{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ce0d314b",
   "metadata": {},
   "source": [
    "## GAWD dataset\n",
    "\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/SwareUG/gh-aw-dataset-builder/blob/main/data_analysis/load_GAWD.ipynb)\n",
    "\n",
    "This notebook loads **A Dataset of GitHub Agentic Workflow Histories: Early Adopters** in the same lightweight style as `load_AIDev.ipynb`.\n",
    "\n",
    "By default this notebook reads the public Parquet files from Hugging Face, matching how an external user would load the dataset. For local development, set `USE_LOCAL_MIRROR = True` to use a release folder with the same `data/*.parquet` layout.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ba3f3585",
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import annotations\n",
    "\n",
    "import importlib.util\n",
    "import subprocess\n",
    "import sys\n",
    "from io import BytesIO\n",
    "from pathlib import Path\n",
    "from urllib.request import urlopen\n",
    "\n",
    "REQUIRED_PACKAGES = {\n",
    "    \"pandas\": \"pandas\",\n",
    "    \"pyarrow\": \"pyarrow\",\n",
    "}\n",
    "\n",
    "if \"google.colab\" in sys.modules:\n",
    "    missing = [\n",
    "        package\n",
    "        for package, import_name in REQUIRED_PACKAGES.items()\n",
    "        if importlib.util.find_spec(import_name) is None\n",
    "    ]\n",
    "    if missing:\n",
    "        subprocess.check_call([sys.executable, \"-m\", \"pip\", \"install\", \"-q\", *missing])\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "DATASET_ID = \"pavtch/gawd\"\n",
    "DATASET_REVISION = \"main\"\n",
    "LOCAL_RELEASE_CANDIDATES = [\n",
    "    Path(\"..\"),\n",
    "    Path(\".\"),\n",
    "    Path(\"../releases/gh-aw-early-adopters-source-history-2026-06-26\"),\n",
    "    Path(\"releases/gh-aw-early-adopters-source-history-2026-06-26\"),\n",
    "    Path(\"../releases/gawd\"),\n",
    "    Path(\"releases/gawd\"),\n",
    "]\n",
    "LOCAL_RELEASE_MIRROR = next(\n",
    "    (\n",
    "        path.resolve()\n",
    "        for path in LOCAL_RELEASE_CANDIDATES\n",
    "        if (path / \"data\").is_dir() and any((path / \"data\").glob(\"*.parquet\"))\n",
    "    ),\n",
    "    None,\n",
    ")\n",
    "USE_LOCAL_MIRROR = \"google.colab\" not in sys.modules and LOCAL_RELEASE_MIRROR is not None\n",
    "\n",
    "\n",
    "def remote_parquet_url(table_name: str) -> str:\n",
    "    return (\n",
    "        f\"https://huggingface.co/datasets/{DATASET_ID}/resolve/\"\n",
    "        f\"{DATASET_REVISION}/data/{table_name}.parquet\"\n",
    "    )\n",
    "\n",
    "\n",
    "def local_parquet_path(table_name: str) -> Path:\n",
    "    if LOCAL_RELEASE_MIRROR is None:\n",
    "        raise FileNotFoundError(\"No local release mirror with a data/ directory was found.\")\n",
    "    return LOCAL_RELEASE_MIRROR / \"data\" / f\"{table_name}.parquet\"\n",
    "\n",
    "\n",
    "def parquet_path(table_name: str) -> str:\n",
    "    if USE_LOCAL_MIRROR:\n",
    "        return str(local_parquet_path(table_name))\n",
    "    return remote_parquet_url(table_name)\n",
    "\n",
    "\n",
    "def read_parquet_table(table_name: str) -> pd.DataFrame:\n",
    "    if USE_LOCAL_MIRROR:\n",
    "        return pd.read_parquet(local_parquet_path(table_name))\n",
    "\n",
    "    try:\n",
    "        with urlopen(remote_parquet_url(table_name)) as response:\n",
    "            return pd.read_parquet(BytesIO(response.read()))\n",
    "    except Exception:\n",
    "        if LOCAL_RELEASE_MIRROR is not None:\n",
    "            return pd.read_parquet(local_parquet_path(table_name))\n",
    "        raise\n",
    "\n",
    "NOTEBOOK_DIR = Path(\"data_analysis\") if Path(\"data_analysis\").is_dir() else Path(\".\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "42fc9681",
   "metadata": {},
   "outputs": [],
   "source": [
    "repository_df = read_parquet_table(\"repository\")\n",
    "source_markdown_file_history_df = read_parquet_table(\"source_markdown_file_history\")\n",
    "source_markdown_file_snapshot_df = read_parquet_table(\"source_markdown_file_snapshot\")\n",
    "source_markdown_file_version_df = read_parquet_table(\"source_markdown_file_version\")\n",
    "lock_file_snapshot_df = read_parquet_table(\"lock_file_snapshot\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "febb7cd7",
   "metadata": {},
   "outputs": [
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       "<p>262 rows × 12 columns</p>\n",
       "</div>"
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       "           repository_id  ...             pushed_at\n",
       "0    9089213639968762207  ...  2026-06-26T18:15:59Z\n",
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       "4    8707166185860304590  ...  2026-06-27T19:40:28Z\n",
       "..                   ...  ...                   ...\n",
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       "\n",
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   "source": [
    "repository_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "440fb601",
   "metadata": {},
   "outputs": [
    {
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       "     source_markdown_file_history_id  version_count\n",
       "0                                  1              1\n",
       "1                                  2              4\n",
       "2                                  3              3\n",
       "3                                  4              2\n",
       "4                                  5              3\n",
       "..                               ...            ...\n",
       "599                              600              1\n",
       "600                              601              1\n",
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       "602                              603              1\n",
       "603                              604              2\n",
       "\n",
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   "execution_count": 5,
   "id": "b1070cb7",
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   "outputs": [
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       "      <td>---\\ndescription: |\\n&nbsp;&nbsp;Scheduled daily triage ...</td>\n",
       "      <td>description: |\\n&nbsp;&nbsp;Scheduled daily triage that ...</td>\n",
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       "      <td>.github/workflows/daily-repo-status.md</td>\n",
       "      <td>---\\ndescription: |\\n&nbsp;&nbsp;This workflow creates d...</td>\n",
       "      <td>description: |\\n&nbsp;&nbsp;This workflow creates daily ...</td>\n",
       "      <td>\\n# Repo Status\\n\\nCreate an upbeat daily stat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>9089213639968762207</td>\n",
       "      <td>.github/workflows/daily-repo-status.md</td>\n",
       "      <td>---\\ndescription: |\\n&nbsp;&nbsp;This workflow creates d...</td>\n",
       "      <td>description: |\\n&nbsp;&nbsp;This workflow creates daily ...</td>\n",
       "      <td>\\n# Repo Status\\n\\nCreate an upbeat daily stat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2815</th>\n",
       "      <td>2816</td>\n",
       "      <td>6077468482482437617</td>\n",
       "      <td>.github/workflows/pr-prior-art-reviewer.md</td>\n",
       "      <td>---\\non:\\n&nbsp;&nbsp;workflow_call:\\n&nbsp;&nbsp;&nbsp;&nbsp;inputs:\\n&nbsp;&nbsp;&nbsp;&nbsp; ...</td>\n",
       "      <td>on:\\n&nbsp;&nbsp;workflow_call:\\n&nbsp;&nbsp;&nbsp;&nbsp;inputs:\\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;pr_u...</td>\n",
       "      <td>\\n# pr-prior-art-reviewer\\n\\nYou are pr-prior-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2816</th>\n",
       "      <td>2817</td>\n",
       "      <td>6077468482482437617</td>\n",
       "      <td>.github/workflows/pr-security-reviewer.md</td>\n",
       "      <td>---\\non:\\n&nbsp;&nbsp;workflow_call:\\n&nbsp;&nbsp;&nbsp;&nbsp;inputs:\\n&nbsp;&nbsp;&nbsp;&nbsp; ...</td>\n",
       "      <td>on:\\n&nbsp;&nbsp;workflow_call:\\n&nbsp;&nbsp;&nbsp;&nbsp;inputs:\\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;pr_u...</td>\n",
       "      <td>\\n# pr-security-reviewer\\n\\nYou are pr-securit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2817</th>\n",
       "      <td>2818</td>\n",
       "      <td>6077468482482437617</td>\n",
       "      <td>.github/workflows/pr-testing-reviewer.md</td>\n",
       "      <td>---\\non:\\n&nbsp;&nbsp;workflow_call:\\n&nbsp;&nbsp;&nbsp;&nbsp;inputs:\\n&nbsp;&nbsp;&nbsp;&nbsp; ...</td>\n",
       "      <td>on:\\n&nbsp;&nbsp;workflow_call:\\n&nbsp;&nbsp;&nbsp;&nbsp;inputs:\\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;pr_u...</td>\n",
       "      <td>\\n# pr-testing-reviewer\\n\\nYou are pr-testing-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2818</th>\n",
       "      <td>2819</td>\n",
       "      <td>6077468482482437617</td>\n",
       "      <td>.github/workflows/validate-yaml-snippets.md</td>\n",
       "      <td>---\\ndescription: Validates YAML snippets in m...</td>\n",
       "      <td>description: Validates YAML snippets in markdo...</td>\n",
       "      <td>\\n# YAML Snippet Validator\\n\\nYou are an AI ag...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2819</th>\n",
       "      <td>2820</td>\n",
       "      <td>6077468482482437617</td>\n",
       "      <td>.github/workflows/validate-yaml-snippets.md</td>\n",
       "      <td>---\\ndescription: Validates YAML snippets in m...</td>\n",
       "      <td>description: Validates YAML snippets in markdo...</td>\n",
       "      <td>\\n# YAML Snippet Validator\\n\\nYou are an AI ag...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2820 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      source_markdown_file_snapshot_id  ...                                               body\n",
       "0                                    1  ...  \\n# Daily Issue Triage\\n\\n<!-- Note - this fil...\n",
       "1                                    2  ...  \\n# Daily Repo Status\\n\\nCreate an upbeat dail...\n",
       "2                                    3  ...  \\n# Daily Repo Status\\n\\nCreate an upbeat dail...\n",
       "3                                    4  ...  \\n# Repo Status\\n\\nCreate an upbeat daily stat...\n",
       "4                                    5  ...  \\n# Repo Status\\n\\nCreate an upbeat daily stat...\n",
       "...                                ...  ...                                                ...\n",
       "2815                              2816  ...  \\n# pr-prior-art-reviewer\\n\\nYou are pr-prior-...\n",
       "2816                              2817  ...  \\n# pr-security-reviewer\\n\\nYou are pr-securit...\n",
       "2817                              2818  ...  \\n# pr-testing-reviewer\\n\\nYou are pr-testing-...\n",
       "2818                              2819  ...  \\n# YAML Snippet Validator\\n\\nYou are an AI ag...\n",
       "2819                              2820  ...  \\n# YAML Snippet Validator\\n\\nYou are an AI ag...\n",
       "\n",
       "[2820 rows x 6 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "source_markdown_file_snapshot_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5bebb7b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>source_markdown_file_version_id</th>\n",
       "      <th>source_markdown_file_history_id</th>\n",
       "      <th>source_markdown_file_snapshot_id</th>\n",
       "      <th>commit_sha</th>\n",
       "      <th>committed_at</th>\n",
       "      <th>rank</th>\n",
       "      <th>predecessor_source_markdown_file_version_id</th>\n",
       "      <th>successor_source_markdown_file_version_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>957bfbb1cddd1ffac718a2d3f135ded4a85b73d1</td>\n",
       "      <td>2026-06-17T18:15:03Z</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>a1bcae921367eb8c38d0e119124416f3c9fa75ff</td>\n",
       "      <td>2026-02-17T15:11:01Z</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>c0db75b9fa6bdaff31297ee0ebe29d7ce1ef8459</td>\n",
       "      <td>2026-02-18T08:35:17Z</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>7308dad19a9a70d33a33a75bea8c51629541e438</td>\n",
       "      <td>2026-05-29T09:15:49Z</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>957bfbb1cddd1ffac718a2d3f135ded4a85b73d1</td>\n",
       "      <td>2026-06-17T18:15:03Z</td>\n",
       "      <td>4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2815</th>\n",
       "      <td>2816</td>\n",
       "      <td>601</td>\n",
       "      <td>2816</td>\n",
       "      <td>0611e9dbcf7793711e5a3adf8a0fd2329c83f779</td>\n",
       "      <td>2026-06-05T16:40:00Z</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2816</th>\n",
       "      <td>2817</td>\n",
       "      <td>602</td>\n",
       "      <td>2817</td>\n",
       "      <td>0611e9dbcf7793711e5a3adf8a0fd2329c83f779</td>\n",
       "      <td>2026-06-05T16:40:00Z</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2817</th>\n",
       "      <td>2818</td>\n",
       "      <td>603</td>\n",
       "      <td>2818</td>\n",
       "      <td>0611e9dbcf7793711e5a3adf8a0fd2329c83f779</td>\n",
       "      <td>2026-06-05T16:40:00Z</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2818</th>\n",
       "      <td>2819</td>\n",
       "      <td>604</td>\n",
       "      <td>2819</td>\n",
       "      <td>82f70fcd39635b14f151bf770431c85c6d1eaad6</td>\n",
       "      <td>2026-01-15T23:14:12Z</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2820.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2819</th>\n",
       "      <td>2820</td>\n",
       "      <td>604</td>\n",
       "      <td>2820</td>\n",
       "      <td>bdde067def88d25d0e344ace2434c3c9c5450ca8</td>\n",
       "      <td>2026-06-16T21:32:02Z</td>\n",
       "      <td>2</td>\n",
       "      <td>2819.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2820 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      source_markdown_file_version_id  ...  successor_source_markdown_file_version_id\n",
       "0                                   1  ...                                        NaN\n",
       "1                                   2  ...                                        3.0\n",
       "2                                   3  ...                                        4.0\n",
       "3                                   4  ...                                        5.0\n",
       "4                                   5  ...                                        NaN\n",
       "...                               ...  ...                                        ...\n",
       "2815                             2816  ...                                        NaN\n",
       "2816                             2817  ...                                        NaN\n",
       "2817                             2818  ...                                        NaN\n",
       "2818                             2819  ...                                     2820.0\n",
       "2819                             2820  ...                                        NaN\n",
       "\n",
       "[2820 rows x 8 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "source_markdown_file_version_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dc3dae5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lock_file_snapshot_id</th>\n",
       "      <th>source_markdown_file_version_id</th>\n",
       "      <th>path</th>\n",
       "      <th>content</th>\n",
       "      <th>file_sha</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>.github/workflows/daily-issue-triage.lock.yml</td>\n",
       "      <td># gh-aw-metadata: {\"schema_version\":\"v3\",\"fron...</td>\n",
       "      <td>bd7db9978d40bfd8799dc53087f916a9ac5691a8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>.github/workflows/daily-repo-status.lock.yml</td>\n",
       "      <td>#\\n#&nbsp;&nbsp;&nbsp;&nbsp;___&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; _&nbsp;&nbsp; _\\n#&nbsp;&nbsp; / _ \\...</td>\n",
       "      <td>36847a060a10d0e585b1abffbd6e4e3eea3a3ba9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>.github/workflows/daily-repo-status.lock.yml</td>\n",
       "      <td>#\\n#&nbsp;&nbsp;&nbsp;&nbsp;___&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; _\\n#&nbsp;&nbsp; / _ \\&nbsp;&nbsp;&nbsp;&nbsp;...</td>\n",
       "      <td>1d7e7eecd14dee89841a371b7d85ea5dd9032e19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>.github/workflows/daily-repo-status.lock.yml</td>\n",
       "      <td># gh-aw-metadata: {\"schema_version\":\"v3\",\"fron...</td>\n",
       "      <td>7c3d20a166ea1080045dfd7a99e3d638900f5fa0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>.github/workflows/daily-repo-status.lock.yml</td>\n",
       "      <td># gh-aw-metadata: {\"schema_version\":\"v3\",\"fron...</td>\n",
       "      <td>98d26f1d559e5ccb0f3719d863a084d24777d877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2815</th>\n",
       "      <td>2816</td>\n",
       "      <td>2816</td>\n",
       "      <td>.github/workflows/pr-prior-art-reviewer.lock.yml</td>\n",
       "      <td># gh-aw-metadata: {\"schema_version\":\"v3\",\"fron...</td>\n",
       "      <td>0430f792a7c0f2320b8010545494e21f3f9606f5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2816</th>\n",
       "      <td>2817</td>\n",
       "      <td>2817</td>\n",
       "      <td>.github/workflows/pr-security-reviewer.lock.yml</td>\n",
       "      <td># gh-aw-metadata: {\"schema_version\":\"v3\",\"fron...</td>\n",
       "      <td>b8b99b6daf80020c24f983e47afb95f8cc3b0399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2817</th>\n",
       "      <td>2818</td>\n",
       "      <td>2818</td>\n",
       "      <td>.github/workflows/pr-testing-reviewer.lock.yml</td>\n",
       "      <td># gh-aw-metadata: {\"schema_version\":\"v3\",\"fron...</td>\n",
       "      <td>c15f52d374d27bba37ff9a49f9656de46ae50894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2818</th>\n",
       "      <td>2819</td>\n",
       "      <td>2819</td>\n",
       "      <td>.github/workflows/validate-yaml-snippets.lock.yml</td>\n",
       "      <td>#\\n#&nbsp;&nbsp;&nbsp;&nbsp;___&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; _&nbsp;&nbsp; _&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\\n#&nbsp;&nbsp;...</td>\n",
       "      <td>fc6242d38079d9928724d3de9257a6f9aed58df7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2819</th>\n",
       "      <td>2820</td>\n",
       "      <td>2820</td>\n",
       "      <td>.github/workflows/validate-yaml-snippets.lock.yml</td>\n",
       "      <td># gh-aw-metadata: {\"schema_version\":\"v3\",\"fron...</td>\n",
       "      <td>8c38a8418991f633fa17befa06ae39b749c2ea89</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2820 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      lock_file_snapshot_id  ...                                  file_sha\n",
       "0                         1  ...  bd7db9978d40bfd8799dc53087f916a9ac5691a8\n",
       "1                         2  ...  36847a060a10d0e585b1abffbd6e4e3eea3a3ba9\n",
       "2                         3  ...  1d7e7eecd14dee89841a371b7d85ea5dd9032e19\n",
       "3                         4  ...  7c3d20a166ea1080045dfd7a99e3d638900f5fa0\n",
       "4                         5  ...  98d26f1d559e5ccb0f3719d863a084d24777d877\n",
       "...                     ...  ...                                       ...\n",
       "2815                   2816  ...  0430f792a7c0f2320b8010545494e21f3f9606f5\n",
       "2816                   2817  ...  b8b99b6daf80020c24f983e47afb95f8cc3b0399\n",
       "2817                   2818  ...  c15f52d374d27bba37ff9a49f9656de46ae50894\n",
       "2818                   2819  ...  fc6242d38079d9928724d3de9257a6f9aed58df7\n",
       "2819                   2820  ...  8c38a8418991f633fa17befa06ae39b749c2ea89\n",
       "\n",
       "[2820 rows x 5 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lock_file_snapshot_df\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ff22a01",
   "metadata": {},
   "source": [
    "## Table sizes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "18e918b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>table</th>\n",
       "      <th>rows</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>repository</td>\n",
       "      <td>262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>source_markdown_file_history</td>\n",
       "      <td>604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>source_markdown_file_snapshot</td>\n",
       "      <td>2820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>source_markdown_file_version</td>\n",
       "      <td>2820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lock_file_snapshot</td>\n",
       "      <td>2820</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           table  rows\n",
       "0                     repository   262\n",
       "1   source_markdown_file_history   604\n",
       "2  source_markdown_file_snapshot  2820\n",
       "3   source_markdown_file_version  2820\n",
       "4             lock_file_snapshot  2820"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table_sizes = pd.DataFrame(\n",
    "    [\n",
    "        {\"table\": \"repository\", \"rows\": len(repository_df)},\n",
    "        {\n",
    "            \"table\": \"source_markdown_file_history\",\n",
    "            \"rows\": len(source_markdown_file_history_df),\n",
    "        },\n",
    "        {\n",
    "            \"table\": \"source_markdown_file_snapshot\",\n",
    "            \"rows\": len(source_markdown_file_snapshot_df),\n",
    "        },\n",
    "        {\n",
    "            \"table\": \"source_markdown_file_version\",\n",
    "            \"rows\": len(source_markdown_file_version_df),\n",
    "        },\n",
    "        {\"table\": \"lock_file_snapshot\", \"rows\": len(lock_file_snapshot_df)},\n",
    "    ]\n",
    ")\n",
    "table_sizes\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fe34dd0",
   "metadata": {},
   "source": [
    "## Join source versions with repositories\n",
    "\n",
    "This dataset does not have pull requests or users like AIDev. The central history view links repositories, observed source Markdown snapshots, and source Markdown versions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "17e3defd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>source_markdown_file_version_id</th>\n",
       "      <th>source_markdown_file_history_id</th>\n",
       "      <th>source_markdown_file_snapshot_id</th>\n",
       "      <th>commit_sha</th>\n",
       "      <th>committed_at</th>\n",
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       "      <th>repository_id</th>\n",
       "      <th>path</th>\n",
       "      <th>content</th>\n",
       "      <th>frontmatter</th>\n",
       "      <th>body</th>\n",
       "      <th>url</th>\n",
       "      <th>license</th>\n",
       "      <th>repo_full_name</th>\n",
       "      <th>repo_owner</th>\n",
       "      <th>repo_name</th>\n",
       "      <th>main_language</th>\n",
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       "      <td>description: |\\n&nbsp;&nbsp;Scheduled daily triage that ...</td>\n",
       "      <td>\\n# Daily Issue Triage\\n\\n&lt;!-- Note - this fil...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <td>.github/workflows/daily-repo-status.md</td>\n",
       "      <td>---\\ndescription: |\\n&nbsp;&nbsp;This workflow creates d...</td>\n",
       "      <td>description: |\\n&nbsp;&nbsp;This workflow creates daily ...</td>\n",
       "      <td>\\n# Daily Repo Status\\n\\nCreate an upbeat dail...</td>\n",
       "      <td>https://github.com/apache/cloudstack</td>\n",
       "      <td>Apache-2.0</td>\n",
       "      <td>apache/cloudstack</td>\n",
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       "      <td>2026-06-27T18:09:29Z</td>\n",
       "      <td>2026-06-26T18:15:59Z</td>\n",
       "    </tr>\n",
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       "      <th>2</th>\n",
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       "      <td>3</td>\n",
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       "      <td>2026-02-18T08:35:17Z</td>\n",
       "      <td>2</td>\n",
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       "      <td>.github/workflows/daily-repo-status.md</td>\n",
       "      <td>---\\ndescription: |\\n&nbsp;&nbsp;This workflow creates d...</td>\n",
       "      <td>description: |\\n&nbsp;&nbsp;This workflow creates daily ...</td>\n",
       "      <td>\\n# Daily Repo Status\\n\\nCreate an upbeat dail...</td>\n",
       "      <td>https://github.com/apache/cloudstack</td>\n",
       "      <td>Apache-2.0</td>\n",
       "      <td>apache/cloudstack</td>\n",
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       "      <td>2013-04-29T22:27:12Z</td>\n",
       "      <td>2026-06-27T18:09:29Z</td>\n",
       "      <td>2026-06-26T18:15:59Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>7308dad19a9a70d33a33a75bea8c51629541e438</td>\n",
       "      <td>2026-05-29T09:15:49Z</td>\n",
       "      <td>3</td>\n",
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       "      <td>5.0</td>\n",
       "      <td>9089213639968762207</td>\n",
       "      <td>.github/workflows/daily-repo-status.md</td>\n",
       "      <td>---\\ndescription: |\\n&nbsp;&nbsp;This workflow creates d...</td>\n",
       "      <td>description: |\\n&nbsp;&nbsp;This workflow creates daily ...</td>\n",
       "      <td>\\n# Repo Status\\n\\nCreate an upbeat daily stat...</td>\n",
       "      <td>https://github.com/apache/cloudstack</td>\n",
       "      <td>Apache-2.0</td>\n",
       "      <td>apache/cloudstack</td>\n",
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       "      <td>2013-04-29T22:27:12Z</td>\n",
       "      <td>2026-06-27T18:09:29Z</td>\n",
       "      <td>2026-06-26T18:15:59Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>957bfbb1cddd1ffac718a2d3f135ded4a85b73d1</td>\n",
       "      <td>2026-06-17T18:15:03Z</td>\n",
       "      <td>4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9089213639968762207</td>\n",
       "      <td>.github/workflows/daily-repo-status.md</td>\n",
       "      <td>---\\ndescription: |\\n&nbsp;&nbsp;This workflow creates d...</td>\n",
       "      <td>description: |\\n&nbsp;&nbsp;This workflow creates daily ...</td>\n",
       "      <td>\\n# Repo Status\\n\\nCreate an upbeat daily stat...</td>\n",
       "      <td>https://github.com/apache/cloudstack</td>\n",
       "      <td>Apache-2.0</td>\n",
       "      <td>apache/cloudstack</td>\n",
       "      <td>apache</td>\n",
       "      <td>cloudstack</td>\n",
       "      <td>Java</td>\n",
       "      <td>1334</td>\n",
       "      <td>2955</td>\n",
       "      <td>2013-04-29T22:27:12Z</td>\n",
       "      <td>2026-06-27T18:09:29Z</td>\n",
       "      <td>2026-06-26T18:15:59Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2815</th>\n",
       "      <td>2816</td>\n",
       "      <td>601</td>\n",
       "      <td>2816</td>\n",
       "      <td>0611e9dbcf7793711e5a3adf8a0fd2329c83f779</td>\n",
       "      <td>2026-06-05T16:40:00Z</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6077468482482437617</td>\n",
       "      <td>.github/workflows/pr-prior-art-reviewer.md</td>\n",
       "      <td>---\\non:\\n&nbsp;&nbsp;workflow_call:\\n&nbsp;&nbsp;&nbsp;&nbsp;inputs:\\n&nbsp;&nbsp;&nbsp;&nbsp; ...</td>\n",
       "      <td>on:\\n&nbsp;&nbsp;workflow_call:\\n&nbsp;&nbsp;&nbsp;&nbsp;inputs:\\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;pr_u...</td>\n",
       "      <td>\\n# pr-prior-art-reviewer\\n\\nYou are pr-prior-...</td>\n",
       "      <td>https://github.com/drasi-project/drasi-server</td>\n",
       "      <td>Apache-2.0</td>\n",
       "      <td>drasi-project/drasi-server</td>\n",
       "      <td>drasi-project</td>\n",
       "      <td>drasi-server</td>\n",
       "      <td>Rust</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>2025-08-25T21:33:50Z</td>\n",
       "      <td>2026-06-19T02:02:41Z</td>\n",
       "      <td>2026-06-26T03:10:53Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2816</th>\n",
       "      <td>2817</td>\n",
       "      <td>602</td>\n",
       "      <td>2817</td>\n",
       "      <td>0611e9dbcf7793711e5a3adf8a0fd2329c83f779</td>\n",
       "      <td>2026-06-05T16:40:00Z</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6077468482482437617</td>\n",
       "      <td>.github/workflows/pr-security-reviewer.md</td>\n",
       "      <td>---\\non:\\n&nbsp;&nbsp;workflow_call:\\n&nbsp;&nbsp;&nbsp;&nbsp;inputs:\\n&nbsp;&nbsp;&nbsp;&nbsp; ...</td>\n",
       "      <td>on:\\n&nbsp;&nbsp;workflow_call:\\n&nbsp;&nbsp;&nbsp;&nbsp;inputs:\\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;pr_u...</td>\n",
       "      <td>\\n# pr-security-reviewer\\n\\nYou are pr-securit...</td>\n",
       "      <td>https://github.com/drasi-project/drasi-server</td>\n",
       "      <td>Apache-2.0</td>\n",
       "      <td>drasi-project/drasi-server</td>\n",
       "      <td>drasi-project</td>\n",
       "      <td>drasi-server</td>\n",
       "      <td>Rust</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>2025-08-25T21:33:50Z</td>\n",
       "      <td>2026-06-19T02:02:41Z</td>\n",
       "      <td>2026-06-26T03:10:53Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2817</th>\n",
       "      <td>2818</td>\n",
       "      <td>603</td>\n",
       "      <td>2818</td>\n",
       "      <td>0611e9dbcf7793711e5a3adf8a0fd2329c83f779</td>\n",
       "      <td>2026-06-05T16:40:00Z</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6077468482482437617</td>\n",
       "      <td>.github/workflows/pr-testing-reviewer.md</td>\n",
       "      <td>---\\non:\\n&nbsp;&nbsp;workflow_call:\\n&nbsp;&nbsp;&nbsp;&nbsp;inputs:\\n&nbsp;&nbsp;&nbsp;&nbsp; ...</td>\n",
       "      <td>on:\\n&nbsp;&nbsp;workflow_call:\\n&nbsp;&nbsp;&nbsp;&nbsp;inputs:\\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;pr_u...</td>\n",
       "      <td>\\n# pr-testing-reviewer\\n\\nYou are pr-testing-...</td>\n",
       "      <td>https://github.com/drasi-project/drasi-server</td>\n",
       "      <td>Apache-2.0</td>\n",
       "      <td>drasi-project/drasi-server</td>\n",
       "      <td>drasi-project</td>\n",
       "      <td>drasi-server</td>\n",
       "      <td>Rust</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>2025-08-25T21:33:50Z</td>\n",
       "      <td>2026-06-19T02:02:41Z</td>\n",
       "      <td>2026-06-26T03:10:53Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2818</th>\n",
       "      <td>2819</td>\n",
       "      <td>604</td>\n",
       "      <td>2819</td>\n",
       "      <td>82f70fcd39635b14f151bf770431c85c6d1eaad6</td>\n",
       "      <td>2026-01-15T23:14:12Z</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2820.0</td>\n",
       "      <td>6077468482482437617</td>\n",
       "      <td>.github/workflows/validate-yaml-snippets.md</td>\n",
       "      <td>---\\ndescription: Validates YAML snippets in m...</td>\n",
       "      <td>description: Validates YAML snippets in markdo...</td>\n",
       "      <td>\\n# YAML Snippet Validator\\n\\nYou are an AI ag...</td>\n",
       "      <td>https://github.com/drasi-project/drasi-server</td>\n",
       "      <td>Apache-2.0</td>\n",
       "      <td>drasi-project/drasi-server</td>\n",
       "      <td>drasi-project</td>\n",
       "      <td>drasi-server</td>\n",
       "      <td>Rust</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>2025-08-25T21:33:50Z</td>\n",
       "      <td>2026-06-19T02:02:41Z</td>\n",
       "      <td>2026-06-26T03:10:53Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2819</th>\n",
       "      <td>2820</td>\n",
       "      <td>604</td>\n",
       "      <td>2820</td>\n",
       "      <td>bdde067def88d25d0e344ace2434c3c9c5450ca8</td>\n",
       "      <td>2026-06-16T21:32:02Z</td>\n",
       "      <td>2</td>\n",
       "      <td>2819.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6077468482482437617</td>\n",
       "      <td>.github/workflows/validate-yaml-snippets.md</td>\n",
       "      <td>---\\ndescription: Validates YAML snippets in m...</td>\n",
       "      <td>description: Validates YAML snippets in markdo...</td>\n",
       "      <td>\\n# YAML Snippet Validator\\n\\nYou are an AI ag...</td>\n",
       "      <td>https://github.com/drasi-project/drasi-server</td>\n",
       "      <td>Apache-2.0</td>\n",
       "      <td>drasi-project/drasi-server</td>\n",
       "      <td>drasi-project</td>\n",
       "      <td>drasi-server</td>\n",
       "      <td>Rust</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>2025-08-25T21:33:50Z</td>\n",
       "      <td>2026-06-19T02:02:41Z</td>\n",
       "      <td>2026-06-26T03:10:53Z</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2820 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      source_markdown_file_version_id  ...             pushed_at\n",
       "0                                   1  ...  2026-06-26T18:15:59Z\n",
       "1                                   2  ...  2026-06-26T18:15:59Z\n",
       "2                                   3  ...  2026-06-26T18:15:59Z\n",
       "3                                   4  ...  2026-06-26T18:15:59Z\n",
       "4                                   5  ...  2026-06-26T18:15:59Z\n",
       "...                               ...  ...                   ...\n",
       "2815                             2816  ...  2026-06-26T03:10:53Z\n",
       "2816                             2817  ...  2026-06-26T03:10:53Z\n",
       "2817                             2818  ...  2026-06-26T03:10:53Z\n",
       "2818                             2819  ...  2026-06-26T03:10:53Z\n",
       "2819                             2820  ...  2026-06-26T03:10:53Z\n",
       "\n",
       "[2820 rows x 24 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "source_version_repo_df = (\n",
    "    source_markdown_file_version_df.merge(\n",
    "        source_markdown_file_snapshot_df,\n",
    "        on=\"source_markdown_file_snapshot_id\",\n",
    "        how=\"inner\",\n",
    "        validate=\"many_to_one\",\n",
    "    )\n",
    "    .merge(\n",
    "        repository_df,\n",
    "        on=\"repository_id\",\n",
    "        how=\"left\",\n",
    "        validate=\"many_to_one\",\n",
    "    )\n",
    ")\n",
    "\n",
    "source_version_repo_df\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05711ecc",
   "metadata": {},
   "source": [
    "## Observed adoption by repository\n",
    "\n",
    "A repository's observed adoption date is the earliest `committed_at` timestamp among its published GH-AW source Markdown versions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1d56152a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>repository_id</th>\n",
       "      <th>repo_full_name</th>\n",
       "      <th>main_language</th>\n",
       "      <th>license</th>\n",
       "      <th>stars</th>\n",
       "      <th>forks</th>\n",
       "      <th>first_observed_at</th>\n",
       "      <th>first_source_path</th>\n",
       "      <th>observed_versions</th>\n",
       "      <th>observed_source_paths</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>7640649877921565393</td>\n",
       "      <td>microsoft/wassette</td>\n",
       "      <td>Rust</td>\n",
       "      <td>MIT</td>\n",
       "      <td>917</td>\n",
       "      <td>69</td>\n",
       "      <td>2025-10-03 20:05:08+00:00</td>\n",
       "      <td>.github/workflows/issue-triage.md</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>892592735414390340</td>\n",
       "      <td>githubnext/agentics</td>\n",
       "      <td>Makefile</td>\n",
       "      <td>MIT</td>\n",
       "      <td>811</td>\n",
       "      <td>115</td>\n",
       "      <td>2025-10-22 18:14:56+00:00</td>\n",
       "      <td>.github/workflows/maintainer.md</td>\n",
       "      <td>44</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>7061224288023129471</td>\n",
       "      <td>kaito-project/aikit</td>\n",
       "      <td>Go</td>\n",
       "      <td>MIT</td>\n",
       "      <td>529</td>\n",
       "      <td>57</td>\n",
       "      <td>2025-10-24 18:03:50+00:00</td>\n",
       "      <td>.github/workflows/issue-triage.md</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>3532360678775308556</td>\n",
       "      <td>appwrite/appwrite</td>\n",
       "      <td>TypeScript</td>\n",
       "      <td>BSD-3-Clause</td>\n",
       "      <td>56420</td>\n",
       "      <td>5488</td>\n",
       "      <td>2025-10-28 03:00:30+00:00</td>\n",
       "      <td>.github/workflows/issue-triage.md</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>6001044222039231227</td>\n",
       "      <td>lablup/backend.ai-webui</td>\n",
       "      <td>TypeScript</td>\n",
       "      <td>LGPL-3.0</td>\n",
       "      <td>130</td>\n",
       "      <td>80</td>\n",
       "      <td>2025-11-25 09:26:02+00:00</td>\n",
       "      <td>.github/workflows/daily-test-improver.md</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>3721005143461110050</td>\n",
       "      <td>popey/slomore</td>\n",
       "      <td>Rust</td>\n",
       "      <td>MIT</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>2026-06-02 16:08:18+00:00</td>\n",
       "      <td>.github/workflows/repo-assist.md</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>5423802872524571249</td>\n",
       "      <td>popey/sbom-vm</td>\n",
       "      <td>Python</td>\n",
       "      <td>MIT</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>2026-06-02 16:18:52+00:00</td>\n",
       "      <td>.github/workflows/repo-assist.md</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>8401317167309685863</td>\n",
       "      <td>vaadin/flow</td>\n",
       "      <td>Java</td>\n",
       "      <td>Apache-2.0</td>\n",
       "      <td>745</td>\n",
       "      <td>208</td>\n",
       "      <td>2026-06-04 08:47:29+00:00</td>\n",
       "      <td>.github/workflows/doc-bot.md</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1084606090191205130</td>\n",
       "      <td>dgreif/ring</td>\n",
       "      <td>TypeScript</td>\n",
       "      <td>MIT</td>\n",
       "      <td>1499</td>\n",
       "      <td>201</td>\n",
       "      <td>2026-06-06 11:44:57+00:00</td>\n",
       "      <td>.github/workflows/issue-triage.md</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>3591656885695211674</td>\n",
       "      <td>microsoft/AI-Engineering-Coach</td>\n",
       "      <td>TypeScript</td>\n",
       "      <td>MIT</td>\n",
       "      <td>3098</td>\n",
       "      <td>448</td>\n",
       "      <td>2026-06-07 18:40:49+00:00</td>\n",
       "      <td>.github/workflows/issue-triage.md</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>262 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           repository_id  ... observed_source_paths\n",
       "211  7640649877921565393  ...                     8\n",
       "23    892592735414390340  ...                     5\n",
       "198  7061224288023129471  ...                     2\n",
       "97   3532360678775308556  ...                     1\n",
       "163  6001044222039231227  ...                     5\n",
       "..                   ...  ...                   ...\n",
       "103  3721005143461110050  ...                     1\n",
       "154  5423802872524571249  ...                     1\n",
       "232  8401317167309685863  ...                     1\n",
       "28   1084606090191205130  ...                     1\n",
       "99   3591656885695211674  ...                     1\n",
       "\n",
       "[262 rows x 10 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "source_version_repo_df[\"committed_at\"] = pd.to_datetime(\n",
    "    source_version_repo_df[\"committed_at\"],\n",
    "    utc=True,\n",
    "    errors=\"coerce\",\n",
    ")\n",
    "\n",
    "observed_adoption_df = (\n",
    "    source_version_repo_df.dropna(subset=[\"committed_at\"])\n",
    "    .sort_values([\"repository_id\", \"committed_at\", \"rank\"])\n",
    "    .groupby(\"repository_id\", as_index=False)\n",
    "    .agg(\n",
    "        repo_full_name=(\"repo_full_name\", \"first\"),\n",
    "        main_language=(\"main_language\", \"first\"),\n",
    "        license=(\"license\", \"first\"),\n",
    "        stars=(\"stars\", \"first\"),\n",
    "        forks=(\"forks\", \"first\"),\n",
    "        first_observed_at=(\"committed_at\", \"first\"),\n",
    "        first_source_path=(\"path\", \"first\"),\n",
    "        observed_versions=(\"source_markdown_file_version_id\", \"count\"),\n",
    "        observed_source_paths=(\"path\", \"nunique\"),\n",
    "    )\n",
    "    .sort_values(\"first_observed_at\")\n",
    ")\n",
    "\n",
    "observed_adoption_df\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03d41259",
   "metadata": {},
   "source": [
    "## Monthly cumulative adoption"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1206b98d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>adoption_month</th>\n",
       "      <th>new_repositories</th>\n",
       "      <th>cumulative_repositories</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2025-10-01</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2025-11-01</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2025-12-01</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2026-01-01</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2026-02-01</td>\n",
       "      <td>67</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2026-03-01</td>\n",
       "      <td>62</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2026-04-01</td>\n",
       "      <td>35</td>\n",
       "      <td>178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2026-05-01</td>\n",
       "      <td>75</td>\n",
       "      <td>253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2026-06-01</td>\n",
       "      <td>9</td>\n",
       "      <td>262</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  adoption_month  new_repositories  cumulative_repositories\n",
       "0     2025-10-01                 4                        4\n",
       "1     2025-11-01                 1                        5\n",
       "2     2025-12-01                 3                        8\n",
       "3     2026-01-01                 6                       14\n",
       "4     2026-02-01                67                       81\n",
       "5     2026-03-01                62                      143\n",
       "6     2026-04-01                35                      178\n",
       "7     2026-05-01                75                      253\n",
       "8     2026-06-01                 9                      262"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "monthly_adoption_df = (\n",
    "    observed_adoption_df.assign(\n",
    "        adoption_month=lambda df: df[\"first_observed_at\"]\n",
    "        .dt.tz_convert(None)\n",
    "        .dt.to_period(\"M\")\n",
    "        .dt.to_timestamp()\n",
    "    )\n",
    "    .groupby(\"adoption_month\", as_index=False)\n",
    "    .agg(new_repositories=(\"repository_id\", \"count\"))\n",
    "    .sort_values(\"adoption_month\")\n",
    ")\n",
    "monthly_adoption_df[\"cumulative_repositories\"] = monthly_adoption_df[\n",
    "    \"new_repositories\"\n",
    "].cumsum()\n",
    "\n",
    "monthly_adoption_df\n"
   ]
  }
 ],
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