diff --git a/requirements.txt b/requirements.txt
index 268bb5d1..77c776f9 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -11,6 +11,8 @@ cssselect2==0.7.0
 defusedxml==0.7.1
 distro==1.7.0
 et-xmlfile==1.1.0
+gitdb==4.0.10
+GitPython==3.1.34
 html5lib==1.1
 ics==0.7.2
 idna==3.3
@@ -29,12 +31,14 @@ PyYAML==6.0
 reportlab==3.6.11
 requests==2.28.1
 six==1.16.0
+smmap==5.0.0
 soupsieve==2.3.2.post1
 svglib==1.4.1
 tabula-py==2.4.0
 TatSu==5.8.3
 tinycss2==1.2.1
 tomli==2.0.1
+typing_extensions==4.7.1
 urllib3==1.26.9
 webencodings==0.5.1
 yamllint==1.27.1
diff --git a/src/aggregate_historical_data.py b/src/aggregate_historical_data.py
new file mode 100644
index 00000000..6e5feafa
--- /dev/null
+++ b/src/aggregate_historical_data.py
@@ -0,0 +1,147 @@
+import datetime
+import os
+import yaml
+from dateutil.parser import parse
+import logging
+
+logging.basicConfig(level=logging.INFO,
+                    format='%(asctime)s - %(levelname)s - %(message)s',
+                    filename='aggregate_historical_data.log',
+                    filemode='a')
+logger = logging.getLogger()
+NEW_DIRECTORY = "historical_versions"
+AGGREGATED_FILE = "historical_data.yml"
+
+
+def find_overlaps(sorted_data):
+    overlaps = []
+    for i in range(len(sorted_data)):
+        for j in range(i + 1, len(sorted_data)):
+            if sorted_data[i]['finsh'] > sorted_data[j]['start']:
+                overlaps.append((sorted_data[i], sorted_data[j]))
+                if sorted_data[j]['start'] > sorted_data[i]['finsh']:
+                    break
+    return overlaps
+
+
+def find_erroneous_line(file):
+    with open(file, 'r') as f:
+        for i, line in enumerate(f, start=1):
+            try:
+                yaml.safe_load(line)
+            except Exception as inner_e:
+                print(f"Error on line {i}: {inner_e}")
+                print(f"Line content: {line.strip()}")
+
+
+def load_yaml_files(directory):
+    num_file_import_errors = 0
+    files = sorted(
+        [os.path.join(directory, f) for f in os.listdir(directory) if f.endswith('.yml') or f.endswith(".yaml")])
+    loadshedding_data = []
+    for file in files:
+        try:
+            with open(file, 'r') as f:
+                date_time_str = file.split("_")[-1]
+                date_time_str = date_time_str.split(".")[0]
+                data = yaml.safe_load(f)
+                for change in data["changes"]:
+                    change['commit_time'] = datetime.datetime.fromisoformat(date_time_str)
+                loadshedding_data.append(data)
+        except Exception as e:
+            num_file_import_errors += 1
+            logger.exception(f"Error in file {file}")
+            continue
+    print(f"There were {num_file_import_errors} files that could not be imported. Check aggregate_historical_data.log"
+          f" for details")
+    return loadshedding_data
+
+
+def resolve_conflicts(sorted_data):
+    resolved_data = []
+
+    i = 0
+    while i < len(sorted_data):
+        current_entry = sorted_data[i].copy()
+
+        j = i + 1
+        while j < len(sorted_data) and current_entry['finsh'] > sorted_data[j]['start']:
+            next_entry = sorted_data[j]
+
+            # Only consider overlaps where 'include' or 'exclude' tags match
+            if ('include' in current_entry and 'include' in next_entry and
+                current_entry['include'] == next_entry['include']) or \
+                    ('exclude' in current_entry and 'exclude' in next_entry and
+                     current_entry['exclude'] == next_entry['exclude']):
+
+                # If the next entry's commit_time is more recent, update the 'finsh' time of the current entry
+                if next_entry['commit_time'] > current_entry['commit_time']:
+                    current_entry['finsh'] = next_entry['start']
+                else:
+                    # the next item has a commit time after the current item in which case it can be ignored
+                    sorted_data.pop(j)
+
+            j += 1
+        # remove commit time
+        if current_entry:
+            current_entry.pop('commit_time', None)
+            resolved_data.append(current_entry)
+
+        i += 1
+
+    return resolved_data
+
+
+def write_yaml(filtered_aggregated_data, file_path):
+    with open(file_path, 'w') as f:
+        f.write("# This data automatically generated by aggregate_historical_data.py\n")
+        yaml.safe_dump({'historical_data': filtered_aggregated_data}, f)
+
+
+def aggregate_data(data_as_dict, key):
+    aggregated_data = []
+    for entry in data_as_dict:
+        for entries in entry[key]:
+            aggregated_data.append(entries)
+    return aggregated_data
+
+
+def create_historical_data(directory):
+    raw_data = load_yaml_files(directory)
+    aggregated_data = aggregate_data(raw_data, 'changes')
+    num_entries_unfiltered = len(aggregated_data)
+    aggregated_data = [entry for entry in aggregated_data if 'start' in entry]
+
+    # Ensuring all 'start' and 'finsh' values are datetime objects
+    for entry in aggregated_data:
+        if isinstance(entry.get('start'), str):
+            entry['start'] = parse(entry['start'])
+        if isinstance(entry.get('finsh'), str):
+            entry['finsh'] = parse(entry['finsh'])
+
+    unique_entries_dict = {}
+
+    for entry in aggregated_data:
+        # Creating a unique key for each entry using a subset of the fields
+        entry_key = (entry['start'], entry['finsh'], entry['stage'], entry.get('include', ''), entry.get('exclude', ''))
+
+        # If this is a newer version of an already seen entry, replace the older version
+        if entry_key not in unique_entries_dict or entry['commit_time'] > unique_entries_dict[entry_key]['commit_time']:
+            unique_entries_dict[entry_key] = entry
+
+    unique_entries = list(unique_entries_dict.values())
+
+    sorted_data = sorted(unique_entries, key=lambda x: (x['start'], -x['commit_time'].timestamp()))
+    num_entries_filtered = len(sorted_data)
+    diff = num_entries_unfiltered - num_entries_filtered
+    # print(f"{diff} entries were incorrectly formatted/duplicates and dropped")
+    resolved_data = resolve_conflicts(sorted_data)
+
+    resolved_data.sort(key=lambda x: x['start'], reverse=True)
+    overlaps = find_overlaps(resolved_data)
+    return resolved_data
+
+
+if __name__ == "__main__":
+    data = create_historical_data("./historical_versions")
+    write_yaml(data, "test_historical.yaml")
diff --git a/src/fetch_historical_data.py b/src/fetch_historical_data.py
new file mode 100644
index 00000000..af6d5a20
--- /dev/null
+++ b/src/fetch_historical_data.py
@@ -0,0 +1,77 @@
+import os
+import shutil
+import yaml
+from git import Repo
+from datetime import datetime
+import logging
+
+# Configure logging
+logging.basicConfig(filename='file_versions_log.log', level=logging.INFO,
+                    format='%(asctime)s - %(levelname)s - %(message)s')
+REPO_URL = "https://github.com/beyarkay/eskom-calendar.git"
+BRANCH_NAME = "main"
+FILE_NAME = "manually_specified.yaml"
+NEW_DIRECTORY = "historical_versions"
+TEMP_PATH = "eskom-calendar-temp"
+
+
+def get_file_history(repo_name, branch_name, file_name):
+    """Get commit hashes where the file changed."""
+    git_commits = list(repo_name.iter_commits(branch_name, paths=file_name))
+    return git_commits
+
+
+def copy_file_versions(commit_hashes, file_name, new_directory):
+    """Copy versions of the file to a new directory."""
+    if not os.path.exists(new_directory):
+        os.makedirs(new_directory)
+
+    for i, commit in enumerate(commit_hashes):
+        try:
+            # Get the file content at this commit
+            file_content = (commit.tree / file_name).data_stream.read()
+        except Exception as e:
+            logging.error(f"Failed to read file content at commit {commit.hexsha} due to: {str(e)}")
+            continue
+
+        try:
+            # Create a new file with the content at this commit with commit hash and time
+            commit_time = datetime.fromtimestamp(commit.committed_date).isoformat()
+            new_file_name = os.path.join(new_directory,
+                                         f"{os.path.splitext(file_name)[0]}_{commit.hexsha}_{commit_time}.yml")
+            with open(new_file_name, "wb") as f:
+                f.write(file_content)
+        except Exception as e:
+            logging.error(f"Failed to write file content due to: {str(e)}")
+            continue
+
+        logging.info(f"Successfully copied version {i + 1}/{len(commit_hashes)} to {new_file_name}")
+
+
+if __name__ == "__main__":
+    repo = ''
+    try:
+        repo = Repo.clone_from(REPO_URL, TEMP_PATH, branch=BRANCH_NAME)
+    except Exception as e:
+        if os.path.exists(TEMP_PATH):
+            shutil.rmtree(TEMP_PATH)
+        print(f"Cannot clone {REPO_URL} due to {e}")
+        exit(1)
+
+    try:
+        # Get the commits where the file changed
+        commits = get_file_history(repo, BRANCH_NAME, FILE_NAME)
+        copy_file_versions(commits, FILE_NAME, NEW_DIRECTORY)
+        logging.info(f"Copied all versions of {FILE_NAME} to {NEW_DIRECTORY}")
+    except Exception as e:
+        logging.critical(f"Script failed due to: {str(e)}")
+    print(f"Copied all versions of {FILE_NAME} to {NEW_DIRECTORY}")
+
+    # Remove the temporary cloned repository
+    if os.path.exists(TEMP_PATH):
+        try:
+            shutil.rmtree(TEMP_PATH)
+            print(f"Directory {TEMP_PATH} has been removed successfully")
+        except OSError as error:
+            print(error)
+            print(f"Directory {TEMP_PATH} can not be removed")
diff --git a/src/historical_data_test.py b/src/historical_data_test.py
new file mode 100644
index 00000000..13e513a4
--- /dev/null
+++ b/src/historical_data_test.py
@@ -0,0 +1,37 @@
+import unittest
+from datetime import datetime
+from aggregate_historical_data import create_historical_data
+
+
+class TestOverlapResolution(unittest.TestCase):
+
+    def test_find_overlaps(self):
+        # Define your expected output data
+        expected_output = [
+            {
+                'stage': 6, 'start': datetime.fromisoformat('2023-09-04T22:00:00'),
+                'finsh': datetime.fromisoformat('2023-09-05T05:00:00'),
+                'source': 'https://twitter.com/CityofCT/status/1698744757000831345', 'include': 'coct'
+            },
+            {
+                'stage': 5, 'start': datetime.fromisoformat('2023-09-04T18:00:00'),
+                'finsh': datetime.fromisoformat('2023-09-04T22:00:00'),
+                'source': 'https://twitter.com/CityofCT/status/1698744757000831345', 'include': 'coct'
+            },
+            {
+                'stage': 3, 'start': datetime.fromisoformat('2023-09-04T10:00:00'),
+                'finsh': datetime.fromisoformat('2023-09-04T18:00:00'),
+                'source': 'https://twitter.com/CityofCT/status/1698744757000831345', 'include': 'coct'
+            },
+        ]
+
+        # Call your function and get the output
+        output = create_historical_data("../test-files")  # replace with your actual function name
+
+        # Validate if output is the same as the expected output
+        self.assertEqual(output, expected_output)
+
+
+# Run the tests
+if __name__ == '__main__':
+    unittest.main()
diff --git a/src/test_historical.yaml b/src/test_historical.yaml
new file mode 100644
index 00000000..8aec9aa9
--- /dev/null
+++ b/src/test_historical.yaml
@@ -0,0 +1,7518 @@
+# This data automatically generated by aggregate_historical_data.py
+historical_data:
+- finsh: 2023-09-09 05:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744762298155395
+  stage: 6
+  start: 2023-09-08 22:00:00
+- finsh: 2023-09-08 22:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744762298155395
+  stage: 4
+  start: 2023-09-08 16:00:00
+- finsh: 2023-09-08 16:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744762298155395
+  stage: 5
+  start: 2023-09-08 10:00:00
+- finsh: 2023-09-08 10:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744762298155395
+  stage: 4
+  start: 2023-09-08 05:00:00
+- finsh: 2023-09-08 05:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744760037437712
+  stage: 6
+  start: 2023-09-07 22:00:00
+- finsh: 2023-09-07 22:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744760037437712
+  stage: 4
+  start: 2023-09-07 16:00:00
+- finsh: 2023-09-07 16:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744760037437712
+  stage: 5
+  start: 2023-09-07 10:00:00
+- finsh: 2023-09-07 10:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744760037437712
+  stage: 4
+  start: 2023-09-07 05:00:00
+- finsh: 2023-09-07 05:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744760037437712
+  stage: 6
+  start: 2023-09-06 22:00:00
+- finsh: 2023-09-06 22:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744760037437712
+  stage: 4
+  start: 2023-09-06 16:00:00
+- finsh: 2023-09-06 16:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744760037437712
+  stage: 5
+  start: &id001 2023-09-06 10:00:00
+- finsh: 2023-09-06 10:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744760037437712
+  stage: 4
+  start: 2023-09-06 05:00:00
+- finsh: *id001
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698302825166418422
+  stage: 4
+  start: 2023-09-06 05:00:00
+- finsh: 2023-09-06 05:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744757000831345
+  stage: 6
+  start: 2023-09-05 22:00:00
+- finsh: 2023-09-05 22:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744757000831345
+  stage: 4
+  start: 2023-09-05 16:00:00
+- finsh: 2023-09-05 16:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744757000831345
+  stage: 5
+  start: &id002 2023-09-05 10:00:00
+- exclude: coct
+  finsh: 2023-09-11 00:00:00
+  source: https://twitter.com/Eskom_SA/status/1698733183225737650
+  stage: 6
+  start: 2023-09-05 05:00:00
+- finsh: 2023-09-05 10:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744757000831345
+  stage: 4
+  start: 2023-09-05 05:00:00
+- finsh: *id002
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698302825166418422
+  stage: 4
+  start: 2023-09-05 05:00:00
+- finsh: 2023-09-05 05:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744757000831345
+  stage: 5
+  start: 2023-09-04 22:00:00
+- exclude: coct
+  finsh: 2023-09-05 05:00:00
+  source: https://twitter.com/Eskom_SA/status/1698296736949657659
+  stage: 5
+  start: 2023-09-04 16:00:00
+- finsh: 2023-09-04 22:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698744757000831345
+  stage: 3
+  start: 2023-09-04 10:00:00
+- exclude: coct
+  finsh: 2023-09-04 16:00:00
+  source: https://twitter.com/Eskom_SA/status/1698296736949657659
+  stage: 4
+  start: 2023-09-04 05:00:00
+- finsh: 2023-09-04 10:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698325443609317815
+  stage: 2
+  start: 2023-09-04 05:00:00
+- exclude: coct
+  finsh: 2023-09-04 05:00:00
+  source: https://twitter.com/Eskom_SA/status/1698296736949657659
+  stage: 5
+  start: 2023-09-03 16:00:00
+- finsh: 2023-09-04 05:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698325443609317815
+  stage: 5
+  start: &id003 2023-09-03 16:00:00
+- finsh: 2023-09-03 16:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698325443609317815
+  stage: 4
+  start: &id005 2023-09-03 05:00:00
+- finsh: *id003
+  include: coct
+  source: https://twitter.com/CityofCT/status/1697259196931252229
+  stage: 2
+  start: 2023-09-03 05:00:00
+- exclude: coct
+  finsh: 2023-09-03 16:00:00
+  source: https://twitter.com/Eskom_SA/status/1698047161961685424
+  stage: 4
+  start: &id004 2023-09-02 21:00:00
+- exclude: coct
+  finsh: *id004
+  source: https://twitter.com/Eskom_SA/status/1696495100153499912
+  stage: 4
+  start: 2023-09-02 16:00:00
+- finsh: *id005
+  include: coct
+  source: https://twitter.com/CityofCT/status/1698074526137917468
+  stage: 4
+  start: &id006 2023-09-02 05:00:00
+- exclude: coct
+  finsh: 2023-09-02 16:00:00
+  source: https://twitter.com/Eskom_SA/status/1697210092179935262
+  stage: 2
+  start: 2023-09-02 05:00:00
+- finsh: 2023-09-02 05:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1697233282306384005
+  stage: 4
+  start: 2023-09-01 22:00:00
+- finsh: *id006
+  include: coct
+  source: https://twitter.com/CityofCT/status/1697646169063665702
+  stage: 4
+  start: 2023-09-01 20:00:00
+- finsh: 2023-09-01 20:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1697646169063665702
+  stage: 2
+  start: &id007 2023-09-01 16:00:00
+- finsh: *id007
+  include: coct
+  source: https://twitter.com/CityofCT/status/1697259196931252229
+  stage: 2
+  start: 2023-09-01 05:00:00
+- exclude: coct
+  finsh: 2023-09-01 16:00:00
+  source: https://twitter.com/Eskom_SA/status/1695790083796828468
+  stage: 1
+  start: 2023-09-01 05:00:00
+- finsh: 2023-09-01 05:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1697259196931252229
+  stage: 4
+  start: 2023-08-31 22:00:00
+- finsh: 2023-08-31 22:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1697259196931252229
+  stage: 2
+  start: &id008 2023-08-31 17:00:00
+- exclude: coct
+  finsh: 2023-09-01 05:00:00
+  source: https://twitter.com/Eskom_SA/status/1695790083796828468
+  stage: 3
+  start: 2023-08-31 16:00:00
+- exclude: coct
+  finsh: 2023-09-02 05:00:00
+  source: https://twitter.com/Eskom_SA/status/1697210092179935262
+  stage: 4
+  start: &id010 2023-08-31 14:00:00
+- finsh: 2023-08-31 17:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1697259196931252229
+  stage: 4
+  start: &id009 2023-08-31 10:00:00
+- finsh: *id008
+  include: coct
+  source: https://twitter.com/CityofCT/status/1696898809576440224
+  stage: 2
+  start: 2023-08-31 10:00:00
+- finsh: 2023-08-31 10:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1697103871762391292
+  stage: 3
+  start: 2023-08-31 05:00:00
+- finsh: *id009
+  include: coct
+  source: https://twitter.com/CityofCT/status/1696395190330654957
+  stage: 2
+  start: 2023-08-31 05:00:00
+- exclude: coct
+  finsh: *id010
+  source: https://twitter.com/Eskom_SA/status/1697061945482805267
+  stage: 4
+  start: &id011 2023-08-31 03:41:00
+- finsh: 2023-08-31 05:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1696898809576440224
+  stage: 4
+  start: 2023-08-30 22:00:00
+- exclude: coct
+  finsh: *id011
+  source: https://twitter.com/Eskom_SA/status/1696495100153499912
+  stage: 4
+  start: 2023-08-30 16:00:00
+- exclude: coct
+  finsh: 2023-08-30 16:00:00
+  source: https://twitter.com/Eskom_SA/status/1696495100153499912
+  stage: 2
+  start: 2023-08-30 05:00:00
+- finsh: 2023-08-30 22:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1696898809576440224
+  stage: 2
+  start: 2023-08-30 05:00:00
+- finsh: 2023-08-30 22:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1695810055642169780
+  stage: 1
+  start: 2023-08-30 05:00:00
+- finsh: 2023-08-30 05:00:00
+  include: coct
+  source: https://twitter.com/CityofCT/status/1696497387089395832
+  stage: 4
+  start: 2023-08-29 22:00:00
+- exclude: coct
+  finsh: 2023-08-30 05:00:00
+  source: https://twitter.com/Eskom_SA/status/1696495100153499912
+  stage: 4
+  start: 2023-08-29 16:00:00
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+  start: 2022-09-17 00:00:00
+- finsh: 2022-09-18 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1570033811450372097
+  stage: 2
+  start: 2022-09-17 00:00:00
+- finsh: 2022-09-17 09:59:00
+  source: https://twitter.com/Eskom_SA/status/1570735203718688770
+  stage: 4
+  start: 2022-09-16 13:00:00
+- finsh: 2022-09-18 04:59:00
+  source: https://twitter.com/Eskom_SA/status/1570735203718688770
+  stage: 4
+  start: 2022-09-16 13:00:00
+- finsh: 2022-09-16 23:59:00
+  source: https://twitter.com/eskom_sa/status/1568197939926810624
+  stage: 2
+  start: 2022-09-16 00:00:00
+- finsh: 2022-09-16 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1569623551853871106
+  stage: 2
+  start: 2022-09-15 05:00:00
+- finsh: 2022-09-15 23:59:00
+  source: https://twitter.com/eskom_sa/status/1568197939926810624
+  stage: 2
+  start: 2022-09-15 00:00:00
+- finsh: 2022-09-16 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1570033811450372097
+  stage: 4
+  start: 2022-09-14 15:00:00
+- finsh: 2022-09-14 23:59:00
+  source: https://twitter.com/eskom_sa/status/1568197939926810624
+  stage: 2
+  start: 2022-09-14 00:00:00
+- finsh: 2022-09-15 04:59:00
+  source: https://twitter.com/Eskom_SA/status/1569623551853871106
+  stage: 4
+  start: 2022-09-13 10:00:00
+- finsh: 2022-09-16 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1568892284397051906
+  stage: 2
+  start: 2022-09-13 05:00:00
+- finsh: 2022-09-13 23:59:00
+  source: https://twitter.com/eskom_sa/status/1568197939926810624
+  stage: 2
+  start: 2022-09-13 00:00:00
+- finsh: 2022-09-13 04:59:00
+  source: https://twitter.com/Eskom_SA/status/1568892284397051906
+  stage: 3
+  start: 2022-09-12 05:00:00
+- finsh: 2022-09-16 23:59:00
+  source: https://twitter.com/eskom_sa/status/1568197939926810624
+  stage: 2
+  start: 2022-09-12 05:00:00
+- finsh: 2022-09-12 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1568197939926810624
+  stage: 2
+  start: 2022-09-12 05:00:00
+- finsh: 2022-09-12 04:59:00
+  source: https://twitter.com/Eskom_SA/status/1568494585113976835
+  stage: 4
+  start: 2022-09-12 00:00:00
+- finsh: 2022-09-12 04:59:00
+  source: https://twitter.com/Eskom_SA/status/1568197939926810624
+  stage: 3
+  start: 2022-09-12 00:00:00
+- finsh: 2022-09-11 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1568494585113976835
+  stage: 4
+  start: 2022-09-11 00:00:00
+- finsh: 2022-09-11 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1568197939926810624
+  stage: 3
+  start: 2022-09-11 00:00:00
+- finsh: 2022-09-12 04:59:00
+  source: https://twitter.com/Eskom_SA/status/1568494585113976835
+  stage: 4
+  start: 2022-09-10 10:00:00
+- finsh: 2022-09-10 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1568494585113976835
+  stage: 4
+  start: 2022-09-10 10:00:00
+- finsh: 2022-09-10 22:00:00
+  source: https://twitter.com/Eskom_SA/status/1567843314522591234
+  stage: 2
+  start: 2022-09-10 05:00:00
+- finsh: 2022-09-10 09:59:00
+  source: https://twitter.com/Eskom_SA/status/1568494585113976835
+  stage: 3
+  start: 2022-09-10 00:00:00
+- finsh: 2022-09-10 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1568197939926810624
+  stage: 3
+  start: 2022-09-10 00:00:00
+- finsh: 2022-09-09 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1568197939926810624
+  stage: 3
+  start: 2022-09-09 14:00:00
+- finsh: 2022-09-09 22:00:00
+  source: https://twitter.com/Eskom_SA/status/1567113378304237569
+  stage: 2
+  start: 2022-09-09 05:00:00
+- finsh: 2022-09-09 13:59:00
+  source: https://twitter.com/Eskom_SA/status/1568197939926810624
+  stage: 2
+  start: 2022-09-09 00:00:00
+- finsh: 2022-09-09 22:00:00
+  source: https://twitter.com/Eskom_SA/status/1567843314522591234
+  stage: 2
+  start: 2022-09-09 00:00:00
+- finsh: 2022-09-08 22:00:00
+  source: https://twitter.com/Eskom_SA/status/1567113378304237569
+  stage: 2
+  start: 2022-09-08 16:00:00
+- finsh: 2022-09-08 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1567843314522591234
+  stage: 2
+  start: 2022-09-08 05:00:00
+- finsh: 2022-09-08 22:00:00
+  source: https://twitter.com/Eskom_SA/status/1567113378304237569
+  stage: 2
+  start: 2022-09-08 05:00:00
+- finsh: 2022-09-07 22:00:00
+  source: https://twitter.com/Eskom_SA/status/1567113378304237569
+  stage: 2
+  start: 2022-09-07 05:00:00
+- finsh: 2022-09-06 22:00:00
+  source: https://twitter.com/Eskom_SA/status/1567113378304237569
+  stage: 2
+  start: 2022-09-06 16:00:00
+- finsh: 2022-08-21 22:00:00
+  source: https://twitter.com/Eskom_SA/status/1567113378304237569
+  stage: 2
+  start: 2022-08-21 05:00:00
+- finsh: 2022-08-20 22:00:00
+  source: https://twitter.com/Eskom_SA/status/1567113378304237569
+  stage: 2
+  start: 2022-08-20 05:00:00
+- finsh: 2022-08-19 22:00:00
+  source: https://twitter.com/Eskom_SA/status/1567113378304237569
+  stage: 2
+  start: 2022-08-19 05:00:00
+- finsh: 2022-08-18 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1559838433920667648
+  stage: 2
+  start: 2022-08-18 16:00:00
+- finsh: 2022-08-18 22:00:00
+  source: https://twitter.com/Eskom_SA/status/1567113378304237569
+  stage: 2
+  start: 2022-08-18 05:00:00
+- finsh: 2022-08-17 22:00:00
+  source: https://twitter.com/Eskom_SA/status/1567113378304237569
+  stage: 2
+  start: 2022-08-17 16:00:00
+- finsh: 2022-08-17 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1559838433920667648
+  stage: 2
+  start: 2022-08-17 16:00:00
+- finsh: 2022-08-16 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1559514946664267778
+  stage: 2
+  start: 2022-08-16 18:00:00
+- finsh: 2022-08-16 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1559514946664267778
+  stage: 2
+  start: 2022-08-16 16:00:00
+- finsh: 2022-08-07 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1555541078475939841
+  stage: 2
+  start: 2022-08-07 16:00:00
+- finsh: 2022-08-06 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1555541078475939841
+  stage: 2
+  start: 2022-08-06 16:00:00
+- finsh: 2022-08-05 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1554880679825051651
+  stage: 2
+  start: 2022-08-05 05:00:00
+- finsh: 2022-08-04 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1554880679825051651
+  stage: 4
+  start: 2022-08-04 16:00:00
+- finsh: 2022-08-04 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1554735509175517184
+  stage: 2
+  start: 2022-08-04 16:00:00
+- finsh: 2022-08-04 16:00:00
+  source: https://twitter.com/Eskom_SA/status/1554880679825051651
+  stage: 2
+  start: 2022-08-04 05:00:00
+- finsh: 2022-08-03 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1554735509175517184
+  stage: 2
+  start: 2022-08-03 16:00:00
+- finsh: 2022-07-25 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1549001233675046914
+  stage: 1
+  start: 2022-07-25 16:00:00
+- finsh: 2022-07-24 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1550075190914195457
+  stage: 1
+  start: 2022-07-24 16:00:00
+- finsh: 2022-07-23 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1550075190914195457
+  stage: 1
+  start: 2022-07-23 16:00:00
+- finsh: 2022-07-22 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1550075190914195457
+  stage: 2
+  start: 2022-07-22 16:00:00
+- finsh: 2022-07-22 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1549001233675046914
+  stage: 1
+  start: 2022-07-22 16:00:00
+- finsh: 2022-07-21 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1550075190914195457
+  stage: 2
+  start: 2022-07-21 16:00:00
+- finsh: 2022-07-20 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1549001233675046914
+  stage: 2
+  start: 2022-07-20 16:00:00
+- finsh: 2022-07-19 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1549001233675046914
+  stage: 2
+  start: 2022-07-19 16:00:00
+- finsh: 2022-07-18 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1549001233675046914
+  stage: 2
+  start: 2022-07-18 16:00:00
+- finsh: 2022-07-18 16:00:00
+  source: https://twitter.com/Eskom_SA/status/1547565723718860802?s=20&t=xseAiZD1Hn_3EugYgMAwBg
+  stage: 1
+  start: 2022-07-18 05:00:00
+- finsh: 2022-07-17 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1547923518234382338?s=20&t=0U1prvvPo4QHQx1onIEg6Q
+  stage: 2
+  start: 2022-07-17 16:00:00
+- finsh: 2022-07-17 22:00:00
+  source: https://twitter.com/Eskom_SA/status/1547923518234382338?s=20&t=0U1prvvPo4QHQx1onIEg6Q
+  stage: 2
+  start: 2022-07-17 16:00:00
+- finsh: 2022-07-16 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1547923518234382338?s=20&t=0U1prvvPo4QHQx1onIEg6Q
+  stage: 2
+  start: 2022-07-16 16:00:00
+- finsh: 2022-07-16 22:00:00
+  source: https://twitter.com/Eskom_SA/status/1547923518234382338?s=20&t=0U1prvvPo4QHQx1onIEg6Q
+  stage: 2
+  start: 2022-07-16 16:00:00
+- finsh: 2022-07-16 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1547189452161916928?s=20&t=2MH_-k43RExp6ISPIpi-xw
+  stage: 3
+  start: 2022-07-16 16:00:00
+- finsh: 2022-07-16 16:00:00
+  source: https://twitter.com/Eskom_SA/status/1547565723718860802?s=20&t=xseAiZD1Hn_3EugYgMAwBg
+  stage: 1
+  start: 2022-07-16 07:00:00
+- finsh: 2022-07-16 16:00:00
+  source: https://twitter.com/Eskom_SA/status/1547189452161916928?s=20&t=2MH_-k43RExp6ISPIpi-xw
+  stage: 2
+  start: 2022-07-16 07:00:00
+- finsh: 2022-07-16 07:00:00
+  source: https://twitter.com/Eskom_SA/status/1547189452161916928?s=20&t=2MH_-k43RExp6ISPIpi-xw
+  stage: 1
+  start: 2022-07-16 00:00:00
+- finsh: 2022-07-15 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1547923518234382338?s=20&t=0U1prvvPo4QHQx1onIEg6Q
+  stage: 3
+  start: 2022-07-15 05:00:00
+- finsh: 2022-07-15 05:00:00
+  source: https://twitter.com/Eskom_SA/status/1547189452161916928?s=20&t=2MH_-k43RExp6ISPIpi-xw
+  stage: 2
+  start: 2022-07-15 00:00:00
+- finsh: 2022-07-14 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1547565723718860802?s=20&t=xseAiZD1Hn_3EugYgMAwBg
+  stage: 4
+  start: 2022-07-14 16:00:00
+- finsh: 2022-07-14 16:00:00
+  source: https://twitter.com/Eskom_SA/status/1547189452161916928?s=20&t=2MH_-k43RExp6ISPIpi-xw
+  stage: 3
+  start: 2022-07-14 05:00:00
+- finsh: 2022-07-14 05:00:00
+  source: https://twitter.com/Eskom_SA/status/1547189452161916928?s=20&t=2MH_-k43RExp6ISPIpi-xw
+  stage: 1
+  start: 2022-07-14 00:00:00
+- finsh: 2022-07-13 23:59:00
+  source: https://twitter.com/Eskom_SA/status/1547189452161916928?s=20&t=2MH_-k43RExp6ISPIpi-xw
+  stage: 3
+  start: 2022-07-13 05:00:00
diff --git a/test-files/test_different_sources.yaml b/test-files/test_different_sources.yaml
new file mode 100644
index 00000000..7e706e63
--- /dev/null
+++ b/test-files/test_different_sources.yaml
@@ -0,0 +1,73 @@
+# YAML Historical Loadshedding Test Document
+# ==========================================
+#
+# This is a YAML test file that contains multiple YAML documents. Each document
+# starts with `---`. This file is used to test that historical loadshedding
+# calculations are correct.
+#
+# If there are N documents, then the first N-1 each specify a historical state
+# of loadshedding, with the most recent documents towards the end of the list.
+# The last document is the result of the previous N-1 documents being combined
+# together.
+#
+# Test what happens with different sources
+# ----------------------------------------
+# Check that multiple sources are combined properly
+
+---
+changes:
+  # Present in first, updated in second
+  - stage: 2
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/1/1
+  # Present in first, not in second
+  - stage: 0
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T02:00:00
+    source: https://example.com/1/2
+  # present in both
+  - stage: 2
+    start: 2000-01-01T02:00:00
+    finsh: 2000-01-01T03:00:00
+    source: https://example.com/1/3
+historical_changes: []
+
+---
+changes:
+  # Present in first, updated in second
+  - stage: 2
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/2/1
+  # present in both
+  - stage: 2
+    start: 2000-01-01T02:00:00
+    finsh: 2000-01-01T03:00:00
+    source: https://example.com/1/3
+  # not present in first, present in second
+  - stage: 2
+    start: 2000-01-01T03:00:00
+    finsh: 2000-01-01T04:00:00
+    source: https://example.com/2/4
+historical_changes: []
+
+---
+changes:
+  - stage: 2
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/2/1
+  - stage: 0
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T02:00:00
+    source: https://example.com/1/2
+  - stage: 2
+    start: 2000-01-01T02:00:00
+    finsh: 2000-01-01T03:00:00
+    source: https://example.com/1/3
+  - stage: 2
+    start: 2000-01-01T03:00:00
+    finsh: 2000-01-01T04:00:00
+    source: https://example.com/2/4
+historical_changes: []
diff --git a/test-files/test_future_conflicts.yaml b/test-files/test_future_conflicts.yaml
new file mode 100644
index 00000000..087c5d55
--- /dev/null
+++ b/test-files/test_future_conflicts.yaml
@@ -0,0 +1,51 @@
+# YAML Historical Loadshedding Test Document
+# ==========================================
+#
+# This is a YAML test file that contains multiple YAML documents. Each document
+# starts with `---`. This file is used to test that historical loadshedding
+# calculations are correct.
+#
+# If there are N documents, then the first N-1 each specify a historical state
+# of loadshedding, with the most recent documents towards the end of the list.
+# The last document is the result of the previous N-1 documents being combined
+# together.
+#
+# Test for future conflicts
+# -------------------------
+#
+# This file tests that if there are conflicts in the future, the newer file
+# should take precedence
+
+---
+changes:
+  - stage: 2
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/1
+  - stage: 2
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T02:00:00
+    source: https://example.com/1
+historical_changes: []
+---
+changes:
+  - stage: 4
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/2
+  - stage: 2
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T02:00:00
+    source: https://example.com/2
+historical_changes: []
+---
+changes:
+  - stage: 4
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/2
+  - stage: 2
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T02:00:00
+    source: https://example.com/2
+historical_changes: []
diff --git a/test-files/test_include_exclude.yaml b/test-files/test_include_exclude.yaml
new file mode 100644
index 00000000..fd7cdcd1
--- /dev/null
+++ b/test-files/test_include_exclude.yaml
@@ -0,0 +1,86 @@
+# YAML Historical Loadshedding Test Document
+# ==========================================
+#
+# This is a YAML test file that contains multiple YAML documents. Each document
+# starts with `---`. This file is used to test that historical loadshedding
+# calculations are correct.
+#
+# If there are N documents, then the first N-1 each specify a historical state
+# of loadshedding, with the most recent documents towards the end of the list.
+# The last document is the result of the previous N-1 documents being combined
+# together.
+#
+# Test edge cases with `include` and `exclude`
+# --------------------------------------------
+# `include` and `exclude` can be used to specify that a certain change only
+# affects a certain area. Two changes should never overlap, *unless* they're
+# affecting different areas.
+
+---
+changes:
+  - stage: 1
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/1
+    exclude: coct
+
+  - stage: 1
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:30:00
+    source: https://example.com/1
+    include: coct
+
+historical_changes: []
+
+---
+changes:
+  - stage: 4
+    start: 2000-01-01T00:30:00
+    finsh: 2000-01-01T02:00:00
+    source: https://example.com/2
+    exclude: coct
+
+  - stage: 4
+    start: 2000-01-01T00:30:00
+    finsh: 2000-01-01T02:30:00
+    source: https://example.com/2
+    include: coct
+
+historical_changes: []
+
+---
+# Note that there is technically duplicate information here: both `include:
+# coct` and `exclude: coct` have stage 1 scheduled from 00:00 to 00:30. These
+# _could_ be combined together (since the include and exclude are mutually
+# exclusive and exhaustive).
+#
+# However, it's probably not a good idea since `include` and `exclude` are
+# converted to regex behind the scenes, and there's not an easy intepretation
+# for what it means for a regex to be mutually exclusive and exhaustive.
+#
+# So it's best to treat changes containing different `include` and `exclude` as
+# completely separate items. This is what is done here.
+changes:
+  - stage: 1
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:30:00
+    source: https://example.com/1
+    exclude: coct
+  - stage: 4
+    start: 2000-01-01T00:30:00
+    finsh: 2000-01-01T02:00:00
+    source: https://example.com/2
+    exclude: coct
+
+  - stage: 1
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:30:00
+    source: https://example.com/1
+    include: coct
+  - stage: 4
+    start: 2000-01-01T00:30:00
+    finsh: 2000-01-01T02:30:00
+    source: https://example.com/2
+    include: coct
+
+historical_changes: []
diff --git a/test-files/test_information_gaps_are_kept.yaml b/test-files/test_information_gaps_are_kept.yaml
new file mode 100644
index 00000000..5ca428fa
--- /dev/null
+++ b/test-files/test_information_gaps_are_kept.yaml
@@ -0,0 +1,63 @@
+# YAML Historical Loadshedding Test Document
+# ==========================================
+#
+# This is a YAML test file that contains multiple YAML documents. Each document
+# starts with `---`. This file is used to test that historical loadshedding
+# calculations are correct.
+#
+# If there are N documents, then the first N-1 each specify a historical state
+# of loadshedding, with the most recent documents towards the end of the list.
+# The last document is the result of the previous N-1 documents being combined
+# together.
+#
+# Test that information gaps are kept
+# -----------------------------------
+#
+# Sometimes, there just won't be information about a certain region of time.
+# It's unavoidable unfortunately. This test checks that this case is handled
+# properly
+
+---
+changes:
+  - stage: 2
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/1
+    # This region of time is not specified
+    # start: 2000-01-01T01:00:00
+    # finsh: 2000-01-01T02:00:00
+  - stage: 2
+    start: 2000-01-01T02:00:00
+    finsh: 2000-01-01T03:00:00
+    source: https://example.com/1
+historical_changes: []
+
+---
+changes:
+  - stage: 2
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/1
+    # This region of time is not specified
+    # start: 2000-01-01T01:00:00
+    # finsh: 2000-01-01T01:30:00
+  - stage: 2
+    start: 2000-01-01T01:30:00
+    finsh: 2000-01-01T03:00:00
+    source: https://example.com/2
+historical_changes: []
+
+---
+changes:
+  - stage: 2
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/1
+    # This region of time is not specified
+    # start: 2000-01-01T01:00:00
+    # finsh: 2000-01-01T01:30:00
+  - stage: 2
+    start: 2000-01-01T01:30:00
+    finsh: 2000-01-01T03:00:00
+    source: https://example.com/2
+historical_changes: []
diff --git a/test-files/test_iso8601_second_granularity.yaml b/test-files/test_iso8601_second_granularity.yaml
new file mode 100644
index 00000000..27d0b0fd
--- /dev/null
+++ b/test-files/test_iso8601_second_granularity.yaml
@@ -0,0 +1,60 @@
+# YAML Historical Loadshedding Test Document
+# ==========================================
+#
+# This is a YAML test file that contains multiple YAML documents. Each document
+# starts with `---`. This file is used to test that historical loadshedding
+# calculations are correct.
+#
+# If there are N documents, then the first N-1 each specify a historical state
+# of loadshedding, with the most recent documents towards the end of the list.
+# The last document is the result of the previous N-1 documents being combined
+# together.
+#
+# Test for down-to-the-second granularity
+# ---------------------------------------
+# There's nothing particularly weird about this test just that the ISO
+# timestamps go down to the second.
+
+---
+changes:
+  - stage: 1
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:00:01
+    source: https://example.com/1
+  - stage: 2
+    start: 2000-01-01T00:00:01
+    finsh: 2000-01-01T00:00:02
+    source: https://example.com/1
+historical_changes: []
+
+---
+changes:
+  - stage: 1
+    start: 2000-01-01T00:00:02
+    finsh: 2000-01-01T00:00:03
+    source: https://example.com/2
+  - stage: 2
+    start: 2000-01-01T00:00:03
+    finsh: 2000-01-01T00:00:04
+    source: https://example.com/2
+historical_changes: []
+
+---
+changes:
+  - stage: 1
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:00:01
+    source: https://example.com/1
+  - stage: 2
+    start: 2000-01-01T00:00:01
+    finsh: 2000-01-01T00:00:02
+    source: https://example.com/1
+  - stage: 1
+    start: 2000-01-01T00:00:02
+    finsh: 2000-01-01T00:00:03
+    source: https://example.com/2
+  - stage: 2
+    start: 2000-01-01T00:00:03
+    finsh: 2000-01-01T00:00:04
+    source: https://example.com/2
+historical_changes: []
diff --git a/test-files/test_iso8601_trickery.yaml b/test-files/test_iso8601_trickery.yaml
new file mode 100644
index 00000000..e406c9a8
--- /dev/null
+++ b/test-files/test_iso8601_trickery.yaml
@@ -0,0 +1,58 @@
+# YAML Historical Loadshedding Test Document
+# ==========================================
+#
+# This is a YAML test file that contains multiple YAML documents. Each document
+# starts with `---`. This file is used to test that historical loadshedding
+# calculations are correct.
+#
+# If there are N documents, then the first N-1 each specify a historical state
+# of loadshedding, with the most recent documents towards the end of the list.
+# The last document is the result of the previous N-1 documents being combined
+# together.
+#
+# Test for ISO8601 trickery
+# -------------------------
+#
+# In an old version of eskom-calendar, the start datetime for event `N+1` had
+# to be strictly greater than the finsh datetime for event `N`, so this test
+# checks that these are handled properly.
+
+---
+changes:
+  - stage: 1
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:59:00
+    source: https://example.com/1
+  - stage: 2
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T01:59:00
+    source: https://example.com/1
+historical_changes: []
+
+---
+changes:
+  - stage: 3
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T02:59:00
+    source: https://example.com/2
+  - stage: 5
+    start: 2000-01-01T03:00:00
+    finsh: 2000-01-01T03:59:00
+    source: https://example.com/2
+historical_changes: []
+
+---
+changes:
+  - stage: 1
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:59:00
+    source: https://example.com/1
+  - stage: 3
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T02:59:00
+    source: https://example.com/2
+  - stage: 5
+    start: 2000-01-01T03:00:00
+    finsh: 2000-01-01T03:59:00
+    source: https://example.com/2
+historical_changes: []
diff --git a/test-files/test_malformed_schema.yaml b/test-files/test_malformed_schema.yaml
new file mode 100644
index 00000000..9eb5b1eb
--- /dev/null
+++ b/test-files/test_malformed_schema.yaml
@@ -0,0 +1,182 @@
+# YAML Historical Loadshedding Test Document
+# ==========================================
+#
+# This is a YAML test file that contains multiple YAML documents. Each document
+# starts with `---`. This file is used to test that historical loadshedding
+# calculations are correct.
+#
+# If there are N documents, then the first N-1 each specify a historical state
+# of loadshedding, with the most recent documents towards the end of the list.
+# The last document is the result of the previous N-1 documents being combined
+# together.
+#
+# Test for malformed schema
+# -------------------------
+#
+# Unfortunately, sometimes a malformed YAML doc slips through into the main
+# branch. If the document isn't valid YAML, then that should still be caught,
+# but this file just checks for documents that are valid YAML but don't obey
+# the correct schema, which is:
+#
+# Document:
+#   changes: list of `change` objects
+#   historical_changes: list of `change` objects
+#
+# change object:
+#   stage: integer
+#   start: ISO8601 timestamp
+#   finsh: ISO8601 timestamp
+#   source: string
+#   include: optional string
+#   exclude: optional string
+#   include_regex: optional string
+#   exclude_regex: optional string
+
+---
+# Correctly formatted. Every other document besides this one should be excluded
+# from the final file
+changes:
+  - stage: 1
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:59:00
+    source: https://example.com/1
+  - stage: 2
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T01:59:00
+    source: https://example.com/1
+historical_changes: []
+
+---
+# historical_changes is missing
+changes:
+  - stage: 6
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:59:00
+    source: https://example.com/2
+  - stage: 6
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T01:59:00
+    source: https://example.com/2
+
+---
+# changes is missing
+historical_changes:
+  - stage: 6
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:59:00
+    source: https://example.com/2
+  - stage: 6
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T01:59:00
+    source: https://example.com/2
+
+---
+# change objects don't have the required fields
+changes:
+  - start: 2000-01-01T00:00:00
+    # stage: 6
+    finsh: 2000-01-01T00:59:00
+    source: https://example.com/2
+historical_changes: []
+
+---
+# change objects don't have the required fields
+changes:
+  - stage: 6
+    # start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:59:00
+    source: https://example.com/2
+historical_changes: []
+
+---
+# change objects don't have the required fields
+changes:
+  - stage: 6
+    start: 2000-01-01T00:00:00
+    # finsh: 2000-01-01T00:59:00
+    source: https://example.com/2
+historical_changes: []
+
+---
+# change objects don't have the required fields
+changes:
+  - stage: 6
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:59:00
+    # source: https://example.com/2
+historical_changes: []
+
+---
+# change objects have extra field `finish`
+changes:
+  - stage: 6
+    start: 2000-01-01T00:00:00
+    finish: 2000-01-01T00:59:00 # `finsh`, not `finish`!
+    source: https://example.com/2
+historical_changes: []
+
+---
+# change objects have extra field `src`
+changes:
+  - stage: 6
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:59:00
+    src: https://example.com/2
+historical_changes: []
+
+---
+# change objects have extra field `start_time`
+changes:
+  - stage: 6
+    start_time: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:59:00
+    source: https://example.com/2
+historical_changes: []
+
+---
+# change objects have extra field `ls_stage`
+changes:
+  - ls_stage: 6
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:59:00
+    source: https://example.com/2
+historical_changes: []
+
+---
+# change objects datetime is missing the time
+changes:
+  - stage: 6
+    start: 2000-01-01 # T00:00:00
+    finsh: 2000-01-01T00:59:00
+    source: https://example.com/2
+historical_changes: []
+
+---
+# change objects datetime is missing the time
+changes:
+  - stage: 6
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01 # T00:59:00
+    source: https://example.com/2
+historical_changes: []
+
+---
+# The entire document is just malformed
+foo:
+  - bar: 6
+    baz: "abc"
+  - car: 2
+    caz: "123"
+joo: []
+
+---
+changes:
+  - stage: 1
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:59:00
+    source: https://example.com/1
+  - stage: 2
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T01:59:00
+    source: https://example.com/1
+historical_changes: []
diff --git a/test-files/test_manually_specified_0a23554a97d61568a39bd99d132e7ff1837993ef_2023-03-10T17:43:48.yaml b/test-files/test_manually_specified_0a23554a97d61568a39bd99d132e7ff1837993ef_2023-03-10T17:43:48.yaml
new file mode 100644
index 00000000..c4779a66
--- /dev/null
+++ b/test-files/test_manually_specified_0a23554a97d61568a39bd99d132e7ff1837993ef_2023-03-10T17:43:48.yaml
@@ -0,0 +1,25 @@
+# How to edit this file:
+# You should add items to `changes`. For example, here's a template that you
+# can copy and paste just below the line `changes:`:
+# ```
+#  - stage: <STAGE NUMBER HERE>
+#    start: <START TIME HERE>
+#    finsh: <FINISH TIME HERE>
+#    source: <URL TO INFORMATION SOURCE HERE>
+#    exclude: <coct if this schedule doesn't apply to cape town>
+#    include: <coct if this schedule only applies to cape town>
+# ```
+# See the README.md for more details
+---
+changes:
+  - stage: 3
+    start: 2023-09-04T10:00:00
+    finsh: 2023-09-04T22:00:00
+    source: https://twitter.com/CityofCT/status/1698744757000831345
+    include: coct
+  - stage: 5
+    start: 2023-09-04T22:00:00
+    finsh: 2023-09-05T05:00:00
+    source: https://twitter.com/CityofCT/status/1698744757000831345
+    include: coct
+historical_changes: []
diff --git a/test-files/test_manually_specified_0a23554a97d61568a39bd99d132e7ff1837993ef_2023-03-10T17:44:49.yaml b/test-files/test_manually_specified_0a23554a97d61568a39bd99d132e7ff1837993ef_2023-03-10T17:44:49.yaml
new file mode 100644
index 00000000..58bbfbf1
--- /dev/null
+++ b/test-files/test_manually_specified_0a23554a97d61568a39bd99d132e7ff1837993ef_2023-03-10T17:44:49.yaml
@@ -0,0 +1,25 @@
+# How to edit this file:
+# You should add items to `changes`. For example, here's a template that you
+# can copy and paste just below the line `changes:`:
+# ```
+#  - stage: <STAGE NUMBER HERE>
+#    start: <START TIME HERE>
+#    finsh: <FINISH TIME HERE>
+#    source: <URL TO INFORMATION SOURCE HERE>
+#    exclude: <coct if this schedule doesn't apply to cape town>
+#    include: <coct if this schedule only applies to cape town>
+# ```
+# See the README.md for more details
+---
+changes:
+  - stage: 5
+    start: 2023-09-04T18:00:00
+    finsh: 2023-09-04T22:00:00
+    source: https://twitter.com/CityofCT/status/1698744757000831345
+    include: coct
+  - stage: 6
+    start: 2023-09-04T22:00:00
+    finsh: 2023-09-05T05:00:00
+    source: https://twitter.com/CityofCT/status/1698744757000831345
+    include: coct
+historical_changes: []
diff --git a/test-files/test_multiple_documents_combined_properly.yaml b/test-files/test_multiple_documents_combined_properly.yaml
new file mode 100644
index 00000000..3cb96c9a
--- /dev/null
+++ b/test-files/test_multiple_documents_combined_properly.yaml
@@ -0,0 +1,90 @@
+# YAML Historical Loadshedding Test Document
+# ==========================================
+#
+# This is a YAML test file that contains multiple YAML documents. Each document
+# starts with `---`. This file is used to test that historical loadshedding
+# calculations are correct.
+#
+# If there are N documents, then the first N-1 each specify a historical state
+# of loadshedding, with the most recent documents towards the end of the list.
+# The last document is the result of the previous N-1 documents being combined
+# together.
+#
+# Check that multiple documents in sequence are combined properly
+# ---------------------------------------------------------------
+# This isn't super trivial, since later documents could "split" a change in
+# two, or cause an earlier document to have it's start/end time adjusted
+
+---
+changes:
+  - stage: 1
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T02:00:00
+    source: https://example.com/1
+historical_changes: []
+
+---
+changes:
+  - stage: 1
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T03:00:00
+    source: https://example.com/2
+historical_changes: []
+
+---
+changes:
+  - stage: 1
+    start: 2000-01-01T04:00:00
+    finsh: 2000-01-01T07:00:00
+    source: https://example.com/3
+historical_changes: []
+
+---
+changes:
+  - stage: 1
+    start: 2000-01-01T05:00:00
+    finsh: 2000-01-01T06:00:00
+    source: https://example.com/4
+historical_changes: []
+
+---
+changes:
+  - stage: 1
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:30:00
+    source: https://example.com/5
+historical_changes: []
+
+---
+changes:
+  - stage: 1
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T00:30:00
+    source: https://example.com/5
+
+  - stage: 1
+    start: 2000-01-01T00:30:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/1
+
+  - stage: 1
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T03:00:00
+    source: https://example.com/2
+
+  - stage: 1
+    start: 2000-01-01T04:00:00
+    finsh: 2000-01-01T05:00:00
+    source: https://example.com/3
+
+  - stage: 1
+    start: 2000-01-01T05:00:00
+    finsh: 2000-01-01T06:00:00
+    source: https://example.com/4
+
+  - stage: 1
+    start: 2000-01-01T06:00:00
+    finsh: 2000-01-01T07:00:00
+    source: https://example.com/3
+
+historical_changes: []
diff --git a/test-files/test_no_loadshedding.yaml b/test-files/test_no_loadshedding.yaml
new file mode 100644
index 00000000..e57dd1bc
--- /dev/null
+++ b/test-files/test_no_loadshedding.yaml
@@ -0,0 +1,39 @@
+# YAML Historical Loadshedding Test Document
+# ==========================================
+#
+# This is a YAML test file that contains multiple YAML documents. Each document
+# starts with `---`. This file is used to test that historical loadshedding
+# calculations are correct.
+#
+# If there are N documents, then the first N-1 each specify a historical state
+# of loadshedding, with the most recent documents towards the end of the list.
+# The last document is the result of the previous N-1 documents being combined
+# together.
+#
+# Test when there's no loadshedding
+# ---------------------------------
+# It does happen occasionaly
+
+---
+changes:
+  - stage: 2
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/1
+  - stage: 0
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T02:00:00
+    source: https://example.com/1
+  - stage: 2
+    start: 2000-01-01T02:00:00
+    finsh: 2000-01-01T03:00:00
+    source: https://example.com/1
+historical_changes: []
+
+---
+changes: []
+historical_changes: []
+
+---
+changes: []
+historical_changes: []
diff --git a/test-files/test_only_source_changes.yaml b/test-files/test_only_source_changes.yaml
new file mode 100644
index 00000000..e382d3fc
--- /dev/null
+++ b/test-files/test_only_source_changes.yaml
@@ -0,0 +1,52 @@
+# YAML Historical Loadshedding Test Document
+# ==========================================
+#
+# This is a YAML test file that contains multiple YAML documents. Each document
+# starts with `---`. This file is used to test that historical loadshedding
+# calculations are correct.
+#
+# If there are N documents, then the first N-1 each specify a historical state
+# of loadshedding, with the most recent documents towards the end of the list.
+# The last document is the result of the previous N-1 documents being combined
+# together.
+#
+# Test for only source changes
+# ----------------------------
+# Ensure nothing weird happens when everything stays the same, but the source
+# of information gets updated.
+
+---
+changes:
+  - stage: 2
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/1
+  - stage: 2
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T02:00:00
+    source: https://example.com/1
+historical_changes: []
+
+---
+changes:
+  - stage: 4
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/2
+  - stage: 2
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T02:00:00
+    source: https://example.com/2
+historical_changes: []
+
+---
+changes:
+  - stage: 4
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/2
+  - stage: 2
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T02:00:00
+    source: https://example.com/2
+historical_changes: []
diff --git a/test-files/test_stage_zero.yaml b/test-files/test_stage_zero.yaml
new file mode 100644
index 00000000..f51cb5e0
--- /dev/null
+++ b/test-files/test_stage_zero.yaml
@@ -0,0 +1,70 @@
+# YAML Historical Loadshedding Test Document
+# ==========================================
+#
+# This is a YAML test file that contains multiple YAML documents. Each document
+# starts with `---`. This file is used to test that historical loadshedding
+# calculations are correct.
+#
+# If there are N documents, then the first N-1 each specify a historical state
+# of loadshedding, with the most recent documents towards the end of the list.
+# The last document is the result of the previous N-1 documents being combined
+# together.
+#
+# Test for stage zero being kept
+# ------------------------------
+# "Stage zero" represents there being no loadshedding, but that is information
+# in and of itself, and is different from there just being no information about
+# loadshedding. This tests ensurees that stage zero is no omitted from the
+# record.
+
+---
+changes:
+  - stage: 2
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/1
+  - stage: 0
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T02:00:00
+    source: https://example.com/1
+  - stage: 2
+    start: 2000-01-01T02:00:00
+    finsh: 2000-01-01T03:00:00
+    source: https://example.com/1
+historical_changes: []
+
+---
+changes:
+  - stage: 0
+    start: 2000-01-01T02:30:00
+    finsh: 2000-01-01T03:00:00
+    source: https://example.com/2
+  - stage: 2
+    start: 2000-01-01T03:00:00
+    finsh: 2000-01-01T04:00:00
+    source: https://example.com/2
+historical_changes: []
+
+---
+changes:
+  - stage: 2
+    start: 2000-01-01T00:00:00
+    finsh: 2000-01-01T01:00:00
+    source: https://example.com/1
+  - stage: 0
+    start: 2000-01-01T01:00:00
+    finsh: 2000-01-01T02:00:00
+    source: https://example.com/1
+  - stage: 2
+    start: 2000-01-01T02:00:00
+    finsh: 2000-01-01T02:30:00
+    source: https://example.com/1
+  - stage: 0
+    start: 2000-01-01T02:30:00
+    finsh: 2000-01-01T03:00:00
+    source: https://example.com/2
+  - stage: 2
+    start: 2000-01-01T03:00:00
+    finsh: 2000-01-01T04:00:00
+    source: https://example.com/2
+historical_changes: []
diff --git a/test-files/test_with_funky_dates.yaml b/test-files/test_with_funky_dates.yaml
new file mode 100644
index 00000000..7edf868c
--- /dev/null
+++ b/test-files/test_with_funky_dates.yaml
@@ -0,0 +1,86 @@
+# YAML Historical Loadshedding Test Document
+# ==========================================
+#
+# This is a YAML test file that contains multiple YAML documents. Each document
+# starts with `---`. This file is used to test that historical loadshedding
+# calculations are correct.
+#
+# If there are N documents, then the first N-1 each specify a historical state
+# of loadshedding, with the most recent documents towards the end of the list.
+# The last document is the result of the previous N-1 documents being combined
+# together.
+#
+# Dates are weird, make sure they're okay
+# ---------------------------------------
+
+---
+changes:
+  # over midnight
+  - stage: 1
+    start: 2000-01-01T22:00:00
+    finsh: 2000-01-02T01:00:00
+    source: https://example.com/1
+  # over a month boundary
+  - stage: 1
+    start: 2000-01-31T22:00:00
+    finsh: 2000-02-01T01:00:00
+    source: https://example.com/1
+  # over a year boundary
+  - stage: 1
+    start: 2000-12-31T22:00:00
+    finsh: 2001-01-01T01:00:00
+    source: https://example.com/1
+historical_changes: []
+
+---
+changes:
+  # over midnight
+  - stage: 1
+    start: 2000-01-01T23:00:00
+    finsh: 2000-01-02T02:00:00
+    source: https://example.com/2
+  # over a month boundary
+  - stage: 1
+    start: 2000-01-31T23:00:00
+    finsh: 2000-02-01T02:00:00
+    source: https://example.com/2
+  # over a year boundary
+  - stage: 1
+    start: 2000-12-31T23:00:00
+    finsh: 2001-01-01T02:00:00
+    source: https://example.com/2
+historical_changes: []
+
+---
+changes:
+  # over midnight
+  - stage: 1
+    start: 2000-01-01T22:00:00
+    finsh: 2000-01-01T23:00:00
+    source: https://example.com/1
+  - stage: 1
+    start: 2000-01-01T23:00:00
+    finsh: 2000-01-02T02:00:00
+    source: https://example.com/2
+
+  # over a month boundary
+  - stage: 1
+    start: 2000-01-31T22:00:00
+    finsh: 2000-01-31T23:00:00
+    source: https://example.com/1
+  - stage: 1
+    start: 2000-01-31T23:00:00
+    finsh: 2000-02-01T02:00:00
+    source: https://example.com/2
+
+  # over a year boundary
+  - stage: 1
+    start: 2000-12-31T22:00:00
+    finsh: 2000-12-31T23:00:00
+    source: https://example.com/1
+  - stage: 1
+    start: 2000-12-31T23:00:00
+    finsh: 2001-01-01T02:00:00
+    source: https://example.com/2
+
+historical_changes: []