5-9c5b-760201f0b6be",
    "metadata": {
     "editable": true,
@@ -1571,7 +2194,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 20,
    "id": "427af26d-aae9-4613-b162-48064fd8cfcd",
    "metadata": {
     "editable": true,
@@ -1588,13 +2211,13 @@
       "text/plain": [
        "{'description': 'Using skip logic with question scenarios',\n",
        " 'object_type': 'notebook',\n",
-       " 'url': 'https://www.expectedparrot.com/content/22cfeb7c-0689-46c9-aba9-776b5531b521',\n",
-       " 'uuid': '22cfeb7c-0689-46c9-aba9-776b5531b521',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/ba541892-b397-437f-a72c-c95f23750540',\n",
+       " 'uuid': 'ba541892-b397-437f-a72c-c95f23750540',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1620,8 +2243,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "id": "a6eca557-534e-4547-9b6b-04efb7fad2f0",
+   "execution_count": 21,
+   "id": "3c653c6a-86a6-49fd-9568-817805bcf6b6",
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -1638,8 +2261,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "id": "9f15c3a1-c8c5-482b-88dd-91915564c5e3",
+   "execution_count": 22,
+   "id": "10d20aaa-76f9-4e3c-a2db-9288d4498829",
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -1656,7 +2279,7 @@
        "{'status': 'success'}"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/docs/notebooks/updating_agents.ipynb b/docs/notebooks/updating_agents.ipynb
index fffa6aab..11de6e21 100644
--- a/docs/notebooks/updating_agents.ipynb
+++ b/docs/notebooks/updating_agents.ipynb
@@ -117,45 +117,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 13:55:21)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:30:17)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUIDb503195a-655b-4505-b3eb-8515d16deca33540bcaf-b0c0-4803-8946-684f3a27a84f
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/b503195a-655b-4505-b3eb-8515d16deca3https://www.expectedparrot.com/home/remote-job-progress/3540bcaf-b0c0-4803-8946-684f3a27a84f
Error Report URLExceptions Report URLNone
Results UUIDc6cb908c-b729-4247-aa9d-15f15877c72f6e54fca7-e924-4f28-8042-6226f1b502fe
Results URLNonehttps://www.expectedparrot.com/content/6e54fca7-e924-4f28-8042-6226f1b502fe
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/c6cb908c-b729-4247-aa9d-15f15877c72f\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/6e54fca7-e924-4f28-8042-6226f1b502fe\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -362,7 +362,7 @@
        "        \n",
        "        \n",
        "        "
@@ -397,23 +397,23 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 answer.career_interestsanswer.attend_grad_schoolanswer.career_interestsanswer.attend_grad_school
0I'm majoring in biology, so I'm really interested in exploring careers related to that field. I'm considering options like research, environmental science, or possibly healthcare. I'm still figuring it out, but I'm excited about the possibilities and want to find something that combines my love for science with making a positive impact.Undecided0I'm really interested in pursuing a career in the medical field, possibly as a physician assistant or maybe even going to medical school to become a doctor. I love studying biology and understanding how the human body works, so I'm excited to explore different paths in healthcare. For now, I'm focusing on doing well in my classes and gaining some experience through internships or volunteer work.Undecided
\n",
@@ -422,7 +422,7 @@
        "            "
       ],
       "text/plain": [
-       "Dataset([{'answer.career_interests': [\"I'm majoring in biology, so I'm really interested in exploring careers related to that field. I'm considering options like research, environmental science, or possibly healthcare. I'm still figuring it out, but I'm excited about the possibilities and want to find something that combines my love for science with making a positive impact.\"]}, {'answer.attend_grad_school': ['Undecided']}])"
+       "Dataset([{'answer.career_interests': [\"I'm really interested in pursuing a career in the medical field, possibly as a physician assistant or maybe even going to medical school to become a doctor. I love studying biology and understanding how the human body works, so I'm excited to explore different paths in healthcare. For now, I'm focusing on doing well in my classes and gaining some experience through internships or volunteer work.\"]}, {'answer.attend_grad_school': ['Undecided']}])"
       ]
      },
      "execution_count": 5,
@@ -510,53 +510,53 @@
        "
Agent
\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 keyvaluekeyvalue
0traits:personaYou are a sophomore at a community college in upstate New York.0traits:personaYou are a sophomore at a community college in upstate New York.
1traits:yearsophomore1traits:yearsophomore
2traits:schoolcommunity college2traits:schoolcommunity college
3traits:majorbiology3traits:majorbiology
4traits:stateNew York4traits:stateNew York
5traits:career_interestsI'm majoring in biology, so I'm really interested in exploring careers related to that field. I'm considering options like research, environmental science, or possibly healthcare. I'm still figuring it out, but I'm excited about the possibilities and want to find something that combines my love for science with making a positive impact.5traits:career_interestsI'm really interested in pursuing a career in the medical field, possibly as a physician assistant or maybe even going to medical school to become a doctor. I love studying biology and understanding how the human body works, so I'm excited to explore different paths in healthcare. For now, I'm focusing on doing well in my classes and gaining some experience through internships or volunteer work.
6traits:attend_grad_schoolUndecided6traits:attend_grad_schoolUndecided
\n",
@@ -565,7 +565,7 @@
        "            "
       ],
       "text/plain": [
-       "Agent(traits = {'persona': 'You are a sophomore at a community college in upstate New York.', 'year': 'sophomore', 'school': 'community college', 'major': 'biology', 'state': 'New York', 'career_interests': \"I'm majoring in biology, so I'm really interested in exploring careers related to that field. I'm considering options like research, environmental science, or possibly healthcare. I'm still figuring it out, but I'm excited about the possibilities and want to find something that combines my love for science with making a positive impact.\", 'attend_grad_school': 'Undecided'})"
+       "Agent(traits = {'persona': 'You are a sophomore at a community college in upstate New York.', 'year': 'sophomore', 'school': 'community college', 'major': 'biology', 'state': 'New York', 'career_interests': \"I'm really interested in pursuing a career in the medical field, possibly as a physician assistant or maybe even going to medical school to become a doctor. I love studying biology and understanding how the human body works, so I'm excited to explore different paths in healthcare. For now, I'm focusing on doing well in my classes and gaining some experience through internships or volunteer work.\", 'attend_grad_school': 'Undecided'})"
       ]
      },
      "execution_count": 8,
@@ -607,7 +607,7 @@
     {
      "data": {
       "text/plain": [
-       "\"I'm majoring in biology, so I'm really interested in exploring careers related to that field. I'm considering options like research, environmental science, or possibly healthcare. I'm still figuring it out, but I'm excited about the possibilities and want to find something that combines my love for science with making a positive impact.\""
+       "\"I'm really interested in pursuing a career in the medical field, possibly as a physician assistant or maybe even going to medical school to become a doctor. I love studying biology and understanding how the human body works, so I'm excited to explore different paths in healthcare. For now, I'm focusing on doing well in my classes and gaining some experience through internships or volunteer work.\""
       ]
      },
      "execution_count": 9,
@@ -666,48 +666,48 @@
        "
Agent
\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 keyvaluekeyvalue
0traits:personaYou are a sophomore at a community college in upstate New York.0traits:personaYou are a sophomore at a community college in upstate New York.
1traits:yearsophomore1traits:yearsophomore
2traits:schoolcommunity college2traits:schoolcommunity college
3traits:majorbiology3traits:majorbiology
4traits:stateNew York4traits:stateNew York
5namecollege student5namecollege student
\n",
@@ -825,45 +825,45 @@
       "text/html": [
        "\n",
        "            \n",
-       "            
\n",
+       "            
\n",
        "                
\n",
        "                    \n",
-       "                        ▼ \n",
-       "                        Job Status (2024-12-28 13:55:35)\n",
+       "                        ▼ \n",
+       "                        Job Status (2025-02-07 20:30:35)\n",
        "                    \n",
        "                
\n",
-       "                
\n",
+       "                
\n",
        "                    \n",
        "                        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
-       "                \n",
+       "                \n",
        "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "            \n",
        "                \n",
-       "                \n",
+       "                \n",
        "            \n",
        "        \n",
        "                    
Job UUIDba4bbc9d-681d-4fd7-a6cb-5055db1874d4ea12fa17-1c20-4eb8-a9b0-bcabfdd31d8f
Progress Bar URLhttps://www.expectedparrot.com/home/remote-job-progress/ba4bbc9d-681d-4fd7-a6cb-5055db1874d4https://www.expectedparrot.com/home/remote-job-progress/ea12fa17-1c20-4eb8-a9b0-bcabfdd31d8f
Error Report URLExceptions Report URLNone
Results UUID9c7579b3-0865-476a-8b42-87d97f0724579d78611f-aecd-4de8-9c55-3639219056b0
Results URLNonehttps://www.expectedparrot.com/content/9d78611f-aecd-4de8-9c55-3639219056b0
\n",
        "                    \n",
        "                
\n",
-       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/9c7579b3-0865-476a-8b42-87d97f072457\n",
+       "                    ✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/9d78611f-aecd-4de8-9c55-3639219056b0\n",
        "                
\n",
        "            \n",
        "                
\n",
@@ -1070,7 +1070,7 @@
        "        \n",
        "        \n",
        "        "
@@ -1105,31 +1105,31 @@
        "\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 agent.personaanswer.ideal_vacationanswer.commuteagent.personaanswer.ideal_vacationanswer.commute
0School principalAs a school principal, my ideal vacation would be a perfect blend of relaxation and inspiration. I would love to visit a serene location, perhaps a quiet coastal town or a picturesque mountain retreat, where I can unwind and recharge. Mornings would be spent enjoying a good book with a cup of coffee, while afternoons could involve exploring local culture or nature trails. I'd also appreciate the opportunity to visit educational landmarks or museums to gather new ideas and perspectives that I can bring back to the school. Ultimately, it would be a balance of rest, reflection, and learning.Car0School principalAs a school principal, my ideal vacation would be one that allows me to unwind and recharge while also gaining new perspectives that I can bring back to my school. I would love to visit a place with a rich cultural history, perhaps somewhere in Europe like Italy or Greece, where I can explore ancient sites and learn about different educational philosophies throughout history.Car
1NurseAs a nurse, my ideal vacation would be a place where I can completely unwind and recharge. I imagine a serene beach destination with soft sand and gentle waves. I'd love to have a cozy beachside bungalow where I can relax with a good book. It would be great to have access to a spa for some much-needed pampering and perhaps a yoga class by the ocean to help de-stress. I also enjoy trying new cuisines, so exploring local restaurants would be a must. Most importantly, it would be a place where I can disconnect from the hustle and bustle and focus on self-care and rejuvenation.Car1NurseAs a nurse, my ideal vacation would be somewhere peaceful and rejuvenating, where I can unwind and recharge from the demands of my job. I imagine a serene beach with crystal-clear waters and soft, white sand. I’d love to spend my days lounging under a sun umbrella, reading a good book, and listening to the gentle waves. A spa nearby for massages and relaxation treatments would be perfect. In the evenings, I’d enjoy fresh seafood dinners by the ocean, watching the sunset. It’s all about relaxation and taking a break from the hustle and bustle of the hospital.Car
\n",
@@ -1138,7 +1138,7 @@
        "            "
       ],
       "text/plain": [
-       "Dataset([{'agent.persona': ['School principal', 'Nurse']}, {'answer.ideal_vacation': [\"As a school principal, my ideal vacation would be a perfect blend of relaxation and inspiration. I would love to visit a serene location, perhaps a quiet coastal town or a picturesque mountain retreat, where I can unwind and recharge. Mornings would be spent enjoying a good book with a cup of coffee, while afternoons could involve exploring local culture or nature trails. I'd also appreciate the opportunity to visit educational landmarks or museums to gather new ideas and perspectives that I can bring back to the school. Ultimately, it would be a balance of rest, reflection, and learning.\", \"As a nurse, my ideal vacation would be a place where I can completely unwind and recharge. I imagine a serene beach destination with soft sand and gentle waves. I'd love to have a cozy beachside bungalow where I can relax with a good book. It would be great to have access to a spa for some much-needed pampering and perhaps a yoga class by the ocean to help de-stress. I also enjoy trying new cuisines, so exploring local restaurants would be a must. Most importantly, it would be a place where I can disconnect from the hustle and bustle and focus on self-care and rejuvenation.\"]}, {'answer.commute': ['Car', 'Car']}])"
+       "Dataset([{'agent.persona': ['School principal', 'Nurse']}, {'answer.ideal_vacation': ['As a school principal, my ideal vacation would be one that allows me to unwind and recharge while also gaining new perspectives that I can bring back to my school. I would love to visit a place with a rich cultural history, perhaps somewhere in Europe like Italy or Greece, where I can explore ancient sites and learn about different educational philosophies throughout history.', 'As a nurse, my ideal vacation would be somewhere peaceful and rejuvenating, where I can unwind and recharge from the demands of my job. I imagine a serene beach with crystal-clear waters and soft, white sand. I’d love to spend my days lounging under a sun umbrella, reading a good book, and listening to the gentle waves. A spa nearby for massages and relaxation treatments would be perfect. In the evenings, I’d enjoy fresh seafood dinners by the ocean, watching the sunset. It’s all about relaxation and taking a break from the hustle and bustle of the hospital.']}, {'answer.commute': ['Car', 'Car']}])"
       ]
      },
      "execution_count": 16,
@@ -1211,31 +1211,31 @@
        "
AgentList agents: 2;
\n",
        "            
\n",
        "                \n",
-       "\n",
+       "
\n",
        "  \n",
        "    \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "  \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "  \n",
        "
 personaideal_vacationcommutepersonaideal_vacationcommute
0School principalAs a school principal, my ideal vacation would be a perfect blend of relaxation and inspiration. I would love to visit a serene location, perhaps a quiet coastal town or a picturesque mountain retreat, where I can unwind and recharge. Mornings would be spent enjoying a good book with a cup of coffee, while afternoons could involve exploring local culture or nature trails. I'd also appreciate the opportunity to visit educational landmarks or museums to gather new ideas and perspectives that I can bring back to the school. Ultimately, it would be a balance of rest, reflection, and learning.Car0School principalAs a school principal, my ideal vacation would be one that allows me to unwind and recharge while also gaining new perspectives that I can bring back to my school. I would love to visit a place with a rich cultural history, perhaps somewhere in Europe like Italy or Greece, where I can explore ancient sites and learn about different educational philosophies throughout history.Car
1NurseAs a nurse, my ideal vacation would be a place where I can completely unwind and recharge. I imagine a serene beach destination with soft sand and gentle waves. I'd love to have a cozy beachside bungalow where I can relax with a good book. It would be great to have access to a spa for some much-needed pampering and perhaps a yoga class by the ocean to help de-stress. I also enjoy trying new cuisines, so exploring local restaurants would be a must. Most importantly, it would be a place where I can disconnect from the hustle and bustle and focus on self-care and rejuvenation.Car1NurseAs a nurse, my ideal vacation would be somewhere peaceful and rejuvenating, where I can unwind and recharge from the demands of my job. I imagine a serene beach with crystal-clear waters and soft, white sand. I’d love to spend my days lounging under a sun umbrella, reading a good book, and listening to the gentle waves. A spa nearby for massages and relaxation treatments would be perfect. In the evenings, I’d enjoy fresh seafood dinners by the ocean, watching the sunset. It’s all about relaxation and taking a break from the hustle and bustle of the hospital.Car
\n",
@@ -1244,7 +1244,7 @@
        "            "
       ],
       "text/plain": [
-       "AgentList([Agent(traits = {'persona': 'School principal', 'ideal_vacation': \"As a school principal, my ideal vacation would be a perfect blend of relaxation and inspiration. I would love to visit a serene location, perhaps a quiet coastal town or a picturesque mountain retreat, where I can unwind and recharge. Mornings would be spent enjoying a good book with a cup of coffee, while afternoons could involve exploring local culture or nature trails. I'd also appreciate the opportunity to visit educational landmarks or museums to gather new ideas and perspectives that I can bring back to the school. Ultimately, it would be a balance of rest, reflection, and learning.\", 'commute': 'Car'}), Agent(traits = {'persona': 'Nurse', 'ideal_vacation': \"As a nurse, my ideal vacation would be a place where I can completely unwind and recharge. I imagine a serene beach destination with soft sand and gentle waves. I'd love to have a cozy beachside bungalow where I can relax with a good book. It would be great to have access to a spa for some much-needed pampering and perhaps a yoga class by the ocean to help de-stress. I also enjoy trying new cuisines, so exploring local restaurants would be a must. Most importantly, it would be a place where I can disconnect from the hustle and bustle and focus on self-care and rejuvenation.\", 'commute': 'Car'})])"
+       "AgentList([Agent(traits = {'persona': 'School principal', 'ideal_vacation': 'As a school principal, my ideal vacation would be one that allows me to unwind and recharge while also gaining new perspectives that I can bring back to my school. I would love to visit a place with a rich cultural history, perhaps somewhere in Europe like Italy or Greece, where I can explore ancient sites and learn about different educational philosophies throughout history.', 'commute': 'Car'}), Agent(traits = {'persona': 'Nurse', 'ideal_vacation': 'As a nurse, my ideal vacation would be somewhere peaceful and rejuvenating, where I can unwind and recharge from the demands of my job. I imagine a serene beach with crystal-clear waters and soft, white sand. I’d love to spend my days lounging under a sun umbrella, reading a good book, and listening to the gentle waves. A spa nearby for massages and relaxation treatments would be perfect. In the evenings, I’d enjoy fresh seafood dinners by the ocean, watching the sunset. It’s all about relaxation and taking a break from the hustle and bustle of the hospital.', 'commute': 'Car'})])"
       ]
      },
      "execution_count": 19,
@@ -1325,9 +1325,9 @@
       "text/plain": [
        "{'description': 'Updating agent traits with new answers',\n",
        " 'object_type': 'notebook',\n",
-       " 'url': 'https://www.expectedparrot.com/content/bff4a18d-ac66-428f-9983-fad79d2e590f',\n",
-       " 'uuid': 'bff4a18d-ac66-428f-9983-fad79d2e590f',\n",
-       " 'version': '0.1.39.dev2',\n",
+       " 'url': 'https://www.expectedparrot.com/content/d5705447-8907-4578-a43a-6e2822e92c66',\n",
+       " 'uuid': 'd5705447-8907-4578-a43a-6e2822e92c66',\n",
+       " 'version': '0.1.43.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },

From 80d775cb867a7d8269cc8df76f42eda629e860ca Mon Sep 17 00:00:00 2001
From: robin 
Date: Sat, 8 Feb 2025 08:05:42 -0500
Subject: [PATCH 12/14] updating docs

---
 docs/language_models.rst | 25 +++++++++++++++++++++++++
 1 file changed, 25 insertions(+)

diff --git a/docs/language_models.rst b/docs/language_models.rst
index 2578c3cc..b4fce2c8 100644
--- a/docs/language_models.rst
+++ b/docs/language_models.rst
@@ -6,6 +6,7 @@ Language Models
 Language models are used to generate responses to survey questions.
 EDSL works with many models from a variety of popular inference service providers, including Anthropic, Azure, Bedrock, Deep Infra, DeepSeek, Google, Mistral, OpenAI, Perplexity and Together.
 Current model pricing and performance information can be found at the Coop `model pricing page `_.
+The same information can also be retrieved at your workspace by running the `Model.check_working_models()` method (see example code below).
 
 We also recommend checking providers' websites for the most up-to-date information on models and service providers' terms of use.
 Links to providers' websites can be found at the Coop model pricing page.
@@ -99,6 +100,30 @@ Output (this list will vary based on the models that have been used when the cod
      - google
 
 
+
+Check working models 
+--------------------
+
+You can check current performance and pricing for models by running the following code:
+
+.. code-block:: python
+
+  from edsl import Model
+
+  Model.check_working_models()
+
+
+This will return the same information available at the `model pricing page `_: *Service, Model, Works with text, Works with images, Price per 1M input tokens (USD), Price per 1M output tokens (USD)*.
+It can also be used to check a particular service provider (output omitted here for brevity):
+
+.. code-block:: python
+
+  from edsl import Model
+
+  Model.check_working_models(service = "google")
+
+
+
 .. Check models 
 .. ------------
 

From e4f5fde5505d87c07534b3e85d624019d7b23daf Mon Sep 17 00:00:00 2001
From: robin 
Date: Sat, 8 Feb 2025 08:13:09 -0500
Subject: [PATCH 13/14] updating changelog

---
 CHANGELOG.md | 14 ++++++++++----
 1 file changed, 10 insertions(+), 4 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e913da18..aa62775f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,8 +1,14 @@
 # Changelog
 
-## [0.1.43] - TBD
+## [0.1.43] - TBD 
 ### Added
-- Method `ScenarioList._from_pdf_to_image()` generates a scenario for each page of a pdf converted into a jpeg (to use as an image instead of converting to text).
+- (*In progress*) A universal remote cache is available for retrieving responses that have been previously run by any user (i.e., if you run a question that you or another user have run before, you will retrieve that response at no cost to you). It is available for all jobs run remotely by default, and new responses for any remote jobs are automatically added to it. If you want to draw fresh responses you can use `run(fresh_cache=True)` or `run(cache=Cache()`. If you want to draw responses from a different cache you can use `run(cache=)` (insert your own cache object). If you draw a fresh response for a question that has already been run, the new response is also added to the universal remote cache with an index (`n=2`, etc.). Universal remote cache is not available for jobs run locally. See the [remote cache](https://docs.expectedparrot.com/en/latest/remote_caching.html) section for more details.
+
+- (*In progress*) You can now use your own keys from service providers to run jobs remotely and store them at the [Keys](https://www.expectedparrot.com/home/keys) page of your [Coop account](https://www.expectedparrot.com/login) (in lieu of your `.env` file). You can also grant access to other users (without sharing the keys directly), set limits on their usage and set RPM/TPM limits.
+
+- (*In progress*) Parameter `run(background=True)` can be used to run a remote survey in the background so that you can continue working in your workspace. You will automatically get an email notification when the job is completed. You can check the status of the job at any time by attempting to return the results as usual, e.g., `results.columns`. 
+
+- Method `ScenarioList._from_pdf_to_image()` generates a scenario for each page of a pdf converted into a jpeg (to use as an image instead of converting to text). Companion method `Scenario.from_pdf_to_image()` generates a key/value for each page within the same scenario object to allow you to use multiple images at the same time. See a [notebook of examples](https://www.expectedparrot.com/content/ea777fab-9cb1-4738-8fa3-bbdef20ed60d).
 
 ### Changed
 ### Fixed
@@ -11,11 +17,11 @@
 
 ## [0.1.42] - 2025-01-24
 ### Added
-- DeepSeek models
+- DeepSeek models, e.g., `Model("deepseek-reasoner")`.
 
 - The name of the inference service is now included in the `Model` parameters and `Results` objects. This can be useful when the same model is provided by multiple services.
 
-- The model pricing page at Coop shows daily test results for available models: https://www.expectedparrot.com/home/pricing
+- The model pricing page at Coop shows daily test results for available models: https://www.expectedparrot.com/home/pricing. The same information can also be returned by calling the method `Model.check_working_models()`. Check the models for a particular service provider by passing the name of the service: `Model.check_working_models(service="google")`.
 
 ### Changed
 - Default size limits on question texts have been removed.

From 8d264396a6a4b750739763afba76cdf150c65dea Mon Sep 17 00:00:00 2001
From: robin 
Date: Sat, 8 Feb 2025 08:16:43 -0500
Subject: [PATCH 14/14] updating changelog

---
 CHANGELOG.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index aa62775f..b1e74ad2 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,9 +8,10 @@
 
 - (*In progress*) Parameter `run(background=True)` can be used to run a remote survey in the background so that you can continue working in your workspace. You will automatically get an email notification when the job is completed. You can check the status of the job at any time by attempting to return the results as usual, e.g., `results.columns`. 
 
-- Method `ScenarioList._from_pdf_to_image()` generates a scenario for each page of a pdf converted into a jpeg (to use as an image instead of converting to text). Companion method `Scenario.from_pdf_to_image()` generates a key/value for each page within the same scenario object to allow you to use multiple images at the same time. See a [notebook of examples](https://www.expectedparrot.com/content/ea777fab-9cb1-4738-8fa3-bbdef20ed60d).
+- Method `ScenarioList.from_pdf_to_image()` generates a scenario for each page of a pdf converted into a jpeg (to use as an image instead of converting to text). Companion method `Scenario.from_pdf_to_image()` generates a key/value for each page within the same scenario object to allow you to use multiple images at the same time. See a [notebook of examples](https://www.expectedparrot.com/content/ea777fab-9cb1-4738-8fa3-bbdef20ed60d).
 
 ### Changed
+
 ### Fixed
 - A bug preventing iterations on remote inference.