fetch-1/analyze-reqs.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "tags": []
      },
      "outputs": [],
      "source": [
        "from utz import *\n",
        "from humanize import naturalsize"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "tags": []
      },
      "source": [
        "[Papermill](https://papermill.readthedocs.io/en/latest/) parameters:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "tags": [
          "parameters"
        ]
      },
      "outputs": [],
      "source": [
        "name = 'fetch-1'\n",
        "out_fmt = 'csv'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "tags": [
          "injected-parameters"
        ]
      },
      "outputs": [],
      "source": [
        "# Parameters\n",
        "name = \"fetch-1\"\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "tags": []
      },
      "outputs": [],
      "source": [
        "def path(basename):\n",
        "    return os.path.join(name, basename)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "tags": []
      },
      "outputs": [],
      "source": [
        "with open(path('query.sql'), 'r') as f:\n",
        "    query = f.read().rstrip('\\n')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "tags": []
      },
      "outputs": [],
      "source": [
        "makedirs(name, exist_ok=True)\n",
        "def save(df, df_name, out_fmt=out_fmt):\n",
        "    if out_fmt == 'csv':\n",
        "        df.to_csv(path(f'{df_name}.csv'))\n",
        "    elif out_fmt in [ 'pqt', 'parquet' ]:\n",
        "        df.to_parquet(path(f'{df_name}.parquet'))\n",
        "    else:\n",
        "        raise ValueError(f'Unrecognize out_fmt: {out_fmt}')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "tags": []
      },
      "outputs": [
        {
          "data": {
            "text/html": [
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "    .dataframe tbody tr th {\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>log</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>creator</th>\n",
              "      <td>{'name': 'WebInspector', 'version': '537.36'}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>entries</th>\n",
              "      <td>[{'_initiator': {'type': 'script', 'stack': {'...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>pages</th>\n",
              "      <td>[{'startedDateTime': '2024-01-07T22:24:08.520Z...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>version</th>\n",
              "      <td>1.2</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                       log\n",
              "creator      {'name': 'WebInspector', 'version': '537.36'}\n",
              "entries  [{'_initiator': {'type': 'script', 'stack': {'...\n",
              "pages    [{'startedDateTime': '2024-01-07T22:24:08.520Z...\n",
              "version                                                1.2"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "har_path = f'{name}.har'\n",
        "har = read_json(har_path)\n",
        "har"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "scrolled": true,
        "tags": []
      },
      "outputs": [
        {
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>_initiator</th>\n",
              "      <th>_priority</th>\n",
              "      <th>_resourceType</th>\n",
              "      <th>cache</th>\n",
              "      <th>pageref</th>\n",
              "      <th>request</th>\n",
              "      <th>response</th>\n",
              "      <th>serverIPAddress</th>\n",
              "      <th>startedDateTime</th>\n",
              "      <th>time</th>\n",
              "      <th>timings</th>\n",
              "      <th>connection</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>{'type': 'script', 'stack': {'callFrames': [{'...</td>\n",
              "      <td>High</td>\n",
              "      <td>fetch</td>\n",
              "      <td>{}</td>\n",
              "      <td>page_2</td>\n",
              "      <td>{'method': 'GET', 'url': 'https://cdn.jsdelivr...</td>\n",
              "      <td>{'status': 200, 'statusText': '', 'httpVersion...</td>\n",
              "      <td>151.101.1.229</td>\n",
              "      <td>2024-01-07T22:28:13.932Z</td>\n",
              "      <td>74.572</td>\n",
              "      <td>{'blocked': 35.761999719053506, 'dns': -1, 'ss...</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>{'type': 'script', 'stack': {'callFrames': [{'...</td>\n",
              "      <td>High</td>\n",
              "      <td>fetch</td>\n",
              "      <td>{}</td>\n",
              "      <td>page_2</td>\n",
              "      <td>{'method': 'GET', 'url': 'https://cdn.jsdelivr...</td>\n",
              "      <td>{'status': 200, 'statusText': '', 'httpVersion...</td>\n",
              "      <td>151.101.1.229</td>\n",
              "      <td>2024-01-07T22:28:13.933Z</td>\n",
              "      <td>74.268</td>\n",
              "      <td>{'blocked': 35.21600038826465, 'dns': -1, 'ssl...</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>{'type': 'script', 'stack': {'callFrames': [{'...</td>\n",
              "      <td>High</td>\n",
              "      <td>fetch</td>\n",
              "      <td>{}</td>\n",
              "      <td>page_2</td>\n",
              "      <td>{'method': 'GET', 'url': 'https://cdn.jsdelivr...</td>\n",
              "      <td>{'status': 200, 'statusText': '', 'httpVersion...</td>\n",
              "      <td>151.101.1.229</td>\n",
              "      <td>2024-01-07T22:28:13.933Z</td>\n",
              "      <td>74.509</td>\n",
              "      <td>{'blocked': 35.12499993783236, 'dns': -1, 'ssl...</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>{'type': 'script', 'stack': {'callFrames': [{'...</td>\n",
              "      <td>High</td>\n",
              "      <td>fetch</td>\n",
              "      <td>{}</td>\n",
              "      <td>page_2</td>\n",
              "      <td>{'method': 'GET', 'url': 'https://cdn.jsdelivr...</td>\n",
              "      <td>{'status': 200, 'statusText': '', 'httpVersion...</td>\n",
              "      <td>151.101.1.229</td>\n",
              "      <td>2024-01-07T22:28:13.933Z</td>\n",
              "      <td>76.545</td>\n",
              "      <td>{'blocked': 34.914999970644715, 'dns': -1, 'ss...</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>{'type': 'script', 'stack': {'callFrames': [{'...</td>\n",
              "      <td>High</td>\n",
              "      <td>fetch</td>\n",
              "      <td>{}</td>\n",
              "      <td>page_2</td>\n",
              "      <td>{'method': 'GET', 'url': 'https://cdn.jsdelivr...</td>\n",
              "      <td>{'status': 200, 'statusText': '', 'httpVersion...</td>\n",
              "      <td>151.101.1.229</td>\n",
              "      <td>2024-01-07T22:28:13.934Z</td>\n",
              "      <td>72.363</td>\n",
              "      <td>{'blocked': 34.1630001244247, 'dns': -1, 'ssl'...</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>360</th>\n",
              "      <td>{'type': 'script', 'stack': {'callFrames': [{'...</td>\n",
              "      <td>VeryHigh</td>\n",
              "      <td>xhr</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'method': 'GET', 'url': 'https://duckdb-repl....</td>\n",
              "      <td>{'status': 206, 'statusText': 'Partial Content...</td>\n",
              "      <td>52.216.213.241</td>\n",
              "      <td>2024-01-07T22:28:19.142Z</td>\n",
              "      <td>25.164</td>\n",
              "      <td>{'blocked': 1.142999707669019, 'dns': -1, 'ssl...</td>\n",
              "      <td>358721</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>361</th>\n",
              "      <td>{'type': 'script', 'stack': {'callFrames': [{'...</td>\n",
              "      <td>VeryHigh</td>\n",
              "      <td>xhr</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'method': 'GET', 'url': 'https://duckdb-repl....</td>\n",
              "      <td>{'status': 206, 'statusText': 'Partial Content...</td>\n",
              "      <td>52.216.213.241</td>\n",
              "      <td>2024-01-07T22:28:19.156Z</td>\n",
              "      <td>30.722</td>\n",
              "      <td>{'blocked': 6.881999803781509, 'dns': -1, 'ssl...</td>\n",
              "      <td>358810</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>362</th>\n",
              "      <td>{'type': 'script', 'stack': {'callFrames': [{'...</td>\n",
              "      <td>VeryHigh</td>\n",
              "      <td>xhr</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'method': 'GET', 'url': 'https://duckdb-repl....</td>\n",
              "      <td>{'status': 206, 'statusText': 'Partial Content...</td>\n",
              "      <td>52.216.213.241</td>\n",
              "      <td>2024-01-07T22:28:19.167Z</td>\n",
              "      <td>33.616</td>\n",
              "      <td>{'blocked': 0.8379999601244921, 'dns': -1, 'ss...</td>\n",
              "      <td>358721</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>363</th>\n",
              "      <td>{'type': 'script', 'stack': {'callFrames': [{'...</td>\n",
              "      <td>VeryHigh</td>\n",
              "      <td>xhr</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'method': 'GET', 'url': 'https://duckdb-repl....</td>\n",
              "      <td>{'status': 206, 'statusText': 'Partial Content...</td>\n",
              "      <td>52.216.213.241</td>\n",
              "      <td>2024-01-07T22:28:19.187Z</td>\n",
              "      <td>26.357</td>\n",
              "      <td>{'blocked': 0.9640000154674051, 'dns': -1, 'ss...</td>\n",
              "      <td>358810</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>364</th>\n",
              "      <td>{'type': 'script', 'stack': {'callFrames': [{'...</td>\n",
              "      <td>VeryHigh</td>\n",
              "      <td>xhr</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'method': 'GET', 'url': 'https://duckdb-repl....</td>\n",
              "      <td>{'status': 206, 'statusText': 'Partial Content...</td>\n",
              "      <td>52.216.213.241</td>\n",
              "      <td>2024-01-07T22:28:19.213Z</td>\n",
              "      <td>54.773</td>\n",
              "      <td>{'blocked': 0.7949999721348281, 'dns': -1, 'ss...</td>\n",
              "      <td>358810</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>365 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            _initiator _priority  \\\n",
              "0    {'type': 'script', 'stack': {'callFrames': [{'...      High   \n",
              "1    {'type': 'script', 'stack': {'callFrames': [{'...      High   \n",
              "2    {'type': 'script', 'stack': {'callFrames': [{'...      High   \n",
              "3    {'type': 'script', 'stack': {'callFrames': [{'...      High   \n",
              "4    {'type': 'script', 'stack': {'callFrames': [{'...      High   \n",
              "..                                                 ...       ...   \n",
              "360  {'type': 'script', 'stack': {'callFrames': [{'...  VeryHigh   \n",
              "361  {'type': 'script', 'stack': {'callFrames': [{'...  VeryHigh   \n",
              "362  {'type': 'script', 'stack': {'callFrames': [{'...  VeryHigh   \n",
              "363  {'type': 'script', 'stack': {'callFrames': [{'...  VeryHigh   \n",
              "364  {'type': 'script', 'stack': {'callFrames': [{'...  VeryHigh   \n",
              "\n",
              "    _resourceType cache pageref  \\\n",
              "0           fetch    {}  page_2   \n",
              "1           fetch    {}  page_2   \n",
              "2           fetch    {}  page_2   \n",
              "3           fetch    {}  page_2   \n",
              "4           fetch    {}  page_2   \n",
              "..            ...   ...     ...   \n",
              "360           xhr    {}     NaN   \n",
              "361           xhr    {}     NaN   \n",
              "362           xhr    {}     NaN   \n",
              "363           xhr    {}     NaN   \n",
              "364           xhr    {}     NaN   \n",
              "\n",
              "                                               request  \\\n",
              "0    {'method': 'GET', 'url': 'https://cdn.jsdelivr...   \n",
              "1    {'method': 'GET', 'url': 'https://cdn.jsdelivr...   \n",
              "2    {'method': 'GET', 'url': 'https://cdn.jsdelivr...   \n",
              "3    {'method': 'GET', 'url': 'https://cdn.jsdelivr...   \n",
              "4    {'method': 'GET', 'url': 'https://cdn.jsdelivr...   \n",
              "..                                                 ...   \n",
              "360  {'method': 'GET', 'url': 'https://duckdb-repl....   \n",
              "361  {'method': 'GET', 'url': 'https://duckdb-repl....   \n",
              "362  {'method': 'GET', 'url': 'https://duckdb-repl....   \n",
              "363  {'method': 'GET', 'url': 'https://duckdb-repl....   \n",
              "364  {'method': 'GET', 'url': 'https://duckdb-repl....   \n",
              "\n",
              "                                              response serverIPAddress  \\\n",
              "0    {'status': 200, 'statusText': '', 'httpVersion...   151.101.1.229   \n",
              "1    {'status': 200, 'statusText': '', 'httpVersion...   151.101.1.229   \n",
              "2    {'status': 200, 'statusText': '', 'httpVersion...   151.101.1.229   \n",
              "3    {'status': 200, 'statusText': '', 'httpVersion...   151.101.1.229   \n",
              "4    {'status': 200, 'statusText': '', 'httpVersion...   151.101.1.229   \n",
              "..                                                 ...             ...   \n",
              "360  {'status': 206, 'statusText': 'Partial Content...  52.216.213.241   \n",
              "361  {'status': 206, 'statusText': 'Partial Content...  52.216.213.241   \n",
              "362  {'status': 206, 'statusText': 'Partial Content...  52.216.213.241   \n",
              "363  {'status': 206, 'statusText': 'Partial Content...  52.216.213.241   \n",
              "364  {'status': 206, 'statusText': 'Partial Content...  52.216.213.241   \n",
              "\n",
              "              startedDateTime    time  \\\n",
              "0    2024-01-07T22:28:13.932Z  74.572   \n",
              "1    2024-01-07T22:28:13.933Z  74.268   \n",
              "2    2024-01-07T22:28:13.933Z  74.509   \n",
              "3    2024-01-07T22:28:13.933Z  76.545   \n",
              "4    2024-01-07T22:28:13.934Z  72.363   \n",
              "..                        ...     ...   \n",
              "360  2024-01-07T22:28:19.142Z  25.164   \n",
              "361  2024-01-07T22:28:19.156Z  30.722   \n",
              "362  2024-01-07T22:28:19.167Z  33.616   \n",
              "363  2024-01-07T22:28:19.187Z  26.357   \n",
              "364  2024-01-07T22:28:19.213Z  54.773   \n",
              "\n",
              "                                               timings connection  \n",
              "0    {'blocked': 35.761999719053506, 'dns': -1, 'ss...        NaN  \n",
              "1    {'blocked': 35.21600038826465, 'dns': -1, 'ssl...        NaN  \n",
              "2    {'blocked': 35.12499993783236, 'dns': -1, 'ssl...        NaN  \n",
              "3    {'blocked': 34.914999970644715, 'dns': -1, 'ss...        NaN  \n",
              "4    {'blocked': 34.1630001244247, 'dns': -1, 'ssl'...        NaN  \n",
              "..                                                 ...        ...  \n",
              "360  {'blocked': 1.142999707669019, 'dns': -1, 'ssl...     358721  \n",
              "361  {'blocked': 6.881999803781509, 'dns': -1, 'ssl...     358810  \n",
              "362  {'blocked': 0.8379999601244921, 'dns': -1, 'ss...     358721  \n",
              "363  {'blocked': 0.9640000154674051, 'dns': -1, 'ss...     358810  \n",
              "364  {'blocked': 0.7949999721348281, 'dns': -1, 'ss...     358810  \n",
              "\n",
              "[365 rows x 12 columns]"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "entries = DF(har.loc['entries', 'log'])\n",
        "entries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "tags": []
      },
      "outputs": [],
      "source": [
        "req = pd.json_normalize(entries.request)\n",
        "res = pd.json_normalize(entries.response)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "scrolled": true,
        "tags": []
      },
      "outputs": [
        {
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>:authority</th>\n",
              "      <th>:method</th>\n",
              "      <th>:path</th>\n",
              "      <th>:scheme</th>\n",
              "      <th>accept</th>\n",
              "      <th>accept-encoding</th>\n",
              "      <th>accept-language</th>\n",
              "      <th>cache-control</th>\n",
              "      <th>origin</th>\n",
              "      <th>pragma</th>\n",
              "      <th>referer</th>\n",
              "      <th>sec-ch-ua</th>\n",
              "      <th>sec-ch-ua-mobile</th>\n",
              "      <th>sec-ch-ua-platform</th>\n",
              "      <th>sec-fetch-dest</th>\n",
              "      <th>sec-fetch-mode</th>\n",
              "      <th>sec-fetch-site</th>\n",
              "      <th>user-agent</th>\n",
              "      <th>Referer</th>\n",
              "      <th>User-Agent</th>\n",
              "      <th>Range</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>cdn.jsdelivr.net</td>\n",
              "      <td>GET</td>\n",
              "      <td>/npm/@duckdb/duckdb-wasm@1.28.0/dist/duckdb-br...</td>\n",
              "      <td>https</td>\n",
              "      <td>*/*</td>\n",
              "      <td>gzip, deflate, br</td>\n",
              "      <td>en-US,en;q=0.9</td>\n",
              "      <td>no-cache</td>\n",
              "      <td>http://127.0.0.1:3002</td>\n",
              "      <td>no-cache</td>\n",
              "      <td>http://127.0.0.1:3002/</td>\n",
              "      <td>\"Not_A Brand\";v=\"8\", \"Chromium\";v=\"120\", \"Goog...</td>\n",
              "      <td>?0</td>\n",
              "      <td>\"macOS\"</td>\n",
              "      <td>empty</td>\n",
              "      <td>cors</td>\n",
              "      <td>cross-site</td>\n",
              "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>cdn.jsdelivr.net</td>\n",
              "      <td>GET</td>\n",
              "      <td>/npm/@duckdb/duckdb-wasm@1.28.0/dist/duckdb-br...</td>\n",
              "      <td>https</td>\n",
              "      <td>*/*</td>\n",
              "      <td>gzip, deflate, br</td>\n",
              "      <td>en-US,en;q=0.9</td>\n",
              "      <td>no-cache</td>\n",
              "      <td>http://127.0.0.1:3002</td>\n",
              "      <td>no-cache</td>\n",
              "      <td>http://127.0.0.1:3002/</td>\n",
              "      <td>\"Not_A Brand\";v=\"8\", \"Chromium\";v=\"120\", \"Goog...</td>\n",
              "      <td>?0</td>\n",
              "      <td>\"macOS\"</td>\n",
              "      <td>empty</td>\n",
              "      <td>cors</td>\n",
              "      <td>cross-site</td>\n",
              "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>cdn.jsdelivr.net</td>\n",
              "      <td>GET</td>\n",
              "      <td>/npm/@duckdb/duckdb-wasm@1.28.0/dist/duckdb-br...</td>\n",
              "      <td>https</td>\n",
              "      <td>*/*</td>\n",
              "      <td>gzip, deflate, br</td>\n",
              "      <td>en-US,en;q=0.9</td>\n",
              "      <td>no-cache</td>\n",
              "      <td>http://127.0.0.1:3002</td>\n",
              "      <td>no-cache</td>\n",
              "      <td>http://127.0.0.1:3002/</td>\n",
              "      <td>\"Not_A Brand\";v=\"8\", \"Chromium\";v=\"120\", \"Goog...</td>\n",
              "      <td>?0</td>\n",
              "      <td>\"macOS\"</td>\n",
              "      <td>empty</td>\n",
              "      <td>cors</td>\n",
              "      <td>cross-site</td>\n",
              "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>cdn.jsdelivr.net</td>\n",
              "      <td>GET</td>\n",
              "      <td>/npm/@duckdb/duckdb-wasm@1.28.0/dist/duckdb-br...</td>\n",
              "      <td>https</td>\n",
              "      <td>*/*</td>\n",
              "      <td>gzip, deflate, br</td>\n",
              "      <td>en-US,en;q=0.9</td>\n",
              "      <td>no-cache</td>\n",
              "      <td>http://127.0.0.1:3002</td>\n",
              "      <td>no-cache</td>\n",
              "      <td>http://127.0.0.1:3002/</td>\n",
              "      <td>\"Not_A Brand\";v=\"8\", \"Chromium\";v=\"120\", \"Goog...</td>\n",
              "      <td>?0</td>\n",
              "      <td>\"macOS\"</td>\n",
              "      <td>empty</td>\n",
              "      <td>cors</td>\n",
              "      <td>cross-site</td>\n",
              "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>cdn.jsdelivr.net</td>\n",
              "      <td>GET</td>\n",
              "      <td>/npm/@duckdb/duckdb-wasm@1.28.0/dist/duckdb-br...</td>\n",
              "      <td>https</td>\n",
              "      <td>*/*</td>\n",
              "      <td>gzip, deflate, br</td>\n",
              "      <td>en-US,en;q=0.9</td>\n",
              "      <td>no-cache</td>\n",
              "      <td>http://127.0.0.1:3002</td>\n",
              "      <td>no-cache</td>\n",
              "      <td>http://127.0.0.1:3002/</td>\n",
              "      <td>\"Not_A Brand\";v=\"8\", \"Chromium\";v=\"120\", \"Goog...</td>\n",
              "      <td>?0</td>\n",
              "      <td>\"macOS\"</td>\n",
              "      <td>empty</td>\n",
              "      <td>cors</td>\n",
              "      <td>cross-site</td>\n",
              "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>360</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td></td>\n",
              "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
              "      <td>bytes=7356416-7421951</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>361</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td></td>\n",
              "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
              "      <td>bytes=7340032-7356415</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>362</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td></td>\n",
              "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
              "      <td>bytes=7421952-7684095</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>363</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td></td>\n",
              "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
              "      <td>bytes=7356416-7421951</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>364</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td></td>\n",
              "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
              "      <td>bytes=7421952-7684095</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>365 rows × 21 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           :authority :method  \\\n",
              "0    cdn.jsdelivr.net     GET   \n",
              "1    cdn.jsdelivr.net     GET   \n",
              "2    cdn.jsdelivr.net     GET   \n",
              "3    cdn.jsdelivr.net     GET   \n",
              "4    cdn.jsdelivr.net     GET   \n",
              "..                ...     ...   \n",
              "360               NaN     NaN   \n",
              "361               NaN     NaN   \n",
              "362               NaN     NaN   \n",
              "363               NaN     NaN   \n",
              "364               NaN     NaN   \n",
              "\n",
              "                                                 :path :scheme accept  \\\n",
              "0    /npm/@duckdb/duckdb-wasm@1.28.0/dist/duckdb-br...   https    */*   \n",
              "1    /npm/@duckdb/duckdb-wasm@1.28.0/dist/duckdb-br...   https    */*   \n",
              "2    /npm/@duckdb/duckdb-wasm@1.28.0/dist/duckdb-br...   https    */*   \n",
              "3    /npm/@duckdb/duckdb-wasm@1.28.0/dist/duckdb-br...   https    */*   \n",
              "4    /npm/@duckdb/duckdb-wasm@1.28.0/dist/duckdb-br...   https    */*   \n",
              "..                                                 ...     ...    ...   \n",
              "360                                                NaN     NaN    NaN   \n",
              "361                                                NaN     NaN    NaN   \n",
              "362                                                NaN     NaN    NaN   \n",
              "363                                                NaN     NaN    NaN   \n",
              "364                                                NaN     NaN    NaN   \n",
              "\n",
              "       accept-encoding accept-language cache-control                 origin  \\\n",
              "0    gzip, deflate, br  en-US,en;q=0.9      no-cache  http://127.0.0.1:3002   \n",
              "1    gzip, deflate, br  en-US,en;q=0.9      no-cache  http://127.0.0.1:3002   \n",
              "2    gzip, deflate, br  en-US,en;q=0.9      no-cache  http://127.0.0.1:3002   \n",
              "3    gzip, deflate, br  en-US,en;q=0.9      no-cache  http://127.0.0.1:3002   \n",
              "4    gzip, deflate, br  en-US,en;q=0.9      no-cache  http://127.0.0.1:3002   \n",
              "..                 ...             ...           ...                    ...   \n",
              "360                NaN             NaN           NaN                    NaN   \n",
              "361                NaN             NaN           NaN                    NaN   \n",
              "362                NaN             NaN           NaN                    NaN   \n",
              "363                NaN             NaN           NaN                    NaN   \n",
              "364                NaN             NaN           NaN                    NaN   \n",
              "\n",
              "       pragma                 referer  \\\n",
              "0    no-cache  http://127.0.0.1:3002/   \n",
              "1    no-cache  http://127.0.0.1:3002/   \n",
              "2    no-cache  http://127.0.0.1:3002/   \n",
              "3    no-cache  http://127.0.0.1:3002/   \n",
              "4    no-cache  http://127.0.0.1:3002/   \n",
              "..        ...                     ...   \n",
              "360       NaN                     NaN   \n",
              "361       NaN                     NaN   \n",
              "362       NaN                     NaN   \n",
              "363       NaN                     NaN   \n",
              "364       NaN                     NaN   \n",
              "\n",
              "                                             sec-ch-ua sec-ch-ua-mobile  \\\n",
              "0    \"Not_A Brand\";v=\"8\", \"Chromium\";v=\"120\", \"Goog...               ?0   \n",
              "1    \"Not_A Brand\";v=\"8\", \"Chromium\";v=\"120\", \"Goog...               ?0   \n",
              "2    \"Not_A Brand\";v=\"8\", \"Chromium\";v=\"120\", \"Goog...               ?0   \n",
              "3    \"Not_A Brand\";v=\"8\", \"Chromium\";v=\"120\", \"Goog...               ?0   \n",
              "4    \"Not_A Brand\";v=\"8\", \"Chromium\";v=\"120\", \"Goog...               ?0   \n",
              "..                                                 ...              ...   \n",
              "360                                                NaN              NaN   \n",
              "361                                                NaN              NaN   \n",
              "362                                                NaN              NaN   \n",
              "363                                                NaN              NaN   \n",
              "364                                                NaN              NaN   \n",
              "\n",
              "    sec-ch-ua-platform sec-fetch-dest sec-fetch-mode sec-fetch-site  \\\n",
              "0              \"macOS\"          empty           cors     cross-site   \n",
              "1              \"macOS\"          empty           cors     cross-site   \n",
              "2              \"macOS\"          empty           cors     cross-site   \n",
              "3              \"macOS\"          empty           cors     cross-site   \n",
              "4              \"macOS\"          empty           cors     cross-site   \n",
              "..                 ...            ...            ...            ...   \n",
              "360                NaN            NaN            NaN            NaN   \n",
              "361                NaN            NaN            NaN            NaN   \n",
              "362                NaN            NaN            NaN            NaN   \n",
              "363                NaN            NaN            NaN            NaN   \n",
              "364                NaN            NaN            NaN            NaN   \n",
              "\n",
              "                                            user-agent Referer  \\\n",
              "0    Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...     NaN   \n",
              "1    Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...     NaN   \n",
              "2    Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...     NaN   \n",
              "3    Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...     NaN   \n",
              "4    Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...     NaN   \n",
              "..                                                 ...     ...   \n",
              "360                                                NaN           \n",
              "361                                                NaN           \n",
              "362                                                NaN           \n",
              "363                                                NaN           \n",
              "364                                                NaN           \n",
              "\n",
              "                                            User-Agent                  Range  \n",
              "0                                                  NaN                    NaN  \n",
              "1                                                  NaN                    NaN  \n",
              "2                                                  NaN                    NaN  \n",
              "3                                                  NaN                    NaN  \n",
              "4                                                  NaN                    NaN  \n",
              "..                                                 ...                    ...  \n",
              "360  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...  bytes=7356416-7421951  \n",
              "361  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...  bytes=7340032-7356415  \n",
              "362  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...  bytes=7421952-7684095  \n",
              "363  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...  bytes=7356416-7421951  \n",
              "364  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...  bytes=7421952-7684095  \n",
              "\n",
              "[365 rows x 21 columns]"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "headers = req.headers.apply(lambda headers: { h['name']: h['value'] for h in headers }).apply(Series)\n",
        "headers"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "tags": []
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>start</th>\n",
              "      <th>end</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>0</td>\n",
              "      <td>16384.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>25690112</td>\n",
              "      <td>25706496.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>0</td>\n",
              "      <td>16384.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>360</th>\n",
              "      <td>7356416</td>\n",
              "      <td>7421952.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>361</th>\n",
              "      <td>7340032</td>\n",
              "      <td>7356416.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>362</th>\n",
              "      <td>7421952</td>\n",
              "      <td>7684096.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>363</th>\n",
              "      <td>7356416</td>\n",
              "      <td>7421952.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>364</th>\n",
              "      <td>7421952</td>\n",
              "      <td>7684096.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>309 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        start         end\n",
              "29          0         NaN\n",
              "30          0     16384.0\n",
              "32   25690112  25706496.0\n",
              "33          0         NaN\n",
              "34          0     16384.0\n",
              "..        ...         ...\n",
              "360   7356416   7421952.0\n",
              "361   7340032   7356416.0\n",
              "362   7421952   7684096.0\n",
              "363   7356416   7421952.0\n",
              "364   7421952   7684096.0\n",
              "\n",
              "[309 rows x 2 columns]"
            ]
          },
          "execution_count": 11,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "ranges = headers.Range.dropna()\n",
        "ranges = ranges.str.extract(r'bytes=(?P<start>\\d+)-(?P<last>\\d+)?')\n",
        "starts = ranges.start.astype(int)\n",
        "ends = ranges['last'].apply(lambda last: nan if isna(last) else int(last) + 1).rename('end')\n",
        "ranges = sxs(starts, ends)\n",
        "ranges"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "tags": []
      },
      "outputs": [],
      "source": [
        "suffix_range_mask = ~ranges.start.isna() & ranges.end.isna()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "tags": []
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>method</th>\n",
              "      <th>url</th>\n",
              "      <th>size</th>\n",
              "      <th>start</th>\n",
              "      <th>end</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://cdn.jsdelivr.net/npm/@duckdb/duckdb-wa...</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://cdn.jsdelivr.net/npm/@duckdb/duckdb-wa...</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://cdn.jsdelivr.net/npm/@duckdb/duckdb-wa...</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://cdn.jsdelivr.net/npm/@duckdb/duckdb-wa...</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://cdn.jsdelivr.net/npm/@duckdb/duckdb-wa...</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>360</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/1e6-idx.d...</td>\n",
              "      <td>65536</td>\n",
              "      <td>7356416.0</td>\n",
              "      <td>7421952.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>361</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/4e6-idx.d...</td>\n",
              "      <td>16384</td>\n",
              "      <td>7340032.0</td>\n",
              "      <td>7356416.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>362</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/1e6-idx.d...</td>\n",
              "      <td>262144</td>\n",
              "      <td>7421952.0</td>\n",
              "      <td>7684096.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>363</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/4e6-idx.d...</td>\n",
              "      <td>65536</td>\n",
              "      <td>7356416.0</td>\n",
              "      <td>7421952.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>364</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/4e6-idx.d...</td>\n",
              "      <td>262144</td>\n",
              "      <td>7421952.0</td>\n",
              "      <td>7684096.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>365 rows × 5 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    method                                                url    size  \\\n",
              "0      GET  https://cdn.jsdelivr.net/npm/@duckdb/duckdb-wa...       0   \n",
              "1      GET  https://cdn.jsdelivr.net/npm/@duckdb/duckdb-wa...       0   \n",
              "2      GET  https://cdn.jsdelivr.net/npm/@duckdb/duckdb-wa...       0   \n",
              "3      GET  https://cdn.jsdelivr.net/npm/@duckdb/duckdb-wa...       0   \n",
              "4      GET  https://cdn.jsdelivr.net/npm/@duckdb/duckdb-wa...       0   \n",
              "..     ...                                                ...     ...   \n",
              "360    GET  https://duckdb-repl.s3.amazonaws.com/1e6-idx.d...   65536   \n",
              "361    GET  https://duckdb-repl.s3.amazonaws.com/4e6-idx.d...   16384   \n",
              "362    GET  https://duckdb-repl.s3.amazonaws.com/1e6-idx.d...  262144   \n",
              "363    GET  https://duckdb-repl.s3.amazonaws.com/4e6-idx.d...   65536   \n",
              "364    GET  https://duckdb-repl.s3.amazonaws.com/4e6-idx.d...  262144   \n",
              "\n",
              "         start        end  \n",
              "0          NaN        NaN  \n",
              "1          NaN        NaN  \n",
              "2          NaN        NaN  \n",
              "3          NaN        NaN  \n",
              "4          NaN        NaN  \n",
              "..         ...        ...  \n",
              "360  7356416.0  7421952.0  \n",
              "361  7340032.0  7356416.0  \n",
              "362  7421952.0  7684096.0  \n",
              "363  7356416.0  7421952.0  \n",
              "364  7421952.0  7684096.0  \n",
              "\n",
              "[365 rows x 5 columns]"
            ]
          },
          "execution_count": 13,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "e1 = sxs(req.method, req.url, res['content.size'].rename('size'), ranges)\n",
        "e1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "tags": []
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>method</th>\n",
              "      <th>url</th>\n",
              "      <th>size</th>\n",
              "      <th>start</th>\n",
              "      <th>end</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>HEAD</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/5e5.duckdb</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>HEAD</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/5e5.duckdb</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/5e5.duckdb</td>\n",
              "      <td>16384</td>\n",
              "      <td>0.0</td>\n",
              "      <td>16384.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>HEAD</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/2e5.duckdb</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/5e5.duckdb</td>\n",
              "      <td>16384</td>\n",
              "      <td>25690112.0</td>\n",
              "      <td>25706496.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>360</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/1e6-idx.d...</td>\n",
              "      <td>65536</td>\n",
              "      <td>7356416.0</td>\n",
              "      <td>7421952.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>361</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/4e6-idx.d...</td>\n",
              "      <td>16384</td>\n",
              "      <td>7340032.0</td>\n",
              "      <td>7356416.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>362</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/1e6-idx.d...</td>\n",
              "      <td>262144</td>\n",
              "      <td>7421952.0</td>\n",
              "      <td>7684096.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>363</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/4e6-idx.d...</td>\n",
              "      <td>65536</td>\n",
              "      <td>7356416.0</td>\n",
              "      <td>7421952.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>364</th>\n",
              "      <td>GET</td>\n",
              "      <td>https://duckdb-repl.s3.amazonaws.com/4e6-idx.d...</td>\n",
              "      <td>262144</td>\n",
              "      <td>7421952.0</td>\n",
              "      <td>7684096.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>323 rows × 5 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    method                                                url    size  \\\n",
              "28    HEAD    https://duckdb-repl.s3.amazonaws.com/5e5.duckdb       0   \n",
              "29    HEAD    https://duckdb-repl.s3.amazonaws.com/5e5.duckdb       0   \n",
              "30     GET    https://duckdb-repl.s3.amazonaws.com/5e5.duckdb   16384   \n",
              "31    HEAD    https://duckdb-repl.s3.amazonaws.com/2e5.duckdb       0   \n",
              "32     GET    https://duckdb-repl.s3.amazonaws.com/5e5.duckdb   16384   \n",
              "..     ...                                                ...     ...   \n",
              "360    GET  https://duckdb-repl.s3.amazonaws.com/1e6-idx.d...   65536   \n",
              "361    GET  https://duckdb-repl.s3.amazonaws.com/4e6-idx.d...   16384   \n",
              "362    GET  https://duckdb-repl.s3.amazonaws.com/1e6-idx.d...  262144   \n",
              "363    GET  https://duckdb-repl.s3.amazonaws.com/4e6-idx.d...   65536   \n",
              "364    GET  https://duckdb-repl.s3.amazonaws.com/4e6-idx.d...  262144   \n",
              "\n",
              "          start         end  \n",
              "28          NaN         NaN  \n",
              "29          0.0         NaN  \n",
              "30          0.0     16384.0  \n",
              "31          NaN         NaN  \n",
              "32   25690112.0  25706496.0  \n",
              "..          ...         ...  \n",
              "360   7356416.0   7421952.0  \n",
              "361   7340032.0   7356416.0  \n",
              "362   7421952.0   7684096.0  \n",
              "363   7356416.0   7421952.0  \n",
              "364   7421952.0   7684096.0  \n",
              "\n",
              "[323 rows x 5 columns]"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "d1 = e1[e1.url.str.endswith('.duckdb')]\n",
        "d1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "tags": []
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "method\n",
              "GET     295\n",
              "HEAD     28\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 15,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "d1.method.value_counts()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "tags": []
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>data_idx</th>\n",
              "      <th>indexed</th>\n",
              "      <th>nrows</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1e5.duckdb</th>\n",
              "      <td>1e5</td>\n",
              "      <td>False</td>\n",
              "      <td>100000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1e5-idx.duckdb</th>\n",
              "      <td>1e5</td>\n",
              "      <td>True</td>\n",
              "      <td>100000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e5.duckdb</th>\n",
              "      <td>2e5</td>\n",
              "      <td>False</td>\n",
              "      <td>200000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e5-idx.duckdb</th>\n",
              "      <td>2e5</td>\n",
              "      <td>True</td>\n",
              "      <td>200000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5e5.duckdb</th>\n",
              "      <td>5e5</td>\n",
              "      <td>False</td>\n",
              "      <td>500000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5e5-idx.duckdb</th>\n",
              "      <td>5e5</td>\n",
              "      <td>True</td>\n",
              "      <td>500000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1e6.duckdb</th>\n",
              "      <td>1e6</td>\n",
              "      <td>False</td>\n",
              "      <td>1000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1e6-idx.duckdb</th>\n",
              "      <td>1e6</td>\n",
              "      <td>True</td>\n",
              "      <td>1000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e6.duckdb</th>\n",
              "      <td>2e6</td>\n",
              "      <td>False</td>\n",
              "      <td>2000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e6-idx.duckdb</th>\n",
              "      <td>2e6</td>\n",
              "      <td>True</td>\n",
              "      <td>2000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4e6.duckdb</th>\n",
              "      <td>4e6</td>\n",
              "      <td>False</td>\n",
              "      <td>4000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4e6-idx.duckdb</th>\n",
              "      <td>4e6</td>\n",
              "      <td>True</td>\n",
              "      <td>4000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6e6.duckdb</th>\n",
              "      <td>6e6</td>\n",
              "      <td>False</td>\n",
              "      <td>6000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6e6-idx.duckdb</th>\n",
              "      <td>6e6</td>\n",
              "      <td>True</td>\n",
              "      <td>6000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "               data_idx  indexed    nrows\n",
              "name                                     \n",
              "1e5.duckdb          1e5    False   100000\n",
              "1e5-idx.duckdb      1e5     True   100000\n",
              "2e5.duckdb          2e5    False   200000\n",
              "2e5-idx.duckdb      2e5     True   200000\n",
              "5e5.duckdb          5e5    False   500000\n",
              "5e5-idx.duckdb      5e5     True   500000\n",
              "1e6.duckdb          1e6    False  1000000\n",
              "1e6-idx.duckdb      1e6     True  1000000\n",
              "2e6.duckdb          2e6    False  2000000\n",
              "2e6-idx.duckdb      2e6     True  2000000\n",
              "4e6.duckdb          4e6    False  4000000\n",
              "4e6-idx.duckdb      4e6     True  4000000\n",
              "6e6.duckdb          6e6    False  6000000\n",
              "6e6-idx.duckdb      6e6     True  6000000"
            ]
          },
          "execution_count": 16,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "name_idx = d1.url.str.extract(r'.*/(?P<name>(?P<data_idx>\\de\\d).*)')\n",
        "indexed = name_idx['name'].str.contains('-idx').rename('indexed')\n",
        "name_idx = sxs(name_idx, indexed)\n",
        "names = name_idx['name']\n",
        "name_idxs = name_idx.drop_duplicates().set_index('name')\n",
        "nrows = name_idxs.data_idx.apply(lambda s: int(float(s))).rename('nrows')\n",
        "name_idxs = sxs(name_idxs, nrows).sort_values(['nrows', 'indexed'])\n",
        "name_idxs"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "tags": []
      },
      "outputs": [
        {
          "data": {
            "text/html": [
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              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>start</th>\n",
              "      <th>end</th>\n",
              "      <th>size</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>5e5.duckdb</td>\n",
              "      <td>0</td>\n",
              "      <td>16384</td>\n",
              "      <td>16384</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>5e5.duckdb</td>\n",
              "      <td>25690112</td>\n",
              "      <td>25706496</td>\n",
              "      <td>16384</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>2e5.duckdb</td>\n",
              "      <td>0</td>\n",
              "      <td>16384</td>\n",
              "      <td>16384</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>5e5.duckdb</td>\n",
              "      <td>25706496</td>\n",
              "      <td>25772032</td>\n",
              "      <td>65536</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>5e5.duckdb</td>\n",
              "      <td>25772032</td>\n",
              "      <td>25964544</td>\n",
              "      <td>192512</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>360</th>\n",
              "      <td>1e6-idx.duckdb</td>\n",
              "      <td>7356416</td>\n",
              "      <td>7421952</td>\n",
              "      <td>65536</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>361</th>\n",
              "      <td>4e6-idx.duckdb</td>\n",
              "      <td>7340032</td>\n",
              "      <td>7356416</td>\n",
              "      <td>16384</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>362</th>\n",
              "      <td>1e6-idx.duckdb</td>\n",
              "      <td>7421952</td>\n",
              "      <td>7684096</td>\n",
              "      <td>262144</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>363</th>\n",
              "      <td>4e6-idx.duckdb</td>\n",
              "      <td>7356416</td>\n",
              "      <td>7421952</td>\n",
              "      <td>65536</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>364</th>\n",
              "      <td>4e6-idx.duckdb</td>\n",
              "      <td>7421952</td>\n",
              "      <td>7684096</td>\n",
              "      <td>262144</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>295 rows × 4 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "               name     start       end    size\n",
              "30       5e5.duckdb         0     16384   16384\n",
              "32       5e5.duckdb  25690112  25706496   16384\n",
              "34       2e5.duckdb         0     16384   16384\n",
              "35       5e5.duckdb  25706496  25772032   65536\n",
              "45       5e5.duckdb  25772032  25964544  192512\n",
              "..              ...       ...       ...     ...\n",
              "360  1e6-idx.duckdb   7356416   7421952   65536\n",
              "361  4e6-idx.duckdb   7340032   7356416   16384\n",
              "362  1e6-idx.duckdb   7421952   7684096  262144\n",
              "363  4e6-idx.duckdb   7356416   7421952   65536\n",
              "364  4e6-idx.duckdb   7421952   7684096  262144\n",
              "\n",
              "[295 rows x 4 columns]"
            ]
          },
          "execution_count": 17,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "gets = sxs(d1, names)\n",
        "gets = gets[gets['size'] > 0]\n",
        "assert gets.method.unique().tolist() == ['GET']\n",
        "gets = gets[['name', 'size']]\n",
        "gets = (\n",
        "    gets\n",
        "    .merge(\n",
        "        ranges,\n",
        "        how='left',\n",
        "        left_index=True,\n",
        "        right_index=True,\n",
        "    )\n",
        "    .astype({ 'start': int, 'end': int })\n",
        "    [[ 'name', 'start', 'end', 'size', ]]\n",
        ")\n",
        "gets"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "tags": []
      },
      "outputs": [],
      "source": [
        "assert (gets.start + gets['size'] == gets.end).all()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "tags": []
      },
      "outputs": [],
      "source": [
        "save(gets, 'gets')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "tags": []
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>max</th>\n",
              "      <th>min</th>\n",
              "      <th>num</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1e5-idx.duckdb</th>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1e5.duckdb</th>\n",
              "      <td>4124672</td>\n",
              "      <td>16384</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1e6-idx.duckdb</th>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1e6.duckdb</th>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>19</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e5-idx.duckdb</th>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>23</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e5.duckdb</th>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e6-idx.duckdb</th>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>22</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e6.duckdb</th>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>23</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4e6-idx.duckdb</th>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4e6.duckdb</th>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5e5-idx.duckdb</th>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5e5.duckdb</th>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>22</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6e6-idx.duckdb</th>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6e6.duckdb</th>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>24</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                    max    min  num\n",
              "name                               \n",
              "1e5-idx.duckdb  4194304  16384    9\n",
              "1e5.duckdb      4124672  16384    5\n",
              "1e6-idx.duckdb  4194304  16384   26\n",
              "1e6.duckdb      4194304  16384   19\n",
              "2e5-idx.duckdb  4194304  16384   23\n",
              "2e5.duckdb      4194304  16384   20\n",
              "2e6-idx.duckdb  4194304  16384   22\n",
              "2e6.duckdb      4194304  16384   23\n",
              "4e6-idx.duckdb  4194304  16384   27\n",
              "4e6.duckdb      4194304  16384   25\n",
              "5e5-idx.duckdb  4194304  16384   26\n",
              "5e5.duckdb      4194304  16384   22\n",
              "6e6-idx.duckdb  4194304  16384   24\n",
              "6e6.duckdb      4194304  16384   24"
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "def get_stats(df):\n",
        "    return dict(\n",
        "        num=len(df),\n",
        "        max=max(df),\n",
        "        min=min(df),\n",
        "    )\n",
        "req_stats = gets.groupby('name')['size'].apply(get_stats)\n",
        "req_stats.index = req_stats.index.set_names('stat', level=1)\n",
        "req_stats = req_stats.reset_index(level=1).pivot(columns='stat', values='size')\n",
        "req_stats.columns.name = ''\n",
        "req_stats"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "tags": []
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>fetched</th>\n",
              "      <th>fetched_iec</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1e5.duckdb</th>\n",
              "      <td>5517312</td>\n",
              "      <td>5.5 MB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1e5-idx.duckdb</th>\n",
              "      <td>7434240</td>\n",
              "      <td>7.4 MB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e5.duckdb</th>\n",
              "      <td>13185024</td>\n",
              "      <td>13.2 MB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e5-idx.duckdb</th>\n",
              "      <td>13598720</td>\n",
              "      <td>13.6 MB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5e5.duckdb</th>\n",
              "      <td>12480512</td>\n",
              "      <td>12.5 MB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5e5-idx.duckdb</th>\n",
              "      <td>13942784</td>\n",
              "      <td>13.9 MB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1e6.duckdb</th>\n",
              "      <td>12136448</td>\n",
              "      <td>12.1 MB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1e6-idx.duckdb</th>\n",
              "      <td>13942784</td>\n",
              "      <td>13.9 MB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e6.duckdb</th>\n",
              "      <td>13529088</td>\n",
              "      <td>13.5 MB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e6-idx.duckdb</th>\n",
              "      <td>12550144</td>\n",
              "      <td>12.6 MB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4e6.duckdb</th>\n",
              "      <td>9678848</td>\n",
              "      <td>9.7 MB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4e6-idx.duckdb</th>\n",
              "      <td>14991360</td>\n",
              "      <td>15.0 MB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6e6.duckdb</th>\n",
              "      <td>13983744</td>\n",
              "      <td>14.0 MB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6e6-idx.duckdb</th>\n",
              "      <td>14647296</td>\n",
              "      <td>14.6 MB</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 fetched fetched_iec\n",
              "name                                \n",
              "1e5.duckdb       5517312      5.5 MB\n",
              "1e5-idx.duckdb   7434240      7.4 MB\n",
              "2e5.duckdb      13185024     13.2 MB\n",
              "2e5-idx.duckdb  13598720     13.6 MB\n",
              "5e5.duckdb      12480512     12.5 MB\n",
              "5e5-idx.duckdb  13942784     13.9 MB\n",
              "1e6.duckdb      12136448     12.1 MB\n",
              "1e6-idx.duckdb  13942784     13.9 MB\n",
              "2e6.duckdb      13529088     13.5 MB\n",
              "2e6-idx.duckdb  12550144     12.6 MB\n",
              "4e6.duckdb       9678848      9.7 MB\n",
              "4e6-idx.duckdb  14991360     15.0 MB\n",
              "6e6.duckdb      13983744     14.0 MB\n",
              "6e6-idx.duckdb  14647296     14.6 MB"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "fetched = gets.groupby('name')['size'].sum().rename('fetched')\n",
        "fetched_iec = fetched.apply(naturalsize).rename('fetched_iec')\n",
        "fetched = sxs(fetched, fetched_iec)\n",
        "fetched = (\n",
        "    sxs(\n",
        "        fetched,\n",
        "        name_idxs,\n",
        "    )\n",
        "    .sort_values(['nrows', 'indexed'])\n",
        "    [fetched.columns]\n",
        ")\n",
        "fetched"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "tags": []
      },
      "outputs": [],
      "source": [
        "import boto3\n",
        "s3 = boto3.client('s3')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "tags": []
      },
      "outputs": [],
      "source": [
        "bkt = 'duckdb-wasm-test'\n",
        "def get_object_size(name):\n",
        "    res = s3.head_object(Bucket=bkt, Key=name)\n",
        "    return res['ContentLength']\n",
        "\n",
        "s3_size = fetched.index.to_series().apply(get_object_size).rename('size')\n",
        "s3_size_iec = s3_size.apply(naturalsize).rename('size_iec')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "tags": []
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>fetched</th>\n",
              "      <th>fetched_iec</th>\n",
              "      <th>size</th>\n",
              "      <th>size_iec</th>\n",
              "      <th>nrows</th>\n",
              "      <th>indexed</th>\n",
              "      <th>max</th>\n",
              "      <th>min</th>\n",
              "      <th>num</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1e5.duckdb</th>\n",
              "      <td>5517312</td>\n",
              "      <td>5.5 MB</td>\n",
              "      <td>5517312</td>\n",
              "      <td>5.5 MB</td>\n",
              "      <td>100000</td>\n",
              "      <td>False</td>\n",
              "      <td>4124672</td>\n",
              "      <td>16384</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1e5-idx.duckdb</th>\n",
              "      <td>7434240</td>\n",
              "      <td>7.4 MB</td>\n",
              "      <td>7090176</td>\n",
              "      <td>7.1 MB</td>\n",
              "      <td>100000</td>\n",
              "      <td>True</td>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e5.duckdb</th>\n",
              "      <td>13185024</td>\n",
              "      <td>13.2 MB</td>\n",
              "      <td>10498048</td>\n",
              "      <td>10.5 MB</td>\n",
              "      <td>200000</td>\n",
              "      <td>False</td>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e5-idx.duckdb</th>\n",
              "      <td>13598720</td>\n",
              "      <td>13.6 MB</td>\n",
              "      <td>12595200</td>\n",
              "      <td>12.6 MB</td>\n",
              "      <td>200000</td>\n",
              "      <td>True</td>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>23</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5e5.duckdb</th>\n",
              "      <td>12480512</td>\n",
              "      <td>12.5 MB</td>\n",
              "      <td>25964544</td>\n",
              "      <td>26.0 MB</td>\n",
              "      <td>500000</td>\n",
              "      <td>False</td>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>22</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5e5-idx.duckdb</th>\n",
              "      <td>13942784</td>\n",
              "      <td>13.9 MB</td>\n",
              "      <td>30158848</td>\n",
              "      <td>30.2 MB</td>\n",
              "      <td>500000</td>\n",
              "      <td>True</td>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1e6.duckdb</th>\n",
              "      <td>12136448</td>\n",
              "      <td>12.1 MB</td>\n",
              "      <td>51130368</td>\n",
              "      <td>51.1 MB</td>\n",
              "      <td>1000000</td>\n",
              "      <td>False</td>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>19</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1e6-idx.duckdb</th>\n",
              "      <td>13942784</td>\n",
              "      <td>13.9 MB</td>\n",
              "      <td>59518976</td>\n",
              "      <td>59.5 MB</td>\n",
              "      <td>1000000</td>\n",
              "      <td>True</td>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e6.duckdb</th>\n",
              "      <td>13529088</td>\n",
              "      <td>13.5 MB</td>\n",
              "      <td>106704896</td>\n",
              "      <td>106.7 MB</td>\n",
              "      <td>2000000</td>\n",
              "      <td>False</td>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>23</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2e6-idx.duckdb</th>\n",
              "      <td>12550144</td>\n",
              "      <td>12.6 MB</td>\n",
              "      <td>124006400</td>\n",
              "      <td>124.0 MB</td>\n",
              "      <td>2000000</td>\n",
              "      <td>True</td>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>22</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4e6.duckdb</th>\n",
              "      <td>9678848</td>\n",
              "      <td>9.7 MB</td>\n",
              "      <td>219688960</td>\n",
              "      <td>219.7 MB</td>\n",
              "      <td>4000000</td>\n",
              "      <td>False</td>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4e6-idx.duckdb</th>\n",
              "      <td>14991360</td>\n",
              "      <td>15.0 MB</td>\n",
              "      <td>252456960</td>\n",
              "      <td>252.5 MB</td>\n",
              "      <td>4000000</td>\n",
              "      <td>True</td>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6e6.duckdb</th>\n",
              "      <td>13983744</td>\n",
              "      <td>14.0 MB</td>\n",
              "      <td>332935168</td>\n",
              "      <td>332.9 MB</td>\n",
              "      <td>6000000</td>\n",
              "      <td>False</td>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6e6-idx.duckdb</th>\n",
              "      <td>14647296</td>\n",
              "      <td>14.6 MB</td>\n",
              "      <td>384577536</td>\n",
              "      <td>384.6 MB</td>\n",
              "      <td>6000000</td>\n",
              "      <td>True</td>\n",
              "      <td>4194304</td>\n",
              "      <td>16384</td>\n",
              "      <td>24</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 fetched fetched_iec       size  size_iec    nrows  indexed  \\\n",
              "name                                                                          \n",
              "1e5.duckdb       5517312      5.5 MB    5517312    5.5 MB   100000    False   \n",
              "1e5-idx.duckdb   7434240      7.4 MB    7090176    7.1 MB   100000     True   \n",
              "2e5.duckdb      13185024     13.2 MB   10498048   10.5 MB   200000    False   \n",
              "2e5-idx.duckdb  13598720     13.6 MB   12595200   12.6 MB   200000     True   \n",
              "5e5.duckdb      12480512     12.5 MB   25964544   26.0 MB   500000    False   \n",
              "5e5-idx.duckdb  13942784     13.9 MB   30158848   30.2 MB   500000     True   \n",
              "1e6.duckdb      12136448     12.1 MB   51130368   51.1 MB  1000000    False   \n",
              "1e6-idx.duckdb  13942784     13.9 MB   59518976   59.5 MB  1000000     True   \n",
              "2e6.duckdb      13529088     13.5 MB  106704896  106.7 MB  2000000    False   \n",
              "2e6-idx.duckdb  12550144     12.6 MB  124006400  124.0 MB  2000000     True   \n",
              "4e6.duckdb       9678848      9.7 MB  219688960  219.7 MB  4000000    False   \n",
              "4e6-idx.duckdb  14991360     15.0 MB  252456960  252.5 MB  4000000     True   \n",
              "6e6.duckdb      13983744     14.0 MB  332935168  332.9 MB  6000000    False   \n",
              "6e6-idx.duckdb  14647296     14.6 MB  384577536  384.6 MB  6000000     True   \n",
              "\n",
              "                    max    min  num  \n",
              "name                                 \n",
              "1e5.duckdb      4124672  16384    5  \n",
              "1e5-idx.duckdb  4194304  16384    9  \n",
              "2e5.duckdb      4194304  16384   20  \n",
              "2e5-idx.duckdb  4194304  16384   23  \n",
              "5e5.duckdb      4194304  16384   22  \n",
              "5e5-idx.duckdb  4194304  16384   26  \n",
              "1e6.duckdb      4194304  16384   19  \n",
              "1e6-idx.duckdb  4194304  16384   26  \n",
              "2e6.duckdb      4194304  16384   23  \n",
              "2e6-idx.duckdb  4194304  16384   22  \n",
              "4e6.duckdb      4194304  16384   25  \n",
              "4e6-idx.duckdb  4194304  16384   27  \n",
              "6e6.duckdb      4194304  16384   24  \n",
              "6e6-idx.duckdb  4194304  16384   24  "
            ]
          },
          "execution_count": 24,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "stats = sxs(fetched, s3_size, s3_size_iec, name_idxs[['nrows', 'indexed']]).merge(req_stats, how='left', left_index=True, right_index=True, validate='1:1')\n",
        "stats"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "tags": []
      },
      "outputs": [],
      "source": [
        "save(stats, 'stats')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "tags": []
      },
      "outputs": [],
      "source": [
        "import plotly.express as px\n",
        "from IPython.display import Image\n",
        "W = 800\n",
        "H = W / 2\n",
        "dims = dict(width=W, height=H)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "tags": []
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "execution_count": 27,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "fig = px.scatter(\n",
        "    stats,\n",
        "    x='nrows',\n",
        "    y='fetched',\n",
        "    log_x=True,\n",
        "    log_y=True,\n",
        "    color='indexed',\n",
        "    labels={\n",
        "        'fetched': \"Bytes fetched\",\n",
        "        'nrows': \"Dataset rows\",\n",
        "        'indexed': \"Indexed?\",\n",
        "    },\n",
        ").update_layout(\n",
        "    title=dict(\n",
        "        text=f'Data fetched: `{query}`',\n",
        "        x=0.5,\n",
        "    ),\n",
        "    plot_bgcolor='white',\n",
        ").update_xaxes(\n",
        "    gridcolor='#ccc',\n",
        ").update_yaxes(\n",
        "    gridcolor='#ccc',\n",
        ").update_traces(marker_size=12)\n",
        "fig.write_image(path('fetched.png'), **dims)\n",
        "Image(fig.to_image(**dims))"
      ]
    }
  ],
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      "display_name": "duckdb-wasm-test-3.11.6",
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      "codemirror_mode": {
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