reports/summaries/pony_factor.ipynb

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     "status": "completed"
    },
    "tags": []
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   "source": [
    "import pandas as pd\n",
    "import altair as alt\n",
    "import sys\n",
    "sys.path.append('../')\n",
    "from mod import load_data, alt_theme"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "papermill": {
     "duration": 0.024035,
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     "exception": false,
     "start_time": "2019-08-01T17:02:07.739702",
     "status": "completed"
    },
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "renderer = \"jupyterlab\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "papermill": {
     "duration": 0.030121,
     "end_time": "2019-08-01T17:02:07.808477",
     "exception": false,
     "start_time": "2019-08-01T17:02:07.778356",
     "status": "completed"
    },
    "tags": [
     "injected-parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# Parameters\n",
    "renderer = \"kaggle\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "papermill": {
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     "exception": false,
     "start_time": "2019-08-01T17:02:07.825197",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "comments, issues, prs = load_data('../../data/')\n",
    "bot_names = pd.read_csv('../bot_names.csv')\n",
    "comments = comments.query('author not in @bot_names')\n",
    "issues = issues.query('author not in @bot_names')\n",
    "prs = prs.query('author not in @bot_names')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "papermill": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ThemeRegistry.enable('my_theme')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.renderers.enable(renderer);\n",
    "alt.themes.register('my_theme', alt_theme)\n",
    "alt.themes.enable(\"my_theme\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "papermill": {
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     "end_time": "2019-08-01T17:02:11.248902",
     "exception": false,
     "start_time": "2019-08-01T17:02:11.173381",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "author_prs = (\n",
    "    prs.groupby(['org', 'repo', 'author'])\n",
    "    .agg({'id': 'count'})\n",
    "    .rename(columns={'id': 'count'})\n",
    "    .sort_values(['org', 'repo', 'count'], ascending=False)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "papermill": {
     "duration": 1.409777,
     "end_time": "2019-08-01T17:02:12.675587",
     "exception": false,
     "start_time": "2019-08-01T17:02:11.265810",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "pony_factors = []\n",
    "top_authors_all = []\n",
    "for (org, repo), idata in author_prs.groupby(['org', 'repo']):\n",
    "    idata = idata.reset_index()\n",
    "    total_prs = idata['count'].sum()  \n",
    "    top_authors = idata.groupby('author').sum()['count'].sort_values(ascending=False).to_frame()\n",
    "    top_authors['org'] = org\n",
    "    top_cumulative = top_authors['count'].cumsum()\n",
    "    top_half = top_cumulative > (total_prs / 2)\n",
    "    pony_factor = (~top_half).sum() + 1\n",
    "    pony_factors.append((org, repo, pony_factor))\n",
    "    top_authors_all.append(top_authors.head(20))\n",
    "pony_factors = pd.DataFrame(pony_factors, columns=['org', 'repo', 'pony'])\n",
    "top_authors = pd.concat(top_authors_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "papermill": {
     "duration": 0.143562,
     "end_time": "2019-08-01T17:02:12.831838",
     "exception": false,
     "start_time": "2019-08-01T17:02:12.688276",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
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       "    57   jupyter                jupyter-book     1\n",
       "    58   jupyter               jupyter-drive     1\n",
       "    62   jupyter        jupyter-sphinx-theme     1\n",
       "    63   jupyter             jupyter-sprints     1\n",
       "    69   jupyter              jupyter_logger     1\n",
       "    70   jupyter            jupyter_markdown     1\n",
       "    75   jupyter                     kernels     1\n",
       "    76   jupyter             lbnl-jupyterday     1\n",
       "    83   jupyter                      nbdime     1\n",
       "    85   jupyter                    nbgrader     1\n",
       "    86   jupyter                   nbmanager     1\n",
       "    88   jupyter             nbviewer-deploy     1\n",
       "    89   jupyter                  newsletter     1\n",
       "    90   jupyter               ngcm-tutorial     1\n",
       "    92   jupyter                ops-handbook     1\n",
       "    94   jupyter                 project-mgt     1\n",
       "    98   jupyter     scipy-advanced-tutorial     1\n",
       "    99   jupyter                scipy-sprint     1\n",
       "    100  jupyter    sphinxcontrib_github_alt     1\n",
       "    101  jupyter                    steering     1\n",
       "    102  jupyter     strata-sv-2015-tutorial     1\n",
       "    104  jupyter       teaching-with-jupyter     1\n",
       "    109  jupyter                tmpnb-deploy     1\n",
       "    \n",
       "    [75 rows x 3 columns],\n",
       "    encoding: FacetedEncoding({\n",
       "      color: Color({\n",
       "        field: 'org',\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      x: X({\n",
       "        field: 'repo',\n",
       "        sort: ['docker-stacks', 'jupyter', 'notebook', 'enhancement-proposals', 'qtconsole', 'jupyter.github.io', 'nbconvert', 'testpath', 'colaboratory', 'jupyter_kernel_test', 'kernel_gateway_demos', 'nbformat', 'roadmap', 'terminado', 'design', 'docker-demo-images', 'echo_kernel', 'governance', 'help', 'jupyter-sphinx', 'jupyter_client', 'jupyter_console', 'nbconvert-examples', 'nbviewer', 'practice', 'repo2docker', 'tmpnb', 'win-tornado-terminals', 'accessibility', 'atom-notebook', 'dashboards', 'enterprise_gateway', 'jupyter-overview-paper', 'jupyter-packaging', 'jupyter_core', 'jupyter_server', 'jvm-repr', 'kernel_gateway', 'mozfest15-training', 'nature-demo', 'nb2kg', 'nbcache', 'surveys', 'telemetry', 'tmpnb-redirector', 'try.jupyter.org', 'cdn.jupyter.org', 'cookiecutter-docker-stacks', 'debugger', 'ideas', 'jupyter-alabaster-theme', 'jupyter-blog-theme', 'jupyter-book', 'jupyter-drive', 'jupyter-sphinx-theme', 'jupyter-sprints', 'jupyter_logger', 'jupyter_markdown', 'kernels', 'lbnl-jupyterday', 'nbdime', 'nbgrader', 'nbmanager', 'nbviewer-deploy', 'newsletter', 'ngcm-tutorial', 'ops-handbook', 'project-mgt', 'scipy-advanced-tutorial', 'scipy-sprint', 'sphinxcontrib_github_alt', 'steering', 'strata-sv-2015-tutorial', 'teaching-with-jupyter', 'tmpnb-deploy'],\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      y: Y({\n",
       "        field: 'pony',\n",
       "        type: 'quantitative'\n",
       "      })\n",
       "    }),\n",
       "    mark: 'bar',\n",
       "    title: 'Organization: jupyter'\n",
       "  }), Chart({\n",
       "    data:                  org                    repo  pony\n",
       "    120  jupyter-widgets     widget-cookiecutter     5\n",
       "    115  jupyter-widgets      jupyterlab-sidecar     3\n",
       "    113  jupyter-widgets              ipyleaflet     2\n",
       "    114  jupyter-widgets              ipywidgets     2\n",
       "    119  jupyter-widgets                tutorial     2\n",
       "    116  jupyter-widgets            midicontrols     1\n",
       "    117  jupyter-widgets               pythreejs     1\n",
       "    118  jupyter-widgets              traittypes     1\n",
       "    121  jupyter-widgets  widget-ts-cookiecutter     1,\n",
       "    encoding: FacetedEncoding({\n",
       "      color: Color({\n",
       "        field: 'org',\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      x: X({\n",
       "        field: 'repo',\n",
       "        sort: ['widget-cookiecutter', 'jupyterlab-sidecar', 'ipyleaflet', 'ipywidgets', 'tutorial', 'midicontrols', 'pythreejs', 'traittypes', 'widget-ts-cookiecutter'],\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      y: Y({\n",
       "        field: 'pony',\n",
       "        type: 'quantitative'\n",
       "      })\n",
       "    }),\n",
       "    mark: 'bar',\n",
       "    title: 'Organization: jupyter-widgets'\n",
       "  }), Chart({\n",
       "    data:             org                         repo  pony\n",
       "    154  jupyterhub               oauthenticator    11\n",
       "    148  jupyterhub            ldapauthenticator    10\n",
       "    131  jupyterhub                dockerspawner     5\n",
       "    162  jupyterhub                  wrapspawner     5\n",
       "    133  jupyterhub        firstuseauthenticator     4\n",
       "    157  jupyterhub               systemdspawner     4\n",
       "    164  jupyterhub       zero-to-jupyterhub-k8s     4\n",
       "    127  jupyterhub                    binderhub     3\n",
       "    147  jupyterhub                  kubespawner     3\n",
       "    159  jupyterhub      the-littlest-jupyterhub     3\n",
       "    160  jupyterhub             tmpauthenticator     3\n",
       "    123  jupyterhub                 batchspawner     2\n",
       "    128  jupyterhub                   chartpress     2\n",
       "    129  jupyterhub      configurable-http-proxy     2\n",
       "    130  jupyterhub                       design     2\n",
       "    134  jupyterhub                   helm-chart     2\n",
       "    135  jupyterhub                     hubshare     2\n",
       "    137  jupyterhub       jupyter-rsession-proxy     2\n",
       "    138  jupyterhub         jupyter-server-proxy     2\n",
       "    139  jupyterhub                   jupyterhub     2\n",
       "    140  jupyterhub     jupyterhub-deploy-docker     2\n",
       "    141  jupyterhub        jupyterhub-deploy-hpc     2\n",
       "    142  jupyterhub   jupyterhub-deploy-teaching     2\n",
       "    143  jupyterhub  jupyterhub-example-kerberos     2\n",
       "    144  jupyterhub          jupyterhub-tutorial     2\n",
       "    145  jupyterhub               jupyterlab-hub     2\n",
       "    149  jupyterhub             ltiauthenticator     2\n",
       "    150  jupyterhub          mybinder.org-deploy     2\n",
       "    152  jupyterhub                  nbgitpuller     2\n",
       "    155  jupyterhub                    outreachy     2\n",
       "    158  jupyterhub                 team-compass     2\n",
       "    122  jupyterhub         alabaster-jupyterhub     1\n",
       "    124  jupyterhub                       binder     1\n",
       "    125  jupyterhub               binder-billing     1\n",
       "    126  jupyterhub                  binder-data     1\n",
       "    132  jupyterhub           dummyauthenticator     1\n",
       "    136  jupyterhub               jhub-proposals     1\n",
       "    146  jupyterhub        kerberosauthenticator     1\n",
       "    151  jupyterhub          nativeauthenticator     1\n",
       "    153  jupyterhub            nullauthenticator     1\n",
       "    156  jupyterhub                  sudospawner     1\n",
       "    161  jupyterhub                traefik-proxy     1\n",
       "    163  jupyterhub                  yarnspawner     1,\n",
       "    encoding: FacetedEncoding({\n",
       "      color: Color({\n",
       "        field: 'org',\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      x: X({\n",
       "        field: 'repo',\n",
       "        sort: ['oauthenticator', 'ldapauthenticator', 'dockerspawner', 'wrapspawner', 'firstuseauthenticator', 'systemdspawner', 'zero-to-jupyterhub-k8s', 'binderhub', 'kubespawner', 'the-littlest-jupyterhub', 'tmpauthenticator', 'batchspawner', 'chartpress', 'configurable-http-proxy', 'design', 'helm-chart', 'hubshare', 'jupyter-rsession-proxy', 'jupyter-server-proxy', 'jupyterhub', 'jupyterhub-deploy-docker', 'jupyterhub-deploy-hpc', 'jupyterhub-deploy-teaching', 'jupyterhub-example-kerberos', 'jupyterhub-tutorial', 'jupyterlab-hub', 'ltiauthenticator', 'mybinder.org-deploy', 'nbgitpuller', 'outreachy', 'team-compass', 'alabaster-jupyterhub', 'binder', 'binder-billing', 'binder-data', 'dummyauthenticator', 'jhub-proposals', 'kerberosauthenticator', 'nativeauthenticator', 'nullauthenticator', 'sudospawner', 'traefik-proxy', 'yarnspawner'],\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      y: Y({\n",
       "        field: 'pony',\n",
       "        type: 'quantitative'\n",
       "      })\n",
       "    }),\n",
       "    mark: 'bar',\n",
       "    title: 'Organization: jupyterhub'\n",
       "  }), Chart({\n",
       "    data:             org                            repo  pony\n",
       "    174  jupyterlab                 jupyterlab-demo     4\n",
       "    170  jupyterlab                      jupyterlab     3\n",
       "    175  jupyterlab                  jupyterlab-git     3\n",
       "    180  jupyterlab     jupyterlab-metadata-service     3\n",
       "    181  jupyterlab               jupyterlab-monaco     3\n",
       "    166  jupyterlab       extension-cookiecutter-js     2\n",
       "    168  jupyterlab               jupyter-renderers     2\n",
       "    172  jupyterlab           jupyterlab-commenting     2\n",
       "    179  jupyterlab                jupyterlab-media     2\n",
       "    182  jupyterlab                  jupyterlab-mp4     2\n",
       "    183  jupyterlab           jupyterlab-shortcutui     2\n",
       "    185  jupyterlab            jupyterlab-telemetry     2\n",
       "    187  jupyterlab                  jupyterlab_app     2\n",
       "    189  jupyterlab               jupyterlab_server     2\n",
       "    190  jupyterlab                 jupyterlab_xkcd     2\n",
       "    192  jupyterlab      mimerender-cookiecutter-ts     2\n",
       "    195  jupyterlab   scipy2018-jupyterlab-tutorial     2\n",
       "    196  jupyterlab   scipy2019-jupyterlab-tutorial     2\n",
       "    165  jupyterlab                        debugger     1\n",
       "    167  jupyterlab       extension-cookiecutter-ts     1\n",
       "    169  jupyterlab  jupytercon-jupyterlab-tutorial     1\n",
       "    171  jupyterlab             jupyterlab-celltags     1\n",
       "    173  jupyterlab        jupyterlab-data-explorer     1\n",
       "    176  jupyterlab               jupyterlab-github     1\n",
       "    177  jupyterlab         jupyterlab-google-drive     1\n",
       "    178  jupyterlab                jupyterlab-latex     1\n",
       "    184  jupyterlab            jupyterlab-statusbar     1\n",
       "    186  jupyterlab                  jupyterlab-toc     1\n",
       "    188  jupyterlab             jupyterlab_pygments     1\n",
       "    191  jupyterlab         mimerender-cookiecutter     1\n",
       "    193  jupyterlab                   pull-requests     1\n",
       "    194  jupyterlab                runall-extension     1\n",
       "    197  jupyterlab                    team-compass     1\n",
       "    198  jupyterlab              theme-cookiecutter     1,\n",
       "    encoding: FacetedEncoding({\n",
       "      color: Color({\n",
       "        field: 'org',\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      x: X({\n",
       "        field: 'repo',\n",
       "        sort: ['jupyterlab-demo', 'jupyterlab', 'jupyterlab-git', 'jupyterlab-metadata-service', 'jupyterlab-monaco', 'extension-cookiecutter-js', 'jupyter-renderers', 'jupyterlab-commenting', 'jupyterlab-media', 'jupyterlab-mp4', 'jupyterlab-shortcutui', 'jupyterlab-telemetry', 'jupyterlab_app', 'jupyterlab_server', 'jupyterlab_xkcd', 'mimerender-cookiecutter-ts', 'scipy2018-jupyterlab-tutorial', 'scipy2019-jupyterlab-tutorial', 'debugger', 'extension-cookiecutter-ts', 'jupytercon-jupyterlab-tutorial', 'jupyterlab-celltags', 'jupyterlab-data-explorer', 'jupyterlab-github', 'jupyterlab-google-drive', 'jupyterlab-latex', 'jupyterlab-statusbar', 'jupyterlab-toc', 'jupyterlab_pygments', 'mimerender-cookiecutter', 'pull-requests', 'runall-extension', 'team-compass', 'theme-cookiecutter'],\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      y: Y({\n",
       "        field: 'pony',\n",
       "        type: 'quantitative'\n",
       "      })\n",
       "    }),\n",
       "    mark: 'bar',\n",
       "    title: 'Organization: jupyterlab'\n",
       "  }), Chart({\n",
       "    data:          org                        repo  pony\n",
       "    255  nteract                   papermill     5\n",
       "    260  nteract                    semiotic     4\n",
       "    199  nteract               ansi-to-react     3\n",
       "    215  nteract                    docs-old     3\n",
       "    227  nteract                    hydrogen     3\n",
       "    247  nteract                         nes     3\n",
       "    261  nteract               semiotic-docs     3\n",
       "    202  nteract                   bookstore     2\n",
       "    203  nteract                     cabinet     2\n",
       "    205  nteract                  commutable     2\n",
       "    207  nteract             commutable-perf     2\n",
       "    208  nteract                    commuter     2\n",
       "    210  nteract          create-nteract-app     2\n",
       "    220  nteract  enchannel-notebook-backend     2\n",
       "    222  nteract       enchannel-zmq-backend     2\n",
       "    225  nteract               global-sprint     2\n",
       "    229  nteract          improved-spark-viz     2\n",
       "    230  nteract                 initiatives     2\n",
       "    233  nteract               ipython-paths     2\n",
       "    236  nteract               jupyter-paths     2\n",
       "    237  nteract             jupyter-session     2\n",
       "    242  nteract                       logos     2\n",
       "    245  nteract              minimal-plotly     2\n",
       "    250  nteract                     nteract     2\n",
       "    251  nteract           nteract.github.io     2\n",
       "    257  nteract  react-jupyter-display-area     2\n",
       "    258  nteract                  rx-jupyter     2\n",
       "    263  nteract                snakestagram     2\n",
       "    264  nteract                 spawnteract     2\n",
       "    268  nteract                transformime     2\n",
       "    ..       ...                         ...   ...\n",
       "    223  nteract                    examples     1\n",
       "    224  nteract                    galleria     1\n",
       "    226  nteract  graphql-schema-exploration     1\n",
       "    228  nteract                         ick     1\n",
       "    231  nteract                     inodejs     1\n",
       "    232  nteract                         ion     1\n",
       "    234  nteract        jupyter-display-area     1\n",
       "    235  nteract     jupyter-kernel-launcher     1\n",
       "    238  nteract   jupyter-transport-wrapper     1\n",
       "    239  nteract                kernel-relay     1\n",
       "    240  nteract                 kernelspecs     1\n",
       "    241  nteract                  libzmq-win     1\n",
       "    243  nteract            mathjax-electron     1\n",
       "    244  nteract             meeting-minutes     1\n",
       "    246  nteract                      naming     1\n",
       "    248  nteract            notebook-preview     1\n",
       "    249  nteract          notebook-test-data     1\n",
       "    252  nteract                  nteract.io     1\n",
       "    253  nteract                oauth-server     1\n",
       "    254  nteract            old-kernel-relay     1\n",
       "    256  nteract                  papermillr     1\n",
       "    259  nteract                   scrapbook     1\n",
       "    262  nteract                     sidecar     1\n",
       "    265  nteract                       specs     1\n",
       "    266  nteract               term-launcher     1\n",
       "    267  nteract            terminal-sidecar     1\n",
       "    269  nteract     transformime-commonmark     1\n",
       "    271  nteract          transformime-react     1\n",
       "    274  nteract               vega-embed-v3     1\n",
       "    276  nteract                  zmq-static     1\n",
       "    \n",
       "    [78 rows x 3 columns],\n",
       "    encoding: FacetedEncoding({\n",
       "      color: Color({\n",
       "        field: 'org',\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      x: X({\n",
       "        field: 'repo',\n",
       "        sort: ['papermill', 'semiotic', 'ansi-to-react', 'docs-old', 'hydrogen', 'nes', 'semiotic-docs', 'bookstore', 'cabinet', 'commutable', 'commutable-perf', 'commuter', 'create-nteract-app', 'enchannel-notebook-backend', 'enchannel-zmq-backend', 'global-sprint', 'improved-spark-viz', 'initiatives', 'ipython-paths', 'jupyter-paths', 'jupyter-session', 'logos', 'minimal-plotly', 'nteract', 'nteract.github.io', 'react-jupyter-display-area', 'rx-jupyter', 'snakestagram', 'spawnteract', 'transformime', 'transformime-jupyter-transformers', 'vdom', 'vega-embed-v2', 'zmq-prebuilt-testing', 'assets', 'associator', 'coffee_boat', 'commutable-models', 'commuter-on-glitch', 'design', 'desktop-integration-tests', 'desktop-manual', 'docs', 'dx', 'education', 'enchannel', 'enchannel-in-memory', 'enchannel-socketio-backend', 'examples', 'galleria', 'graphql-schema-exploration', 'ick', 'inodejs', 'ion', 'jupyter-display-area', 'jupyter-kernel-launcher', 'jupyter-transport-wrapper', 'kernel-relay', 'kernelspecs', 'libzmq-win', 'mathjax-electron', 'meeting-minutes', 'naming', 'notebook-preview', 'notebook-test-data', 'nteract.io', 'oauth-server', 'old-kernel-relay', 'papermillr', 'scrapbook', 'sidecar', 'specs', 'term-launcher', 'terminal-sidecar', 'transformime-commonmark', 'transformime-react', 'vega-embed-v3', 'zmq-static'],\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      y: Y({\n",
       "        field: 'pony',\n",
       "        type: 'quantitative'\n",
       "      })\n",
       "    }),\n",
       "    mark: 'bar',\n",
       "    title: 'Organization: nteract'\n",
       "  })]\n",
       "})"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "charts = []\n",
    "for iorg, idata in pony_factors.groupby('org'):\n",
    "    idata = idata.sort_values(['org', 'pony'], ascending=False)\n",
    "    ch = alt.Chart(idata, title=f'Organization: {iorg}').mark_bar().encode(\n",
    "        x=alt.X('repo', sort=idata['repo'].tolist()),\n",
    "        y='pony',\n",
    "        color='org'\n",
    "    )\n",
    "    charts.append(ch)\n",
    "alt.hconcat(*charts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "papermill": {
     "duration": 3.30145,
     "end_time": "2019-08-01T17:02:16.161037",
     "exception": false,
     "start_time": "2019-08-01T17:02:12.859587",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "prs['createdAt'] = pd.to_datetime(prs['createdAt'])\n",
    "author_count_by_month = (\n",
    "    prs.groupby(['org', 'author'])\n",
    "    .resample('30D', on='createdAt')\n",
    "    .agg({'id': 'count'})\n",
    "    .rename(columns={'id': 'count'})\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "papermill": {
     "duration": 0.238701,
     "end_time": "2019-08-01T17:02:16.421352",
     "exception": false,
     "start_time": "2019-08-01T17:02:16.182651",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <style>\n",
       "    .vega-actions a {\n",
       "        margin-right: 12px;\n",
       "        color: #757575;\n",
       "        font-weight: normal;\n",
       "        font-size: 13px;\n",
       "    }\n",
       "    .error {\n",
       "        color: red;\n",
       "    }\n",
       "  </style>\n",
       "  <div id=\"altair-viz-2\"></div>\n",
       "  <script>\n",
       "    requirejs.config({\n",
       "        \"paths\": {\n",
       "            \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "            \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "            \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@3.3.0?noext\",\n",
       "            \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@4?noext\",\n",
       "        }\n",
       "    });\n",
       "    require(['vega-embed'], function(vegaEmbed){\n",
       "      var spec = {\"config\": {\"axisLeft\": {\"labelFontSize\": 15}, \"axisBottom\": {\"labelFontSize\": 15}}, \"hconcat\": [{\"data\": {\"name\": \"data-7c86f1bd4300bd96c629a7ace2052233\"}, \"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"nominal\", \"field\": \"author\", \"sort\": [\"vsoch\", \"betatim\", \"kannes\", \"yuvipanda\", \"betatim\", \"davidar\", \"matheusmota\", \"RaoOfPhysics\", \"betatim\", \"jamesmyatt\", \"choldgraf\", \"betatim\", \"betatim\", \"fomightez\", \"choldgraf\", \"coatless\", \"bsyouness\", \"betatim\", \"Fusiakja\", \"sebkopf\", \"cranmer\", \"betatim\", \"betatim\", \"jzf2101\", \"yuvipanda\", \"choldgraf\", \"betatim\", \"parente\", \"BoPeng\", \"Carreau\", \"matthewfeickert\", \"akarve\", \"Carreau\", \"cboettig\", \"davidanthoff\", \"3keepmovingforward3\", \"bitterspice\", \"emigre459\", \"benmarwick\"]}, \"y\": {\"type\": \"quantitative\", \"field\": \"count\"}}, \"title\": \"binder-examples\"}, {\"data\": {\"name\": 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       "      var embedOpt = {\"mode\": \"vega-lite\"};\n",
       "\n",
       "      function showError(el, error){\n",
       "          el.innerHTML = ('<div class=\"error\" style=\"color:red;\">'\n",
       "                          + '<p>JavaScript Error: ' + error.message + '</p>'\n",
       "                          + \"<p>This usually means there's a typo in your chart specification. \"\n",
       "                          + \"See the javascript console for the full traceback.</p>\"\n",
       "                          + '</div>');\n",
       "          throw error;\n",
       "      }\n",
       "      const el = document.getElementById('altair-viz-2');\n",
       "      vegaEmbed(\"#altair-viz-2\", spec, embedOpt)\n",
       "        .catch(error => showError(el, error));\n",
       "    });\n",
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       "  </script>"
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      "text/plain": [
       "HConcatChart({\n",
       "  hconcat: [Chart({\n",
       "    data:                  author  count              org\n",
       "    0               betatim      2  binder-examples\n",
       "    1                kannes      6  binder-examples\n",
       "    2             emigre459      2  binder-examples\n",
       "    3           bitterspice      2  binder-examples\n",
       "    4   3keepmovingforward3      2  binder-examples\n",
       "    5                 vsoch      8  binder-examples\n",
       "    6               betatim      8  binder-examples\n",
       "    7               davidar      4  binder-examples\n",
       "    8           matheusmota      4  binder-examples\n",
       "    9          davidanthoff      2  binder-examples\n",
       "    10             cboettig      2  binder-examples\n",
       "    11              Carreau      2  binder-examples\n",
       "    12               akarve      2  binder-examples\n",
       "    13      matthewfeickert      2  binder-examples\n",
       "    14              Carreau      2  binder-examples\n",
       "    15               BoPeng      2  binder-examples\n",
       "    16              parente      2  binder-examples\n",
       "    17              betatim      2  binder-examples\n",
       "    18            choldgraf      2  binder-examples\n",
       "    19              betatim      2  binder-examples\n",
       "    20            yuvipanda      2  binder-examples\n",
       "    21              jzf2101      2  binder-examples\n",
       "    22            bsyouness      2  binder-examples\n",
       "    23              betatim      2  binder-examples\n",
       "    24           jamesmyatt      2  binder-examples\n",
       "    25            choldgraf      2  binder-examples\n",
       "    26              betatim      2  binder-examples\n",
       "    27              betatim      2  binder-examples\n",
       "    28            fomightez      2  binder-examples\n",
       "    29            yuvipanda      4  binder-examples\n",
       "    30         RaoOfPhysics      4  binder-examples\n",
       "    31             coatless      2  binder-examples\n",
       "    32            choldgraf      2  binder-examples\n",
       "    33              betatim      2  binder-examples\n",
       "    34             Fusiakja      2  binder-examples\n",
       "    35              sebkopf      2  binder-examples\n",
       "    36              betatim      4  binder-examples\n",
       "    37              cranmer      2  binder-examples\n",
       "    38           benmarwick      2  binder-examples,\n",
       "    encoding: FacetedEncoding({\n",
       "      x: X({\n",
       "        field: 'author',\n",
       "        sort: ['vsoch', 'betatim', 'kannes', 'yuvipanda', 'betatim', 'davidar', 'matheusmota', 'RaoOfPhysics', 'betatim', 'jamesmyatt', 'choldgraf', 'betatim', 'betatim', 'fomightez', 'choldgraf', 'coatless', 'bsyouness', 'betatim', 'Fusiakja', 'sebkopf', 'cranmer', 'betatim', 'betatim', 'jzf2101', 'yuvipanda', 'choldgraf', 'betatim', 'parente', 'BoPeng', 'Carreau', 'matthewfeickert', 'akarve', 'Carreau', 'cboettig', 'davidanthoff', '3keepmovingforward3', 'bitterspice', 'emigre459', 'benmarwick'],\n",
       "        type: 'nominal'\n",
       "      }),\n",
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       "      })\n",
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       "    mark: 'bar',\n",
       "    title: 'binder-examples'\n",
       "  }), Chart({\n",
       "    data:               author  count      org\n",
       "    0             rgbkrk      6  ipython\n",
       "    1            Carreau      3  ipython\n",
       "    2             tgb417      3  ipython\n",
       "    3              minrk    291  ipython\n",
       "    4            Carreau     84  ipython\n",
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       "    6      SylvainCorlay     18  ipython\n",
       "    7         jasongrout     15  ipython\n",
       "    8           dwillmer     15  ipython\n",
       "    9           jdfreder      9  ipython\n",
       "    10         blink1073      9  ipython\n",
       "    11            rgbkrk      6  ipython\n",
       "    12            ivanov      6  ipython\n",
       "    13           hroncok      6  ipython\n",
       "    14      jenshnielsen      6  ipython\n",
       "    15          itziakos      6  ipython\n",
       "    16        bergtholdt      6  ipython\n",
       "    17            aburgm      6  ipython\n",
       "    18           cHYzZQo      6  ipython\n",
       "    19        ccordoba12      3  ipython\n",
       "    20            fgregg      3  ipython\n",
       "    21     AhmedRedaAmin      3  ipython\n",
       "    22        ian-r-rose      3  ipython\n",
       "    23           Carreau     30  ipython\n",
       "    24         yuvipanda     15  ipython\n",
       "    25       blairhudson      6  ipython\n",
       "    26       toddrme2178      3  ipython\n",
       "    27           panaali      3  ipython\n",
       "    28             minrk      3  ipython\n",
       "    29             minrk    335  ipython\n",
       "    ..               ...    ...      ...\n",
       "    115         neirbowj      3  ipython\n",
       "    116            minrk      3  ipython\n",
       "    117          juhasch      3  ipython\n",
       "    118           ivanov      6  ipython\n",
       "    119          Carreau      6  ipython\n",
       "    120            minrk    246  ipython\n",
       "    121         rmorshea    240  ipython\n",
       "    122    SylvainCorlay    163  ipython\n",
       "    123         ankostis    102  ipython\n",
       "    124        takluyver     54  ipython\n",
       "    125          Carreau     51  ipython\n",
       "    126         willingc     24  ipython\n",
       "    127       jasongrout     12  ipython\n",
       "    128       ssanderson      9  ipython\n",
       "    129  maartenbreddels      9  ipython\n",
       "    130    francisco-dlp      6  ipython\n",
       "    131           lucasg      6  ipython\n",
       "    132         talboito      6  ipython\n",
       "    133       adamchainz      6  ipython\n",
       "    134          jenisys      6  ipython\n",
       "    135         jhamrick      6  ipython\n",
       "    136          juhasch      6  ipython\n",
       "    137            Jamim      6  ipython\n",
       "    138      kevin-bates      6  ipython\n",
       "    139      martinRenou      6  ipython\n",
       "    140           tgb417      3  ipython\n",
       "    141           pelson     23  ipython\n",
       "    142           tcyrus      3  ipython\n",
       "    143           rgbkrk      3  ipython\n",
       "    144  Daniel-Mietchen      3  ipython\n",
       "    \n",
       "    [145 rows x 3 columns],\n",
       "    encoding: FacetedEncoding({\n",
       "      x: X({\n",
       "        field: 'author',\n",
       "        sort: ['Carreau', 'minrk', 'takluyver', 'minrk', 'minrk', 'minrk', 'meeseeksdev', 'rmorshea', 'SylvainCorlay', 'srinivasreddy', 'jdfreder', 'SylvainCorlay', 'ankostis', 'Carreau', 'Carreau', 'jasongrout', 'takluyver', 'takluyver', 'Carreau', 'anntzer', 'jonathanslenders', 'klonuo', 'ssanderson', 'tacaswell', 'jhamrick', 'Carreau', 'abalkin', 'mathieu1', 'Carreau', 'ivanov', 'willingc', 'luzpaz', 'jakirkham', 'LucianaMarques', 'minrk', 'pelson', 'takluyver', 'SylvainCorlay', 'yuvipanda', 'dwillmer', 'rgbkrk', 'jasongrout', 'Carreau', 'minrk', 'jakirkham', 'willingc', 'mgeplf', 'jasongrout', 'Carreau', 'fperez', 'maartenbreddels', 'basnijholt', 'hannorein', 'ssanderson', 'jdfreder', 'blink1073', 'kevin-bates', 'martinRenou', 'talboito', 'Jamim', 'ardhipoetra', 'mjbright', 'Carreau', 'ivanov', 'Carreau', 'fuglede', 'ellisonbg', 'rossant', 'juhasch', 'slel', 'francisco-dlp', 'lucasg', 'adamchainz', 'jenisys', 'jhamrick', 'djcomlab', 'rgbkrk', 'dan-coates', 'jenshnielsen', 'csala', 'blairhudson', 'cHYzZQo', 'aburgm', 'bergtholdt', 'ellert', 'itziakos', 'hroncok', 'ivanov', 'rgbkrk', 'rgbkrk', 'minrk', 'neirbowj', 'juhasch', 'elgalu', 'francisco-dlp', 'frmdstryr', 'swn1', 'toddrme2178', 'ian-r-rose', 'minrk', 'panaali', 'toddrme2178', 'zacharylawrence', 'AhmedRedaAmin', 'fgregg', 'ccordoba12', 'tgb417', 'tgb417', 'tcyrus', 'rgbkrk', 'westurner', 'cphyc', 'slel', 'Jamim', 'jasongrout', 'CMeza99', 'adamchainz', 'mbbroberg', 'marktab', 'yamt', 'sanjay235', 'sccolbert', 'takluyver', 'timClicks', 'Atlas7', 'Carreau', 'fm75', 'minrk', 'Taegam', 'happyconcepts', 'adamchainz', 'akhmerov', 'andreabedini', 'dsblank', 'Juanlu001', 'ProximaDas', 'Vlad-Shcherbina', 'bbodenmiller', 'benjaminp', 'eleweek', 'fm75', 'yasoob', 'francisco-dlp', 'westurner', 'Daniel-Mietchen'],\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      y: Y({\n",
       "        field: 'count',\n",
       "        type: 'quantitative'\n",
       "      })\n",
       "    }),\n",
       "    mark: 'bar',\n",
       "    title: 'ipython'\n",
       "  }), Chart({\n",
       "    data:             author  count      org\n",
       "    0        ellisonbg      1  jupyter\n",
       "    1        RichMorin      1  jupyter\n",
       "    2          gnestor      5  jupyter\n",
       "    3      willwhitney      1  jupyter\n",
       "    4    thomasingalls      1  jupyter\n",
       "    5          monkpit      1  jupyter\n",
       "    6          kwilcox      1  jupyter\n",
       "    7    cloutiertyler      1  jupyter\n",
       "    8         JHonaker      1  jupyter\n",
       "    9            minrk      1  jupyter\n",
       "    10      KesterTong      2  jupyter\n",
       "    11        wernight      1  jupyter\n",
       "    12          rgbkrk      1  jupyter\n",
       "    13   megamindbrian      1  jupyter\n",
       "    14        krishpop      1  jupyter\n",
       "    15      craigcitro      1  jupyter\n",
       "    16         Carreau      1  jupyter\n",
       "    17         parente      2  jupyter\n",
       "    18         parente     53  jupyter\n",
       "    19       dalogsdon     31  jupyter\n",
       "    20     jhpedemonte     29  jupyter\n",
       "    21    Lull3rSkat3r     15  jupyter\n",
       "    22          nitind     10  jupyter\n",
       "    23         aluu317      4  jupyter\n",
       "    24        willingc      1  jupyter\n",
       "    25        fx-kirin      1  jupyter\n",
       "    26      SimonBiggs      1  jupyter\n",
       "    27       ellisonbg      1  jupyter\n",
       "    28            ftao      1  jupyter\n",
       "    29       jakirkham      1  jupyter\n",
       "    ..             ...    ...      ...\n",
       "    658       willingc      2  jupyter\n",
       "    659    yacchin1205      2  jupyter\n",
       "    660       jdfreder      2  jupyter\n",
       "    661    freeman-lab      1  jupyter\n",
       "    662  SylvainCorlay      1  jupyter\n",
       "    663     apurva3000      1  jupyter\n",
       "    664     brianrusso      1  jupyter\n",
       "    665    bryanwweber      1  jupyter\n",
       "    666        bshlgrs      1  jupyter\n",
       "    667        fermion      1  jupyter\n",
       "    668          mabau      1  jupyter\n",
       "    669         godber      1  jupyter\n",
       "    670       lbustelo      1  jupyter\n",
       "    671       nvenayak      1  jupyter\n",
       "    672         rgbkrk      9  jupyter\n",
       "    673          minrk      2  jupyter\n",
       "    674  SylvainCorlay      2  jupyter\n",
       "    675        rushgeo      1  jupyter\n",
       "    676           fm75      1  jupyter\n",
       "    677   captainsafia      3  jupyter\n",
       "    678      sumalaika      1  jupyter\n",
       "    679         rgbkrk      1  jupyter\n",
       "    680     HarryTanME      1  jupyter\n",
       "    681         rgbkrk      2  jupyter\n",
       "    682          minrk      2  jupyter\n",
       "    683         spasiu      1  jupyter\n",
       "    684         nickc1      1  jupyter\n",
       "    685     ccordoba12      1  jupyter\n",
       "    686      blink1073      1  jupyter\n",
       "    687         andfoy      1  jupyter\n",
       "    \n",
       "    [688 rows x 3 columns],\n",
       "    encoding: FacetedEncoding({\n",
       "      x: X({\n",
       "        field: 'author',\n",
       "        sort: ['jhamrick', 'minrk', 'vidartf', 'kevin-bates', 'takluyver', 'Carreau', 'parente', 'gnestor', 'betatim', 'choldgraf', 'yuvipanda', 'mpacer', 'minrk', 'parente', 'minrk', 'minrk', 'lresende', 'parente', 'takluyver', 'cameronoelsen', 'willingc', 'akchinSTC', 'charnpreetsingh', 'Carreau', 'minrk', 'jdfreder', 'minrk', 'takluyver', 'choldgraf', 'minrk', 'blink1073', 'lgpage', 'Carreau', 'dalogsdon', 'bollwyvl', 'minrk', 'jhpedemonte', 'willingc', 'captainsafia', 'martinal', 'Carreau', 'mpacer', 't-makaro', 'minrk', 'parente', 'jasongrout', 'takluyver', 'SylvainCorlay', 'joshuazeltser', 'rgbkrk', 'jakirkham', 'minrk', 'rgbkrk', 'Carreau', 'nitind', 'jakirkham', 'willingc', 'takluyver', 'liukun1016', 'ccordoba12', 'SylvainCorlay', 'MSeal', 'Lull3rSkat3r', 'mgeier', 'jcb91', 'krinsman', 'Lull3rSkat3r', 'meeseeksdev', 'sanjay-saxena', 'minrk', 'kevin-bates', 'parente', 'meeseeksdev', 'captainsafia', 'parente', 'minrk', 'GladysNalvarte', 'ellisonbg', 'jbweston', 'jdfreder', 'wmvanvliet', 'go-bears', 'GrahamDumpleton', 'minrk', 'willingc', 'Carreau', 'vidartf', 'takluyver', 'rgbkrk', 'takluyver', 'ellisonbg', 'Carreau', 'Carreau', 'willingc', 'mgeier', 'KesterTong', 'willingc', 'damianavila', 'jasongrout', 'Carreau', 'kevin-bates', 'takluyver', 'poplav', 'parleur', 'nitind', 'minrk', 'jdfreder', 'Zsailer', 'rgbkrk', 'Carreau', 'willingc', 'ellisonbg', 'Ruin0x11', 'willingc', 'mpacer', 'Carreau', 'parente', 'sumitsahrawat', 'parente', 'jrbourbeau', 'rgbkrk', 'ellisonbg', 'charlieeeeeee', 'evertrol', 'clkao', 'yuvipanda', 'rkdarst', 'rgbkrk', 'alexarchambault', 'flying-sheep', 'Xarthisius', 'jtyberg', 'pelson', 'IanHawke', 'blink1073', 'ellisonbg', 'dalthviz', 'SylvainCorlay', 'willingc', 'jhamrick', 'amueller', 'SylvainCorlay', 'Carreau', 'willingc', 'joergbrech', 'kevin-bates', 'choldgraf', 'davidanthoff', 'jdfreder', 'vikasgarg1996', 'ckadner', 'rolweber', 'JeremySikes73', 'minrk', 'jasongrout', 'charnpreetsingh', 'choldgraf', 'parente', 'Carreau', 'jhamman', 'misolietavec', 'rgbkrk', 'kevin-bates', 'payne92', 'SylvainCorlay', 'gnestor', 'Carreau', 'rgbkrk', 'poplav', 'Bidek56', 'cameronoelsen', 'tgeorgeux', 'blink1073', 'takluyver', 'willingc', 'maartenbreddels', 'bollwyvl', 'juhasch', 'parente', 'akhmerov', 'jamesdbrock', 'rgbkrk', 'craigcitro', 'blink1073', 'rolweber', 'mpacer', 'minrk', 'nthiery', 'danielmaitre', 'parente', 'afshin', 'rkdarst', 'willingc', 'esevan', 'willingc', 'SylvainCorlay', 'akhmerov', 'meeseeksmachine', 'rgbkrk', 'Carreau', 'witten', 'chronitis', 'takluyver', 'Zsailer', 'jaipreet-s', 'sigurdurb', 'ktong', 'esevan', 'nisseg', 'vidartf', 'tmr232', 'yuvipanda', 'aluu317', 'tillahoffmann', 'willingc', 'captainsafia', 'mariusvniekerk', 'maartenbreddels', 'yuvipanda', 'ellisonbg', 'mukundans91', 'minrk', 'rgbkrk', 'parente', 'matthew-brett', 'romainx', 'ericdill', 'emdupre', 'javabrett', 'willingc', 'rjw57', 'lresende', 'travigd', 'wilywampa', 'blink1073', 'DigitalBrains1', 'jdemeyer', 'rprimet', 'jzf2101', 'njapke', 'tritemio', 'flying-sheep', 'captainsafia', 'JohanMabille', 'Madhu94', 'flying-sheep', 'jasongrout', 'jasmainak', 'martinRenou', 'Lull3rSkat3r', 'minrk', 'captainsafia', 'captainsafia', 'ellisonbg', 'rolweber', 'vit-tucek', 'xhumanoid', 'consideRatio', 'mwcraig', 'jnsebgosselin', 'basnijholt', 'PolarNick239', 'stonebig', 'lbustelo', 'minrk', 'nuest', 'fperez', 'itamarst', 'minad', 'zischwartz', 'parente', 'alope107', 'cameronoelsen', 'dbdean', 'mrterry', 'consideRatio', 'gsemet', 'gglanzani', 'rdblue', 'captainsafia', 'craig-willis', 'NoahStapp', 'scottdraves', 'tchajed', 'jasongrout', 'gertingold', 'rgbkrk', 'nicktimko', 'Drunkar', 'williamstein', 'gnestor', 'dockter-84', 'jdfreder', 'captainsafia', 'gingerhot', 'bollwyvl', 'gnestor', 'blink1073', 'jdfreder', 'aliandra', 'riceda195', 'heiderich', 'baldwint', 'athornton', 'Godley', 'poplav', 'sethrj', 'jaipreet-s', 'nitind', 'Carreau', 'dleen', 'lresende', 'rgbkrk', 'jtyberg', 'groutr', 'lphk92', 'jedbrown', 'cdvv7788', '00Kai0', 'SylvainCorlay', 'jtyberg', 'randy3k', 'thombashi', 'chuyqa', 'MarkusTeufelberger', 'impact27', 'jdfreder', 'bitnik', 'srstevenson', 'parsing-science', 'GadgetSteve', 'Zsailer', 'brylie', 'charnpreetsingh', 'jhermann', 'jzf2101', 'hfuhruhurr', 'KesterTong', 'jdfreder', 'takluyver', 'snowch', 'alexmorley', 'thammegowda', 'SylvainCorlay', 'parente', 'minrk', 'jasongrout', 'yacchin1205', 'Zsailer', 'ellisonbg', 'peller', 'jdfreder', 'jzf2101', 'afshin', 'Gsbreddy', 'parente', 'godber', 'echarles', 'h4gen', 'IMAM9AIS', 'mattjtodd', 'mathieuboudreau', 'mgeier', 'oschuett', 'coldfix', 'mariusvniekerk', 'noxdafox', 'flying-sheep', 'aliandra', 'squidarth', 'andram', 'jdemeyer', 'rgbkrk', 'dsblank', 'jasongrout', 'rgbkrk', 'minrk', 'takluyver', 'Zsailer', 'willingc', 'minrk', 'stared', 'dsblank', 'dongweiming', 'astrofrog', 'jdfreder', 'jmsdnns', 'toddrme2178', 'martinRenou', 'basnijholt', 'jdfreder', '2DSharp', 'willingc', 'vidartf', 'lorton', 'ivanov', 'ehsteve', 'hugovk', 'minrk', 'nehaljwani', 'nickc1', 'takluyver', 'QuLogic', 'adamchainz', 'DanielRuthardt', 'EdwardBetts', 'fperez', 'freeman-lab', 'SylvainCorlay', 'blink1073', 'ccordoba12', 'nickc1', 'spasiu', 'HarryTanME', 'rgbkrk', 'sumalaika', 'fm75', 'cpranav', 'rushgeo', 'nvenayak', 'lbustelo', 'godber', 'mabau', 'fermion', 'bshlgrs', 'bryanwweber', 'brianrusso', 'apurva3000', 'aragilar', 'fm75', 'devmonkey22', 'JamiesHQ', 'durwasa-chakraborty', 'dans-er', 'Carreau', 'certik', 'minrk', 'yuvipanda', 'takluyver', 'Carreau', 'afshin', 'choldgraf', 'dhirschfeld', 'minrk', 'maxalbert', 'fm75', 'fm75', 'jasongrout', 'nilmeier', 'sonyah-hawaii', 'willingc', 'yangt', 'damianavila', 'fperez', 'npmcdn-to-unpkg-bot', 'pjvandehaar', 'ellisonbg', 'hugovk', 'irushchyshyn', 'mgmarino', 'stuaxo', 'zyzhu2000', 'lheagy', 'Zsailer', 'jhamrick', 'katrinleinweber', 'gitter-badger', 'rgbkrk', 'parente', 'QuLogic', 'ellisonbg', 'rgbkrk', 'jdfreder', 'minrk', 'jhamrick', 'ellisonbg', 'blink1073', 'marbre', 'bollwyvl', 'rgbkrk', 'KirstieJane', 'Ruv7', 'SylvainCorlay', 'choldgraf', 'jankatins', 'lresende', 'minrk', 'parente', 'ajbozarth', 'SolarisYan', 'ericdill', 'SylvainCorlay', 'srl295', 'rgbkrk', 'rgaiacs', 'martinal', 'lresende', 'lbustelo', 'khinsen', 'julesjulian', 'jaipreet-s', 'gnestor', 'remram44', 'parente', 'damianavila', 'stafforddavidj', 'ptone', 'rgbkrk', 'toddrme2178', 'TomDonoghue', 'Zsailer', 'arokem', 'cczhu', 'jmason86', 'cnydw', 'habi', 'gaow', 'ccordoba12', 'gkiar', 'nickc1', 'toddrme2178', 'willingc', 'subdavis', 'ctb', 'pquentin', 'kiwi0fruit', 'Carreau', 'ChungJooHo', 'choldgraf', 'TwistedHardware', 'filmor', 'jameslmartin', 'purdrew', 'kmader', 'sterlinm', 'gnestor', 'jakirkham', 'ftao', 'ellisonbg', 'SimonBiggs', 'fx-kirin', 'willingc', 'Carreau', 'craigcitro', 'krishpop', 'megamindbrian', 'rgbkrk', 'wernight', 'minrk', 'JHonaker', 'cloutiertyler', 'kwilcox', 'monkpit', 'thomasingalls', 'willwhitney', 'rs2', 'sivasivuni', 'Carreau', 'gibiansky', 'certik', 'fm75', 'nickc1', 'tkw1536', 'willingc', 'vaibhavsagar', 'jonahweissman', 'jimmynguyc', 'jreynolds01', 'gitter-badger', 'filmor', 'DinoV', 'brendam', 'bduggan', 'SimonBiggs', 'NHDaly', 'guiwork', 'wenzeslaus', 'Carreau', 'i-am-am', 'spoorthyv', 'tgeorgeux', 'jbwhit', 'ellisonbg', 'julienr', 'adamchainz', 'Carreau', 'Juanlu001', 'nickc1', 'TomDemeranville', 'fm75', 'fm75', 'sumalaika', 'liukun1016', 'proofit404', 'max-sixty', 'snowch', 'kevin-bates', 'sumalaika', 'ckadner', 'akchinSTC', 'adamchainz', 'SimonBiggs', 'tverbeke', 'IzabellaRaulin', 'GrahamDumpleton', 'shiti-saxena', 'jpallas', 'scottdraves', 'toddrme2178', 'dylanzjy', 'dleen', 'gahjelle', 'moble', 'jamesfe', 'allieus', 'xuande', 'sat28', 'michaelaye', 'lebedov', 'jbwhit', 'ziembla', 'gnestor', 'adamchainz', 'chuyqa', 'WillEngler', 'JarnoRFB', 'fm75', 'janfreyberg', 'mgeier', 'xNok', 'minrk', 'nickc1', 'GrahamDumpleton', 'SolarisYan', 'JohanMabille', 'aschlaep', 'jhamrick', 'astrofrog', 'yangle', 'asmeurer', 'fchapoton', 'EdwardBetts', 'TerrorJack', 'adamchainz', 'adrianliaw', 'evhub', 'avirlrma', 'fperez', 'blink1073', 'charnpreetsingh', 'rgbkrk', 'toddrme2178', 'cornhundred', 'hugokerstens', 'ngoldbaum', 'stsievert', 'gnestor', 'jasongrout', 'minrk', 'willingc', 'Carreau', 'anntzer', 'alexandrul', 'blink1073', 'kylebarron', 'RichMorin', 'cclauss', 'jseabold', 'maartenbreddels', 'toddrme2178', 'ashutoshbondre', 'nickc1', 'adamchainz', 'blink1073', 'kmike', 'mariusvniekerk', 'adamchainz', 'maveme', 'pprzetacznik', 'shzhng', 'tgb417', 'matthew-brett', 'xmnlab', 'Jamim', 'Siecje', 'ian-r-rose', 'douardda', 'andfoy'],\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      y: Y({\n",
       "        field: 'count',\n",
       "        type: 'quantitative'\n",
       "      })\n",
       "    }),\n",
       "    mark: 'bar',\n",
       "    title: 'jupyter'\n",
       "  }), Chart({\n",
       "    data:                   author  count              org\n",
       "    0            martinRenou    240  jupyter-widgets\n",
       "    1          SylvainCorlay    230  jupyter-widgets\n",
       "    2           VasavanThiru    104  jupyter-widgets\n",
       "    3              kgiacobbi     36  jupyter-widgets\n",
       "    4             jasongrout     28  jupyter-widgets\n",
       "    5          davidbrochart     28  jupyter-widgets\n",
       "    6                 tylere     16  jupyter-widgets\n",
       "    7              Kirill888     16  jupyter-widgets\n",
       "    8                  jtpio     16  jupyter-widgets\n",
       "    9            toddrme2178     12  jupyter-widgets\n",
       "    10              deeplook      8  jupyter-widgets\n",
       "    11              costrouc      8  jupyter-widgets\n",
       "    12          fitoprincipe      8  jupyter-widgets\n",
       "    13         Kevin-McIsaac      8  jupyter-widgets\n",
       "    14              epifanio      4  jupyter-widgets\n",
       "    15                cekees      4  jupyter-widgets\n",
       "    16                 batic      4  jupyter-widgets\n",
       "    17               annefou      4  jupyter-widgets\n",
       "    18       clemens-tolboom      4  jupyter-widgets\n",
       "    19               ajgeers      4  jupyter-widgets\n",
       "    20            jasongrout   1749  jupyter-widgets\n",
       "    21         SylvainCorlay   1280  jupyter-widgets\n",
       "    22              jdfreder    460  jupyter-widgets\n",
       "    23                 minrk    129  jupyter-widgets\n",
       "    24              pbugnion    121  jupyter-widgets\n",
       "    25       maartenbreddels    112  jupyter-widgets\n",
       "    26               vidartf    100  jupyter-widgets\n",
       "    27               mwcraig     96  jupyter-widgets\n",
       "    28              jdemeyer     84  jupyter-widgets\n",
       "    29                afshin     68  jupyter-widgets\n",
       "    ..                   ...    ...              ...\n",
       "    78             imankulov      4  jupyter-widgets\n",
       "    79         SylvainCorlay      4  jupyter-widgets\n",
       "    80               DougRzz      4  jupyter-widgets\n",
       "    81         SylvainCorlay     28  jupyter-widgets\n",
       "    82            jasongrout     12  jupyter-widgets\n",
       "    83       maartenbreddels     12  jupyter-widgets\n",
       "    84               vidartf      8  jupyter-widgets\n",
       "    85              bollwyvl      8  jupyter-widgets\n",
       "    86               zerline      4  jupyter-widgets\n",
       "    87                PytLab      4  jupyter-widgets\n",
       "    88            adamchainz      4  jupyter-widgets\n",
       "    89                  fm75      4  jupyter-widgets\n",
       "    90               gbivins      4  jupyter-widgets\n",
       "    91             jonmmease      4  jupyter-widgets\n",
       "    92                 wolfv      4  jupyter-widgets\n",
       "    93           martinRenou      4  jupyter-widgets\n",
       "    94   npmcdn-to-unpkg-bot      4  jupyter-widgets\n",
       "    95               rowanc1      4  jupyter-widgets\n",
       "    96              sterlinm      4  jupyter-widgets\n",
       "    97              willingc      4  jupyter-widgets\n",
       "    98              DraTeots      4  jupyter-widgets\n",
       "    99               vidartf     68  jupyter-widgets\n",
       "    100          cornhundred     20  jupyter-widgets\n",
       "    101                jtpio      8  jupyter-widgets\n",
       "    102            blink1073      8  jupyter-widgets\n",
       "    103            astrofrog      8  jupyter-widgets\n",
       "    104          martinRenou      4  jupyter-widgets\n",
       "    105      maartenbreddels      4  jupyter-widgets\n",
       "    106           jasongrout      4  jupyter-widgets\n",
       "    107           JoaoFelipe      4  jupyter-widgets\n",
       "    \n",
       "    [108 rows x 3 columns],\n",
       "    encoding: FacetedEncoding({\n",
       "      x: X({\n",
       "        field: 'author',\n",
       "        sort: ['jasongrout', 'SylvainCorlay', 'jdfreder', 'vidartf', 'martinRenou', 'SylvainCorlay', 'minrk', 'pbugnion', 'maartenbreddels', 'VasavanThiru', 'vidartf', 'mwcraig', 'mwcraig', 'jdemeyer', 'SylvainCorlay', 'martinRenou', 'vidartf', 'afshin', 'cnishina', 'SylvainCorlay', 'willingc', 'abelnation', 'jtpio', 'kgiacobbi', 'gnestor', 'blink1073', 'ivanov', 'martinRenou', 'ssunkara1', 'jasongrout', 'SylvainCorlay', 'davidbrochart', 'jasongrout', 'dwillmer', 'cornhundred', 'ellisonbg', 'vidartf', 'tylere', 'jtpio', 'Kirill888', 'maartenbreddels', 'toddrme2178', 'SylvainCorlay', 'jasongrout', 'vidartf', 'aothms', 'maartenbreddels', 'toddrme2178', 'minrk', 'Jamim', 'maartenbreddels', 'jtpio', 'bollwyvl', 'blink1073', 'astrofrog', 'gouarin', 'toddrme2178', 'martinal', 'avmarchenko', 'deeplook', 'costrouc', 'fitoprincipe', 'Kevin-McIsaac', 'GenevieveBuckley', 'toddrme2178', 'jtpio', 'martinRenou', 'PytLab', 'adamchainz', 'fm75', 'gbivins', 'jonmmease', 'wolfv', 'sterlinm', 'npmcdn-to-unpkg-bot', 'rowanc1', 'cekees', 'willingc', 'DraTeots', 'epifanio', 'martinRenou', 'maartenbreddels', 'jasongrout', 'zerline', 'clemens-tolboom', 'batic', 'mariusvniekerk', 'ataiya', 'yungyuc', 'cekees', 'codypiersall', 'jsb', 'nlooije', 'glyg', 'wolfv', 'fcollonval', 'martinRenou', 'annefou', 'rmorshea', 'davidbrochart', 'tylere', 'pluradj', 'kohr-h', 'imankulov', 'SylvainCorlay', 'DougRzz', 'ajgeers', 'JoaoFelipe'],\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      y: Y({\n",
       "        field: 'count',\n",
       "        type: 'quantitative'\n",
       "      })\n",
       "    }),\n",
       "    mark: 'bar',\n",
       "    title: 'jupyter-widgets'\n",
       "  }), Chart({\n",
       "    data:              author  count         org\n",
       "    0         choldgraf     32  jupyterhub\n",
       "    1          willingc      6  jupyterhub\n",
       "    2           rkdarst     72  jupyterhub\n",
       "    3        mbmilligan     16  jupyterhub\n",
       "    4          cmd-ntrf     10  jupyterhub\n",
       "    5      DeepHorizons      8  jupyterhub\n",
       "    6       anderbubble      6  jupyterhub\n",
       "    7         dcbradley      6  jupyterhub\n",
       "    8           Petraea      4  jupyterhub\n",
       "    9          ddemidov      4  jupyterhub\n",
       "    10            zonca      4  jupyterhub\n",
       "    11      willfurnass      4  jupyterhub\n",
       "    12      miguelmarco      2  jupyterhub\n",
       "    13         mcburton      2  jupyterhub\n",
       "    14            Hoeze      2  jupyterhub\n",
       "    15         willingc      2  jupyterhub\n",
       "    16         barrymoo      2  jupyterhub\n",
       "    17       ryanlovett      2  jupyterhub\n",
       "    18      nevdullcode      2  jupyterhub\n",
       "    19        mj-harvey      2  jupyterhub\n",
       "    20            dylex      2  jupyterhub\n",
       "    21             fm75      2  jupyterhub\n",
       "    22        choldgraf    102  jupyterhub\n",
       "    23          betatim     10  jupyterhub\n",
       "    24        yuvipanda      6  jupyterhub\n",
       "    25          jzf2101      6  jupyterhub\n",
       "    26    gitter-badger      4  jupyterhub\n",
       "    27      aaqaishtyaq      4  jupyterhub\n",
       "    28   ashwani-pandey      4  jupyterhub\n",
       "    29       ColCarroll      2  jupyterhub\n",
       "    ..              ...    ...         ...\n",
       "    434       sumalaika      2  jupyterhub\n",
       "    435      squaresurf      2  jupyterhub\n",
       "    436         nthiery      2  jupyterhub\n",
       "    437        mcburton      2  jupyterhub\n",
       "    438           clkao      2  jupyterhub\n",
       "    439    akhilputhiry      2  jupyterhub\n",
       "    440         Petraea      2  jupyterhub\n",
       "    441         Luke035      2  jupyterhub\n",
       "    442          jcrist     18  jupyterhub\n",
       "    443  reallyhappypig      2  jupyterhub\n",
       "    444       yuvipanda    270  jupyterhub\n",
       "    445           minrk    200  jupyterhub\n",
       "    446    consideRatio    174  jupyterhub\n",
       "    447        willingc    118  jupyterhub\n",
       "    448       choldgraf    104  jupyterhub\n",
       "    449          manics     54  jupyterhub\n",
       "    450           clkao     30  jupyterhub\n",
       "    451      manycoding     22  jupyterhub\n",
       "    452      ryanlovett     20  jupyterhub\n",
       "    453          arokem     12  jupyterhub\n",
       "    454         Carreau     12  jupyterhub\n",
       "    455          bitnik     10  jupyterhub\n",
       "    456           tmshn     10  jupyterhub\n",
       "    457         betatim     10  jupyterhub\n",
       "    458          gsemet     10  jupyterhub\n",
       "    459           jtpio      8  jupyterhub\n",
       "    460        cam72cam      8  jupyterhub\n",
       "    461          henchc      8  jupyterhub\n",
       "    462    danielballan      6  jupyterhub\n",
       "    463          hnykda      6  jupyterhub\n",
       "    \n",
       "    [464 rows x 3 columns],\n",
       "    encoding: FacetedEncoding({\n",
       "      x: X({\n",
       "        field: 'author',\n",
       "        sort: ['minrk', 'yuvipanda', 'minrk', 'betatim', 'willingc', 'minrk', 'yuvipanda', 'choldgraf', 'minrk', 'consideRatio', 'yuvipanda', 'yuvipanda', 'choldgraf', 'willingc', 'minrk', 'minrk', 'choldgraf', 'choldgraf', 'betatim', 'yuvipanda', 'leportella', 'minrk', 'henchbot', 'bitnik', 'rkdarst', 'minrk', 'yuvipanda', 'choldgraf', 'yuvipanda', 'willingc', 'manics', 'greenkeeper', 'Carreau', 'Carreau', 'GeorgianaElena', 'ellisonbg', 'yuvipanda', 'minrk', 'minrk', 'minrk', 'henchc', 'consideRatio', 'yuvipanda', 'choldgraf', 'choldgraf', 'clkao', 'blink1073', 'minrk', 'willingc', 'jtyberg', 'rkdarst', 'willingc', 'vilhelmen', 'choldgraf', 'dhirschfeld', 'minrk', 'GeorgianaElena', 'dhirschfeld', 'willingc', 'ryanlovett', 'minrk', 'manycoding', 'ryanlovett', 'adelcast', 'ssanderson', 'Zsailer', 'yuvipanda', 'choldgraf', 'jcrist', 'minrk', 'jtpio', 'DeepHorizons', 'yuvipanda', 'mbmilligan', 'rschroll', 'willingc', 'athornton', 'rcthomas', 'Carreau', 'parente', 'barrachri', 'mael-le-gal', 'dhirschfeld', 'betatim', 'willingc', 'GeorgianaElena', 'consideRatio', 'jcrist', 'Carreau', 'arokem', 'ktong', 'zonca', 'renovate', 'sgibson91', 'sgibson91', 'Carreau', 'willingc', 'yuvipanda', 'manics', 'cmd-ntrf', 'athornton', 'betatim', 'betatim', 'bitnik', 'jhamman', 'tmshn', 'betatim', 'dtaniwaki', 'bitnik', 'gsemet', 'yuvipanda', 'mpacer', 'rgbkrk', 'willingc', 'kshitija08', 'cam72cam', 'henchc', 'DeepHorizons', 'jtpio', 'betatim', 'GrahamDumpleton', 'willingc', 'fm75', 'choldgraf', 'stefanoborini', 'yuvipanda', 'captainsafia', 'yuvipanda', 'jhamrick', 'ssanderson', 'yuvipanda', '00Kai0', 'jbweston', 'clkao', 'NickolausDS', 'GeorgianaElena', 'danielballan', 'parmentelat', 'minrk', 'minrk', 'Naba7', 'aernlund', 'gedankenstuecke', 'rprimet', 'betatim', 'willingc', 'leportella', 'willirath', 'yuvipanda', 'gweis', 'athornton', 'danielfrg', 'eduardohenriquearnold', 'ixjlyons', 'danielballan', 'ellisonbg', 'RohitK89', 'hnykda', 'GladysNalvarte', 'consideRatio', 'leafty', 'pminkov', 'willingc', 'leportella', 'robnagler', 'jzf2101', 'yuvipanda', 'aculich', 'jirikuncar', 'richafrank', 'bigzachattack', 'anderbubble', 'dcbradley', 'ryanlovett', 'keithcallenberg', 'choldgraf', 'rafael-ladislau', 'willingc', 'dtaniwaki', 'staeiou', 'wrightaprilm', 'bitnik', 'shraykay', 'randy3k', 'bivas', 'yuvipanda', 'choldgraf', 'nnashok', 'gedankenstuecke', 'Siecje', 'jzf2101', 'rgaiacs', 'andreaslang', 'ctb', 'yuvipanda', 'lheagy', 'Carreau', 'ryanlovett', 'mariusvniekerk', 'Miniland1333', 'DeepHorizons', 'lresende', 'woowahan-jaehoon', 'betatim', 'bitnik', 'cnydw', 'foxish', 'Carreau', 'samhinshaw', 'danielballan', 'willingc', 'willingc', 'GrahamDumpleton', 'ryanlovett', 'anton-khodak', 'amit1rrr', 'gitter-badger', 'Xarthisius', 'nickurak', 'consideRatio', 'SaladRaider', 'rokroskar', 'xhochy', 'manics', 'behrmann', 'willfurnass', 'zonca', 'ddemidov', 'rschroll', 'athornton', 'Petraea', 'willingc', 'aaqaishtyaq', 'jkuruzovich', 'clancychilds', 'marcusianlevine', 'betatim', 'ashwani-pandey', 'rkdarst', 'cmd-ntrf', 'Carreau', 'willingc', 'pseudomuto', 'EdwardJKim', 'Carreau', 'Analect', 'henchc', 'davidedelvento', 'davidbath', 'cmclaughlin', 'ellisonbg', 'betatim', 'jonathansp', 'minrk', 'mxjeff', 'sashafierce', 'JenCabral', 'YannBrrd', 'yuvipanda', 'runwuf', 'tmshn', 'dobos', 'dmvieira', 'dbsanfte', 'ColCarroll', 'minrk', 'minrk', 'JoyLubega', 'djsegal', 'sterlinm', 'ssatia', 'sourceindex', 'parente', 'lumbric', 'evanlinde', 'mortbauer', 'betatim', 'mariusvniekerk', 'akhilputhiry', 'takluyver', 'mohirio', 'minrk', 'fm75', 'druuu', 'ColCarroll', 'zonca', 'sumalaika', 'squaresurf', 'nthiery', 'mcburton', 'clkao', 'Petraea', 'kfix', 'Luke035', 'reallyhappypig', 'fm75', 'dylex', 'mj-harvey', 'nevdullcode', 'ryanlovett', 'barrymoo', 'willingc', 'Hoeze', 'mcburton', 'miguelmarco', 'tkw1536', 'TheBear44', 'cornhundred', 'MayeulC', 'fm75', 'devnoot', 'dbuse', 'behrmann', 'RobinFrcd', 'willingc', 'ryanlovett', 'mpacer', 'jzf2101', 'consideRatio', 'jorisvandenbossche', 'jamesdbrock', 'ihnorton', 'willingc', 'haraldschilly', 'garej', 'fm75', 'drj11', 'cranmer', 'charlesreid1', 'adl', 'fomightez', 'gyg-github', 'gillybops', 'JuanCab', 'jacobtomlinson', 'costrouc', 'FvD', 'albertmichaelj', 'flixr', 'dsevero', 'dalg24', 'bryanwweber', 'bbhopesh', 'aothms', 'BlueCocoa', 'zonca', 'zebulasampedro', 'GeorgianaElena', 'efedorov-dart', 'stv0g', 'willingc', 'townsenddw', 'thotypous', 'najibninaba', 'ixjlyons', 'fm75', 'boersmamarcel', 'HTLife', 'DavidNemeskey', 'parente', 'harschware', 'willirath', 'yuvipanda', 'rgerkin', 'fm75', 'Naba7', 'dzhoou', 'fm75', 'moisei', 'parente', 'nokome', 'fm75', 'iagomez', 'josephofiowa', 'jakirkham', 'bollwyvl', 'gweis', 'heatwole', 'ian-r-rose', 'jacobtomlinson', 'ltalirz', 'joshbode', 'lsetiawan', 'xmnlab', 'quasiben', 'CristoJV', 'rcolle', 'kalugny', 'kalvinnchau', 'lsetiawan', 'tkinz27', 'mpacer', 'Zsailer', 'minrk', 'choldgraf', 'pranav', 'ryanlovett', 'zonca', 'Carreau', 'fm75', 'willingc', 'vidartf', 'pdurbin', 'quasiben', 'parente', 'kinow', 'misolietavec', 'jeffnappi', 'ivan-gomes', 'ichasepucks', 'fm75', 'dtaniwaki', 'ashishdahiya', 'jtpio', 'nuest', 'cmd-ntrf', 'captainsafia', 'rtcn2', 'brylie', 'raethlein', 'minrk', 'jason-huling', 'hiroki-sawano', 'gitavi', 'betatim', 'consideRatio', 'znicholls', 'sigurdurb', 'ogrisel', 'manics', 'cristiklein', 'brospars', 'ryanlovett', 'minrk', 'capgadsx', 'liffiton', 'jstaf', 'jasongrout', 'ian-r-rose', 'consideRatio', 'clkao', 'betatim', 'JenCabral', 'fsksf', 'dvalters', 'Xarthisius', 'chang-zhijie', 'betatim', 'fm75', 'ksurent', 'farmerbean', 'ermakovpetr', 'dirkcgrunwald', 'bioinformaticsbejo', 'jfautley', 'Valdimus', 'Lixxia', 'LLluma', 'Karel-van-de-Plassche', 'KSriHarsha591', 'jcrubioa', 'kishorchintal', 'willingc', 'rgbkrk'],\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      y: Y({\n",
       "        field: 'count',\n",
       "        type: 'quantitative'\n",
       "      })\n",
       "    }),\n",
       "    mark: 'bar',\n",
       "    title: 'jupyterhub'\n",
       "  }), Chart({\n",
       "    data:               author  count         org\n",
       "    0             afshin     18  jupyterlab\n",
       "    1          blink1073     45  jupyterlab\n",
       "    2       danielballan     30  jupyterlab\n",
       "    3            vidartf      5  jupyterlab\n",
       "    4           sterlinm      5  jupyterlab\n",
       "    5          nscozzaro      5  jupyterlab\n",
       "    6          michzimny      5  jupyterlab\n",
       "    7         jasongrout      5  jupyterlab\n",
       "    8            gnestor      5  jupyterlab\n",
       "    9    ClaytonPassmore      5  jupyterlab\n",
       "    10         blink1073    110  jupyterlab\n",
       "    11        jasongrout     20  jupyterlab\n",
       "    12             jtpio     10  jupyterlab\n",
       "    13      danielballan     10  jupyterlab\n",
       "    14           vidartf      5  jupyterlab\n",
       "    15           parente      5  jupyterlab\n",
       "    16           gnestor      5  jupyterlab\n",
       "    17              fm75      5  jupyterlab\n",
       "    18            crowdy      5  jupyterlab\n",
       "    19          bollwyvl      5  jupyterlab\n",
       "    20        almarklein      5  jupyterlab\n",
       "    21   ClaytonPassmore      5  jupyterlab\n",
       "    22            Bamieh      5  jupyterlab\n",
       "    23           gnestor    313  jupyterlab\n",
       "    24          domoritz     86  jupyterlab\n",
       "    25         blink1073     71  jupyterlab\n",
       "    26        ian-r-rose     41  jupyterlab\n",
       "    27        dependabot     30  jupyterlab\n",
       "    28           flesser     20  jupyterlab\n",
       "    29        jasongrout     15  jupyterlab\n",
       "    ..               ...    ...         ...\n",
       "    214          hroncok      5  jupyterlab\n",
       "    215    SylvainCorlay      5  jupyterlab\n",
       "    216         lresende      6  jupyterlab\n",
       "    217          vidartf      5  jupyterlab\n",
       "    218        blink1073      5  jupyterlab\n",
       "    219          gnestor    267  jupyterlab\n",
       "    220        blink1073     20  jupyterlab\n",
       "    221          jzf2101     10  jupyterlab\n",
       "    222          vidartf      5  jupyterlab\n",
       "    223          Zsailer      5  jupyterlab\n",
       "    224       jasongrout     20  jupyterlab\n",
       "    225        blink1073     15  jupyterlab\n",
       "    226       ian-r-rose     10  jupyterlab\n",
       "    227          vidartf      5  jupyterlab\n",
       "    228   saulshanabrook      5  jupyterlab\n",
       "    229            jtpio      5  jupyterlab\n",
       "    230             fm75      5  jupyterlab\n",
       "    231         timnlupo      1  jupyterlab\n",
       "    232       jasongrout      5  jupyterlab\n",
       "    233         lmcinnes      5  jupyterlab\n",
       "    234         haugstve      5  jupyterlab\n",
       "    235    gitter-badger      5  jupyterlab\n",
       "    236      dharmaquark      5  jupyterlab\n",
       "    237        blink1073      5  jupyterlab\n",
       "    238          Carreau      5  jupyterlab\n",
       "    239       jasongrout      5  jupyterlab\n",
       "    240       telamonian     25  jupyterlab\n",
       "    241       ian-r-rose     10  jupyterlab\n",
       "    242   saulshanabrook      5  jupyterlab\n",
       "    243        blink1073      5  jupyterlab\n",
       "    \n",
       "    [244 rows x 3 columns],\n",
       "    encoding: FacetedEncoding({\n",
       "      x: X({\n",
       "        field: 'author',\n",
       "        sort: ['blink1073', 'ian-r-rose', 'afshin', 'jasongrout', 'ellisonbg', 'markellekelly', 'zuoyuanh', 'ian-r-rose', 'saulshanabrook', 'gnestor', 'vidartf', 'zzhangjii', 'gnestor', 'richagadgil', 'cameronoelsen', 'gnestor', 'declanvk', 'ian-r-rose', 'ian-r-rose', 'charnpreetsingh', 'ashutoshbondre', 'blink1073', 'meeseeksdev', 'eskirk', 'telamonian', 'nproctor', 'jtpio', 'SylvainCorlay', 'fcollonval', 'jaipreet-s', 'lucbouchard1', 'blink1073', 'BoPeng', 'minrk', 'jzf2101', 'ian-r-rose', 'AlbertHilb', 'afshin', 'NoahStapp', 'mpacer', 'jennalandy', 'domoritz', 'NoahStapp', 'declanvk', 'blink1073', 'neelamgehlot', 'hzarea', 'saulshanabrook', 'ddavidebor', 'jzf2101', 'blink1073', 'ian-r-rose', 'jasongrout', 'blink1073', 'hoo761', 'saulshanabrook', 'dependabot', 'ian-r-rose', 'danielballan', 'dependabot', 'telamonian', 'markellekelly', 'charnpreetsingh', 'xmnlab', 'dhirschfeld', 'dependabot', 'fcollonval', 'ellisonbg', 'dharmaquark', 'blink1073', 'jasongrout', 'jasongrout', 'flesser', 'afshin', 'zuoyuanh', 'ian-r-rose', 'saulshanabrook', 'hoo761', 'SylvainCorlay', 'acu192', 'blink1073', 'dependabot', 'AlbertHilb', 'jasongrout', 'ellisonbg', 'acu192', 'jennalandy', 'dependabot', 'dependabot', 'SylvainCorlay', 'vidartf', 'jasongrout', 'jzf2101', 'wietsedv', 'ktong', 'dependabot', 'danielballan', 'gnestor', 'jtpio', 'blink1073', 'saulshanabrook', 'fcollonval', 'ian-r-rose', 'saulshanabrook', 'ian-r-rose', 'ellisonbg', 'dependabot', 'mjmdavis', 'gnestor', 'choldgraf', 'yuvipanda', 'jahsue78', 'cameronoelsen', 'lresende', 'vidartf', 'SylvainCorlay', 'dharmaquark', 'blink1073', 'davclark', 'jaipreet-s', 'thomafred', 'jasongrout', 'tgrout', 'telamonian', 'Carreau', 'jasongrout', 'seibs', 'niklastoe', 'ddragosd', 'blink1073', 'vidartf', 'ivanov', 'ian-r-rose', 'afshin', 'parente', 'hroncok', 'saulshanabrook', 'toddrme2178', 'zerline', 'vidartf', 'haugstve', 'rschroll', 'telamonian', 'zzhangjii', 'jzf2101', 'jdetle', 'jtpio', 'fm75', 'jasongrout', 'lmcinnes', 'gitter-badger', 'Zsailer', 'hzarea', 'hkjinlee', 'ellisonbg', 'fcollonval', 'gnestor', 'jasongrout', 'marius311', 'caesar', 'maartenbreddels', 'saulshanabrook', 'lresende', 'esevan', 'TiemenSch', 'hadim', 'dbast', 'blink1073', 'jasongrout', 'Zsailer', 'karamba228', 'ellisonbg', 'dependabot', 'telamonian', 'ellisonbg', 'zonca', 'afshin', 'KirstieJane', 'TheBear44', 'Zsailer', 'ddavidebor', 'axiezai', 'hottwaj', 'jonmmease', 'mozz100', 'vidartf', 'vidartf', 'sterlinm', 'nscozzaro', 'michzimny', 'jasongrout', 'gnestor', 'ClaytonPassmore', 'parente', 'vidartf', 'gnestor', 'fm75', 'crowdy', 'bollwyvl', 'almarklein', 'ClaytonPassmore', 'Bamieh', 'yuvipanda', 'gnestor', 'mariusvniekerk', 'agoose77', 'jzf2101', 'cforelle', 'Analect', 'toddrme2178', 'ryanlovett', 'horstle', 'blink1073', 'RitwikGupta', 'vidartf', 'AlbertHilb', 'afshin', 'karamba228', 'spec2e', 'juliandolby', 'gnestor', 'blink1073', 'Carreau', 'mirestrepo', 'willingc', 'andersy005', 'LucasRoesler', 'catap', 'danielgruesso', 'ashwinvis', 'amueller', 'ameier38', 'TejasQ', 'RitwikGupta', 'willingc', 'vidartf', 'toddrme2178', 'tkinz27', 'mrakitin', 'ktong', 'gcbeltramini', 'blink1073', 'wonsjb', 'timnlupo'],\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      y: Y({\n",
       "        field: 'count',\n",
       "        type: 'quantitative'\n",
       "      })\n",
       "    }),\n",
       "    mark: 'bar',\n",
       "    title: 'jupyterlab'\n",
       "  }), Chart({\n",
       "    data:              author  count      org\n",
       "    0           lgeiger      5  nteract\n",
       "    1           gnestor      5  nteract\n",
       "    2            rgbkrk      4  nteract\n",
       "    3       greenkeeper      3  nteract\n",
       "    4           mlucool      1  nteract\n",
       "    5          jdfreder      1  nteract\n",
       "    6       IonicaBizau      1  nteract\n",
       "    7      EnriqueVidal      1  nteract\n",
       "    8            rgbkrk      6  nteract\n",
       "    9          jdfreder      2  nteract\n",
       "    10         jdfreder      2  nteract\n",
       "    11         willingc     42  nteract\n",
       "    12           mpacer     36  nteract\n",
       "    13           rgbkrk     14  nteract\n",
       "    14         chyzzqo2      1  nteract\n",
       "    15        yuvipanda      1  nteract\n",
       "    16           rgbkrk      1  nteract\n",
       "    17          holdenk     14  nteract\n",
       "    18         willingc      2  nteract\n",
       "    19           rgbkrk      1  nteract\n",
       "    20      BryanCutler      1  nteract\n",
       "    21           rgbkrk     20  nteract\n",
       "    22     captainsafia     11  nteract\n",
       "    23         jdfreder      9  nteract\n",
       "    24      greenkeeper      5  nteract\n",
       "    25          lgeiger      1  nteract\n",
       "    26           jdetle      1  nteract\n",
       "    27           rgbkrk      2  nteract\n",
       "    28         willingc      1  nteract\n",
       "    29           rgbkrk      1  nteract\n",
       "    ..              ...    ...      ...\n",
       "    356          rgbkrk      5  nteract\n",
       "    357        jdfreder      3  nteract\n",
       "    358       blink1073      3  nteract\n",
       "    359     willwhitney      2  nteract\n",
       "    360        n-riesco      1  nteract\n",
       "    361          rgbkrk     16  nteract\n",
       "    362     greenkeeper     11  nteract\n",
       "    363        jdfreder      2  nteract\n",
       "    364         Fisch80      1  nteract\n",
       "    365          rgbkrk     27  nteract\n",
       "    366          mpacer      7  nteract\n",
       "    367       yuvipanda      6  nteract\n",
       "    368         gnestor      6  nteract\n",
       "    369        willingc      5  nteract\n",
       "    370       menglewis      2  nteract\n",
       "    371       ellisonbg      2  nteract\n",
       "    372    captainsafia      2  nteract\n",
       "    373         Madhu94      2  nteract\n",
       "    374        tonyfast      1  nteract\n",
       "    375       tacaswell      1  nteract\n",
       "    376          jdetle      1  nteract\n",
       "    377          elgalu      1  nteract\n",
       "    378         betatim      1  nteract\n",
       "    379         lgeiger      1  nteract\n",
       "    380    captainsafia      1  nteract\n",
       "    381  CrystallineCat      2  nteract\n",
       "    382          rgbkrk      2  nteract\n",
       "    383         lgeiger      2  nteract\n",
       "    384         lgeiger      2  nteract\n",
       "    385     greenkeeper      1  nteract\n",
       "    \n",
       "    [386 rows x 3 columns],\n",
       "    encoding: FacetedEncoding({\n",
       "      x: X({\n",
       "        field: 'author',\n",
       "        sort: ['rgbkrk', 'renovate', 'captainsafia', 'lgeiger', 'lgeiger', 'rgbkrk', 'jdetle', 'greenkeeper', 'greenkeeperio-bot', 'greenkeeper', 'jdfreder', 'BenRussert', 'renovate', 'alexandercbooth', 'emeeks', 'theengineear', 'n-riesco', 'cabhishek', 'MSeal', 'willingc', 'renovate', 'stormpython', 'BenRussert', 'mpacer', 'greenkeeper', 'peggyrayzis', 'kylebarron', 'rgbkrk', 'rgbkrk', 'Carreau', 'renovate', 'willingc', 'rgbkrk', 'lgeiger', 'wadethestealth', 'rgbkrk', 'ewmassey', 'willingc', 'mpacer', 'willingc', 'emeeks', 'rgbkrk', 'nikitakit', 'lgeiger', 'kenwheeler', 'rgbkrk', 'aviatesk', 'lgeiger', 'willingc', 'rgbkrk', 'jkornblum', 'Shinigami92', 'slavaGanzin', 'rgbkrk', 'alexandercbooth', 'rgbkrk', 'rgbkrk', 'rgbkrk', 'rgbkrk', 'alexandercbooth', 'rgbkrk', 'holdenk', 'MSeal', 'rgbkrk', 'rgbkrk', 'renovate', 'rgbkrk', 'rgbkrk', 'rgbkrk', 'lgeiger', 'captainsafia', 'alexandercbooth', 'susielu', 'greenkeeper', 'torioLuz', 'rgbkrk', 'rgbkrk', 'jdfreder', 'renovate', 'jdfreder', 'lgeiger', 'willingc', 'VincentBLortie', 'mpacer', 'greenkeeper', 'rgbkrk', 'rgbkrk', 'rgbkrk', 'captainsafia', 'willingc', 'lgeiger', 'rgbkrk', 'jdetle', 'lgeiger', 'greenkeeper', 'mpacer', 'lgeiger', 'greenkeeper', 'gnestor', 'yuvipanda', 'jdfreder', 'rgbkrk', 'harsham4026', 'betatim', 'captainsafia', 'rgbkrk', 'smashwilson', 'gnestor', 'rgbkrk', 'willingc', 'rgbkrk', 'captainsafia', 'rgbkrk', 'captainsafia', 'BenRussert', 'willingc', 'kelleyblackmore', 'micahstubbs', 'greenkeeper', 'jdetle', 'jdfreder', 'michelorengo', 'greenkeeper', 'lgeiger', 'dwolfschlaeger', 'captainsafia', 'holdenk', 'rgbkrk', 'jdfreder', 'lgeiger', 'rgbkrk', 't9md', 'SarahRyanneB', 'aaronmak', 'casperdcl', 'rgbkrk', 'rgbkrk', 'lgeiger', 'rgbkrk', 'blink1073', 'ndydng', 'greenkeeper', 'eseiver', 'Aaronmacaron', 'lgeiger', 'willingc', 'fabric-8', 'willingc', 'dependabot', 'jdfreder', 'puria', 'jameswomack', 'jdfreder', 'theengineear', 'captainsafia', 'imgbot', 'jzf2101', 'greenkeeper', 'jzf2101', 'curran', 'fasiha', 'Carreau', 'jdfreder', 'captainsafia', 'betatim', 'captainsafia', 'jdfreder', 'willingc', 'tiangolo', 'rgbkrk', 'captainsafia', 'greenkeeper', 'pfackeldey', 'cclauss', 'jeffreypriebe', 'jdfreder', 'captainsafia', 'duarteocarmo', 'betatim', 'vizhur', 'gogasca', 'harph', 'minrk', 'betatim', 'dependabot', 'williamstein', 'menglewis', 'Madhu94', 'captainsafia', 'ellisonbg', 'alexandercbooth', 'jdfreder', 'jdfreder', 'BenRussert', 'rgbkrk', 'lgeiger', 'bnaul', 'charsmith', 'choldgraf', 'wsavran', 'greenkeeper', 'lgeiger', 'rgbkrk', 'CrystallineCat', 'jdfreder', 'rgbkrk', 'willingc', 'grabartley', 'aulneau', 'captainsafia', 'ivanov', 'Carreau', 'willingc', 'pingshunhuangalex', 'josephofiowa', 'rgbkrk', 'lgeiger', 'dependabot', 'greenkeeper', 'greenkeeper', 'jdfreder', 'rgbkrk', 'jdfreder', 'rgbkrk', 'rgbkrk', 'SarahRyanneB', 'rgbkrk', 'tmcw', 'kiwi0fruit', 'rgbkrk', 'rgbkrk', 'jaipreet-s', 'xanecs', 'cvkline', 'n-riesco', 'captainsafia', 'jasonk000', 'willingc', 'willwhitney', 'jdfreder', 'ReadmeCritic', 'jdetle', 'mph006', 'netbek', 'agirton', 'jasongrout', 'blink1073', 'rgbkrk', 'dgwyer', 'minrk', 'lgeiger', 'greenkeeper', 'captainsafia', 'willingc', 'mathisonian', 'captainsafia', 'emeeks', 'stevepeak', 'jdetle', 'Fisch80', 'hydrosquall', 'jdetle', 'n-riesco', 'rgbkrk', 'tonyfast', 'tacaswell', 'willwhitney', 'kgeis', 'hydrosquall', 'sccolbert', 'jdetle', 'elgalu', 'dfeehrer', 'betatim', 'matthiasdv', 'mpacer', 'rgbkrk', 'pablolmiranda', 'lgeiger', 'karissa', 'captainsafia', 'willingc', 'mph006', 'trallard', 'mpacer', 'jdfreder', 'rgbkrk', 'rgbkrk', 'rgbkrk', 'thewtex', 'rgbkrk', 'jameskoch', 'williamstein', 'jw56578', 'rgbkrk', 'willingc', 'captainsafia', 'rgbkrk', 'mpacer', 'jdfreder', 'rgbkrk', 'jdpigeon', 'jdfreder', 'ivanov', 'Carreau', 'willingc', 'rs2', 'choldgraf', 'betatim', 'freeman-lab', 'jdfreder', 'hydrosquall', 'captainsafia', 'mlucool', 'jdfreder', 'IonicaBizau', 'EnriqueVidal', 'chyzzqo2', 'yuvipanda', 'rgbkrk', 'rgbkrk', 'BryanCutler', 'lgeiger', 'jdetle', 'willingc', 'rgbkrk', 'minrk', 'willingc', 'taniki', 'rwatts3', 'mpacer', 'jacebrowning', 'gnestor', 'ewmassey', 'rmorshea', 'captainsafia', 'kenwheeler', 'IonicaBizau', 'mjugan', 'blois', 'greenkeeper', 'captainsafia', 'jdfreder', 'greenkeeper', 'willingc', 'greenkeeper', 'aulneau', 'alexandercbooth', 'dorafc', 'jdetle', 'dependabot', 'chrnorm', 'stormpython', 'azure-pipelines', 'kelleyblackmore', 'IonicaBizau', 'AlJohri', 'willingc', 'rgbkrk', 'jeffwong', 'alexandercbooth', 'BenRussert', 'lgeiger', 'chris-malloy-mri', 'greenkeeper', 'IonicaBizau', 'rgbkrk', 'lgeiger', 'captainsafia', 'rgbkrk', 'greenkeeper', 'willwhitney', 'lgeiger', 'Jaykul', 'willwhitney', 'rgbkrk', 'rgbkrk', 'BenRussert', 'williamstein', 'lgeiger', 'kylebarron', 'haraldschilly', 'vtellier', 'Zsailer', 'rgbkrk', 'greenkeeper'],\n",
       "        type: 'nominal'\n",
       "      }),\n",
       "      y: Y({\n",
       "        field: 'count',\n",
       "        type: 'quantitative'\n",
       "      })\n",
       "    }),\n",
       "    mark: 'bar',\n",
       "    title: 'nteract'\n",
       "  })]\n",
       "})"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "charts = []\n",
    "for org, iauthors in top_authors.groupby('org'):\n",
    "    author_order = iauthors.sort_values(['count'], ascending=False).index.values.tolist()\n",
    "    ch = alt.Chart(iauthors.reset_index(), title=org).mark_bar().encode(\n",
    "        x=alt.X('author', sort=author_order),\n",
    "        y='count',\n",
    "    )\n",
    "    charts.append(ch)\n",
    "alt.hconcat(*charts)"
   ]
  },
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