turnover.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 7 npmsjs, 11 pypi, 28 dockerhub"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dates = [\"Nov 22\", \"Dec 22\", \"Jan 23\", \"Feb 23\", \"May 23\", \"Jun 23\", \"Oct 23\", \"Dec 23\"]\n",
    "values =[152700, 266000000, 616000000, 1000000000, 1850000000, 1660000000, 1700000000, 1600000000]\n",
    "hf_dates = [\"Jun 22\", \"May 23\", \"Oct 23\", \"Apr 24\"]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup Functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import Statements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/developer/anaconda3/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "# All import statements\n",
    "import os\n",
    "import sys\n",
    "import time\n",
    "import json\n",
    "import requests\n",
    "import datetime\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import style\n",
    "import ast\n",
    "import psycopg2\n",
    "from tqdm import tqdm\n",
    "import time\n",
    "from IPython.display import display\n",
    "from sentence_transformers import SentenceTransformer\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "import numpy as np\n",
    "import sqlite3\n",
    "# Increase the default pyplot textsize to 30\n",
    "plt.rcParams.update({'font.size': 20})\n",
    "NPM = 7\n",
    "PYPI = 11\n",
    "DOCKERHUB = 28"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Query Abstraction Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def query_psql(query: str, database : str = \"ecosystems_23_10\", username : str = \"postgres\") -> str | None:\n",
    "    try:\n",
    "        conn = psycopg2.connect(\n",
    "            dbname=database,\n",
    "            user=username\n",
    "        )\n",
    "        # print(\"Connected to database\")\n",
    "\n",
    "        cur = conn.cursor()\n",
    "\n",
    "        cur.execute(query)\n",
    "\n",
    "        result = cur.fetchall()\n",
    "\n",
    "        cur.close()\n",
    "        conn.close()\n",
    "\n",
    "        return result\n",
    "    except Exception as e:\n",
    "        print(f\"An Exception has occurred {e}\")\n",
    "        return None\n",
    "\n",
    "def query_table_schema(table_name: str) -> str | None:\n",
    "    schema = query_psql(f\"\"\"\n",
    "            SELECT column_name, data_type, is_nullable, column_default\n",
    "            FROM information_schema.columns\n",
    "            WHERE table_name = '{table_name}';\"\"\")\n",
    "    \n",
    "    schema_df = pd.DataFrame(schema, columns=[\"Column Name\", \"Data Type\", \"Nullable\", \"Default\"])\n",
    "\n",
    "    return schema_df\n",
    "\n",
    "\n",
    "def query_registry_name(registry_id: int) -> str | None:\n",
    "    registry_name = query_psql(f\"\"\"\n",
    "            SELECT name\n",
    "            FROM registries\n",
    "            WHERE id = {registry_id};\"\"\")\n",
    "\n",
    "    return registry_name[0][0] if registry_name else None\n",
    "\n",
    "def query_percentile_to_limit(percentile: int, registry_id: int) -> int | None:\n",
    "    percentile_query = query_psql(f\"\"\"\n",
    "            SELECT COUNT(*)\n",
    "            FROM packages\n",
    "            WHERE registry_id = {registry_id};\"\"\")\n",
    "\n",
    "    if not percentile_query:\n",
    "        return None\n",
    "\n",
    "    limit = int(percentile_query[0][0] * percentile / 100)\n",
    "\n",
    "    return limit\n",
    "\n",
    "# PeaTMOSS is a SQLite3 database in the same folder as this script\n",
    "def query_sqlite3(query : str, db : str = 'PeaTMOSS_DIST.db') -> str | None:\n",
    "    conn = None\n",
    "    cur = None\n",
    "    try:\n",
    "        conn = sqlite3.connect(db, timeout=10)\n",
    "        cur = conn.cursor()\n",
    "        cur.execute(query)\n",
    "        result = cur.fetchall()\n",
    "        cur.close()\n",
    "        conn.close()\n",
    "        return result\n",
    "    except Exception as e:\n",
    "        if cur is not None:\n",
    "            cur.close()\n",
    "        if conn is not None:\n",
    "            conn.close()\n",
    "        print(f\"An error occurred: {e}\")\n",
    "        return None\n",
    "\n",
    "def update_sqlite3(query: str, db : str = 'PeaTMOSS_DIST.db') -> None:\n",
    "    conn = None\n",
    "    cur = None\n",
    "    try:\n",
    "        conn = sqlite3.connect(db, timeout=10)\n",
    "        cur = conn.cursor()\n",
    "        cur.execute(query)\n",
    "        conn.commit()\n",
    "    except Exception as e:\n",
    "        print(f\"An error occurred: {e}\")\n",
    "    finally:\n",
    "        if cur is not None:\n",
    "            cur.close()\n",
    "        if conn is not None:\n",
    "            conn.close()\n",
    "        return None\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Database Schema"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Packages Schema (PSQL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\necosystems=# \\\\dt\\n                List of relations\\n Schema |         Name         | Type  |  Owner   \\n--------+----------------------+-------+----------\\n public | ar_internal_metadata | table | postgres\\n public | dependencies         | table | postgres\\n public | exports              | table | postgres\\n public | maintainers          | table | postgres\\n public | maintainerships      | table | postgres\\n public | packages             | table | postgres\\n public | registries           | table | postgres\\n public | schema_migrations    | table | postgres\\n public | versions             | table | postgres\\n(9 rows)\\n\\necosystems=# \\\\d maintainers\\n                                            Table \"public.maintainers\"\\n     Column     |              Type              | Collation | Nullable |                 Default                 \\n----------------+--------------------------------+-----------+----------+-----------------------------------------\\n id             | bigint                         |           | not null | nextval(\\'maintainers_id_seq\\'::regclass)\\n registry_id    | integer                        |           |          | \\n uuid           | character varying              |           |          | \\n login          | character varying              |           |          | \\n email          | character varying              |           |          | \\n name           | character varying              |           |          | \\n url            | character varying              |           |          | \\n packages_count | integer                        |           |          | 0\\n created_at     | timestamp(6) without time zone |           | not null | \\n updated_at     | timestamp(6) without time zone |           | not null | \\nIndexes:\\n    \"maintainers_pkey\" PRIMARY KEY, btree (id)\\n    \"index_maintainers_on_registry_id_and_login\" UNIQUE, btree (registry_id, login)\\n    \"index_maintainers_on_registry_id_and_uuid\" UNIQUE, btree (registry_id, uuid)\\n\\necosystems=# \\\\dt\\n                List of relations\\n Schema |         Name         | Type  |  Owner   \\n--------+----------------------+-------+----------\\n public | ar_internal_metadata | table | postgres\\n public | dependencies         | table | postgres\\n public | exports              | table | postgres\\n public | maintainers          | table | postgres\\n public | maintainerships      | table | postgres\\n public | packages             | table | postgres\\n public | registries           | table | postgres\\n public | schema_migrations    | table | postgres\\n public | versions             | table | postgres\\n(9 rows)\\n\\necosystems=# \\\\d dependencies\\n                                    Table \"public.dependencies\"\\n    Column    |       Type        | Collation | Nullable |                 Default                  \\n--------------+-------------------+-----------+----------+------------------------------------------\\n id           | bigint            |           | not null | nextval(\\'dependencies_id_seq\\'::regclass)\\n package_id   | integer           |           |          | \\n version_id   | integer           |           |          | \\n package_name | character varying |           |          | \\n ecosystem    | character varying |           |          | \\n kind         | character varying |           |          | \\n optional     | boolean           |           |          | false\\n requirements | character varying |           |          | \\nIndexes:\\n    \"dependencies_pkey\" PRIMARY KEY, btree (id)\\n    \"index_dependencies_on_ecosystem_and_package_name\" btree (ecosystem, package_name)\\n    \"index_dependencies_on_package_id\" btree (package_id)\\n    \"index_dependencies_on_version_id\" btree (version_id)\\n\\necosystems=# \\\\d exports\\n                                            Table \"public.exports\"\\n     Column     |              Type              | Collation | Nullable |               Default               \\n----------------+--------------------------------+-----------+----------+-------------------------------------\\n id             | bigint                         |           | not null | nextval(\\'exports_id_seq\\'::regclass)\\n date           | character varying              |           |          | \\n bucket_name    | character varying              |           |          | \\n packages_count | integer                        |           |          | \\n created_at     | timestamp(6) without time zone |           | not null | \\n updated_at     | timestamp(6) without time zone |           | not null | \\nIndexes:\\n    \"exports_pkey\" PRIMARY KEY, btree (id)\\n\\necosystems=# \\\\d maintainers\\n                                            Table \"public.maintainers\"\\n     Column     |              Type              | Collation | Nullable |                 Default                 \\n----------------+--------------------------------+-----------+----------+-----------------------------------------\\n id             | bigint                         |           | not null | nextval(\\'maintainers_id_seq\\'::regclass)\\n registry_id    | integer                        |           |          | \\n uuid           | character varying              |           |          | \\n login          | character varying              |           |          | \\n email          | character varying              |           |          | \\n name           | character varying              |           |          | \\n url            | character varying              |           |          | \\n packages_count | integer                        |           |          | 0\\n created_at     | timestamp(6) without time zone |           | not null | \\n updated_at     | timestamp(6) without time zone |           | not null | \\nIndexes:\\n    \"maintainers_pkey\" PRIMARY KEY, btree (id)\\n    \"index_maintainers_on_registry_id_and_login\" UNIQUE, btree (registry_id, login)\\n    \"index_maintainers_on_registry_id_and_uuid\" UNIQUE, btree (registry_id, uuid)\\n\\necosystems=# \\\\d maintainerships\\n                                           Table \"public.maintainerships\"\\n    Column     |              Type              | Collation | Nullable |                   Default                   \\n---------------+--------------------------------+-----------+----------+---------------------------------------------\\n id            | bigint                         |           | not null | nextval(\\'maintainerships_id_seq\\'::regclass)\\n package_id    | integer                        |           |          | \\n maintainer_id | integer                        |           |          | \\n role          | character varying              |           |          | \\n created_at    | timestamp(6) without time zone |           | not null | \\n updated_at    | timestamp(6) without time zone |           | not null | \\nIndexes:\\n    \"maintainerships_pkey\" PRIMARY KEY, btree (id)\\n    \"index_maintainerships_on_maintainer_id\" btree (maintainer_id)\\n    \"index_maintainerships_on_package_id\" btree (package_id)\\n\\necosystems=# \\\\d packages\\n                                                  Table \"public.packages\"\\n           Column            |              Type              | Collation | Nullable |               Default                \\n-----------------------------+--------------------------------+-----------+----------+--------------------------------------\\n id                          | bigint                         |           | not null | nextval(\\'packages_id_seq\\'::regclass)\\n registry_id                 | integer                        |           |          | \\n name                        | character varying              |           |          | \\n ecosystem                   | character varying              |           |          | \\n description                 | text                           |           |          | \\n homepage                    | character varying              |           |          | \\n licenses                    | character varying              |           |          | \\n repository_url              | character varying              |           |          | \\n normalized_licenses         | character varying[]            |           |          | \\'{}\\'::character varying[]\\n versions_count              | integer                        |           | not null | 0\\n latest_release_published_at | timestamp(6) without time zone |           |          | \\n latest_release_number       | character varying              |           |          | \\n keywords_array              | character varying[]            |           |          | \\'{}\\'::character varying[]\\n language                    | character varying              |           |          | \\n status                      | character varying              |           |          | \\n last_synced_at              | timestamp(6) without time zone |           |          | \\n created_at                  | timestamp(6) without time zone |           | not null | \\n updated_at                  | timestamp(6) without time zone |           | not null | \\n metadata                    | json                           |           |          | \\'{}\\'::json\\n repo_metadata               | json                           |           |          | \\'{}\\'::json\\n repo_metadata_updated_at    | timestamp(6) without time zone |           |          | \\n dependent_packages_count    | integer                        |           |          | 0\\n downloads                   | bigint                         |           |          | \\n downloads_period            | character varying              |           |          | \\n dependent_repos_count       | integer                        |           |          | 0\\n rankings                    | json                           |           |          | \\'{}\\'::json\\n namespace                   | character varying              |           |          | \\n advisories                  | json                           |           | not null | \\'[]\\'::json\\n maintainers_count           | integer                        |           |          | 0\\n first_release_published_at  | timestamp(6) without time zone |           |          | \\n keywords                    | character varying[]            |           |          | \\'{}\\'::character varying[]\\n docker_dependents_count     | integer                        |           |          | \\n docker_downloads_count      | bigint                         |           |          | \\n issue_metadata              | json                           |           |          | \\nIndexes:\\n    \"packages_pkey\" PRIMARY KEY, btree (id)\\n    \"index_packages_on_registry_id_and_name\" UNIQUE, btree (registry_id, name)\\n    \"index_packages_on_forks_count\" btree (registry_id, ((repo_metadata ->> \\'forks_count\\'::text)::integer))\\n    \"index_packages_on_keywords\" gin (keywords)\\n    \"index_packages_on_latest_release_published_at\" btree (latest_release_published_at)\\n    \"index_packages_on_lower_repository_url\" btree (lower(repository_url::text))\\n    \"index_packages_on_rankings_average\" btree (((rankings ->> \\'average\\'::text)::double precision))\\n    \"index_packages_on_registry_id_and_dependent_packages_count\" btree (registry_id, dependent_packages_count)\\n    \"index_packages_on_registry_id_and_dependent_repos_count\" btree (registry_id, dependent_repos_count)\\n    \"index_packages_on_registry_id_and_docker_downloads_count\" btree (registry_id, docker_downloads_count)\\n    \"index_packages_on_registry_id_and_downloads\" btree (registry_id, downloads)\\n    \"index_packages_on_registry_id_and_namespace\" btree (registry_id, namespace)\\n    \"index_packages_on_registry_id_and_updated_at\" btree (registry_id, updated_at)\\n    \"index_packages_on_repository_url\" btree (repository_url)\\n    \"index_packages_on_stargazers_count\" btree (registry_id, ((repo_metadata ->> \\'stargazers_count\\'::text)::integer))\\n    \"index_packages_on_status_and_last_synced_at\" btree (status, last_synced_at)\\n\\necosystems=# \\\\d registries\\n                                             Table \"public.registries\"\\n      Column       |              Type              | Collation | Nullable |                Default                 \\n-------------------+--------------------------------+-----------+----------+----------------------------------------\\n id                | bigint                         |           | not null | nextval(\\'registries_id_seq\\'::regclass)\\n name              | character varying              |           |          | \\n url               | character varying              |           |          | \\n ecosystem         | character varying              |           |          | \\n default           | boolean                        |           |          | false\\n packages_count    | integer                        |           | not null | 0\\n created_at        | timestamp(6) without time zone |           | not null | \\n updated_at        | timestamp(6) without time zone |           | not null | \\n github            | character varying              |           |          | \\n metadata          | json                           |           |          | \\'{}\\'::json\\n maintainers_count | integer                        |           |          | 0\\n namespaces_count  | integer                        |           |          | 0\\n version           | character varying              |           |          | \\n keywords_count    | integer                        |           |          | 0\\nIndexes:\\n    \"registries_pkey\" PRIMARY KEY, btree (id)\\n\\necosystems=# \\\\d schema_migrations\\n               Table \"public.schema_migrations\"\\n Column  |       Type        | Collation | Nullable | Default \\n---------+-------------------+-----------+----------+---------\\n version | character varying |           | not null | \\nIndexes:\\n    \"schema_migrations_pkey\" PRIMARY KEY, btree (version)\\n\\necosystems=# \\\\d versions\\n                                           Table \"public.versions\"\\n    Column    |              Type              | Collation | Nullable |               Default                \\n--------------+--------------------------------+-----------+----------+--------------------------------------\\n id           | bigint                         |           | not null | nextval(\\'versions_id_seq\\'::regclass)\\n package_id   | integer                        |           |          | \\n number       | character varying              |           |          | \\n published_at | timestamp(6) without time zone |           |          | \\n licenses     | character varying              |           |          | \\n integrity    | character varying              |           |          | \\n status       | character varying              |           |          | \\n created_at   | timestamp(6) without time zone |           | not null | \\n updated_at   | timestamp(6) without time zone |           | not null | \\n metadata     | json                           |           |          | \\'{}\\'::json\\nIndexes:\\n    \"versions_pkey\" PRIMARY KEY, btree (id)\\n    \"index_versions_on_package_id_and_number\" UNIQUE, btree (package_id, number)\\n    \"index_versions_on_package_id\" btree (package_id)\\n    \"index_versions_on_published_at\" btree (published_at)\\n'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "ecosystems=# \\dt\n",
    "                List of relations\n",
    " Schema |         Name         | Type  |  Owner   \n",
    "--------+----------------------+-------+----------\n",
    " public | ar_internal_metadata | table | postgres\n",
    " public | dependencies         | table | postgres\n",
    " public | exports              | table | postgres\n",
    " public | maintainers          | table | postgres\n",
    " public | maintainerships      | table | postgres\n",
    " public | packages             | table | postgres\n",
    " public | registries           | table | postgres\n",
    " public | schema_migrations    | table | postgres\n",
    " public | versions             | table | postgres\n",
    "(9 rows)\n",
    "\n",
    "ecosystems=# \\d maintainers\n",
    "                                            Table \"public.maintainers\"\n",
    "     Column     |              Type              | Collation | Nullable |                 Default                 \n",
    "----------------+--------------------------------+-----------+----------+-----------------------------------------\n",
    " id             | bigint                         |           | not null | nextval('maintainers_id_seq'::regclass)\n",
    " registry_id    | integer                        |           |          | \n",
    " uuid           | character varying              |           |          | \n",
    " login          | character varying              |           |          | \n",
    " email          | character varying              |           |          | \n",
    " name           | character varying              |           |          | \n",
    " url            | character varying              |           |          | \n",
    " packages_count | integer                        |           |          | 0\n",
    " created_at     | timestamp(6) without time zone |           | not null | \n",
    " updated_at     | timestamp(6) without time zone |           | not null | \n",
    "Indexes:\n",
    "    \"maintainers_pkey\" PRIMARY KEY, btree (id)\n",
    "    \"index_maintainers_on_registry_id_and_login\" UNIQUE, btree (registry_id, login)\n",
    "    \"index_maintainers_on_registry_id_and_uuid\" UNIQUE, btree (registry_id, uuid)\n",
    "\n",
    "ecosystems=# \\dt\n",
    "                List of relations\n",
    " Schema |         Name         | Type  |  Owner   \n",
    "--------+----------------------+-------+----------\n",
    " public | ar_internal_metadata | table | postgres\n",
    " public | dependencies         | table | postgres\n",
    " public | exports              | table | postgres\n",
    " public | maintainers          | table | postgres\n",
    " public | maintainerships      | table | postgres\n",
    " public | packages             | table | postgres\n",
    " public | registries           | table | postgres\n",
    " public | schema_migrations    | table | postgres\n",
    " public | versions             | table | postgres\n",
    "(9 rows)\n",
    "\n",
    "ecosystems=# \\d dependencies\n",
    "                                    Table \"public.dependencies\"\n",
    "    Column    |       Type        | Collation | Nullable |                 Default                  \n",
    "--------------+-------------------+-----------+----------+------------------------------------------\n",
    " id           | bigint            |           | not null | nextval('dependencies_id_seq'::regclass)\n",
    " package_id   | integer           |           |          | \n",
    " version_id   | integer           |           |          | \n",
    " package_name | character varying |           |          | \n",
    " ecosystem    | character varying |           |          | \n",
    " kind         | character varying |           |          | \n",
    " optional     | boolean           |           |          | false\n",
    " requirements | character varying |           |          | \n",
    "Indexes:\n",
    "    \"dependencies_pkey\" PRIMARY KEY, btree (id)\n",
    "    \"index_dependencies_on_ecosystem_and_package_name\" btree (ecosystem, package_name)\n",
    "    \"index_dependencies_on_package_id\" btree (package_id)\n",
    "    \"index_dependencies_on_version_id\" btree (version_id)\n",
    "\n",
    "ecosystems=# \\d exports\n",
    "                                            Table \"public.exports\"\n",
    "     Column     |              Type              | Collation | Nullable |               Default               \n",
    "----------------+--------------------------------+-----------+----------+-------------------------------------\n",
    " id             | bigint                         |           | not null | nextval('exports_id_seq'::regclass)\n",
    " date           | character varying              |           |          | \n",
    " bucket_name    | character varying              |           |          | \n",
    " packages_count | integer                        |           |          | \n",
    " created_at     | timestamp(6) without time zone |           | not null | \n",
    " updated_at     | timestamp(6) without time zone |           | not null | \n",
    "Indexes:\n",
    "    \"exports_pkey\" PRIMARY KEY, btree (id)\n",
    "\n",
    "ecosystems=# \\d maintainers\n",
    "                                            Table \"public.maintainers\"\n",
    "     Column     |              Type              | Collation | Nullable |                 Default                 \n",
    "----------------+--------------------------------+-----------+----------+-----------------------------------------\n",
    " id             | bigint                         |           | not null | nextval('maintainers_id_seq'::regclass)\n",
    " registry_id    | integer                        |           |          | \n",
    " uuid           | character varying              |           |          | \n",
    " login          | character varying              |           |          | \n",
    " email          | character varying              |           |          | \n",
    " name           | character varying              |           |          | \n",
    " url            | character varying              |           |          | \n",
    " packages_count | integer                        |           |          | 0\n",
    " created_at     | timestamp(6) without time zone |           | not null | \n",
    " updated_at     | timestamp(6) without time zone |           | not null | \n",
    "Indexes:\n",
    "    \"maintainers_pkey\" PRIMARY KEY, btree (id)\n",
    "    \"index_maintainers_on_registry_id_and_login\" UNIQUE, btree (registry_id, login)\n",
    "    \"index_maintainers_on_registry_id_and_uuid\" UNIQUE, btree (registry_id, uuid)\n",
    "\n",
    "ecosystems=# \\d maintainerships\n",
    "                                           Table \"public.maintainerships\"\n",
    "    Column     |              Type              | Collation | Nullable |                   Default                   \n",
    "---------------+--------------------------------+-----------+----------+---------------------------------------------\n",
    " id            | bigint                         |           | not null | nextval('maintainerships_id_seq'::regclass)\n",
    " package_id    | integer                        |           |          | \n",
    " maintainer_id | integer                        |           |          | \n",
    " role          | character varying              |           |          | \n",
    " created_at    | timestamp(6) without time zone |           | not null | \n",
    " updated_at    | timestamp(6) without time zone |           | not null | \n",
    "Indexes:\n",
    "    \"maintainerships_pkey\" PRIMARY KEY, btree (id)\n",
    "    \"index_maintainerships_on_maintainer_id\" btree (maintainer_id)\n",
    "    \"index_maintainerships_on_package_id\" btree (package_id)\n",
    "\n",
    "ecosystems=# \\d packages\n",
    "                                                  Table \"public.packages\"\n",
    "           Column            |              Type              | Collation | Nullable |               Default                \n",
    "-----------------------------+--------------------------------+-----------+----------+--------------------------------------\n",
    " id                          | bigint                         |           | not null | nextval('packages_id_seq'::regclass)\n",
    " registry_id                 | integer                        |           |          | \n",
    " name                        | character varying              |           |          | \n",
    " ecosystem                   | character varying              |           |          | \n",
    " description                 | text                           |           |          | \n",
    " homepage                    | character varying              |           |          | \n",
    " licenses                    | character varying              |           |          | \n",
    " repository_url              | character varying              |           |          | \n",
    " normalized_licenses         | character varying[]            |           |          | '{}'::character varying[]\n",
    " versions_count              | integer                        |           | not null | 0\n",
    " latest_release_published_at | timestamp(6) without time zone |           |          | \n",
    " latest_release_number       | character varying              |           |          | \n",
    " keywords_array              | character varying[]            |           |          | '{}'::character varying[]\n",
    " language                    | character varying              |           |          | \n",
    " status                      | character varying              |           |          | \n",
    " last_synced_at              | timestamp(6) without time zone |           |          | \n",
    " created_at                  | timestamp(6) without time zone |           | not null | \n",
    " updated_at                  | timestamp(6) without time zone |           | not null | \n",
    " metadata                    | json                           |           |          | '{}'::json\n",
    " repo_metadata               | json                           |           |          | '{}'::json\n",
    " repo_metadata_updated_at    | timestamp(6) without time zone |           |          | \n",
    " dependent_packages_count    | integer                        |           |          | 0\n",
    " downloads                   | bigint                         |           |          | \n",
    " downloads_period            | character varying              |           |          | \n",
    " dependent_repos_count       | integer                        |           |          | 0\n",
    " rankings                    | json                           |           |          | '{}'::json\n",
    " namespace                   | character varying              |           |          | \n",
    " advisories                  | json                           |           | not null | '[]'::json\n",
    " maintainers_count           | integer                        |           |          | 0\n",
    " first_release_published_at  | timestamp(6) without time zone |           |          | \n",
    " keywords                    | character varying[]            |           |          | '{}'::character varying[]\n",
    " docker_dependents_count     | integer                        |           |          | \n",
    " docker_downloads_count      | bigint                         |           |          | \n",
    " issue_metadata              | json                           |           |          | \n",
    "Indexes:\n",
    "    \"packages_pkey\" PRIMARY KEY, btree (id)\n",
    "    \"index_packages_on_registry_id_and_name\" UNIQUE, btree (registry_id, name)\n",
    "    \"index_packages_on_forks_count\" btree (registry_id, ((repo_metadata ->> 'forks_count'::text)::integer))\n",
    "    \"index_packages_on_keywords\" gin (keywords)\n",
    "    \"index_packages_on_latest_release_published_at\" btree (latest_release_published_at)\n",
    "    \"index_packages_on_lower_repository_url\" btree (lower(repository_url::text))\n",
    "    \"index_packages_on_rankings_average\" btree (((rankings ->> 'average'::text)::double precision))\n",
    "    \"index_packages_on_registry_id_and_dependent_packages_count\" btree (registry_id, dependent_packages_count)\n",
    "    \"index_packages_on_registry_id_and_dependent_repos_count\" btree (registry_id, dependent_repos_count)\n",
    "    \"index_packages_on_registry_id_and_docker_downloads_count\" btree (registry_id, docker_downloads_count)\n",
    "    \"index_packages_on_registry_id_and_downloads\" btree (registry_id, downloads)\n",
    "    \"index_packages_on_registry_id_and_namespace\" btree (registry_id, namespace)\n",
    "    \"index_packages_on_registry_id_and_updated_at\" btree (registry_id, updated_at)\n",
    "    \"index_packages_on_repository_url\" btree (repository_url)\n",
    "    \"index_packages_on_stargazers_count\" btree (registry_id, ((repo_metadata ->> 'stargazers_count'::text)::integer))\n",
    "    \"index_packages_on_status_and_last_synced_at\" btree (status, last_synced_at)\n",
    "\n",
    "ecosystems=# \\d registries\n",
    "                                             Table \"public.registries\"\n",
    "      Column       |              Type              | Collation | Nullable |                Default                 \n",
    "-------------------+--------------------------------+-----------+----------+----------------------------------------\n",
    " id                | bigint                         |           | not null | nextval('registries_id_seq'::regclass)\n",
    " name              | character varying              |           |          | \n",
    " url               | character varying              |           |          | \n",
    " ecosystem         | character varying              |           |          | \n",
    " default           | boolean                        |           |          | false\n",
    " packages_count    | integer                        |           | not null | 0\n",
    " created_at        | timestamp(6) without time zone |           | not null | \n",
    " updated_at        | timestamp(6) without time zone |           | not null | \n",
    " github            | character varying              |           |          | \n",
    " metadata          | json                           |           |          | '{}'::json\n",
    " maintainers_count | integer                        |           |          | 0\n",
    " namespaces_count  | integer                        |           |          | 0\n",
    " version           | character varying              |           |          | \n",
    " keywords_count    | integer                        |           |          | 0\n",
    "Indexes:\n",
    "    \"registries_pkey\" PRIMARY KEY, btree (id)\n",
    "\n",
    "ecosystems=# \\d schema_migrations\n",
    "               Table \"public.schema_migrations\"\n",
    " Column  |       Type        | Collation | Nullable | Default \n",
    "---------+-------------------+-----------+----------+---------\n",
    " version | character varying |           | not null | \n",
    "Indexes:\n",
    "    \"schema_migrations_pkey\" PRIMARY KEY, btree (version)\n",
    "\n",
    "ecosystems=# \\d versions\n",
    "                                           Table \"public.versions\"\n",
    "    Column    |              Type              | Collation | Nullable |               Default                \n",
    "--------------+--------------------------------+-----------+----------+--------------------------------------\n",
    " id           | bigint                         |           | not null | nextval('versions_id_seq'::regclass)\n",
    " package_id   | integer                        |           |          | \n",
    " number       | character varying              |           |          | \n",
    " published_at | timestamp(6) without time zone |           |          | \n",
    " licenses     | character varying              |           |          | \n",
    " integrity    | character varying              |           |          | \n",
    " status       | character varying              |           |          | \n",
    " created_at   | timestamp(6) without time zone |           | not null | \n",
    " updated_at   | timestamp(6) without time zone |           | not null | \n",
    " metadata     | json                           |           |          | '{}'::json\n",
    "Indexes:\n",
    "    \"versions_pkey\" PRIMARY KEY, btree (id)\n",
    "    \"index_versions_on_package_id_and_number\" UNIQUE, btree (package_id, number)\n",
    "    \"index_versions_on_package_id\" btree (package_id)\n",
    "    \"index_versions_on_published_at\" btree (published_at)\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PeaTMOSS Schema (SQLite3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\nCREATE TABLE ptm_issues (\\n\\tid INTEGER NOT NULL, \\n\\trepo_url VARCHAR, \\n\\tPRIMARY KEY (id), \\n\\tUNIQUE (repo_url)\\n);\\nCREATE TABLE ptm_pull_requests (\\n\\tid INTEGER NOT NULL, \\n\\trepo_url VARCHAR, \\n\\tPRIMARY KEY (id), \\n\\tUNIQUE (repo_url)\\n);\\nCREATE TABLE hf_git_ref_info (\\n\\tid INTEGER NOT NULL, \\n\\tname VARCHAR, \\n\\tref VARCHAR, \\n\\ttarget_commit VARCHAR, \\n\\tPRIMARY KEY (id)\\n);\\nCREATE TABLE model_hub (\\n\\tid INTEGER NOT NULL, \\n\\tname VARCHAR, \\n\\turl VARCHAR, \\n\\tPRIMARY KEY (id), \\n\\tUNIQUE (name), \\n\\tUNIQUE (url)\\n);\\nCREATE TABLE architecture (\\n\\tid INTEGER NOT NULL, \\n\\tname VARCHAR, \\n\\tPRIMARY KEY (id), \\n\\tUNIQUE (name)\\n);\\nCREATE TABLE author (\\n\\tid INTEGER NOT NULL, \\n\\tname VARCHAR, \\n\\tPRIMARY KEY (id), \\n\\tUNIQUE (name)\\n);\\nCREATE TABLE dataset (\\n\\tid INTEGER NOT NULL, \\n\\tname VARCHAR, url TEXT, \\n\\tPRIMARY KEY (id), \\n\\tUNIQUE (name)\\n);\\nCREATE TABLE framework (\\n\\tid INTEGER NOT NULL, \\n\\tname VARCHAR, \\n\\tPRIMARY KEY (id), \\n\\tUNIQUE (name)\\n);\\nCREATE TABLE language (\\n\\tid INTEGER NOT NULL, \\n\\tname VARCHAR, \\n\\tabbreviation VARCHAR, \\n\\tPRIMARY KEY (id), \\n\\tUNIQUE (name), \\n\\tUNIQUE (abbreviation)\\n);\\nCREATE TABLE library (\\n\\tid INTEGER NOT NULL, \\n\\tname VARCHAR, \\n\\tPRIMARY KEY (id), \\n\\tUNIQUE (name)\\n);\\nCREATE TABLE license (\\n\\tid INTEGER NOT NULL, \\n\\tname VARCHAR, \\n\\tPRIMARY KEY (id), \\n\\tUNIQUE (name)\\n);\\nCREATE TABLE paper (\\n\\tid INTEGER NOT NULL, \\n\\ttitle VARCHAR, url TEXT, \\n\\tPRIMARY KEY (id), \\n\\tUNIQUE (title)\\n);\\nCREATE TABLE tag (\\n\\tid INTEGER NOT NULL, \\n\\tname VARCHAR, \\n\\tPRIMARY KEY (id), \\n\\tUNIQUE (name)\\n);\\nCREATE TABLE reuse_repository (\\n\\tid INTEGER NOT NULL, \\n\\towner VARCHAR, \\n\\tname VARCHAR, \\n\\turl VARCHAR, \\n\\tPRIMARY KEY (id), \\n\\tCONSTRAINT unique_owner_name UNIQUE (owner, name)\\n);\\nCREATE TABLE github_pull_request (\\n\\tid INTEGER NOT NULL, \\n\\tadditions INTEGER, \\n\\tauthor_id INTEGER, \\n\\tbase_ref_name VARCHAR, \\n\\tbody VARCHAR, \\n\\tchanged_files INTEGER, \\n\\tclosed INTEGER, \\n\\tclosed_at VARCHAR, \\n\\tcreated_at VARCHAR, \\n\\tdeletions INTEGER, \\n\\thead_ref_name VARCHAR, \\n\\thead_repository_id INTEGER, \\n\\thead_repository_owner_id INTEGER, \\n\\tis_cross_repository INTEGER, \\n\\tis_draft INTEGER, \\n\\tmaintainer_can_modify INTEGER, \\n\\tmerge_commit_id INTEGER, \\n\\tmerge_state_status VARCHAR, \\n\\tmergeable VARCHAR, \\n\\tmerged_at VARCHAR, \\n\\tmerged_by_id INTEGER, \\n\\tmilestone_id INTEGER, \\n\\tnumber INTEGER, \\n\\tpotential_merge_commit_id INTEGER, \\n\\tproject_cards VARCHAR, \\n\\treview_decision VARCHAR, \\n\\tstate VARCHAR, \\n\\ttitle VARCHAR, \\n\\tupdated_at VARCHAR, \\n\\turl VARCHAR, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(author_id) REFERENCES github_user (id), \\n\\tFOREIGN KEY(head_repository_id) REFERENCES github_repository (id), \\n\\tFOREIGN KEY(head_repository_owner_id) REFERENCES github_user (id), \\n\\tFOREIGN KEY(merge_commit_id) REFERENCES github_merge_commit (id), \\n\\tFOREIGN KEY(merged_by_id) REFERENCES github_user (id), \\n\\tFOREIGN KEY(milestone_id) REFERENCES github_milestone (id), \\n\\tFOREIGN KEY(potential_merge_commit_id) REFERENCES github_merge_commit (id), \\n\\tUNIQUE (url)\\n);\\nCREATE TABLE github_commit (\\n\\tid INTEGER NOT NULL, \\n\\tauthored_date VARCHAR, \\n\\tcommitted_date VARCHAR, \\n\\tmessage_body VARCHAR, \\n\\tmessage_headline VARCHAR, \\n\\toid VARCHAR, \\n\\tpull_request_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id)\\n);\\nCREATE TABLE github_merge_commit (\\n\\tid INTEGER NOT NULL, \\n\\tcommit_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(commit_id) REFERENCES github_commit (id)\\n);\\nCREATE TABLE github_milestone (\\n\\tid INTEGER NOT NULL, \\n\\tnumber INTEGER, \\n\\ttitle VARCHAR, \\n\\tdescription VARCHAR, \\n\\tdue_on VARCHAR, \\n\\tPRIMARY KEY (id)\\n);\\nCREATE TABLE github_repository (\\n\\tid INTEGER NOT NULL, \\n\\tname VARCHAR, \\n\\turl VARCHAR, \\n\\tPRIMARY KEY (id)\\n);\\nCREATE TABLE github_user (\\n\\tid INTEGER NOT NULL, \\n\\tlogin VARCHAR, \\n\\temail VARCHAR, \\n\\tname VARCHAR, \\n\\tPRIMARY KEY (id), \\n\\tUNIQUE (login)\\n);\\nCREATE TABLE model (\\n\\tid INTEGER NOT NULL, \\n\\tcontext_id INTEGER, \\n\\tmodel_hub_id INTEGER, \\n\\tsha VARCHAR, \\n\\trepo_url VARCHAR, \\n\\tdownloads INTEGER, \\n\\tlikes INTEGER, \\n\\thas_snapshot INTEGER, \\n\\tptm_issues_id INTEGER, \\n\\tptm_pull_requests_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tUNIQUE (context_id), \\n\\tFOREIGN KEY(model_hub_id) REFERENCES model_hub (id), \\n\\tFOREIGN KEY(ptm_issues_id) REFERENCES ptm_issues (id), \\n\\tFOREIGN KEY(ptm_pull_requests_id) REFERENCES ptm_pull_requests (id)\\n);\\nCREATE TABLE ptm_pull_request_to_pull_request (\\n\\tptm_pull_request_id INTEGER NOT NULL, \\n\\tgithub_pull_request_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (ptm_pull_request_id, github_pull_request_id), \\n\\tFOREIGN KEY(ptm_pull_request_id) REFERENCES ptm_pull_requests (id), \\n\\tFOREIGN KEY(github_pull_request_id) REFERENCES github_pull_request (id)\\n);\\nCREATE TABLE reuse_repo_to_pull_request (\\n\\treuse_repository_id INTEGER NOT NULL, \\n\\tgithub_pull_request_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (reuse_repository_id, github_pull_request_id), \\n\\tFOREIGN KEY(reuse_repository_id) REFERENCES reuse_repository (id), \\n\\tFOREIGN KEY(github_pull_request_id) REFERENCES github_pull_request (id)\\n);\\nCREATE TABLE github_issue (\\n\\tid INTEGER NOT NULL, \\n\\tauthor_id INTEGER, \\n\\tbody VARCHAR, \\n\\tclosed INTEGER, \\n\\tclosed_at VARCHAR, \\n\\tcreated_at VARCHAR, \\n\\tcomment_id VARCHAR, \\n\\tmilestone_id INTEGER, \\n\\tnumber INTEGER, \\n\\tproject_cards VARCHAR, \\n\\tstate VARCHAR, \\n\\ttitle VARCHAR, \\n\\tupdated_at VARCHAR, \\n\\turl VARCHAR, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(author_id) REFERENCES github_user (id), \\n\\tFOREIGN KEY(milestone_id) REFERENCES github_milestone (id), \\n\\tUNIQUE (url)\\n);\\nCREATE TABLE github_pull_request_file (\\n\\tid INTEGER NOT NULL, \\n\\tpath VARCHAR, \\n\\tadditions INTEGER, \\n\\tdeletions INTEGER, \\n\\tpull_request_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id)\\n);\\nCREATE TABLE pull_request_to_assignee (\\n\\tpull_request_id INTEGER NOT NULL, \\n\\tassignee_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (pull_request_id, assignee_id), \\n\\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id), \\n\\tFOREIGN KEY(assignee_id) REFERENCES github_user (id)\\n);\\nCREATE TABLE pull_request_to_review_requests (\\n\\tpull_request_id INTEGER NOT NULL, \\n\\treview_request_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (pull_request_id, review_request_id), \\n\\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id), \\n\\tFOREIGN KEY(review_request_id) REFERENCES github_user (id)\\n);\\nCREATE TABLE commit_to_author (\\n\\tcommit_id INTEGER NOT NULL, \\n\\tauthor_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (commit_id, author_id), \\n\\tFOREIGN KEY(commit_id) REFERENCES github_commit (id), \\n\\tFOREIGN KEY(author_id) REFERENCES github_user (id)\\n);\\nCREATE TABLE github_review (\\n\\tid INTEGER NOT NULL, \\n\\tauthor_id INTEGER, \\n\\tauthor_association VARCHAR, \\n\\tbody VARCHAR, \\n\\tsubmitted_at VARCHAR, \\n\\tincludes_created_edit INTEGER, \\n\\tstate VARCHAR, \\n\\tpull_request_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(author_id) REFERENCES github_user (id), \\n\\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id)\\n);\\nCREATE TABLE github_status_check_rollup (\\n\\tid INTEGER NOT NULL, \\n\\tname VARCHAR, \\n\\tstatus VARCHAR, \\n\\tconclusion VARCHAR, \\n\\tstarted_at VARCHAR, \\n\\tcompleted_at VARCHAR, \\n\\tdetails_url VARCHAR, \\n\\tpull_request_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id)\\n);\\nCREATE TABLE ptm_issue_to_issue (\\n\\tptm_issue_id INTEGER NOT NULL, \\n\\tgithub_issue_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (ptm_issue_id, github_issue_id), \\n\\tFOREIGN KEY(ptm_issue_id) REFERENCES ptm_issues (id), \\n\\tFOREIGN KEY(github_issue_id) REFERENCES github_issue (id)\\n);\\nCREATE TABLE hf_commit (\\n\\tid INTEGER NOT NULL, \\n\\tcommit_id VARCHAR, \\n\\tcreated_at VARCHAR, \\n\\ttitle VARCHAR, \\n\\tmessage VARCHAR, \\n\\tmodel_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(model_id) REFERENCES model (id)\\n);\\nCREATE TABLE hf_git_ref (\\n\\tid INTEGER NOT NULL, \\n\\tmodel_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(model_id) REFERENCES model (id)\\n);\\nCREATE TABLE model_to_architecture (\\n\\tmodel_id INTEGER NOT NULL, \\n\\tarchitecture_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (model_id, architecture_id), \\n\\tFOREIGN KEY(model_id) REFERENCES model (id), \\n\\tFOREIGN KEY(architecture_id) REFERENCES architecture (id)\\n);\\nCREATE TABLE model_to_author (\\n\\tmodel_id INTEGER NOT NULL, \\n\\tauthor_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (model_id, author_id), \\n\\tFOREIGN KEY(model_id) REFERENCES model (id), \\n\\tFOREIGN KEY(author_id) REFERENCES author (id)\\n);\\nCREATE TABLE model_to_dataset (\\n\\tmodel_id INTEGER NOT NULL, \\n\\tdataset_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (model_id, dataset_id), \\n\\tFOREIGN KEY(model_id) REFERENCES model (id), \\n\\tFOREIGN KEY(dataset_id) REFERENCES dataset (id)\\n);\\nCREATE TABLE model_to_framework (\\n\\tmodel_id INTEGER NOT NULL, \\n\\tframework_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (model_id, framework_id), \\n\\tFOREIGN KEY(model_id) REFERENCES model (id), \\n\\tFOREIGN KEY(framework_id) REFERENCES framework (id)\\n);\\nCREATE TABLE model_to_language (\\n\\tmodel_id INTEGER NOT NULL, \\n\\tlanguage_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (model_id, language_id), \\n\\tFOREIGN KEY(model_id) REFERENCES model (id), \\n\\tFOREIGN KEY(language_id) REFERENCES language (id)\\n);\\nCREATE TABLE model_to_library (\\n\\tmodel_id INTEGER NOT NULL, \\n\\tlibrary_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (model_id, library_id), \\n\\tFOREIGN KEY(model_id) REFERENCES model (id), \\n\\tFOREIGN KEY(library_id) REFERENCES library (id)\\n);\\nCREATE TABLE model_to_license (\\n\\tmodel_id INTEGER NOT NULL, \\n\\tlicense_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (model_id, license_id), \\n\\tFOREIGN KEY(model_id) REFERENCES model (id), \\n\\tFOREIGN KEY(license_id) REFERENCES license (id)\\n);\\nCREATE TABLE model_to_paper (\\n\\tmodel_id INTEGER NOT NULL, \\n\\tpaper_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (model_id, paper_id), \\n\\tFOREIGN KEY(model_id) REFERENCES model (id), \\n\\tFOREIGN KEY(paper_id) REFERENCES paper (id)\\n);\\nCREATE TABLE model_to_tag (\\n\\tmodel_id INTEGER NOT NULL, \\n\\ttag_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (model_id, tag_id), \\n\\tFOREIGN KEY(model_id) REFERENCES model (id), \\n\\tFOREIGN KEY(tag_id) REFERENCES tag (id)\\n);\\nCREATE TABLE discussion (\\n\\tid INTEGER NOT NULL, \\n\\ttitle VARCHAR, \\n\\tstatus VARCHAR, \\n\\tnum INTEGER, \\n\\trepo_id VARCHAR, \\n\\trepo_type VARCHAR, \\n\\tis_pull_request INTEGER, \\n\\tcreated_at VARCHAR, \\n\\tendpoint VARCHAR, \\n\\ttarget_branch VARCHAR, \\n\\tmerge_commit_oid VARCHAR, \\n\\tdiff VARCHAR, \\n\\tmodel_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(model_id) REFERENCES model (id)\\n);\\nCREATE TABLE reuse_repo_to_issue (\\n\\treuse_repository_id INTEGER NOT NULL, \\n\\tgithub_issue_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (reuse_repository_id, github_issue_id), \\n\\tFOREIGN KEY(reuse_repository_id) REFERENCES reuse_repository (id), \\n\\tFOREIGN KEY(github_issue_id) REFERENCES github_issue (id)\\n);\\nCREATE TABLE reuse_file (\\n\\tid INTEGER NOT NULL, \\n\\tpath VARCHAR, \\n\\tmodel_id INTEGER, \\n\\treuse_repository_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tCONSTRAINT unique_path_model_id UNIQUE (path, model_id), \\n\\tFOREIGN KEY(model_id) REFERENCES model (id), \\n\\tFOREIGN KEY(reuse_repository_id) REFERENCES reuse_repository (id)\\n);\\nCREATE TABLE model_to_reuse_repository (\\n\\tmodel_id INTEGER NOT NULL, \\n\\treuse_repository_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (model_id, reuse_repository_id), \\n\\tFOREIGN KEY(model_id) REFERENCES model (id), \\n\\tFOREIGN KEY(reuse_repository_id) REFERENCES reuse_repository (id)\\n);\\nCREATE TABLE issue_to_assignee (\\n\\tissue_id INTEGER NOT NULL, \\n\\tassignee_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (issue_id, assignee_id), \\n\\tFOREIGN KEY(issue_id) REFERENCES github_issue (id), \\n\\tFOREIGN KEY(assignee_id) REFERENCES github_user (id)\\n);\\nCREATE TABLE github_comment (\\n\\tid INTEGER NOT NULL, \\n\\tauthor_id INTEGER, \\n\\tauthor_association VARCHAR, \\n\\tbody VARCHAR, \\n\\tcreated_at VARCHAR, \\n\\tincludes_created_edit INTEGER, \\n\\tis_minimized INTEGER, \\n\\tminimized_reason VARCHAR, \\n\\tissue_id INTEGER, \\n\\tpull_request_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(author_id) REFERENCES github_user (id), \\n\\tFOREIGN KEY(issue_id) REFERENCES github_issue (id), \\n\\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id)\\n);\\nCREATE TABLE github_label (\\n\\tid INTEGER NOT NULL, \\n\\tname VARCHAR, \\n\\tdescription VARCHAR, \\n\\tcolor VARCHAR, \\n\\tissue_id INTEGER, \\n\\tpull_request_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(issue_id) REFERENCES github_issue (id), \\n\\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id)\\n);\\nCREATE TABLE hf_commit_to_author (\\n\\thf_commit_id INTEGER NOT NULL, \\n\\tauthor_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (hf_commit_id, author_id), \\n\\tFOREIGN KEY(hf_commit_id) REFERENCES hf_commit (id), \\n\\tFOREIGN KEY(author_id) REFERENCES author (id)\\n);\\nCREATE TABLE hf_git_ref_to_branch (\\n\\thf_git_ref_id INTEGER NOT NULL, \\n\\thf_git_ref_info_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (hf_git_ref_id, hf_git_ref_info_id), \\n\\tFOREIGN KEY(hf_git_ref_id) REFERENCES hf_git_ref (id), \\n\\tFOREIGN KEY(hf_git_ref_info_id) REFERENCES hf_git_ref_info (id)\\n);\\nCREATE TABLE hf_git_ref_to_tag (\\n\\thf_git_ref_id INTEGER NOT NULL, \\n\\thf_git_ref_info_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (hf_git_ref_id, hf_git_ref_info_id), \\n\\tFOREIGN KEY(hf_git_ref_id) REFERENCES hf_git_ref (id), \\n\\tFOREIGN KEY(hf_git_ref_info_id) REFERENCES hf_git_ref_info (id)\\n);\\nCREATE TABLE discussion_to_author (\\n\\tdiscussion_id INTEGER NOT NULL, \\n\\tauthor_id INTEGER NOT NULL, \\n\\tPRIMARY KEY (discussion_id, author_id), \\n\\tFOREIGN KEY(discussion_id) REFERENCES discussion (id), \\n\\tFOREIGN KEY(author_id) REFERENCES author (id)\\n);\\nCREATE TABLE file_path (\\n\\tid INTEGER NOT NULL, \\n\\tpath VARCHAR, \\n\\tdiscussion_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(discussion_id) REFERENCES discussion (id)\\n);\\nCREATE TABLE discussion_event (\\n\\tid INTEGER NOT NULL, \\n\\tevent_id VARCHAR, \\n\\ttype VARCHAR, \\n\\tcreated_at VARCHAR, \\n\\tauthor VARCHAR, \\n\\tcontent VARCHAR, \\n\\tedited INTEGER, \\n\\thidden INTEGER, \\n\\tnew_status VARCHAR, \\n\\tsummary VARCHAR, \\n\\toid VARCHAR, \\n\\told_title VARCHAR, \\n\\tnew_title VARCHAR, \\n\\tdiscussion_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(discussion_id) REFERENCES discussion (id)\\n);\\nCREATE TABLE github_reaction_group (\\n\\tid INTEGER NOT NULL, \\n\\tcontent VARCHAR, \\n\\ttotal_count INTEGER, \\n\\tissue_id INTEGER, \\n\\tpull_request_id INTEGER, \\n\\tgithub_comment_id INTEGER, \\n\\treview_id INTEGER, \\n\\tPRIMARY KEY (id), \\n\\tFOREIGN KEY(issue_id) REFERENCES github_issue (id), \\n\\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id), \\n\\tFOREIGN KEY(github_comment_id) REFERENCES github_comment (id), \\n\\tFOREIGN KEY(review_id) REFERENCES github_review (id)\\n);\\nCREATE TABLE reuse_repository_to_license (\\n    reuse_repository_id INTEGER NOT NULL,\\n    license_id INTEGER NOT NULL,\\n    PRIMARY KEY (reuse_repository_id, license_id),\\n    FOREIGN KEY (reuse_repository_id) REFERENCES reuse_repository(id),\\n    FOREIGN KEY (license_id) REFERENCES license(id)\\n);\\nCREATE TABLE sqlite_sequence(name,seq);\\nCREATE TABLE domain (\\n    id INTEGER PRIMARY KEY AUTOINCREMENT,\\n    name TEXT NOT NULL,\\n    UNIQUE(name)\\n);\\nCREATE TABLE model_to_domain (\\n    model_id INTEGER NOT NULL,\\n    domain_id INTEGER NOT NULL,\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    FOREIGN KEY (domain_id) REFERENCES domain (id)\\n);\\nCREATE TABLE model_task (\\n    id INTEGER PRIMARY KEY AUTOINCREMENT,\\n    name TEXT NOT NULL,\\n    UNIQUE(name)\\n);\\nCREATE TABLE model_to_model_task (\\n    model_id INTEGER NOT NULL,\\n    model_task_id INTEGER NOT NULL,\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    FOREIGN KEY (model_task_id) REFERENCES model_task (id)\\n);\\nCREATE TABLE github_repo (\\n    id INTEGER PRIMARY KEY AUTOINCREMENT,\\n    owner TEXT NOT NULL,\\n    name TEXT NOT NULL,\\n    url TEXT NOT NULL,\\n    model_id INTEGER NOT NULL,\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    UNIQUE(owner, name, url, model_id)\\n);\\nCREATE TABLE model_to_base_model (\\n    model_id INTEGER NOT NULL,\\n    base_model_name TEXT NOT NULL,\\n    base_model_url TEXT,\\n    base_model_id INTEGER,\\n    PRIMARY KEY(model_id, base_model_id)\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    FOREIGN KEY (base_model_id) REFERENCES model (id)\\n);\\nCREATE TABLE evaluation_link (\\n    id INTEGER PRIMARY KEY AUTOINCREMENT,\\n    url TEXT NOT NULL,\\n    model_id INTEGER NOT NULL,\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    UNIQUE(url, model_id)\\n);\\nCREATE TABLE evaluation_metric (\\n    id INTEGER PRIMARY KEY AUTOINCREMENT,\\n    test TEXT NOT NULL,\\n    dataset_id INTEGER NOT NULL,\\n    result TEXT NOT NULL,\\n    model_id INTEGER NOT NULL,\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    FOREIGN KEY (dataset_id) REFERENCES dataset (id),\\n    UNIQUE(test, dataset_id, result, model_id)\\n);\\nCREATE TABLE demo (\\n    id INTEGER PRIMARY KEY AUTOINCREMENT,\\n    demo TEXT NOT NULL,\\n    model_id INTEGER NOT NULL,\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    UNIQUE(demo, model_id)\\n);\\nCREATE TABLE model_to_grant (\\n    model_id INTEGER NOT NULL,\\n    grant_id INTEGER NOT NULL,\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    FOREIGN KEY (grant_id) REFERENCES grant (id),\\n    UNIQUE(model_id, grant_id)\\n);\\nCREATE TABLE grant (\\n    id INTEGER PRIMARY KEY AUTOINCREMENT,\\n    name TEXT NOT NULL,\\n    UNIQUE(name)\\n);\\nCREATE TABLE input_format (\\n    id INTEGER PRIMARY KEY AUTOINCREMENT,\\n    format TEXT NOT NULL,\\n    model_id INTEGER NOT NULL,\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    UNIQUE(format, model_id)\\n);\\nCREATE TABLE output_format (\\n    id INTEGER PRIMARY KEY AUTOINCREMENT,\\n    format TEXT NOT NULL,\\n    model_id INTEGER NOT NULL,\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    UNIQUE(format, model_id)\\n);\\nCREATE TABLE parameter_count (\\n    id INTEGER PRIMARY KEY AUTOINCREMENT,\\n    count INTEGER NOT NULL,\\n    model_id INTEGER NOT NULL,\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    UNIQUE(count, model_id)\\n);\\nCREATE TABLE hardware (\\n    id INTEGER PRIMARY KEY AUTOINCREMENT,\\n    name TEXT NOT NULL,\\n    UNIQUE(name)\\n);\\nCREATE TABLE model_to_hardware (\\n    model_id INTEGER NOT NULL,\\n    hardware_id INTEGER NOT NULL,\\n    hours_used INTEGER,\\n    cloud_provider TEXT,\\n    compute_region TEXT,\\n    PRIMARY KEY(model_id, hardware_id),\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    FOREIGN KEY (hardware_id) REFERENCES hardware (id)\\n);\\nCREATE TABLE carbon_emitted (\\n    id INTEGER PRIMARY KEY AUTOINCREMENT,\\n    value INTEGER NOT NULL,\\n    model_id INTEGER NOT NULL,\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    UNIQUE(value, model_id)\\n);\\nCREATE TABLE hyper_parameters (\\n    id INTEGER PRIMARY KEY AUTOINCREMENT,\\n    value TEXT NOT NULL,\\n    model_id INTEGER NOT NULL,\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    UNIQUE(value, model_id)\\n);\\nCREATE TABLE limitation_and_bias (\\n    id INTEGER PRIMARY KEY AUTOINCREMENT,\\n    value TEXT NOT NULL,\\n    model_id INTEGER NOT NULL,\\n    FOREIGN KEY (model_id) REFERENCES model (id),\\n    UNIQUE(value, model_id)\\n);\\n'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "CREATE TABLE ptm_issues (\n",
    "\tid INTEGER NOT NULL, \n",
    "\trepo_url VARCHAR, \n",
    "\tPRIMARY KEY (id), \n",
    "\tUNIQUE (repo_url)\n",
    ");\n",
    "CREATE TABLE ptm_pull_requests (\n",
    "\tid INTEGER NOT NULL, \n",
    "\trepo_url VARCHAR, \n",
    "\tPRIMARY KEY (id), \n",
    "\tUNIQUE (repo_url)\n",
    ");\n",
    "CREATE TABLE hf_git_ref_info (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tname VARCHAR, \n",
    "\tref VARCHAR, \n",
    "\ttarget_commit VARCHAR, \n",
    "\tPRIMARY KEY (id)\n",
    ");\n",
    "CREATE TABLE model_hub (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tname VARCHAR, \n",
    "\turl VARCHAR, \n",
    "\tPRIMARY KEY (id), \n",
    "\tUNIQUE (name), \n",
    "\tUNIQUE (url)\n",
    ");\n",
    "CREATE TABLE architecture (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tname VARCHAR, \n",
    "\tPRIMARY KEY (id), \n",
    "\tUNIQUE (name)\n",
    ");\n",
    "CREATE TABLE author (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tname VARCHAR, \n",
    "\tPRIMARY KEY (id), \n",
    "\tUNIQUE (name)\n",
    ");\n",
    "CREATE TABLE dataset (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tname VARCHAR, url TEXT, \n",
    "\tPRIMARY KEY (id), \n",
    "\tUNIQUE (name)\n",
    ");\n",
    "CREATE TABLE framework (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tname VARCHAR, \n",
    "\tPRIMARY KEY (id), \n",
    "\tUNIQUE (name)\n",
    ");\n",
    "CREATE TABLE language (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tname VARCHAR, \n",
    "\tabbreviation VARCHAR, \n",
    "\tPRIMARY KEY (id), \n",
    "\tUNIQUE (name), \n",
    "\tUNIQUE (abbreviation)\n",
    ");\n",
    "CREATE TABLE library (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tname VARCHAR, \n",
    "\tPRIMARY KEY (id), \n",
    "\tUNIQUE (name)\n",
    ");\n",
    "CREATE TABLE license (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tname VARCHAR, \n",
    "\tPRIMARY KEY (id), \n",
    "\tUNIQUE (name)\n",
    ");\n",
    "CREATE TABLE paper (\n",
    "\tid INTEGER NOT NULL, \n",
    "\ttitle VARCHAR, url TEXT, \n",
    "\tPRIMARY KEY (id), \n",
    "\tUNIQUE (title)\n",
    ");\n",
    "CREATE TABLE tag (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tname VARCHAR, \n",
    "\tPRIMARY KEY (id), \n",
    "\tUNIQUE (name)\n",
    ");\n",
    "CREATE TABLE reuse_repository (\n",
    "\tid INTEGER NOT NULL, \n",
    "\towner VARCHAR, \n",
    "\tname VARCHAR, \n",
    "\turl VARCHAR, \n",
    "\tPRIMARY KEY (id), \n",
    "\tCONSTRAINT unique_owner_name UNIQUE (owner, name)\n",
    ");\n",
    "CREATE TABLE github_pull_request (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tadditions INTEGER, \n",
    "\tauthor_id INTEGER, \n",
    "\tbase_ref_name VARCHAR, \n",
    "\tbody VARCHAR, \n",
    "\tchanged_files INTEGER, \n",
    "\tclosed INTEGER, \n",
    "\tclosed_at VARCHAR, \n",
    "\tcreated_at VARCHAR, \n",
    "\tdeletions INTEGER, \n",
    "\thead_ref_name VARCHAR, \n",
    "\thead_repository_id INTEGER, \n",
    "\thead_repository_owner_id INTEGER, \n",
    "\tis_cross_repository INTEGER, \n",
    "\tis_draft INTEGER, \n",
    "\tmaintainer_can_modify INTEGER, \n",
    "\tmerge_commit_id INTEGER, \n",
    "\tmerge_state_status VARCHAR, \n",
    "\tmergeable VARCHAR, \n",
    "\tmerged_at VARCHAR, \n",
    "\tmerged_by_id INTEGER, \n",
    "\tmilestone_id INTEGER, \n",
    "\tnumber INTEGER, \n",
    "\tpotential_merge_commit_id INTEGER, \n",
    "\tproject_cards VARCHAR, \n",
    "\treview_decision VARCHAR, \n",
    "\tstate VARCHAR, \n",
    "\ttitle VARCHAR, \n",
    "\tupdated_at VARCHAR, \n",
    "\turl VARCHAR, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(author_id) REFERENCES github_user (id), \n",
    "\tFOREIGN KEY(head_repository_id) REFERENCES github_repository (id), \n",
    "\tFOREIGN KEY(head_repository_owner_id) REFERENCES github_user (id), \n",
    "\tFOREIGN KEY(merge_commit_id) REFERENCES github_merge_commit (id), \n",
    "\tFOREIGN KEY(merged_by_id) REFERENCES github_user (id), \n",
    "\tFOREIGN KEY(milestone_id) REFERENCES github_milestone (id), \n",
    "\tFOREIGN KEY(potential_merge_commit_id) REFERENCES github_merge_commit (id), \n",
    "\tUNIQUE (url)\n",
    ");\n",
    "CREATE TABLE github_commit (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tauthored_date VARCHAR, \n",
    "\tcommitted_date VARCHAR, \n",
    "\tmessage_body VARCHAR, \n",
    "\tmessage_headline VARCHAR, \n",
    "\toid VARCHAR, \n",
    "\tpull_request_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id)\n",
    ");\n",
    "CREATE TABLE github_merge_commit (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tcommit_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(commit_id) REFERENCES github_commit (id)\n",
    ");\n",
    "CREATE TABLE github_milestone (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tnumber INTEGER, \n",
    "\ttitle VARCHAR, \n",
    "\tdescription VARCHAR, \n",
    "\tdue_on VARCHAR, \n",
    "\tPRIMARY KEY (id)\n",
    ");\n",
    "CREATE TABLE github_repository (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tname VARCHAR, \n",
    "\turl VARCHAR, \n",
    "\tPRIMARY KEY (id)\n",
    ");\n",
    "CREATE TABLE github_user (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tlogin VARCHAR, \n",
    "\temail VARCHAR, \n",
    "\tname VARCHAR, \n",
    "\tPRIMARY KEY (id), \n",
    "\tUNIQUE (login)\n",
    ");\n",
    "CREATE TABLE model (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tcontext_id INTEGER, \n",
    "\tmodel_hub_id INTEGER, \n",
    "\tsha VARCHAR, \n",
    "\trepo_url VARCHAR, \n",
    "\tdownloads INTEGER, \n",
    "\tlikes INTEGER, \n",
    "\thas_snapshot INTEGER, \n",
    "\tptm_issues_id INTEGER, \n",
    "\tptm_pull_requests_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tUNIQUE (context_id), \n",
    "\tFOREIGN KEY(model_hub_id) REFERENCES model_hub (id), \n",
    "\tFOREIGN KEY(ptm_issues_id) REFERENCES ptm_issues (id), \n",
    "\tFOREIGN KEY(ptm_pull_requests_id) REFERENCES ptm_pull_requests (id)\n",
    ");\n",
    "CREATE TABLE ptm_pull_request_to_pull_request (\n",
    "\tptm_pull_request_id INTEGER NOT NULL, \n",
    "\tgithub_pull_request_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (ptm_pull_request_id, github_pull_request_id), \n",
    "\tFOREIGN KEY(ptm_pull_request_id) REFERENCES ptm_pull_requests (id), \n",
    "\tFOREIGN KEY(github_pull_request_id) REFERENCES github_pull_request (id)\n",
    ");\n",
    "CREATE TABLE reuse_repo_to_pull_request (\n",
    "\treuse_repository_id INTEGER NOT NULL, \n",
    "\tgithub_pull_request_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (reuse_repository_id, github_pull_request_id), \n",
    "\tFOREIGN KEY(reuse_repository_id) REFERENCES reuse_repository (id), \n",
    "\tFOREIGN KEY(github_pull_request_id) REFERENCES github_pull_request (id)\n",
    ");\n",
    "CREATE TABLE github_issue (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tauthor_id INTEGER, \n",
    "\tbody VARCHAR, \n",
    "\tclosed INTEGER, \n",
    "\tclosed_at VARCHAR, \n",
    "\tcreated_at VARCHAR, \n",
    "\tcomment_id VARCHAR, \n",
    "\tmilestone_id INTEGER, \n",
    "\tnumber INTEGER, \n",
    "\tproject_cards VARCHAR, \n",
    "\tstate VARCHAR, \n",
    "\ttitle VARCHAR, \n",
    "\tupdated_at VARCHAR, \n",
    "\turl VARCHAR, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(author_id) REFERENCES github_user (id), \n",
    "\tFOREIGN KEY(milestone_id) REFERENCES github_milestone (id), \n",
    "\tUNIQUE (url)\n",
    ");\n",
    "CREATE TABLE github_pull_request_file (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tpath VARCHAR, \n",
    "\tadditions INTEGER, \n",
    "\tdeletions INTEGER, \n",
    "\tpull_request_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id)\n",
    ");\n",
    "CREATE TABLE pull_request_to_assignee (\n",
    "\tpull_request_id INTEGER NOT NULL, \n",
    "\tassignee_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (pull_request_id, assignee_id), \n",
    "\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id), \n",
    "\tFOREIGN KEY(assignee_id) REFERENCES github_user (id)\n",
    ");\n",
    "CREATE TABLE pull_request_to_review_requests (\n",
    "\tpull_request_id INTEGER NOT NULL, \n",
    "\treview_request_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (pull_request_id, review_request_id), \n",
    "\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id), \n",
    "\tFOREIGN KEY(review_request_id) REFERENCES github_user (id)\n",
    ");\n",
    "CREATE TABLE commit_to_author (\n",
    "\tcommit_id INTEGER NOT NULL, \n",
    "\tauthor_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (commit_id, author_id), \n",
    "\tFOREIGN KEY(commit_id) REFERENCES github_commit (id), \n",
    "\tFOREIGN KEY(author_id) REFERENCES github_user (id)\n",
    ");\n",
    "CREATE TABLE github_review (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tauthor_id INTEGER, \n",
    "\tauthor_association VARCHAR, \n",
    "\tbody VARCHAR, \n",
    "\tsubmitted_at VARCHAR, \n",
    "\tincludes_created_edit INTEGER, \n",
    "\tstate VARCHAR, \n",
    "\tpull_request_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(author_id) REFERENCES github_user (id), \n",
    "\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id)\n",
    ");\n",
    "CREATE TABLE github_status_check_rollup (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tname VARCHAR, \n",
    "\tstatus VARCHAR, \n",
    "\tconclusion VARCHAR, \n",
    "\tstarted_at VARCHAR, \n",
    "\tcompleted_at VARCHAR, \n",
    "\tdetails_url VARCHAR, \n",
    "\tpull_request_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id)\n",
    ");\n",
    "CREATE TABLE ptm_issue_to_issue (\n",
    "\tptm_issue_id INTEGER NOT NULL, \n",
    "\tgithub_issue_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (ptm_issue_id, github_issue_id), \n",
    "\tFOREIGN KEY(ptm_issue_id) REFERENCES ptm_issues (id), \n",
    "\tFOREIGN KEY(github_issue_id) REFERENCES github_issue (id)\n",
    ");\n",
    "CREATE TABLE hf_commit (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tcommit_id VARCHAR, \n",
    "\tcreated_at VARCHAR, \n",
    "\ttitle VARCHAR, \n",
    "\tmessage VARCHAR, \n",
    "\tmodel_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(model_id) REFERENCES model (id)\n",
    ");\n",
    "CREATE TABLE hf_git_ref (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tmodel_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(model_id) REFERENCES model (id)\n",
    ");\n",
    "CREATE TABLE model_to_architecture (\n",
    "\tmodel_id INTEGER NOT NULL, \n",
    "\tarchitecture_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (model_id, architecture_id), \n",
    "\tFOREIGN KEY(model_id) REFERENCES model (id), \n",
    "\tFOREIGN KEY(architecture_id) REFERENCES architecture (id)\n",
    ");\n",
    "CREATE TABLE model_to_author (\n",
    "\tmodel_id INTEGER NOT NULL, \n",
    "\tauthor_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (model_id, author_id), \n",
    "\tFOREIGN KEY(model_id) REFERENCES model (id), \n",
    "\tFOREIGN KEY(author_id) REFERENCES author (id)\n",
    ");\n",
    "CREATE TABLE model_to_dataset (\n",
    "\tmodel_id INTEGER NOT NULL, \n",
    "\tdataset_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (model_id, dataset_id), \n",
    "\tFOREIGN KEY(model_id) REFERENCES model (id), \n",
    "\tFOREIGN KEY(dataset_id) REFERENCES dataset (id)\n",
    ");\n",
    "CREATE TABLE model_to_framework (\n",
    "\tmodel_id INTEGER NOT NULL, \n",
    "\tframework_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (model_id, framework_id), \n",
    "\tFOREIGN KEY(model_id) REFERENCES model (id), \n",
    "\tFOREIGN KEY(framework_id) REFERENCES framework (id)\n",
    ");\n",
    "CREATE TABLE model_to_language (\n",
    "\tmodel_id INTEGER NOT NULL, \n",
    "\tlanguage_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (model_id, language_id), \n",
    "\tFOREIGN KEY(model_id) REFERENCES model (id), \n",
    "\tFOREIGN KEY(language_id) REFERENCES language (id)\n",
    ");\n",
    "CREATE TABLE model_to_library (\n",
    "\tmodel_id INTEGER NOT NULL, \n",
    "\tlibrary_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (model_id, library_id), \n",
    "\tFOREIGN KEY(model_id) REFERENCES model (id), \n",
    "\tFOREIGN KEY(library_id) REFERENCES library (id)\n",
    ");\n",
    "CREATE TABLE model_to_license (\n",
    "\tmodel_id INTEGER NOT NULL, \n",
    "\tlicense_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (model_id, license_id), \n",
    "\tFOREIGN KEY(model_id) REFERENCES model (id), \n",
    "\tFOREIGN KEY(license_id) REFERENCES license (id)\n",
    ");\n",
    "CREATE TABLE model_to_paper (\n",
    "\tmodel_id INTEGER NOT NULL, \n",
    "\tpaper_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (model_id, paper_id), \n",
    "\tFOREIGN KEY(model_id) REFERENCES model (id), \n",
    "\tFOREIGN KEY(paper_id) REFERENCES paper (id)\n",
    ");\n",
    "CREATE TABLE model_to_tag (\n",
    "\tmodel_id INTEGER NOT NULL, \n",
    "\ttag_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (model_id, tag_id), \n",
    "\tFOREIGN KEY(model_id) REFERENCES model (id), \n",
    "\tFOREIGN KEY(tag_id) REFERENCES tag (id)\n",
    ");\n",
    "CREATE TABLE discussion (\n",
    "\tid INTEGER NOT NULL, \n",
    "\ttitle VARCHAR, \n",
    "\tstatus VARCHAR, \n",
    "\tnum INTEGER, \n",
    "\trepo_id VARCHAR, \n",
    "\trepo_type VARCHAR, \n",
    "\tis_pull_request INTEGER, \n",
    "\tcreated_at VARCHAR, \n",
    "\tendpoint VARCHAR, \n",
    "\ttarget_branch VARCHAR, \n",
    "\tmerge_commit_oid VARCHAR, \n",
    "\tdiff VARCHAR, \n",
    "\tmodel_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(model_id) REFERENCES model (id)\n",
    ");\n",
    "CREATE TABLE reuse_repo_to_issue (\n",
    "\treuse_repository_id INTEGER NOT NULL, \n",
    "\tgithub_issue_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (reuse_repository_id, github_issue_id), \n",
    "\tFOREIGN KEY(reuse_repository_id) REFERENCES reuse_repository (id), \n",
    "\tFOREIGN KEY(github_issue_id) REFERENCES github_issue (id)\n",
    ");\n",
    "CREATE TABLE reuse_file (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tpath VARCHAR, \n",
    "\tmodel_id INTEGER, \n",
    "\treuse_repository_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tCONSTRAINT unique_path_model_id UNIQUE (path, model_id), \n",
    "\tFOREIGN KEY(model_id) REFERENCES model (id), \n",
    "\tFOREIGN KEY(reuse_repository_id) REFERENCES reuse_repository (id)\n",
    ");\n",
    "CREATE TABLE model_to_reuse_repository (\n",
    "\tmodel_id INTEGER NOT NULL, \n",
    "\treuse_repository_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (model_id, reuse_repository_id), \n",
    "\tFOREIGN KEY(model_id) REFERENCES model (id), \n",
    "\tFOREIGN KEY(reuse_repository_id) REFERENCES reuse_repository (id)\n",
    ");\n",
    "CREATE TABLE issue_to_assignee (\n",
    "\tissue_id INTEGER NOT NULL, \n",
    "\tassignee_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (issue_id, assignee_id), \n",
    "\tFOREIGN KEY(issue_id) REFERENCES github_issue (id), \n",
    "\tFOREIGN KEY(assignee_id) REFERENCES github_user (id)\n",
    ");\n",
    "CREATE TABLE github_comment (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tauthor_id INTEGER, \n",
    "\tauthor_association VARCHAR, \n",
    "\tbody VARCHAR, \n",
    "\tcreated_at VARCHAR, \n",
    "\tincludes_created_edit INTEGER, \n",
    "\tis_minimized INTEGER, \n",
    "\tminimized_reason VARCHAR, \n",
    "\tissue_id INTEGER, \n",
    "\tpull_request_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(author_id) REFERENCES github_user (id), \n",
    "\tFOREIGN KEY(issue_id) REFERENCES github_issue (id), \n",
    "\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id)\n",
    ");\n",
    "CREATE TABLE github_label (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tname VARCHAR, \n",
    "\tdescription VARCHAR, \n",
    "\tcolor VARCHAR, \n",
    "\tissue_id INTEGER, \n",
    "\tpull_request_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(issue_id) REFERENCES github_issue (id), \n",
    "\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id)\n",
    ");\n",
    "CREATE TABLE hf_commit_to_author (\n",
    "\thf_commit_id INTEGER NOT NULL, \n",
    "\tauthor_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (hf_commit_id, author_id), \n",
    "\tFOREIGN KEY(hf_commit_id) REFERENCES hf_commit (id), \n",
    "\tFOREIGN KEY(author_id) REFERENCES author (id)\n",
    ");\n",
    "CREATE TABLE hf_git_ref_to_branch (\n",
    "\thf_git_ref_id INTEGER NOT NULL, \n",
    "\thf_git_ref_info_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (hf_git_ref_id, hf_git_ref_info_id), \n",
    "\tFOREIGN KEY(hf_git_ref_id) REFERENCES hf_git_ref (id), \n",
    "\tFOREIGN KEY(hf_git_ref_info_id) REFERENCES hf_git_ref_info (id)\n",
    ");\n",
    "CREATE TABLE hf_git_ref_to_tag (\n",
    "\thf_git_ref_id INTEGER NOT NULL, \n",
    "\thf_git_ref_info_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (hf_git_ref_id, hf_git_ref_info_id), \n",
    "\tFOREIGN KEY(hf_git_ref_id) REFERENCES hf_git_ref (id), \n",
    "\tFOREIGN KEY(hf_git_ref_info_id) REFERENCES hf_git_ref_info (id)\n",
    ");\n",
    "CREATE TABLE discussion_to_author (\n",
    "\tdiscussion_id INTEGER NOT NULL, \n",
    "\tauthor_id INTEGER NOT NULL, \n",
    "\tPRIMARY KEY (discussion_id, author_id), \n",
    "\tFOREIGN KEY(discussion_id) REFERENCES discussion (id), \n",
    "\tFOREIGN KEY(author_id) REFERENCES author (id)\n",
    ");\n",
    "CREATE TABLE file_path (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tpath VARCHAR, \n",
    "\tdiscussion_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(discussion_id) REFERENCES discussion (id)\n",
    ");\n",
    "CREATE TABLE discussion_event (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tevent_id VARCHAR, \n",
    "\ttype VARCHAR, \n",
    "\tcreated_at VARCHAR, \n",
    "\tauthor VARCHAR, \n",
    "\tcontent VARCHAR, \n",
    "\tedited INTEGER, \n",
    "\thidden INTEGER, \n",
    "\tnew_status VARCHAR, \n",
    "\tsummary VARCHAR, \n",
    "\toid VARCHAR, \n",
    "\told_title VARCHAR, \n",
    "\tnew_title VARCHAR, \n",
    "\tdiscussion_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(discussion_id) REFERENCES discussion (id)\n",
    ");\n",
    "CREATE TABLE github_reaction_group (\n",
    "\tid INTEGER NOT NULL, \n",
    "\tcontent VARCHAR, \n",
    "\ttotal_count INTEGER, \n",
    "\tissue_id INTEGER, \n",
    "\tpull_request_id INTEGER, \n",
    "\tgithub_comment_id INTEGER, \n",
    "\treview_id INTEGER, \n",
    "\tPRIMARY KEY (id), \n",
    "\tFOREIGN KEY(issue_id) REFERENCES github_issue (id), \n",
    "\tFOREIGN KEY(pull_request_id) REFERENCES github_pull_request (id), \n",
    "\tFOREIGN KEY(github_comment_id) REFERENCES github_comment (id), \n",
    "\tFOREIGN KEY(review_id) REFERENCES github_review (id)\n",
    ");\n",
    "CREATE TABLE reuse_repository_to_license (\n",
    "    reuse_repository_id INTEGER NOT NULL,\n",
    "    license_id INTEGER NOT NULL,\n",
    "    PRIMARY KEY (reuse_repository_id, license_id),\n",
    "    FOREIGN KEY (reuse_repository_id) REFERENCES reuse_repository(id),\n",
    "    FOREIGN KEY (license_id) REFERENCES license(id)\n",
    ");\n",
    "CREATE TABLE sqlite_sequence(name,seq);\n",
    "CREATE TABLE domain (\n",
    "    id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
    "    name TEXT NOT NULL,\n",
    "    UNIQUE(name)\n",
    ");\n",
    "CREATE TABLE model_to_domain (\n",
    "    model_id INTEGER NOT NULL,\n",
    "    domain_id INTEGER NOT NULL,\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    FOREIGN KEY (domain_id) REFERENCES domain (id)\n",
    ");\n",
    "CREATE TABLE model_task (\n",
    "    id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
    "    name TEXT NOT NULL,\n",
    "    UNIQUE(name)\n",
    ");\n",
    "CREATE TABLE model_to_model_task (\n",
    "    model_id INTEGER NOT NULL,\n",
    "    model_task_id INTEGER NOT NULL,\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    FOREIGN KEY (model_task_id) REFERENCES model_task (id)\n",
    ");\n",
    "CREATE TABLE github_repo (\n",
    "    id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
    "    owner TEXT NOT NULL,\n",
    "    name TEXT NOT NULL,\n",
    "    url TEXT NOT NULL,\n",
    "    model_id INTEGER NOT NULL,\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    UNIQUE(owner, name, url, model_id)\n",
    ");\n",
    "CREATE TABLE model_to_base_model (\n",
    "    model_id INTEGER NOT NULL,\n",
    "    base_model_name TEXT NOT NULL,\n",
    "    base_model_url TEXT,\n",
    "    base_model_id INTEGER,\n",
    "    PRIMARY KEY(model_id, base_model_id)\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    FOREIGN KEY (base_model_id) REFERENCES model (id)\n",
    ");\n",
    "CREATE TABLE evaluation_link (\n",
    "    id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
    "    url TEXT NOT NULL,\n",
    "    model_id INTEGER NOT NULL,\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    UNIQUE(url, model_id)\n",
    ");\n",
    "CREATE TABLE evaluation_metric (\n",
    "    id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
    "    test TEXT NOT NULL,\n",
    "    dataset_id INTEGER NOT NULL,\n",
    "    result TEXT NOT NULL,\n",
    "    model_id INTEGER NOT NULL,\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    FOREIGN KEY (dataset_id) REFERENCES dataset (id),\n",
    "    UNIQUE(test, dataset_id, result, model_id)\n",
    ");\n",
    "CREATE TABLE demo (\n",
    "    id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
    "    demo TEXT NOT NULL,\n",
    "    model_id INTEGER NOT NULL,\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    UNIQUE(demo, model_id)\n",
    ");\n",
    "CREATE TABLE model_to_grant (\n",
    "    model_id INTEGER NOT NULL,\n",
    "    grant_id INTEGER NOT NULL,\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    FOREIGN KEY (grant_id) REFERENCES grant (id),\n",
    "    UNIQUE(model_id, grant_id)\n",
    ");\n",
    "CREATE TABLE grant (\n",
    "    id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
    "    name TEXT NOT NULL,\n",
    "    UNIQUE(name)\n",
    ");\n",
    "CREATE TABLE input_format (\n",
    "    id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
    "    format TEXT NOT NULL,\n",
    "    model_id INTEGER NOT NULL,\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    UNIQUE(format, model_id)\n",
    ");\n",
    "CREATE TABLE output_format (\n",
    "    id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
    "    format TEXT NOT NULL,\n",
    "    model_id INTEGER NOT NULL,\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    UNIQUE(format, model_id)\n",
    ");\n",
    "CREATE TABLE parameter_count (\n",
    "    id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
    "    count INTEGER NOT NULL,\n",
    "    model_id INTEGER NOT NULL,\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    UNIQUE(count, model_id)\n",
    ");\n",
    "CREATE TABLE hardware (\n",
    "    id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
    "    name TEXT NOT NULL,\n",
    "    UNIQUE(name)\n",
    ");\n",
    "CREATE TABLE model_to_hardware (\n",
    "    model_id INTEGER NOT NULL,\n",
    "    hardware_id INTEGER NOT NULL,\n",
    "    hours_used INTEGER,\n",
    "    cloud_provider TEXT,\n",
    "    compute_region TEXT,\n",
    "    PRIMARY KEY(model_id, hardware_id),\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    FOREIGN KEY (hardware_id) REFERENCES hardware (id)\n",
    ");\n",
    "CREATE TABLE carbon_emitted (\n",
    "    id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
    "    value INTEGER NOT NULL,\n",
    "    model_id INTEGER NOT NULL,\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    UNIQUE(value, model_id)\n",
    ");\n",
    "CREATE TABLE hyper_parameters (\n",
    "    id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
    "    value TEXT NOT NULL,\n",
    "    model_id INTEGER NOT NULL,\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    UNIQUE(value, model_id)\n",
    ");\n",
    "CREATE TABLE limitation_and_bias (\n",
    "    id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
    "    value TEXT NOT NULL,\n",
    "    model_id INTEGER NOT NULL,\n",
    "    FOREIGN KEY (model_id) REFERENCES model (id),\n",
    "    UNIQUE(value, model_id)\n",
    ");\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PeaTMOSS Improvements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a view for the PeaTMOSS database that displays a HuggingFace model's\n",
    "# name, downloads, likes, the number of issues and pull requests, the number of downstream repositories, the number of authors associated with it, and the number of models that are based on it\n",
    "def create_view_PeaTMOSS_packages():\n",
    "    query_sqlite3(\"\"\"\n",
    "\t\tDROP VIEW IF EXISTS PeaTMOSS_packages;\n",
    "\t\"\"\")\n",
    "    query_sqlite3(\"\"\"\n",
    "\t\tCREATE VIEW PeaTMOSS_packages AS\n",
    "\t\tSELECT m.id,\n",
    "                   m.context_id,\n",
    "\t\t\t\t   m.downloads,\n",
    "\t\t\t\t   m.likes,\n",
    "\t\t\t\t   COUNT(DISTINCT pi.id) AS num_issues,\n",
    "\t\t\t\t   COUNT(DISTINCT pr.id) AS num_pull_requests,\n",
    "\t\t\t\t   COUNT(DISTINCT mtr.reuse_repository_id) AS num_downstream_repos,\n",
    "\t\t\t\t   COUNT(DISTINCT a.id) AS num_authors,\n",
    "\t\t\t\t   COUNT(DISTINCT mbm.model_id) AS num_base_models\n",
    "\t\tFROM model m\n",
    "\t\tLEFT JOIN ptm_issues pi ON pi.id = m.ptm_issues_id\n",
    "\t\tLEFT JOIN ptm_pull_requests pr ON pr.id = m.ptm_pull_requests_id\n",
    "\t\tLEFT JOIN model_to_reuse_repository mtr ON mtr.model_id = m.id\n",
    "\t\tLEFT JOIN model_to_author ma ON ma.model_id = m.id\n",
    "\t\tLEFT JOIN author a ON a.id = ma.author_id\n",
    "\t\tLEFT JOIN model_to_base_model mbm ON mbm.base_model_id = m.id\n",
    "\t\tGROUP BY m.id;\n",
    "\t\"\"\")\n",
    "    return\n",
    "\n",
    "# Create a view for the PeatMOSS database that displays an author's\n",
    "# name, the number of models they have authored on HuggingFace\n",
    "def create_view_PeaTMOSS_authors():\n",
    "\tquery_sqlite3(\"\"\"\n",
    "\t\tDROP VIEW IF EXISTS PeaTMOSS_authors;\n",
    "\t\"\"\")\n",
    "\tquery_sqlite3(\"\"\"\n",
    "\t\tCREATE VIEW PeaTMOSS_authors AS\n",
    "\t\tSELECT a.id AS author_id,\n",
    "\t\t\t\ta.name AS name,\n",
    "\t\t\t\tCOUNT(DISTINCT ma.model_id) AS num_models\n",
    "\t\tFROM author a\n",
    "\t\tLEFT JOIN model_to_author ma ON ma.author_id = a.id\n",
    "\t\tGROUP BY a.id;\n",
    "\t\"\"\")\n",
    "\treturn\n",
    "\n",
    "# This will update the author and model to author table\n",
    "# If a model's context id contains a /, then the author is the owner of the model, which is indicated by the text before the /\n",
    "# Update the author table to include the owner of the model if it is not already in the table\n",
    "def update_author_and_model_to_author():\n",
    "\t# First get a list of all the context_ids that contain a /\n",
    "\tcontext_ids = query_sqlite3(\"\"\"\n",
    "\t\tSELECT context_id\n",
    "\t\tFROM model\n",
    "\t\tWHERE context_id LIKE '%/%';\n",
    "\t\"\"\")\n",
    "\tcontext_ids = [context_id[0] for context_id in context_ids]\n",
    "\towners = [context_id.split('/')[0] for context_id in context_ids]\n",
    "\towners = set(owners)\n",
    "\n",
    "\t# For each context_id, get the owner of the model and add it to the author table if it is not already there\n",
    "\t# for owner in tqdm(owners, desc='Updating author table'):\n",
    "\t# \tauthor = query_sqlite3(f\"\"\"\n",
    "\t# \t\tSELECT *\n",
    "\t# \t\tFROM author\n",
    "\t# \t\tWHERE name = '{owner}';\n",
    "\t# \t\"\"\")\n",
    "\t# \tif not author:\n",
    "\t# \t\tupdate_sqlite3(f\"\"\"\n",
    "\t# \t\t\tINSERT INTO author (name)\n",
    "\t# \t\t\tVALUES ('{owner}');\n",
    "\t# \t\t\"\"\")\n",
    "\n",
    "\t# Now update the model_to_author table to include the owner of the model\n",
    "\t# For each context_id, get the owner of the model and add it to the model_to_author table if it is not already there\n",
    "\t# Every 10k context_ids, copy the model_to_author table to a temporary table in case the process is interrupted\n",
    "\tfor i, context_id in tqdm(enumerate(context_ids), desc='Updating model_to_author table', total=len(context_ids)):\n",
    "\t\tif i < 200000:\n",
    "\t\t\tcontinue\n",
    "\t\towner = context_id.split('/')[0]\n",
    "\t\tauthor_id = query_sqlite3(f\"\"\"\n",
    "\t\t\tSELECT id\n",
    "\t\t\tFROM author\n",
    "\t\t\tWHERE name = '{owner}';\n",
    "\t\t\"\"\")\n",
    "\t\tif not author_id:\n",
    "\t\t\tprint(f\"Author {owner} with context_id {context_id} not found in author table\")\n",
    "\t\t\treturn\n",
    "\t\tauthor_id = author_id[0][0]\n",
    "\t\tmodel_id = query_sqlite3(f\"\"\"\n",
    "\t\t\tSELECT id\n",
    "\t\t\tFROM model\n",
    "\t\t\tWHERE context_id = '{context_id}';\n",
    "\t\t\"\"\")\n",
    "\t\tif not model_id:\n",
    "\t\t\tprint(f\"Model with context_id {context_id} not found in model table\")\n",
    "\t\t\tcontinue\n",
    "\t\tmodel_id = model_id[0][0]\n",
    "\t\tmodel_to_author = query_sqlite3(f\"\"\"\n",
    "\t\t\tSELECT *\n",
    "\t\t\tFROM model_to_author\n",
    "\t\t\tWHERE model_id = {model_id} AND author_id = {author_id};\n",
    "\t\t\"\"\")\n",
    "\t\tif not model_to_author:\n",
    "\t\t\tupdate_sqlite3(f\"\"\"\n",
    "\t\t\t\tINSERT INTO model_to_author (model_id, author_id)\n",
    "\t\t\t\tVALUES ({model_id}, {author_id});\n",
    "\t\t\t\"\"\")\n",
    "\treturn\n",
    "\n",
    "\n",
    "# Updating model_to_author table:  79%|███████▊  | 221048/281208 [04:34<01:14, 806.49it/s]\n",
    "\n",
    "create_view_PeaTMOSS_packages()\n",
    "create_view_PeaTMOSS_authors()\n",
    "# update_author_and_model_to_author()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PeaTMOSS History Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['modelId', 'lastModified', 'tags', 'pipeline_tag', 'files',\n",
      "       'publishedBy', 'downloads_last_month', 'library', 'modelCard'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "from sqlalchemy import create_engine\n",
    "def load_old_data():\n",
    "    # This will load the data from hf_metadata.json into a new database called PeaTMOSS_OLD\n",
    "    # This metadat came from PTMTorrent\n",
    "    df = pd.read_json('hf_metadata.json')\n",
    "\n",
    "    # Create a new database called PeaTMOSS_OLD.db using SQLite3\n",
    "    engine = create_engine('sqlite:///PeaTMOSS_OLD.db')\n",
    "\n",
    "    # Keep only the columns that are needed for the PeaTMOSS database, specifically the models name, downloads and likes\n",
    "    print(df.columns)\n",
    "    df = df[['modelId', 'author', 'downloads', 'likes']]\n",
    "    # Order by downloads\n",
    "    df = df.sort_values(by='downloads', ascending=False)\n",
    "    df.head()\n",
    "    df.to_sql('PeaTMOSS_OLD', con=engine, index=False, if_exists='replace')\n",
    "\n",
    "    # Close the connection to the database\n",
    "    engine.dispose()\n",
    "\n",
    "import huggingface_hub as hf\n",
    "def load_new_data(models_df : pd.DataFrame):\n",
    "    # Use the HuggingFace API to get the metadata for all the models\n",
    "    # This will take a while\n",
    "\n",
    "\n",
    "    # Create a new database called PeaTMOSS_NEW.db using SQLite3\n",
    "    engine = create_engine('sqlite:///PeaTMOSS_NEW.db')\n",
    "\n",
    "    print(models_df.columns)\n",
    "\n",
    "    # Keep only the columns that are needed for the PeaTMOSS database, specifically the models name, downloads and likes\n",
    "    light_df = models_df[['id', 'downloads', 'likes']]\n",
    "\n",
    "    # Order by downloads\n",
    "    light_df = light_df.sort_values(by='downloads', ascending=False)\n",
    "\n",
    "    # Save the data to the database\n",
    "    light_df.to_sql('PeaTMOSS_NEW', con=engine, index=False, if_exists='replace')\n",
    "\n",
    "    engine.dispose()\n",
    "\n",
    "def load_ancient_data():\n",
    "    # This will load the data from hf_metadata.json into a new database called PeaTMOSS_OLD\n",
    "    df = pd.read_csv('hf_ancient.csv')\n",
    "\n",
    "    # Create a new database called PeaTMOSS_ANCIENT.db using SQLite3\n",
    "    engine = create_engine('sqlite:///PeaTMOSS_ANCIENT.db')\n",
    "\n",
    "    # Keep only the columns that are needed for the PeaTMOSS database, specifically the models name, downloads and likes\n",
    "    print(df.columns)\n",
    "    df = df[['modelId', 'downloads_last_month']]\n",
    "    # Order by downloads\n",
    "    df = df.sort_values(by='downloads_last_month', ascending=False)\n",
    "    df.head()\n",
    "    df.to_sql('PeaTMOSS_ANCIENT', con=engine, index=False, if_exists='replace')\n",
    "\n",
    "    # Close the connection to the database\n",
    "    engine.dispose()\n",
    "\n",
    "# Get the metadata for all the models\n",
    "models_df : pd.DataFrame\n",
    "# models = hf.list_models()\n",
    "# models_df = pd.DataFrame(models)\n",
    "# load_ancient_data()\n",
    "# load_new_data(models_df)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reusers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Turnover"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are a total of 1127 packages that have ever been in the top 1000 packages from NPM\n",
      "There are a total of 1429 packages that have ever been in the top 1000 packages from PyPi\n",
      "There are a total of 2535 packages that have ever been in the top 1000 packages from HuggingFace\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def get_top_packages_by_popularity(registry_id: int, database: str) -> pd.DataFrame | None:\n",
    "    \"\"\"\n",
    "    Get the top packages by popularity from the database\n",
    "    \"\"\"\n",
    "    query_result = query_psql(f\"\"\"\n",
    "    SELECT name, ecosystem, downloads\n",
    "    FROM packages\n",
    "    WHERE registry_id = {registry_id}\n",
    "    AND downloads IS NOT NULL\n",
    "    ORDER BY downloads DESC\n",
    "    LIMIT 1000;\n",
    "    \"\"\", database=database)\n",
    "    \n",
    "    if query_result is not None:\n",
    "        df = pd.DataFrame(query_result, columns=[\"Package Name\", \"Ecosystem\", \"Downloads\"])\n",
    "        return df\n",
    "    else:\n",
    "        return None\n",
    "\n",
    "# Get the top packages by popularity for the NPM and PyPi registries from the databases:\n",
    "# ecosystems_22_11\n",
    "# ecosystems_23_08\n",
    "# ecosystems_23_10\n",
    "# ecosystems_24_03\n",
    "def create_popularity_history(registry_id : int, databases: list[str]) -> list[pd.DataFrame]:\n",
    "    history = []\n",
    "    \n",
    "    for i in range(len(databases)):\n",
    "        history.append(get_top_packages_by_popularity(registry_id, databases[i]))\n",
    "\n",
    "    return history\n",
    "\n",
    "def create_hf_popularity_history() -> list[pd.DataFrame]:\n",
    "    \"\"\"\n",
    "    Get the popularity history for the HuggingFace registry\n",
    "    \"\"\"\n",
    "    # get the ancient popularity history\n",
    "    ancient_history = query_sqlite3(f\"\"\"\n",
    "                                SELECT modelid, downloads_last_month\n",
    "                                FROM PeaTMOSS_ANCIENT\n",
    "                                WHERE downloads_last_month IS NOT NULL\n",
    "                                ORDER BY downloads_last_month DESC\n",
    "                                LIMIT 1000;\n",
    "                                \"\"\", db='PeaTMOSS_ANCIENT.db')\n",
    "    ancient_history = pd.DataFrame(ancient_history, columns=[\"Package Name\", \"Downloads\"])\n",
    "\n",
    "    # get the old popularity history\n",
    "    old_history = query_sqlite3(f\"\"\"\n",
    "                                SELECT modelid, downloads\n",
    "                                FROM PeaTMOSS_OLD\n",
    "                                WHERE downloads IS NOT NULL\n",
    "                                ORDER BY downloads DESC\n",
    "                                LIMIT 1000;\n",
    "                                \"\"\", db='PeaTMOSS_OLD.db')\n",
    "    old_history = pd.DataFrame(old_history, columns=[\"Package Name\", \"Downloads\"])\n",
    "\n",
    "    # get the snapshot popularity history\n",
    "    current_history = query_sqlite3(f\"\"\"\n",
    "                                    SELECT context_id, downloads\n",
    "                                    FROM model\n",
    "                                    WHERE downloads IS NOT NULL\n",
    "                                    ORDER BY downloads DESC\n",
    "                                    LIMIT 1000;\n",
    "                                    \"\"\")\n",
    "    current_history = pd.DataFrame(current_history, columns=[\"Package Name\", \"Downloads\"])\n",
    "\n",
    "    # get the new popularity history\n",
    "    new_history = query_sqlite3(f\"\"\"\n",
    "                                SELECT id, downloads\n",
    "                                FROM PeaTMOSS_NEW\n",
    "                                WHERE downloads IS NOT NULL\n",
    "                                ORDER BY downloads DESC\n",
    "                                LIMIT 1000;\n",
    "                                \"\"\", db='PeaTMOSS_NEW.db')\n",
    "    new_history = pd.DataFrame(new_history, columns=[\"Package Name\", \"Downloads\"])\n",
    "\n",
    "    return [ancient_history, old_history, current_history, new_history]\n",
    "\n",
    "def plot_package_turnover(history: list[pd.DataFrame], registry_name: str, dates : list[str], limit: int = 1000, axes: plt.Axes = None):\n",
    "    \"\"\"\n",
    "    Plot the turnover of the top packages from the history\n",
    "    Turnover is defined as the number of new packages that enter the top X packages each month\n",
    "    This turnover is further broken down into \n",
    "    1st time newcomers,\n",
    "    returning packages that are newcomers but have been within the top X before\n",
    "    and remaining packages that stayed in the top X\n",
    "    \"\"\"\n",
    "    turnover = [{\"Time\": dates[0], \"Newcomers\": limit, \"Returning\": 0, \"Remained\": 0}]\n",
    "    have_ever_been_in_top = set(history[0][\"Package Name\"])\n",
    "    last_top = have_ever_been_in_top\n",
    "    for i in range(1, len(history)):\n",
    "        current_top = set(history[i][\"Package Name\"])\n",
    "        new_packages = current_top - last_top\n",
    "        returnees = new_packages.intersection(have_ever_been_in_top)\n",
    "        new_packages -= returnees\n",
    "        remained = last_top.intersection(current_top)\n",
    "        turnover.append({\"Time\": dates[i], \"Newcomers\": len(new_packages), \"Returning\": len(returnees), \"Remained\": len(remained)})\n",
    "        last_top = current_top\n",
    "        have_ever_been_in_top.update(new_packages)\n",
    "\n",
    "    print(f\"There are a total of {len(have_ever_been_in_top)} packages that have ever been in the top {limit} packages from {registry_name}\")\n",
    "    \n",
    "    # Plot the turnover of the top packages as a bar graph with 3 bars, and the labels being tilted for better readability\n",
    "    turnover_df = pd.DataFrame(turnover)\n",
    "    if axes is None:\n",
    "        axes = turnover_df.plot(kind='bar', x='Time', y=['Remained', 'Newcomers', 'Returning'], figsize=(10, 10))\n",
    "    else:\n",
    "        turnover_df.plot(kind='bar', x='Time', y=['Remained', 'Newcomers', 'Returning'], ax=axes, fontsize=30)\n",
    "    \n",
    "    axes.set_xticklabels(turnover_df[\"Time\"], rotation=0, fontsize=30)\n",
    "    axes.set_title(f\"{registry_name}\", fontsize=30)\n",
    "    axes.set_ylabel(\"Number of Packages\", fontsize=30)\n",
    "    axes.set_xlabel(\"Snapshot Date\", fontsize=30)\n",
    "    axes.set_yscale('log')\n",
    "    axes.legend([\"Remained\", \"Newcomers\", \"Returning\"], fontsize=30, loc='upper center', bbox_to_anchor=(0.5, -0.2))\n",
    "    axes.yaxis.grid(True)\n",
    "    return\n",
    "\n",
    "\n",
    "databases = [\"ecosystems_22_11\", \"ecosystems_23_08\", \"ecosystems_23_10\", \"ecosystems_24_03\"]\n",
    "dates = [\"11/22\", \"08/23\", \"10/23\", \"03/24\"]\n",
    "npm_history: list[pd.DataFrame]\n",
    "pypi_history: list[pd.DataFrame]\n",
    "hf_history: list[pd.DataFrame]\n",
    "npm_history = create_popularity_history(NPM, databases)\n",
    "pypi_history = create_popularity_history(PYPI, databases)\n",
    "hf_history = create_hf_popularity_history()\n",
    "\n",
    "fig, axes = plt.subplots(1, 3, figsize=(30, 10), sharey=True)\n",
    "\n",
    "plot_package_turnover(npm_history, \"NPM\", dates, 1000, axes=axes[0])\n",
    "plot_package_turnover(pypi_history, \"PyPi\", dates, 1000, axes=axes[1])\n",
    "plot_package_turnover(hf_history, \"HuggingFace\", [\"06/22\", \"05/23\", \"10/23\", \"04/24\"], 1000, axes=axes[2])\n"
   ]
  }
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