diff --git a/DEVELOPMENT.md b/DEVELOPMENT.md
new file mode 100644
index 0000000..e0a5e68
--- /dev/null
+++ b/DEVELOPMENT.md
@@ -0,0 +1,76 @@
+# Development
+
+This guide provides a checklist for contributing new cleanvision examples.
+
+- Ensure that the notebook contains cell outputs and that they look as expected in Jupyter notebook and **on GitHub**.
+ Note this is different than our tutorials in the main cleanvision repository (where notebook cells should not be
+ executed)! Unlike the tutorials, we want examples notebooks to also look good in GitHub's viewer (which has limited
+ rendering functionality, so avoid things like `
` that GitHub's viewer does not render properly).
+
+- Ensure that the jupyter notebook cells are executed in order. Additionally clear any cell blocks that are too large (
+ eg. model training code that specifies accuracy for each epoch), it is ok if these do not have an execution number
+ after being cleared.
+
+- The first cell of the notebook should be a markdown block containing the text:
+ ```
+ [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/cleanlab/cleanvision-examples/blob/main/{ relative path to notebook }.ipynb)
+ ```
+
+ Replace the `{ relative path to notebook }` portion with the path to the notebook relative to the root folder.
+
+ > eg. the [caltech256.ipynb](caltech256.ipynb) notebook will have a relative path of `caltech256.ipynb` and will have
+ the badge:
+ >
+ > ```
+ > [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/cleanlab/cleanvision-examples/blob/main/caltech256.ipynb)
+ > ```
+
+ This will create a badge that will link to a Google Colab version of the notebook.
+
+ Note that the Colab badge links to the notebook in the main branch, so at the time of making the PR, the link will be
+ invalid. Please remember to check that the Colab link works after the PR has been approved and merged to `main`.
+
+ The Colab badge must also be in its own notebook cell, not with other content.
+
+- Ensure that your notebook is using the correct kernel. In jupyter notebook, you can check the notebook's metadata by
+ navigating to `Edit` > `Edit Notebook Metadata` and check if the follow fields match this:
+
+```json
+"kernelspec": {
+"name": "python3",
+"display_name": "Python 3 (ipykernel)",
+"language": "python"
+}
+```
+
+- Add the notebook to the [README](README.md), ideally grouping the newly added example with any other related examples.
+
+- After a new notebook has been added and pushed to `main` branch, AVOID changing the notebook and folder names, as this
+ may break existing links referencing the example notebook throughout cleanvision documentation, blog posts, and more.
+
+- If the example requires some packages other than the ones in [requirements-dev.txt](requirements-dev.txt), Please
+ create a separate `requirements.txt` specific to that example with extra packages required. Put these requirements and
+ any related jupyter notebooks in a directory instead of the root folder.
+
+## Set up the environment for running notebooks
+
+While this is not required, we recommend that you do development and testing in a virtual environment. There are a
+number of tools to do this, including [virtualenv](https://virtualenv.pypa.io/), [pipenv](https://pipenv.pypa.io/),
+and [venv](https://docs.python.org/3/library/venv.html). You
+can [compare](https://stackoverflow.com/questions/41573587/what-is-the-difference-between-venv-pyvenv-pyenv-virtualenv-virtualenvwrappe)
+the tools and choose what is right for you. Here, we'll explain how to get set up with venv, which is built in to Python
+
+```shell
+python3 -m venv cleanvision-examples
+source cleanvision-examples/bin/activate
+pip install --upgrade pip
+pip install -r requirements-dev.txt
+python -m ipykernel install --user --name=cleanvision-examples
+```
+
+Choose the `cleanvision-examples` kernel in the jupyter notebook when running.
+
+You only need to create the virtual environment once, but you will need to
+activate it every time you start a new shell. Once the virtual environment is
+activated, the `pip install` commands below will install dependencies into the
+virtual environment rather than your system Python installation.
diff --git a/README.md b/README.md
index 56f6dbf..dd6c2b3 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,31 @@
# cleanvision-examples
-Notebooks demonstrating example applications of the [cleanvision](https://github.com/cleanlab/cleanvision/) library.
+The notebooks in this repository demonstrate the example applications
+of [CleanVision](https://github.com/cleanlab/cleanvision/) on following datasets.
+
+- [Caltech-256](caltech256.ipynb)
+- [Caltech-UCSD Birds-200-2011 (CUB-200-2011)](cub200.ipynb)
+- [CIFAR10](cifar10.ipynb)
+- [Food-101](food101.ipynb)
+
+For a quick-start tutorial on different ways to use this package,
+check [Tutorials](https://cleanvision.readthedocs.io/en/latest/tutorials/tutorial.html#)
+
+## Installation
+
+You can install the most recent stable version of the package via
+
+```shell
+pip install cleanvision
+```
+
+More information on installation can be found [here](https://cleanvision.readthedocs.io/en/latest/#installation).
+
+Some recently-added examples may require the developer version of the package, which you can install via:
+
+```shell
+pip install git+https://github.com/cleanlab/cleanvision.git
+```
-For a comprehensive quick-start tutorial on different ways to use this package, start with: [tutorial.ipynb](tutorial.ipynb).
-Unless stated otherwise, notebooks here correspond to the [latest bleeding-edge version](https://github.com/cleanlab/cleanvision/tree/main/) of the CleanVision package. These notebooks install this [latest version](https://github.com/cleanlab/cleanvision/tree/main/) of CleanVision (which is undergoing rapid development).
-You can instead install the most recent stable version of the package via: `pip install cleanvision`
diff --git a/caltech256.ipynb b/caltech256.ipynb
index 3958774..842bfe0 100644
--- a/caltech256.ipynb
+++ b/caltech256.ipynb
@@ -21,7 +21,7 @@
"outputs": [],
"source": [
"!pip install -U pip\n",
- "!pip install git+https://github.com/cleanlab/cleanvision.git"
+ "!pip install cleanvision"
]
},
{
@@ -33,7 +33,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 1,
"metadata": {
"tags": []
},
@@ -42,7 +42,7 @@
"import tarfile\n",
"import pandas as pd\n",
"\n",
- "from cleanvision.imagelab import Imagelab"
+ "from cleanvision import Imagelab"
]
},
{
@@ -63,11 +63,11 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
- "file = tarfile.open('256_ObjectCategories.tar')\n",
+ "file = tarfile.open(\"256_ObjectCategories.tar\")\n",
"file.extractall()\n",
"file.close()"
]
@@ -83,7 +83,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
@@ -100,7 +100,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
@@ -111,12 +111,32 @@
]
},
{
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 30607/30607 [00:32<00:00, 931.68it/s]\n",
- "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 30607/30607 [00:16<00:00, 1844.43it/s]\n"
- ]
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "7451dd273a0d4e939ba0587b510118fe",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ " 0%| | 0/30607 [00:00, ?it/s]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "e9b0060bb11d444580f7c5e398a58e6c",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ " 0%| | 0/30607 [00:00, ?it/s]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
},
{
"name": "stdout",
@@ -141,7 +161,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
@@ -154,11 +174,11 @@
"|---:|:-----------------|-------------:|\n",
"| 0 | grayscale | 422 |\n",
"| 1 | odd_aspect_ratio | 208 |\n",
- "| 2 | blurry | 204 |\n",
- "| 3 | near_duplicates | 167 |\n",
- "| 4 | low_information | 116 |\n",
- "| 5 | dark | 48 |\n",
- "| 6 | exact_duplicates | 31 |\n",
+ "| 2 | near_duplicates | 167 |\n",
+ "| 3 | low_information | 116 |\n",
+ "| 4 | blurry | 59 |\n",
+ "| 5 | exact_duplicates | 31 |\n",
+ "| 6 | dark | 23 |\n",
"| 7 | light | 17 | \n",
"\n",
"\n",
@@ -167,7 +187,7 @@
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
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"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "imagelab.report()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "The main way to interface with your data is via the `Imagelab` class. This class can be used to understand the issues in your dataset at a high level (global overview) and low level (issues and quality scores for each image) as well as additional information about the dataset. It has three main attributes:\n",
- "- `Imagelab.issue_summary`\n",
- "- `Imagelab.issues`\n",
- "- `Imagelab.info`\n",
- "\n",
- "#### imagelab.issue_summary\n",
- "Dataframe with global summary of all issue types detected in your dataset and the overall prevalence of each type.\n",
- "\n",
- "In each row:\\\n",
- "`issue_type` - name of the issue\\\n",
- "`num_images` - number of images of that issue type found in the dataset"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "