code_gov_numbers.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from graphqlclient import GraphQLClient\n",
    "import json\n",
    "import csv\n",
    "from datetime import datetime\n",
    "import time\n",
    "from dotenv import DotEnv\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "env = DotEnv()\n",
    "\n",
    "request_size = 4000\n",
    "request_from = 0\n",
    "code_gov_api_url = 'https://api.code.gov'\n",
    "github_repos = []\n",
    "\n",
    "github_token = env.get(\"GITHUB_TOKEN\")\n",
    "\n",
    "client = GraphQLClient('https://api.github.com/graphql')\n",
    "client.inject_token(f'bearer {github_token}')\n",
    "\n",
    "code_gov_headers={\n",
    "    \"X-Api-Key\": env.get('CODE_GOV_API_TOKEN')\n",
    "}\n",
    "\n",
    "code_gov_params = {\n",
    "    'permissions.usageType': 'opensource',\n",
    "    'size': request_size,\n",
    "    'from': request_from\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_code_gov_repos():\n",
    "    \"\"\"\n",
    "    Get all repos from the code.gov API \n",
    "    \"\"\"\n",
    "    response = requests.get(f'{code_gov_api_url}/repos', headers=code_gov_headers, params=code_gov_params)\n",
    "    return response.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_github_query(owner, repo_name):\n",
    "    return '''query {\n",
    "        repository(owner: \"%s\", name: \"%s\") {\n",
    "            nameWithOwner\n",
    "            issues {\n",
    "                totalCount\n",
    "            }\n",
    "            forkCount\n",
    "            watchers {\n",
    "                totalCount\n",
    "            }\n",
    "            stargazers {\n",
    "                totalCount\n",
    "            }\n",
    "            pullRequests {\n",
    "                totalCount\n",
    "            }\n",
    "        }\n",
    "        rateLimit {\n",
    "            limit\n",
    "            cost\n",
    "            remaining\n",
    "            resetAt\n",
    "        }\n",
    "    }''' % (owner, repo_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def handle_rate_limit(rate_limit):\n",
    "    remaining = rate_limit['remaining']\n",
    "    limit = rate_limit['limit']\n",
    "    percent_remaining = remaining / limit\n",
    "    reset_at = rate_limit['resetAt']\n",
    "    if percent_remaining < 0.15:\n",
    "        reset_at = datetime.strptime(reset_at, '%Y-%m-%dT%H:%M:%SZ')\n",
    "        current_time = datetime.now()\n",
    "        time_diff = reset_at - current_time\n",
    "        seconds = time_diff.total_seconds()\n",
    "        time.sleep(seconds)\n",
    "#     else:\n",
    "#         time.sleep(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_rate_limit():\n",
    "    query = '''query {\n",
    "        rateLimit {\n",
    "            limit\n",
    "            remaining\n",
    "            resetAt\n",
    "        }\n",
    "    }'''\n",
    "    response = client.execute(query)\n",
    "    json_response = json.loads(response)\n",
    "    return json_response['data']['rateLimit']\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_github_data(repo):\n",
    "    data = {\n",
    "        'agency': repo['agency'],\n",
    "        'code_gov_repo_name': repo['code_gov_repo_name'],\n",
    "        'owner': repo['owner'],\n",
    "        'github_repo': repo['repo_name'],\n",
    "        'nameWithOwner': None,\n",
    "        'total_issues': None,\n",
    "        'total_pull_requests': None,\n",
    "        'total_forks': None,\n",
    "        'total_watchers': None,\n",
    "        'total_stars': None,\n",
    "    }\n",
    "    try:\n",
    "        response = client.execute(get_github_query(repo['owner'], repo['repo_name']))\n",
    "        json_response = json.loads(response)\n",
    "        if json_response['data'] and json_response['data']['repository']:\n",
    "            gh_repo = json_response['data']['repository']\n",
    "            data['nameWithOwner'] = gh_repo['nameWithOwner']\n",
    "            data['total_issues'] = gh_repo['issues']['totalCount']\n",
    "            data['total_pull_requests'] = gh_repo['pullRequests']['totalCount']\n",
    "            data['total_forks'] = gh_repo['forkCount']\n",
    "            data['total_watchers'] = gh_repo['watchers']['totalCount']\n",
    "            data['total_stars'] = gh_repo['stargazers']['totalCount']\n",
    "    except Exception as e:\n",
    "        print(e)\n",
    "        raise e\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_code_gov_repos_on_github(repos):\n",
    "    github_repos = [(repo['repositoryURL'], repo['name'], repo['agency']['acronym']) for repo in repos if 'github' in repo['repositoryURL']]\n",
    "    repo_list = []\n",
    "    wrong_url = []\n",
    "    for repo in github_repos:\n",
    "        url_breakup = repo[0].split('/')\n",
    "\n",
    "        if len(url_breakup) == 4:\n",
    "            wrong_url.append({\n",
    "                'agency': repo[2],\n",
    "                'code_gov_repo_name': repo[1],\n",
    "                'repo_url': repo[0]\n",
    "            })\n",
    "        else:\n",
    "            owner, gh_repo_name = url_breakup[-2:]\n",
    "            repo_list.append({\n",
    "                'agency': repo[2],\n",
    "                'code_gov_repo_name': repo[1],\n",
    "                'owner': owner,\n",
    "                'repo_name': gh_repo_name,\n",
    "            })\n",
    "\n",
    "    return repo_list, wrong_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_csv(file_name, data, fields):\n",
    "    print('Creating issues csv file')\n",
    "    with open(file_name, 'w') as csv_file:\n",
    "        \n",
    "        writer = csv.DictWriter(csv_file, fieldnames=fields)\n",
    "        writer.writeheader()\n",
    "        writer.writerows(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def write_github_data_csv(data):\n",
    "    fields = [\n",
    "        'agency',\n",
    "        'code_gov_repo_name',\n",
    "        'owner',\n",
    "        'github_repo',\n",
    "        'nameWithOwner',\n",
    "        'total_issues',\n",
    "        'total_pull_requests',\n",
    "        'total_forks',\n",
    "        'total_watchers',\n",
    "        'total_stars',\n",
    "    ]\n",
    "    create_csv(f'github_data-{datetime.now()}.csv', data, fields)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def write_repo_with_wrong_gh_urls_csv(data):\n",
    "    fields = [\n",
    "        'agency',\n",
    "        'code_gov_repo_name',\n",
    "        'repo_url',\n",
    "    ]\n",
    "    create_csv(f'repos_with_wrong_gh_urls-{datetime.now()}.csv', data, fields)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "Fetching data for: identity-analytics-etl\n",
      "Fetching data for: acq-presentations\n",
      "Fetching data for: swid-prototype\n",
      "Fetching data for: FFD_landuse\n",
      "Fetching data for: 800-63-3\n",
      "Fetching data for: kubernetes-broker-exporter\n",
      "Fetching data for: citadel-build\n",
      "Fetching data for: tts-buy-code-review\n",
      "Fetching data for: identity-oidc-java-spring-boot\n",
      "Fetching data for: identity-oidc-java-spring-security\n",
      "Fetching data for: identity-oidc-python-django\n",
      "Fetching data for: identity-hostdata\n",
      "Fetching data for: oauth2-proxy-boshrelease\n",
      "Fetching data for: datagen\n",
      "Fetching data for: tts-buy-datagov-technical-support-services\n",
      "Fetching data for: tts-buy-crowdsourced-pentest\n",
      "Fetching data for: tsp-uswds\n",
      "Fetching data for: tts-buy-identity-proofing\n",
      "Fetching data for: omb-pdf\n",
      "Fetching data for: hubot-scripts-us-federal-holidays-reminder\n",
      "Fetching data for: cg-atlas\n",
      "Fetching data for: identity-idv\n",
      "Fetching data for: legalese\n",
      "Fetching data for: identity-saml-sinatra\n",
      "Fetching data for: e-manifest-spring\n",
      "Fetching data for: cf-cdn-service-broker\n",
      "Fetching data for: pa11y-lambda\n",
      "Fetching data for: cg-awslogs-boshrelease\n",
      "Fetching data for: acqstackdb\n",
      "Fetching data for: request-circuit\n",
      "Fetching data for: identity-saml-rails\n",
      "Fetching data for: cg-deploy-nessus-manager\n",
      "Fetching data for: cg-snort-boshrelease\n",
      "Fetching data for: bpa-DOL-WHD-14-c\n",
      "Fetching data for: react-redux-event-demo\n",
      "Fetching data for: GSA-SaaS-Payroll-RFQ-BPA\n",
      "Fetching data for: omb-eregs-static-prototypes\n",
      "Fetching data for: tts-buy-IaaS-2018\n",
      "Fetching data for: cg-report-federalist-s3\n",
      "Fetching data for: openFEC\n",
      "Fetching data for: pubmed-prototypes\n",
      "Fetching data for: spelunker\n",
      "Fetching data for: chef-filebeat\n",
      "Fetching data for: IT Accessibility Playbook\n",
      "Fetching data for: fedramp\n",
      "Fetching data for: third-party-services\n",
      "Fetching data for: datagov-infrastructure\n",
      "Fetching data for: Project-360\n",
      "Fetching data for: micropurchase-deck\n",
      "Fetching data for: fedramp-data\n",
      "Fetching data for: compliance-docs\n",
      "Fetching data for: internal-air-traffic-control\n",
      "Fetching data for: passport-google-oauth2\n",
      "Fetching data for: fpki-testing\n",
      "Fetching data for: epa-notice\n",
      "Fetching data for: huginn\n",
      "Fetching data for: us-federal-holidays\n",
      "Fetching data for: onena\n",
      "Fetching data for: influxdb-firehose-nozzle-release\n",
      "Fetching data for: pages-shell\n",
      "Fetching data for: pulse-accessibility-data\n",
      "Fetching data for: cg-deploy-influxdb-firehose-nozzle\n",
      "Fetching data for: htsql-docker\n",
      "Fetching data for: 14c-prototype\n",
      "Fetching data for: ogp-payroll-server\n",
      "Fetching data for: cg-product\n",
      "Fetching data for: pa11y-docker\n",
      "Fetching data for: Mario\n",
      "Fetching data for: codetalker\n",
      "Fetching data for: 2015-foia-hub\n",
      "Fetching data for: https\n",
      "Fetching data for: 18f-bot\n",
      "Fetching data for: inclusive-design-guide\n",
      "Fetching data for: bulk-storage\n",
      "Fetching data for: sendak-usage\n",
      "Fetching data for: analytics-reporter\n",
      "Fetching data for: hourofcode\n",
      "Fetching data for: data-validator\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fetching data for: sails-postgresql\n",
      "Fetching data for: usps-api-notes\n",
      "Fetching data for: django-elasticache\n",
      "Fetching data for: docker-fugacious\n",
      "Fetching data for: sbirez-prototype\n",
      "Fetching data for: gitter\n",
      "Fetching data for: cg-quotas-db\n",
      "Fetching data for: open-data-maker\n",
      "Fetching data for: iaa-forms\n",
      "Fetching data for: gittem-view\n",
      "Fetching data for: CMS.gov-developer\n",
      "Fetching data for: fec-style\n",
      "Fetching data for: pa11y-scan\n",
      "Fetching data for: css-linter\n",
      "Fetching data for: usps\n",
      "Fetching data for: cf-service-proxy\n",
      "Fetching data for: letgirlslearn\n",
      "Fetching data for: feedback-widget\n",
      "Fetching data for: labor-viz\n",
      "Fetching data for: hmac_authentication_py\n",
      "Fetching data for: federalist-garden-build\n",
      "Fetching data for: code-style-guide\n",
      "Fetching data for: web-design-standards-drupal\n",
      "Fetching data for: wg-api\n",
      "Fetching data for: compliance-toolkit\n",
      "Fetching data for: FM-WebBill\n",
      "Fetching data for: data-strategy-classification\n",
      "Fetching data for: fbopen\n",
      "Fetching data for: collab-news\n",
      "Fetching data for: cms-toolkit\n",
      "Fetching data for: decision-stacker\n",
      "Fetching data for: sifu\n",
      "Fetching data for: python27-for-el6\n",
      "Fetching data for: fr-notices\n",
      "Fetching data for: unitybox\n",
      "Fetching data for: cfgov-django\n",
      "Fetching data for: hmda-explorer-updater\n",
      "Fetching data for: hmda-platform\n",
      "Fetching data for: data-viz-workshop\n",
      "Fetching data for: hubot-new-relic-alerts\n",
      "Fetching data for: jenkins-shared-libraries\n",
      "Fetching data for: site-index\n",
      "Fetching data for: credit-card-agreements-ui\n",
      "Fetching data for: platformOps-EC\n",
      "Fetching data for: salesforce_file_upload\n",
      "Fetching data for: CommerceGov.github.io\n",
      "Fetching data for: django-api-test\n",
      "Fetching data for: django-rest-framework-selectserializer\n",
      "Fetching data for: pantheon\n",
      "Fetching data for: sentia\n",
      "Fetching data for: flask-eventics\n",
      "Fetching data for: pantheon-helpers\n",
      "Fetching data for: sentia-softwarediscovery\n",
      "Fetching data for: payment-calculator\n",
      "Fetching data for: django-assets\n",
      "Fetching data for: github-wiki-search\n",
      "Fetching data for: hmda-pilot\n",
      "Fetching data for: node-wcag-cli\n",
      "Fetching data for: kratos-gh\n",
      "Fetching data for: readme_refresh_day\n",
      "Fetching data for: hubot-acrogov\n",
      "Fetching data for: read2me\n",
      "Fetching data for: rhobot-for-el6\n",
      "Fetching data for: maven-for-el6\n",
      "Fetching data for: hmda-platform-auth\n",
      "Fetching data for: ccdb5-ui\n",
      "Fetching data for: ccdb-data-pipeline\n",
      "Fetching data for: hubot-cfpb-indexer\n",
      "Fetching data for: csv-converter-tool\n",
      "Fetching data for: hmda-fan\n",
      "Fetching data for: proxy-methodology\n",
      "Fetching data for: ckan-installer\n",
      "Fetching data for: ckanext-cfpb-extrafields\n",
      "Fetching data for: pantheon-2\n",
      "Fetching data for: CFPBot\n",
      "Fetching data for: cf-notifications\n",
      "Fetching data for: delinkenator\n",
      "Fetching data for: regulations-schema\n",
      "Fetching data for: cf-modals\n",
      "Fetching data for: qm-data-processing\n",
      "Fetching data for: hmda-platform-ui\n",
      "Fetching data for: ckanext-discourse\n",
      "Fetching data for: dashboard\n",
      "Fetching data for: ansible-scl-repos\n",
      "Fetching data for: payday-disclosure-files\n",
      "Fetching data for: teachers-digital-platform\n",
      "Fetching data for: hmda-pub-ui\n",
      "Fetching data for: cfgov-mysql-to-postgres\n",
      "Fetching data for: commerce.gov-api\n",
      "Fetching data for: federal spending transparency\n",
      "Fetching data for: wp-json-api\n",
      "Fetching data for: objectified\n",
      "Fetching data for: kratos\n",
      "Fetching data for: porchlight\n",
      "Fetching data for: macropolo\n",
      "Fetching data for: agile-playbook\n",
      "Fetching data for: pg-common\n",
      "Fetching data for: hmda-viz-processing\n",
      "Fetching data for: elasticizer\n",
      "Fetching data for: hmda-platform-tools\n"
     ]
    }
   ],
   "source": [
    "github_data = []\n",
    "code_gov_json = get_code_gov_repos()\n",
    "total = code_gov_json['total']\n",
    "\n",
    "print(f\"Fetched from Code.gov API: {total}\")\n",
    "\n",
    "repos = code_gov_json['repos']\n",
    "\n",
    "github_repos, repos_with_wrong_gh_urls = get_code_gov_repos_on_github(repos)\n",
    "for repo in github_repos:\n",
    "    print('Fetching data for:', repo['code_gov_repo_name'])\n",
    "    rate_limit = get_rate_limit()\n",
    "    handle_rate_limit(rate_limit)\n",
    "    \n",
    "    data = get_github_data(repo)\n",
    "    github_data.append(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "github data: 3408, Repos with Wrong URLs: 42\n"
     ]
    }
   ],
   "source": [
    "print(f'github data: {len(github_data)}, Repos with Wrong URLs: {len(repos_with_wrong_gh_urls)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating issues csv file\n"
     ]
    }
   ],
   "source": [
    "write_github_data_csv(github_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating issues csv file\n"
     ]
    }
   ],
   "source": [
    "write_repo_with_wrong_gh_urls_csv(repos_with_wrong_gh_urls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'owner': 'nsacyber', 'github_repo': 'Windows-Secure-Host-Baseline', 'nameWithOwner': 'nsacyber/Windows-Secure-Host-Baseline', 'total_issues': 58, 'total_pull_requests': 6, 'total_forks': 160, 'total_watchers': 172, 'total_stars': 905}, {'owner': 'nsacyber', 'github_repo': 'WALKOFF-Apps', 'nameWithOwner': 'nsacyber/WALKOFF-Apps', 'total_issues': 1, 'total_pull_requests': 2, 'total_forks': 19, 'total_watchers': 20, 'total_stars': 53}, {'owner': 'usnationalarchives', 'github_repo': 'Twitterbot', 'nameWithOwner': 'usnationalarchives/Twitterbot', 'total_issues': 1, 'total_pull_requests': 0, 'total_forks': 4, 'total_watchers': 6, 'total_stars': 3}, {'owner': 'fecgov', 'github_repo': 'fec-proxy', 'nameWithOwner': 'fecgov/fec-proxy', 'total_issues': 22, 'total_pull_requests': 74, 'total_forks': 3, 'total_watchers': 24, 'total_stars': 3}, {'owner': 'fecgov', 'github_repo': 'fec-pattern-library', 'nameWithOwner': 'fecgov/fec-pattern-library', 'total_issues': 63, 'total_pull_requests': 66, 'total_forks': 5, 'total_watchers': 22, 'total_stars': 4}, {'owner': 'USDepartmentofLabor', 'github_repo': 'ColdFusion-Federal-SDK', 'nameWithOwner': 'USDepartmentofLabor/ColdFusion-Federal-SDK', 'total_issues': 1, 'total_pull_requests': 0, 'total_forks': 5, 'total_watchers': 15, 'total_stars': 1}, {'owner': 'USDepartmentofLabor', 'github_repo': 'Fair-Labor-Association-FLA-Connect', 'nameWithOwner': 'USDepartmentofLabor/Fair-Labor-Association-FLA-Connect', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 0, 'total_watchers': 4, 'total_stars': 0}, {'owner': 'USDepartmentofLabor', 'github_repo': 'Intelligent-Personal-Assistants', 'nameWithOwner': 'USDepartmentofLabor/Intelligent-Personal-Assistants', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 1, 'total_watchers': 6, 'total_stars': 3}, {'owner': 'USDepartmentofLabor', 'github_repo': 'NewsReleaseLog', 'nameWithOwner': 'USDepartmentofLabor/NewsReleaseLog', 'total_issues': 0, 'total_pull_requests': 89, 'total_forks': 0, 'total_watchers': 7, 'total_stars': 0}, {'owner': 'USDepartmentofLabor', 'github_repo': 'Mobile-Child-Labor-Participant-Monitoring-Application', 'nameWithOwner': 'USDepartmentofLabor/Mobile-Child-Labor-Participant-Monitoring-Application', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 0, 'total_watchers': 5, 'total_stars': 2}, {'owner': 'USDepartmentofLabor', 'github_repo': 'Local-Labor-Market-Data-Android', 'nameWithOwner': 'USDepartmentofLabor/Local-Labor-Market-Data-Android', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 0, 'total_watchers': 4, 'total_stars': 0}, {'owner': 'usnationalarchives', 'github_repo': 'nara-scripts', 'nameWithOwner': 'usnationalarchives/nara-scripts', 'total_issues': 8, 'total_pull_requests': 0, 'total_forks': 2, 'total_watchers': 7, 'total_stars': 2}, {'owner': 'usnationalarchives', 'github_repo': 'era-tools', 'nameWithOwner': 'usnationalarchives/era-tools', 'total_issues': 0, 'total_pull_requests': 1, 'total_forks': 1, 'total_watchers': 4, 'total_stars': 1}, {'owner': 'transcom', 'github_repo': 'mymove', 'nameWithOwner': 'transcom/mymove', 'total_issues': 5, 'total_pull_requests': 1347, 'total_forks': 12, 'total_watchers': 24, 'total_stars': 15}, {'owner': 'USDepartmentofLabor', 'github_repo': 'Swift-Sample-App', 'nameWithOwner': 'USDepartmentofLabor/Swift-Sample-App', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 11, 'total_watchers': 17, 'total_stars': 12}, {'owner': 'nsacyber', 'github_repo': 'Hardware-and-Firmware-Security-Guidance', 'nameWithOwner': 'nsacyber/Hardware-and-Firmware-Security-Guidance', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 7, 'total_watchers': 7, 'total_stars': 15}, {'owner': 'microsite', 'github_repo': '', 'nameWithOwner': None, 'total_issues': None, 'total_pull_requests': None, 'total_forks': None, 'total_watchers': None, 'total_stars': None}, {'owner': 'usdot-fhwa-stol', 'github_repo': 'CARMAConcept', 'nameWithOwner': 'usdot-fhwa-stol/CARMAConcept', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 0, 'total_watchers': 5, 'total_stars': 1}, {'owner': 'Federal-Aviation-Administration', 'github_repo': 'APRA.git', 'nameWithOwner': None, 'total_issues': None, 'total_pull_requests': None, 'total_forks': None, 'total_watchers': None, 'total_stars': None}, {'owner': 'USEPA', 'github_repo': 'StreamCat', 'nameWithOwner': 'USEPA/StreamCat', 'total_issues': 10, 'total_pull_requests': 1, 'total_forks': 8, 'total_watchers': 19, 'total_stars': 16}, {'owner': 'USEPA', 'github_repo': 'IO-Model-Builder', 'nameWithOwner': 'USEPA/IO-Model-Builder', 'total_issues': 8, 'total_pull_requests': 3, 'total_forks': 5, 'total_watchers': 11, 'total_stars': 3}, {'owner': 'USEPA', 'github_repo': 'QA-SDMP-Project.git', 'nameWithOwner': None, 'total_issues': None, 'total_pull_requests': None, 'total_forks': None, 'total_watchers': None, 'total_stars': None}, {'owner': 'USEPA', 'github_repo': 'aed_r', 'nameWithOwner': 'USEPA/aed_r', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 3, 'total_watchers': 9, 'total_stars': 1}, {'owner': 'USEPA', 'github_repo': 'CIMC-ArcGIS-Services-Monitoring', 'nameWithOwner': 'USEPA/CIMC-ArcGIS-Services-Monitoring', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 2, 'total_watchers': 5, 'total_stars': 1}, {'owner': 'jsweaver', 'github_repo': 'Spin', 'nameWithOwner': 'jsweaver/Spin', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 5, 'total_watchers': 2, 'total_stars': 6}, {'owner': 'losalamos', 'github_repo': 'NHPP-for-FRBs', 'nameWithOwner': None, 'total_issues': None, 'total_pull_requests': None, 'total_forks': None, 'total_watchers': None, 'total_stars': None}, {'owner': 'nsacyber', 'github_repo': 'Event-Forwarding-Guidance', 'nameWithOwner': 'nsacyber/Event-Forwarding-Guidance', 'total_issues': 3, 'total_pull_requests': 5, 'total_forks': 71, 'total_watchers': 61, 'total_stars': 248}, {'owner': 'nsacyber', 'github_repo': 'goSecure', 'nameWithOwner': 'nsacyber/goSecure', 'total_issues': 5, 'total_pull_requests': 18, 'total_forks': 130, 'total_watchers': 72, 'total_stars': 789}, {'owner': 'nsacyber', 'github_repo': 'LOCKLEVEL', 'nameWithOwner': 'nsacyber/LOCKLEVEL', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 17, 'total_watchers': 13, 'total_stars': 68}, {'owner': 'nsacyber', 'github_repo': 'netfil', 'nameWithOwner': 'nsacyber/netfil', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 18, 'total_watchers': 11, 'total_stars': 53}, {'owner': 'nsacyber', 'github_repo': 'serial2pcap', 'nameWithOwner': 'nsacyber/serial2pcap', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 8, 'total_watchers': 5, 'total_stars': 12}, {'owner': 'nsacyber', 'github_repo': 'simon-speck-supercop', 'nameWithOwner': 'nsacyber/simon-speck-supercop', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 11, 'total_watchers': 11, 'total_stars': 22}, {'owner': 'slaclab', 'github_repo': 'pyca', 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'total_watchers': 17, 'total_stars': 38}, {'owner': 'cfpb', 'github_repo': 'ckan-installer', 'nameWithOwner': 'cfpb/ckan-installer', 'total_issues': 3, 'total_pull_requests': 26, 'total_forks': 13, 'total_watchers': 7, 'total_stars': 5}, {'owner': 'cfpb', 'github_repo': 'ckanext-cfpb-extrafields', 'nameWithOwner': 'cfpb/ckanext-cfpb-extrafields', 'total_issues': 2, 'total_pull_requests': 57, 'total_forks': 10, 'total_watchers': 6, 'total_stars': 3}, {'owner': 'cfpb', 'github_repo': 'pantheon-2', 'nameWithOwner': 'cfpb/pantheon-2', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 1, 'total_watchers': 8, 'total_stars': 1}, {'owner': 'cfpb', 'github_repo': 'CFPBot', 'nameWithOwner': 'cfpb/CFPBot', 'total_issues': 5, 'total_pull_requests': 56, 'total_forks': 24, 'total_watchers': 11, 'total_stars': 7}, {'owner': 'cfpb', 'github_repo': 'cf-notifications', 'nameWithOwner': 'cfpb/cf-notifications', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 1, 'total_watchers': 13, 'total_stars': 2}, {'owner': 'cfpb', 'github_repo': 'delinkenator', 'nameWithOwner': 'cfpb/delinkenator', 'total_issues': 1, 'total_pull_requests': 0, 'total_forks': 1, 'total_watchers': 15, 'total_stars': 1}, {'owner': 'cfpb', 'github_repo': 'regulations-schema', 'nameWithOwner': 'cfpb/regulations-schema', 'total_issues': 0, 'total_pull_requests': 14, 'total_forks': 6, 'total_watchers': 13, 'total_stars': 0}, {'owner': 'cfpb', 'github_repo': 'cf-modals', 'nameWithOwner': 'cfpb/cf-modals', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 0, 'total_watchers': 12, 'total_stars': 0}, {'owner': 'cfpb', 'github_repo': 'qm-data-processing', 'nameWithOwner': 'cfpb/qm-data-processing', 'total_issues': 1, 'total_pull_requests': 1, 'total_forks': 2, 'total_watchers': 21, 'total_stars': 0}, {'owner': 'cfpb', 'github_repo': 'hmda-platform-ui', 'nameWithOwner': 'cfpb/hmda-platform-ui', 'total_issues': 603, 'total_pull_requests': 519, 'total_forks': 9, 'total_watchers': 25, 'total_stars': 9}, {'owner': 'cfpb', 'github_repo': 'ckanext-discourse', 'nameWithOwner': 'cfpb/ckanext-discourse', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 0, 'total_watchers': 6, 'total_stars': 0}, {'owner': 'cfpb', 'github_repo': 'dashboard', 'nameWithOwner': 'cfpb/dashboard', 'total_issues': 0, 'total_pull_requests': 1, 'total_forks': 5, 'total_watchers': 20, 'total_stars': 2}, {'owner': 'cfpb', 'github_repo': 'ansible-scl-repos', 'nameWithOwner': 'cfpb/ansible-scl-repos', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 3, 'total_watchers': 12, 'total_stars': 0}, {'owner': 'cfpb', 'github_repo': 'payday-disclosure-files', 'nameWithOwner': 'cfpb/payday-disclosure-files', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 0, 'total_watchers': 7, 'total_stars': 0}, {'owner': 'cfpb', 'github_repo': 'teachers-digital-platform', 'nameWithOwner': 'cfpb/teachers-digital-platform', 'total_issues': 9, 'total_pull_requests': 304, 'total_forks': 9, 'total_watchers': 18, 'total_stars': 2}, {'owner': 'cfpb', 'github_repo': 'hmda-pub-ui', 'nameWithOwner': 'cfpb/hmda-pub-ui', 'total_issues': 105, 'total_pull_requests': 106, 'total_forks': 2, 'total_watchers': 15, 'total_stars': 2}, {'owner': 'cfpb', 'github_repo': 'cfgov-mysql-to-postgres', 'nameWithOwner': 'cfpb/cfgov-mysql-to-postgres', 'total_issues': 0, 'total_pull_requests': 9, 'total_forks': 1, 'total_watchers': 1, 'total_stars': 1}, {'owner': 'CommerceGov', 'github_repo': 'commerce.gov-api.git', 'nameWithOwner': None, 'total_issues': None, 'total_pull_requests': None, 'total_forks': None, 'total_watchers': None, 'total_stars': None}, {'owner': 'fedspendingtransparency', 'github_repo': 'fedspendingtransparency.github.io', 'nameWithOwner': 'fedspendingtransparency/fedspendingtransparency.github.io', 'total_issues': 63, 'total_pull_requests': 175, 'total_forks': 79, 'total_watchers': 59, 'total_stars': 45}, {'owner': 'cfpb', 'github_repo': 'wp-json-api', 'nameWithOwner': 'cfpb/wp-json-api', 'total_issues': 0, 'total_pull_requests': 11, 'total_forks': 27, 'total_watchers': 16, 'total_stars': 3}, {'owner': 'cfpb', 'github_repo': 'objectified', 'nameWithOwner': 'cfpb/objectified', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 3, 'total_watchers': 18, 'total_stars': 1}, {'owner': 'cfpb', 'github_repo': 'kratos', 'nameWithOwner': 'cfpb/kratos', 'total_issues': 13, 'total_pull_requests': 28, 'total_forks': 10, 'total_watchers': 18, 'total_stars': 3}, {'owner': 'cfpb', 'github_repo': 'porchlight', 'nameWithOwner': 'cfpb/porchlight', 'total_issues': 10, 'total_pull_requests': 28, 'total_forks': 4, 'total_watchers': 16, 'total_stars': 1}, {'owner': 'cfpb', 'github_repo': 'macropolo', 'nameWithOwner': 'cfpb/macropolo', 'total_issues': 4, 'total_pull_requests': 8, 'total_forks': 6, 'total_watchers': 18, 'total_stars': 1}, {'owner': 'cfpb', 'github_repo': 'agile-playbook', 'nameWithOwner': 'cfpb/agile-playbook', 'total_issues': 5, 'total_pull_requests': 1, 'total_forks': 3, 'total_watchers': 16, 'total_stars': 5}, {'owner': 'cfpb', 'github_repo': 'pg-common', 'nameWithOwner': 'cfpb/pg-common', 'total_issues': 0, 'total_pull_requests': 0, 'total_forks': 0, 'total_watchers': 9, 'total_stars': 0}, {'owner': 'cfpb', 'github_repo': 'hmda-viz-processing', 'nameWithOwner': 'cfpb/hmda-viz-processing', 'total_issues': 10, 'total_pull_requests': 2, 'total_forks': 3, 'total_watchers': 17, 'total_stars': 1}, {'owner': 'cfpb', 'github_repo': 'elasticizer', 'nameWithOwner': 'cfpb/elasticizer', 'total_issues': 0, 'total_pull_requests': 22, 'total_forks': 9, 'total_watchers': 10, 'total_stars': 5}, {'owner': 'cfpb', 'github_repo': 'hmda-platform-tools', 'nameWithOwner': 'cfpb/hmda-platform-tools', 'total_issues': 86, 'total_pull_requests': 95, 'total_forks': 6, 'total_watchers': 17, 'total_stars': 3}]\n"
     ]
    }
   ],
   "source": [
    "print(github_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('https://github.com/USEPA', 'usepa-harmonization'), ('https://github.com/USEPA', 'FDTool'), ('https://github.com/USEPA', 'Phytoplankton data analysis project'), ('https://github.com/USEPA', 'BMDS Model Averaging'), ('https://github.com/USEPA', 'GREENSCOPE Tool'), ('https://github.com/USEPA', 'Montana Data Search Tools - Demo Code'), ('https://github.com/USEPA', 'Water Network Tool for Resilience'), ('https://github.com/USEPA', 'US EPA Region 7 Introduction to R Workshop'), ('https://github.com/USEPA', 'Drupal WebCMS GitHub Repository'), ('https://github.com/USEPA', 'dev_1_fish_advisories'), ('https://github.com/USEPA', 'Create public APEX Page'), ('https://github.com/USEPA', 'Software Design, Development and Implementation QA Tracking Database Model'), ('https://github.com/USEPA', 'Envite - 2.0'), ('https://github.com/USEPA', 'EPAs Avoided Emissions and Generation Tool'), ('https://github.com/USEPA', 'Tool for the Reduction and Assessment of Chemical and other environmental Impacts.'), ('https://github.com/USEPA', 'region_2r'), ('https://github.com/USEPA', 'HELP'), ('https://github.com/USEPA', 'sustainable-chemistry-synthesis-expert-framework'), ('https://github.com/USEPA', 'CityWaterBalance'), ('https://github.com/USEPA', 'modelling_hab_indices'), ('https://github.com/USEPA', 'Python CoP'), ('https://github.com/USEPA', 'mulitResSurvey'), ('https://github.com/USEPA', '2017 US EPA R User Group Workshop'), ('https://github.com/USEPA', 'EPANET-legacy-user-interface'), ('https://github.com/USEPA', 'ORD@workphase2'), ('https://github.com/USEPA', 'SearhEFbyCounty widget js'), ('https://github.com/USEPA', 'Inorganic_Chloramine_-Formation_and_Decay_Application'), ('https://github.com/USEPA', 'Geographic Response Plan Application'), ('https://github.com/USEPA', 'ri_wq_trends'), ('https://github.com/USEPA', 'Javascript Code for ARCS APEX tool'), ('https://github.com/USEPA', 'GED Ecosystem Services Project'), ('https://github.com/USEPA', 'dev_2_farm_workers'), ('https://github.com/USEPA', 'CompTox-ExpoCast-invivoPKfit'), ('https://github.com/USEPA', 'micromap'), ('https://github.com/USEPA', 'ONG-NSPS-OOOOa-Technical-Reconsideration-Analysis'), ('https://github.com/USEPA', 'CDX to ARCS SQL'), ('https://github.com/USEPA', 'Chlorine_Breakpoint_Curve_Simulator'), ('https://github.com/USEPA', 'Free_Chlorine_and_Cyanuric_Acid_Simulator'), ('https://github.com/JPL-IMCE', 'IMCE Ontological Modeling Framework'), ('https://github.com/usedgov', 'ED developer hub'), ('http://irsgov.github.io/IDES-Data-Preparation-Java', 'IDES-Data-Preparation-Java'), ('http://irsgov.github.io/IDES-Data-Preparation-Dot-Net', 'IDES-Data-Preparation-Dot-Net')]\n"
     ]
    }
   ],
   "source": [
    "print(repos_with_wrong_gh_urls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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