Leela_Zero_Progress.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Leela Zero Progress.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "[View in Colaboratory](https://colab.research.google.com/github/bixbyr/LeelaZero_Analysis/blob/master/Leela_Zero_Progress.ipynb)"
      ]
    },
    {
      "metadata": {
        "id": "Ns0nyC-zDXik",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "7eb64804-22bc-49ce-dae0-9a9162e19e64"
      },
      "cell_type": "code",
      "source": [
        "!pip install -q git+https://github.com/altair-viz/altair\n",
        "import altair as alt\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from bs4 import BeautifulSoup\n",
        "import urllib3\n",
        "from datetime import datetime\n",
        "\n",
        "pd.options.mode.chained_assignment = None\n",
        "alt.renderers.enable('colab')"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "RendererRegistry.enable('colab')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 1
        }
      ]
    },
    {
      "metadata": {
        "id": "G8TEbmrcF_Ky",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "4a009e5a-7ec1-4f59-bf64-c31602f05282"
      },
      "cell_type": "code",
      "source": [
        "http = urllib3.PoolManager()\n",
        "soup = BeautifulSoup(http.request('GET', 'http://zero.sjeng.org/').data, 'html.parser')\n",
        "\n",
        "table = soup.body.table\n",
        "columns = [c.string for c in table.contents[2].find_all(\"th\")]\n",
        "print(columns)\n",
        "\n",
        "row_data = []\n",
        "for r in table.find_all('tr'):\n",
        "  row_contents = [c.string for c in r.find_all(\"td\")]\n",
        "  if len(row_contents) > 0:\n",
        "    row_data.append(row_contents)\n",
        "\n",
        "df = pd.DataFrame.from_records(row_data, columns=columns)\n",
        "df[\"#\"] = pd.to_numeric(df[\"#\"])\n",
        "df[\"Games\"] = pd.to_numeric(df[\"Games\"])\n",
        "df[\"Elo\"] = pd.to_numeric(df[\"Elo\"])\n",
        "df.rename(columns={\"#\": \"Network #\", \"Size\": \"Network\"}, inplace=True)\n",
        "df[\"Upload Date\"] = pd.to_datetime(df[\"Upload Date\"])\n",
        "\n",
        "# Assume that from 2018-05-09 onwards 25% of all played games were LeelaElf games\n",
        "elf_games = df[df[\"Upload Date\"] >= datetime(2018,5,9,0,0)]\n",
        "elf_games[\"Network\"] = \"LeelaElf\"\n",
        "elf_games[\"Games\"] = (elf_games[\"Games\"] * 1./3.).round()\n",
        "df = df.append(elf_games)\n",
        "\n",
        "df.sort_values([\"Network #\", \"Upload Date\"], inplace=True)\n",
        "df[\"Days\"] = ((df[\"Upload Date\"] - df[\"Upload Date\"].min()) / np.timedelta64(1, 'D')).apply(np.floor)\n",
        "df[\"Week\"] = (df[\"Days\"] / 7).apply(np.floor)\n",
        "\n",
        "day_stat = df.groupby([\"Days\", \"Network\"]).agg({\"Games\": \"sum\", \"Elo\": \"mean\"})\n",
        "week_stat = df.groupby([\"Week\", \"Network\"])[[\"Games\"]].sum()"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['#', 'Upload Date', 'Hash', 'Size', 'Elo', 'Games', 'Training #']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "fVvEewYAQxE3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 707
        },
        "outputId": "cd0fa181-c985-4ea3-ba9d-a6f9808ff948"
      },
      "cell_type": "code",
      "source": [
        "alt.Chart(df).mark_bar().encode(\n",
        "    x=\"Network #\",\n",
        "    y=\"Games\",\n",
        "    color=\"Network\"\n",
        ").properties(\n",
        "    width=800,\n",
        "    height=600,\n",
        "    title=\"Games per network\"\n",
        ")"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Chart({\n",
              "  data:      Network #         Upload Date      Hash   Network    Elo     Games  \\\n",
              "  145          0 2017-11-10 13:04:00  d645af97       8x1      0   15036.0   \n",
              "  144          1 2017-11-15 17:07:00  e6779c9b       8x1    164   23639.0   \n",
              "  143          2 2017-11-17 08:09:00  fe3f6afd      32x4     91   44001.0   \n",
              "  142          3 2017-11-19 11:44:00  4d9a5cfc      32x4    477   76711.0   \n",
              "  141          4 2017-11-21 08:06:00  857b975e      32x4    532   15178.0   \n",
              "  140          5 2017-11-21 14:37:00  1ac2638d      64x5    542  104810.0   \n",
              "  139          6 2017-11-24 16:08:00  a1151640      64x5    892   36363.0   \n",
              "  138          7 2017-11-25 13:16:00  92c658d7      64x5    917  192872.0   \n",
              "  137          8 2017-11-30 22:25:00  22373747      64x5   1282  111578.0   \n",
              "  136          9 2017-12-03 22:46:00  6f274ab1      64x5   1523  137868.0   \n",
              "  135         10 2017-12-06 09:42:00  ad8a1d02      64x5   1650   75393.0   \n",
              "  134         11 2017-12-07 13:07:00  2184b750      64x5   1665   68977.0   \n",
              "  133         12 2017-12-09 08:22:00  eebb910d      64x5   1732   18400.0   \n",
              "  132         13 2017-12-09 19:13:00  1607dbea      64x5   1927   28131.0   \n",
              "  131         14 2017-12-11 06:43:00  96bf20e7      64x5   2255    7192.0   \n",
              "  130         15 2017-12-11 12:07:00  a0d3531f      64x5   2381    9515.0   \n",
              "  129         16 2017-12-11 18:59:00  fe7a6c28      64x5   2604   20389.0   \n",
              "  128         17 2017-12-12 06:33:00  5bcb392e      64x5   2893   38353.0   \n",
              "  127         18 2017-12-13 06:21:00  4701bb9f      64x5   2923   24559.0   \n",
              "  126         19 2017-12-14 15:48:00  e671af6f      64x5   3077    7939.0   \n",
              "  125         20 2017-12-14 21:19:00  251b7ca8      64x5   3197   27205.0   \n",
              "  124         21 2017-12-15 16:46:00  d11131e3      64x5   3305    6650.0   \n",
              "  123         22 2017-12-15 21:09:00  3ba92804      64x5   3425   16320.0   \n",
              "  122         23 2017-12-16 06:25:00  4e4d09be      64x5   3523    7009.0   \n",
              "  121         24 2017-12-16 16:46:00  3382a7d3      64x5   3726   34833.0   \n",
              "  120         25 2017-12-17 15:54:00  808ac5f3      64x5   3808   15947.0   \n",
              "  119         26 2017-12-18 07:50:00  0eb8b23b      64x5   3964   23810.0   \n",
              "  118         27 2017-12-18 23:44:00  ce1aa643      64x5   4010   17064.0   \n",
              "  117         28 2017-12-19 14:18:00  154eaebd      64x5   4168   12493.0   \n",
              "  116         29 2017-12-19 22:29:00  657f91c7      64x5   4244   34864.0   \n",
              "  ..         ...                 ...       ...       ...    ...       ...   \n",
              "  19         126 2018-04-21 00:11:00  59bb7337    192x15  10548   10886.0   \n",
              "  18         127 2018-04-22 14:49:00  3f6c8dd8    192x15  10574   49315.0   \n",
              "  17         128 2018-04-25 07:23:00  158603eb    192x15  10604   62391.0   \n",
              "  16         129 2018-04-29 09:00:00  cfb2ce28    192x15  10655   53716.0   \n",
              "  15         130 2018-05-02 03:06:00  18e6a6c5    192x15  10710   61580.0   \n",
              "  14         131 2018-05-04 07:45:00  ecab83bb    192x15  10745   31498.0   \n",
              "  13         132 2018-05-06 20:26:00  3737d7ce    192x15  10808    3248.0   \n",
              "  12         133 2018-05-07 06:38:00  4be6f310    192x15  10844    1496.0   \n",
              "  11         134 2018-05-07 11:10:00  2fb02cfe    192x15  10880    4544.0   \n",
              "  10         135 2018-05-08 00:50:00  05b723d0    192x15  10924   10769.0   \n",
              "  9          136 2018-05-09 16:04:00  b6337c69    192x15  10959   50480.0   \n",
              "  9          136 2018-05-09 16:04:00  b6337c69  LeelaElf  10959   16827.0   \n",
              "  8          137 2018-05-14 08:38:00  90560d92    192x15  10992   31532.0   \n",
              "  8          137 2018-05-14 08:38:00  90560d92  LeelaElf  10992   10511.0   \n",
              "  7          138 2018-05-17 02:39:00  d8214630    192x15  11043    8822.0   \n",
              "  7          138 2018-05-17 02:39:00  d8214630  LeelaElf  11043    2941.0   \n",
              "  6          139 2018-05-17 20:50:00  a39b64cc    192x15  11095   28474.0   \n",
              "  6          139 2018-05-17 20:50:00  a39b64cc  LeelaElf  11095    9491.0   \n",
              "  5          140 2018-05-20 01:21:00  521b0868    192x15  11142    5553.0   \n",
              "  5          140 2018-05-20 01:21:00  521b0868  LeelaElf  11142    1851.0   \n",
              "  4          141 2018-05-20 14:59:00  11057dd7    192x15  11185   13366.0   \n",
              "  4          141 2018-05-20 14:59:00  11057dd7  LeelaElf  11185    4455.0   \n",
              "  3          142 2018-05-21 19:45:00  7c6588ce    192x15  11206   30396.0   \n",
              "  3          142 2018-05-21 19:45:00  7c6588ce  LeelaElf  11206   10132.0   \n",
              "  2          143 2018-05-24 03:54:00  057adf2c    192x15  11252    9796.0   \n",
              "  2          143 2018-05-24 03:54:00  057adf2c  LeelaElf  11252    3265.0   \n",
              "  1          144 2018-05-25 00:27:00  9e882e52    192x15  11286   82784.0   \n",
              "  1          144 2018-05-25 00:27:00  9e882e52  LeelaElf  11286   27595.0   \n",
              "  0          145 2018-05-29 17:38:00  b69158ea    192x15  11329   13501.0   \n",
              "  0          145 2018-05-29 17:38:00  b69158ea  LeelaElf  11329    4500.0   \n",
              "  \n",
              "      Training #   Days  Week  \n",
              "  145          0    0.0   0.0  \n",
              "  144       9000    5.0   0.0  \n",
              "  143      19000    6.0   0.0  \n",
              "  142      62000    8.0   1.0  \n",
              "  141     107000   10.0   1.0  \n",
              "  140     137000   11.0   1.0  \n",
              "  139     265000   14.0   2.0  \n",
              "  138     292000   15.0   2.0  \n",
              "  137     485000   20.0   2.0  \n",
              "  136     585000   23.0   3.0  \n",
              "  135     735000   25.0   3.0  \n",
              "  134     815000   27.0   3.0  \n",
              "  133     860000   28.0   4.0  \n",
              "  132     890000   29.0   4.0  \n",
              "  131     920000   30.0   4.0  \n",
              "  130     945000   30.0   4.0  \n",
              "  129     955000   31.0   4.0  \n",
              "  128     970000   31.0   4.0  \n",
              "  127    1000000   32.0   4.0  \n",
              "  126    1035000   34.0   4.0  \n",
              "  125    1050000   34.0   4.0  \n",
              "  124    1070000   35.0   5.0  \n",
              "  123    1080000   35.0   5.0  \n",
              "  122    1095000   35.0   5.0  \n",
              "  121    1105000   36.0   5.0  \n",
              "  120    1143566   37.0   5.0  \n",
              "  119    1163371   37.0   5.0  \n",
              "  118    1184723   38.0   5.0  \n",
              "  117    1204550   39.0   5.0  \n",
              "  116    1215129   39.0   5.0  \n",
              "  ..         ...    ...   ...  \n",
              "  19     6916674  161.0  23.0  \n",
              "  18     6948814  163.0  23.0  \n",
              "  17     7003809  165.0  23.0  \n",
              "  16     7062848  169.0  24.0  \n",
              "  15     7100021  172.0  24.0  \n",
              "  14     7175793  174.0  24.0  \n",
              "  13     7211113  177.0  25.0  \n",
              "  12     7234321  177.0  25.0  \n",
              "  11     7234321  177.0  25.0  \n",
              "  10     7234321  178.0  25.0  \n",
              "  9      7251733  180.0  25.0  \n",
              "  9      7251733  180.0  25.0  \n",
              "  8      7314541  184.0  26.0  \n",
              "  8      7314541  184.0  26.0  \n",
              "  7      7360230  187.0  26.0  \n",
              "  7      7360230  187.0  26.0  \n",
              "  6      7360230  188.0  26.0  \n",
              "  6      7360230  188.0  26.0  \n",
              "  5      7412196  190.0  27.0  \n",
              "  5      7412196  190.0  27.0  \n",
              "  4      7412196  191.0  27.0  \n",
              "  4      7412196  191.0  27.0  \n",
              "  3      7434908  192.0  27.0  \n",
              "  3      7434908  192.0  27.0  \n",
              "  2      7461063  194.0  27.0  \n",
              "  2      7461063  194.0  27.0  \n",
              "  1      7488204  195.0  27.0  \n",
              "  1      7488204  195.0  27.0  \n",
              "  0      7599934  200.0  28.0  \n",
              "  0      7599934  200.0  28.0  \n",
              "  \n",
              "  [156 rows x 9 columns],\n",
              "  encoding: EncodingWithFacet({\n",
              "    color: Color({\n",
              "      shorthand: 'Network'\n",
              "    }),\n",
              "    x: X({\n",
              "      shorthand: 'Network #'\n",
              "    }),\n",
              "    y: Y({\n",
              "      shorthand: 'Games'\n",
              "    })\n",
              "  }),\n",
              "  height: 600,\n",
              "  mark: 'bar',\n",
              "  title: 'Games per network',\n",
              "  width: 800\n",
              "})"
            ],
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              "\n",
              "<!DOCTYPE html>\n",
              "<html>\n",
              "<head>\n",
              "  <style>\n",
              "    .vega-actions a {\n",
              "        margin-right: 12px;\n",
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              "\n",
              "</head>\n",
              "<body>\n",
              "  <div id=\"vis\"></div>\n",
              "  <script type=\"text/javascript\">\n",
              "    var spec = {\"config\": {\"view\": {\"width\": 400, \"height\": 300}}, \"data\": {\"values\": [{\"Network #\": 0, \"Upload Date\": \"2017-11-10 13:04:00\", \"Hash\": \"d645af97\", \"Network\": \"8x1\", \"Elo\": 0, \"Games\": 15036.0, \"Training #\": \"0\", \"Days\": 0.0, \"Week\": 0.0}, {\"Network #\": 1, \"Upload Date\": \"2017-11-15 17:07:00\", \"Hash\": \"e6779c9b\", \"Network\": \"8x1\", \"Elo\": 164, \"Games\": 23639.0, \"Training #\": \"9000\", \"Days\": 5.0, \"Week\": 0.0}, {\"Network #\": 2, \"Upload Date\": \"2017-11-17 08:09:00\", \"Hash\": \"fe3f6afd\", \"Network\": \"32x4\", \"Elo\": 91, \"Games\": 44001.0, \"Training #\": \"19000\", \"Days\": 6.0, \"Week\": 0.0}, {\"Network #\": 3, \"Upload Date\": \"2017-11-19 11:44:00\", \"Hash\": \"4d9a5cfc\", \"Network\": \"32x4\", \"Elo\": 477, \"Games\": 76711.0, \"Training #\": \"62000\", \"Days\": 8.0, \"Week\": 1.0}, {\"Network #\": 4, \"Upload Date\": \"2017-11-21 08:06:00\", \"Hash\": \"857b975e\", \"Network\": \"32x4\", \"Elo\": 532, \"Games\": 15178.0, \"Training #\": \"107000\", \"Days\": 10.0, \"Week\": 1.0}, {\"Network #\": 5, \"Upload Date\": \"2017-11-21 14:37:00\", \"Hash\": \"1ac2638d\", \"Network\": \"64x5\", \"Elo\": 542, \"Games\": 104810.0, \"Training #\": \"137000\", \"Days\": 11.0, \"Week\": 1.0}, {\"Network #\": 6, \"Upload Date\": \"2017-11-24 16:08:00\", \"Hash\": \"a1151640\", \"Network\": \"64x5\", \"Elo\": 892, \"Games\": 36363.0, \"Training #\": \"265000\", \"Days\": 14.0, \"Week\": 2.0}, {\"Network #\": 7, \"Upload Date\": \"2017-11-25 13:16:00\", \"Hash\": \"92c658d7\", \"Network\": \"64x5\", \"Elo\": 917, \"Games\": 192872.0, \"Training #\": \"292000\", \"Days\": 15.0, \"Week\": 2.0}, {\"Network #\": 8, \"Upload Date\": \"2017-11-30 22:25:00\", \"Hash\": \"22373747\", \"Network\": \"64x5\", \"Elo\": 1282, \"Games\": 111578.0, \"Training #\": \"485000\", \"Days\": 20.0, \"Week\": 2.0}, {\"Network #\": 9, \"Upload Date\": \"2017-12-03 22:46:00\", \"Hash\": \"6f274ab1\", \"Network\": \"64x5\", \"Elo\": 1523, \"Games\": 137868.0, \"Training #\": \"585000\", \"Days\": 23.0, \"Week\": 3.0}, {\"Network #\": 10, \"Upload Date\": \"2017-12-06 09:42:00\", \"Hash\": \"ad8a1d02\", \"Network\": \"64x5\", \"Elo\": 1650, \"Games\": 75393.0, \"Training #\": \"735000\", \"Days\": 25.0, \"Week\": 3.0}, {\"Network #\": 11, \"Upload Date\": \"2017-12-07 13:07:00\", \"Hash\": \"2184b750\", \"Network\": \"64x5\", \"Elo\": 1665, \"Games\": 68977.0, \"Training #\": \"815000\", \"Days\": 27.0, \"Week\": 3.0}, {\"Network #\": 12, \"Upload Date\": \"2017-12-09 08:22:00\", \"Hash\": \"eebb910d\", \"Network\": \"64x5\", \"Elo\": 1732, \"Games\": 18400.0, \"Training #\": \"860000\", \"Days\": 28.0, \"Week\": 4.0}, {\"Network #\": 13, \"Upload Date\": \"2017-12-09 19:13:00\", \"Hash\": \"1607dbea\", \"Network\": \"64x5\", \"Elo\": 1927, \"Games\": 28131.0, \"Training #\": \"890000\", \"Days\": 29.0, \"Week\": 4.0}, {\"Network #\": 14, \"Upload Date\": \"2017-12-11 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\"Network\": \"128x10\", \"Elo\": 9851, \"Games\": 28593.0, \"Training #\": \"6412632\", \"Days\": 144.0, \"Week\": 20.0}, {\"Network #\": 116, \"Upload Date\": \"2018-04-04 09:37:00\", \"Hash\": \"39d46507\", \"Network\": \"128x10\", \"Elo\": 9888, \"Games\": 225231.0, \"Training #\": \"6435001\", \"Days\": 144.0, \"Week\": 20.0}, {\"Network #\": 117, \"Upload Date\": \"2018-04-09 10:35:00\", \"Hash\": \"ba748d40\", \"Network\": \"192x15\", \"Elo\": 10214, \"Games\": 7851.0, \"Training #\": \"6642917\", \"Days\": 149.0, \"Week\": 21.0}, {\"Network #\": 118, \"Upload Date\": \"2018-04-09 18:54:00\", \"Hash\": \"02e663b0\", \"Network\": \"192x15\", \"Elo\": 10244, \"Games\": 4338.0, \"Training #\": \"6677575\", \"Days\": 150.0, \"Week\": 21.0}, {\"Network #\": 119, \"Upload Date\": \"2018-04-09 21:12:00\", \"Hash\": \"5838db67\", \"Network\": \"192x15\", \"Elo\": 10281, \"Games\": 6320.0, \"Training #\": \"6677575\", \"Days\": 150.0, \"Week\": 21.0}, {\"Network #\": 120, \"Upload Date\": \"2018-04-10 10:50:00\", \"Hash\": \"8c67ecdc\", \"Network\": \"192x15\", \"Elo\": 10318, \"Games\": 21462.0, \"Training #\": \"6677575\", \"Days\": 150.0, \"Week\": 21.0}, {\"Network #\": 121, \"Upload Date\": \"2018-04-12 01:36:00\", \"Hash\": \"5d6d9c5b\", \"Network\": \"192x15\", \"Elo\": 10343, \"Games\": 33171.0, \"Training #\": \"6698902\", \"Days\": 152.0, \"Week\": 21.0}, {\"Network #\": 122, \"Upload Date\": \"2018-04-13 22:02:00\", \"Hash\": \"c0cb605b\", \"Network\": \"192x15\", \"Elo\": 10394, \"Games\": 16730.0, \"Training #\": \"6742959\", \"Days\": 154.0, \"Week\": 22.0}, {\"Network #\": 123, \"Upload Date\": \"2018-04-14 11:38:00\", \"Hash\": \"f3231682\", \"Network\": \"192x15\", \"Elo\": 10425, \"Games\": 64768.0, \"Training #\": \"6742959\", \"Days\": 154.0, \"Week\": 22.0}, {\"Network #\": 124, \"Upload Date\": \"2018-04-16 22:11:00\", \"Hash\": \"8a045bce\", \"Network\": \"192x15\", \"Elo\": 10487, \"Games\": 39905.0, \"Training #\": \"6807268\", \"Days\": 157.0, \"Week\": 22.0}, {\"Network #\": 125, \"Upload Date\": \"2018-04-18 04:43:00\", \"Hash\": \"e8601c38\", \"Network\": \"192x15\", \"Elo\": 10511, \"Games\": 90912.0, \"Training #\": \"6853079\", \"Days\": 158.0, \"Week\": 22.0}, {\"Network #\": 126, \"Upload Date\": \"2018-04-21 00:11:00\", \"Hash\": \"59bb7337\", \"Network\": \"192x15\", \"Elo\": 10548, \"Games\": 10886.0, \"Training #\": \"6916674\", \"Days\": 161.0, \"Week\": 23.0}, {\"Network #\": 127, \"Upload Date\": \"2018-04-22 14:49:00\", \"Hash\": \"3f6c8dd8\", \"Network\": \"192x15\", \"Elo\": 10574, \"Games\": 49315.0, \"Training #\": \"6948814\", \"Days\": 163.0, \"Week\": 23.0}, {\"Network #\": 128, \"Upload Date\": \"2018-04-25 07:23:00\", \"Hash\": \"158603eb\", \"Network\": \"192x15\", \"Elo\": 10604, \"Games\": 62391.0, \"Training #\": \"7003809\", \"Days\": 165.0, \"Week\": 23.0}, {\"Network #\": 129, \"Upload Date\": \"2018-04-29 09:00:00\", \"Hash\": \"cfb2ce28\", \"Network\": \"192x15\", \"Elo\": 10655, \"Games\": 53716.0, \"Training #\": \"7062848\", \"Days\": 169.0, \"Week\": 24.0}, {\"Network #\": 130, \"Upload Date\": \"2018-05-02 03:06:00\", \"Hash\": \"18e6a6c5\", \"Network\": \"192x15\", \"Elo\": 10710, \"Games\": 61580.0, \"Training #\": \"7100021\", \"Days\": 172.0, \"Week\": 24.0}, {\"Network #\": 131, \"Upload Date\": \"2018-05-04 07:45:00\", \"Hash\": \"ecab83bb\", \"Network\": \"192x15\", \"Elo\": 10745, \"Games\": 31498.0, \"Training #\": \"7175793\", \"Days\": 174.0, \"Week\": 24.0}, {\"Network #\": 132, \"Upload Date\": \"2018-05-06 20:26:00\", \"Hash\": \"3737d7ce\", \"Network\": \"192x15\", \"Elo\": 10808, \"Games\": 3248.0, \"Training #\": \"7211113\", \"Days\": 177.0, \"Week\": 25.0}, {\"Network #\": 133, \"Upload Date\": \"2018-05-07 06:38:00\", \"Hash\": \"4be6f310\", \"Network\": \"192x15\", \"Elo\": 10844, \"Games\": 1496.0, \"Training #\": \"7234321\", \"Days\": 177.0, \"Week\": 25.0}, {\"Network #\": 134, \"Upload Date\": \"2018-05-07 11:10:00\", \"Hash\": \"2fb02cfe\", \"Network\": \"192x15\", \"Elo\": 10880, \"Games\": 4544.0, \"Training #\": \"7234321\", \"Days\": 177.0, \"Week\": 25.0}, {\"Network #\": 135, \"Upload Date\": \"2018-05-08 00:50:00\", \"Hash\": \"05b723d0\", \"Network\": \"192x15\", \"Elo\": 10924, \"Games\": 10769.0, \"Training #\": \"7234321\", \"Days\": 178.0, \"Week\": 25.0}, {\"Network #\": 136, \"Upload Date\": \"2018-05-09 16:04:00\", \"Hash\": \"b6337c69\", \"Network\": \"192x15\", \"Elo\": 10959, \"Games\": 50480.0, \"Training #\": \"7251733\", \"Days\": 180.0, \"Week\": 25.0}, {\"Network #\": 136, \"Upload Date\": \"2018-05-09 16:04:00\", \"Hash\": \"b6337c69\", \"Network\": \"LeelaElf\", \"Elo\": 10959, \"Games\": 16827.0, \"Training #\": \"7251733\", \"Days\": 180.0, \"Week\": 25.0}, {\"Network #\": 137, \"Upload Date\": \"2018-05-14 08:38:00\", \"Hash\": \"90560d92\", \"Network\": \"192x15\", \"Elo\": 10992, \"Games\": 31532.0, \"Training #\": \"7314541\", \"Days\": 184.0, \"Week\": 26.0}, {\"Network #\": 137, \"Upload Date\": \"2018-05-14 08:38:00\", \"Hash\": \"90560d92\", \"Network\": \"LeelaElf\", \"Elo\": 10992, \"Games\": 10511.0, \"Training #\": \"7314541\", \"Days\": 184.0, \"Week\": 26.0}, {\"Network #\": 138, \"Upload Date\": \"2018-05-17 02:39:00\", \"Hash\": \"d8214630\", \"Network\": \"192x15\", \"Elo\": 11043, \"Games\": 8822.0, \"Training #\": \"7360230\", \"Days\": 187.0, \"Week\": 26.0}, {\"Network #\": 138, \"Upload Date\": \"2018-05-17 02:39:00\", \"Hash\": \"d8214630\", \"Network\": \"LeelaElf\", \"Elo\": 11043, \"Games\": 2941.0, \"Training #\": \"7360230\", \"Days\": 187.0, \"Week\": 26.0}, {\"Network #\": 139, \"Upload Date\": \"2018-05-17 20:50:00\", \"Hash\": \"a39b64cc\", \"Network\": \"192x15\", \"Elo\": 11095, \"Games\": 28474.0, \"Training #\": \"7360230\", \"Days\": 188.0, \"Week\": 26.0}, {\"Network #\": 139, \"Upload Date\": \"2018-05-17 20:50:00\", \"Hash\": \"a39b64cc\", \"Network\": \"LeelaElf\", \"Elo\": 11095, \"Games\": 9491.0, \"Training #\": \"7360230\", \"Days\": 188.0, \"Week\": 26.0}, {\"Network #\": 140, \"Upload Date\": \"2018-05-20 01:21:00\", \"Hash\": \"521b0868\", \"Network\": \"192x15\", \"Elo\": 11142, \"Games\": 5553.0, \"Training #\": \"7412196\", \"Days\": 190.0, \"Week\": 27.0}, {\"Network #\": 140, \"Upload Date\": \"2018-05-20 01:21:00\", \"Hash\": \"521b0868\", \"Network\": \"LeelaElf\", \"Elo\": 11142, \"Games\": 1851.0, \"Training #\": \"7412196\", \"Days\": 190.0, \"Week\": 27.0}, {\"Network #\": 141, \"Upload Date\": \"2018-05-20 14:59:00\", \"Hash\": \"11057dd7\", \"Network\": \"192x15\", \"Elo\": 11185, \"Games\": 13366.0, \"Training #\": \"7412196\", \"Days\": 191.0, \"Week\": 27.0}, {\"Network #\": 141, \"Upload Date\": \"2018-05-20 14:59:00\", \"Hash\": \"11057dd7\", \"Network\": \"LeelaElf\", \"Elo\": 11185, \"Games\": 4455.0, \"Training #\": \"7412196\", \"Days\": 191.0, \"Week\": 27.0}, {\"Network #\": 142, \"Upload Date\": \"2018-05-21 19:45:00\", \"Hash\": \"7c6588ce\", \"Network\": \"192x15\", \"Elo\": 11206, \"Games\": 30396.0, \"Training #\": \"7434908\", \"Days\": 192.0, \"Week\": 27.0}, {\"Network #\": 142, \"Upload Date\": \"2018-05-21 19:45:00\", \"Hash\": \"7c6588ce\", \"Network\": \"LeelaElf\", \"Elo\": 11206, \"Games\": 10132.0, \"Training #\": \"7434908\", \"Days\": 192.0, \"Week\": 27.0}, {\"Network #\": 143, \"Upload Date\": \"2018-05-24 03:54:00\", \"Hash\": \"057adf2c\", \"Network\": \"192x15\", \"Elo\": 11252, \"Games\": 9796.0, \"Training #\": \"7461063\", \"Days\": 194.0, \"Week\": 27.0}, {\"Network #\": 143, \"Upload Date\": \"2018-05-24 03:54:00\", \"Hash\": \"057adf2c\", \"Network\": \"LeelaElf\", \"Elo\": 11252, \"Games\": 3265.0, \"Training #\": \"7461063\", \"Days\": 194.0, \"Week\": 27.0}, {\"Network #\": 144, \"Upload Date\": \"2018-05-25 00:27:00\", \"Hash\": \"9e882e52\", \"Network\": \"192x15\", \"Elo\": 11286, \"Games\": 82784.0, \"Training #\": \"7488204\", \"Days\": 195.0, \"Week\": 27.0}, {\"Network #\": 144, \"Upload Date\": \"2018-05-25 00:27:00\", \"Hash\": \"9e882e52\", \"Network\": \"LeelaElf\", \"Elo\": 11286, \"Games\": 27595.0, \"Training #\": \"7488204\", \"Days\": 195.0, \"Week\": 27.0}, {\"Network #\": 145, \"Upload Date\": \"2018-05-29 17:38:00\", \"Hash\": \"b69158ea\", \"Network\": \"192x15\", \"Elo\": 11329, \"Games\": 13501.0, \"Training #\": \"7599934\", \"Days\": 200.0, \"Week\": 28.0}, {\"Network #\": 145, \"Upload Date\": \"2018-05-29 17:38:00\", \"Hash\": \"b69158ea\", \"Network\": \"LeelaElf\", \"Elo\": 11329, \"Games\": 4500.0, \"Training #\": \"7599934\", \"Days\": 200.0, \"Week\": 28.0}]}, \"mark\": \"bar\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Network\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"Network #\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Games\"}}, \"height\": 600, \"title\": \"Games per network\", \"width\": 800, \"$schema\": \"https://vega.github.io/schema/vega-lite/v2.4.1.json\"};\n",
              "    var embed_opt = {\"mode\": \"vega-lite\"};\n",
              "\n",
              "    function showError(el, error){\n",
              "        el.innerHTML = ('<div class=\"error\">'\n",
              "                        + '<p>JavaScript Error: ' + error.message + '</p>'\n",
              "                        + \"<p>This usually means there's a typo in your chart specification. \"\n",
              "                        + \"See the javascript console for the full traceback.</p>\"\n",
              "                        + '</div>');\n",
              "        throw error;\n",
              "    }\n",
              "    const el = document.getElementById('vis');\n",
              "    vegaEmbed(\"#vis\", spec, embed_opt)\n",
              "      .catch(error => showError(el, error));\n",
              "  </script>\n",
              "</body>\n",
              "</html>\n"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 32
        }
      ]
    },
    {
      "metadata": {
        "id": "znC-F2iKJbNW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 407
        },
        "outputId": "2dfc5407-9328-4d4f-97f5-2560cadc2b9d"
      },
      "cell_type": "code",
      "source": [
        "alt.Chart(week_stat.reset_index()).mark_bar().encode(\n",
        "    x=\"Week\",\n",
        "    y=\"Games\",\n",
        "    color=\"Network\"\n",
        ").properties(\n",
        "#     width=800,\n",
        "#     height=600,\n",
        "    title=\"Games per week\"\n",
        ")"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Chart({\n",
              "  data:     Week   Network     Games\n",
              "  0    0.0      32x4   44001.0\n",
              "  1    0.0       8x1   38675.0\n",
              "  2    1.0      32x4   91889.0\n",
              "  3    1.0      64x5  104810.0\n",
              "  4    2.0      64x5  340813.0\n",
              "  5    3.0      64x5  282238.0\n",
              "  6    4.0      64x5  181683.0\n",
              "  7    5.0      64x5  225325.0\n",
              "  8    6.0      64x5  215044.0\n",
              "  9    7.0      64x5  276038.0\n",
              "  10   8.0      64x5  671031.0\n",
              "  11   9.0      64x5  514488.0\n",
              "  12  10.0     128x6  233048.0\n",
              "  13  11.0     128x6  249199.0\n",
              "  14  12.0     128x6  284508.0\n",
              "  15  13.0     128x6  206156.0\n",
              "  16  14.0     128x6  394433.0\n",
              "  17  15.0     128x6  323171.0\n",
              "  18  16.0    128x10  200629.0\n",
              "  19  16.0     128x6  188562.0\n",
              "  20  17.0    128x10  689913.0\n",
              "  21  18.0    128x10  288606.0\n",
              "  22  19.0    128x10  228331.0\n",
              "  23  20.0    128x10  437810.0\n",
              "  24  21.0    192x15   73142.0\n",
              "  25  22.0    192x15  212315.0\n",
              "  26  23.0    192x15  122592.0\n",
              "  27  24.0    192x15  146794.0\n",
              "  28  25.0    192x15   70537.0\n",
              "  29  25.0  LeelaElf   16827.0\n",
              "  30  26.0    192x15   68828.0\n",
              "  31  26.0  LeelaElf   22943.0\n",
              "  32  27.0    192x15  141895.0\n",
              "  33  27.0  LeelaElf   47298.0\n",
              "  34  28.0    192x15   13501.0\n",
              "  35  28.0  LeelaElf    4500.0,\n",
              "  encoding: EncodingWithFacet({\n",
              "    color: Color({\n",
              "      shorthand: 'Network'\n",
              "    }),\n",
              "    x: X({\n",
              "      shorthand: 'Week'\n",
              "    }),\n",
              "    y: Y({\n",
              "      shorthand: 'Games'\n",
              "    })\n",
              "  }),\n",
              "  mark: 'bar',\n",
              "  title: 'Games per week'\n",
              "})"
            ],
            "text/html": [
              "\n",
              "<!DOCTYPE html>\n",
              "<html>\n",
              "<head>\n",
              "  <style>\n",
              "    .vega-actions a {\n",
              "        margin-right: 12px;\n",
              "        color: #757575;\n",
              "        font-weight: normal;\n",
              "        font-size: 13px;\n",
              "    }\n",
              "    .error {\n",
              "        color: red;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "<script src=\"https://cdn.jsdelivr.net/npm//vega@3.2\"></script>\n",
              "<script src=\"https://cdn.jsdelivr.net/npm//vega-lite@2.4.1\"></script>\n",
              "<script src=\"https://cdn.jsdelivr.net/npm//vega-embed@3.0\"></script>\n",
              "\n",
              "</head>\n",
              "<body>\n",
              "  <div id=\"vis\"></div>\n",
              "  <script type=\"text/javascript\">\n",
              "    var spec = {\"config\": {\"view\": {\"width\": 400, \"height\": 300}}, \"data\": {\"values\": [{\"Week\": 0.0, \"Network\": \"32x4\", \"Games\": 44001.0}, {\"Week\": 0.0, \"Network\": \"8x1\", \"Games\": 38675.0}, {\"Week\": 1.0, \"Network\": \"32x4\", \"Games\": 91889.0}, {\"Week\": 1.0, \"Network\": \"64x5\", \"Games\": 104810.0}, {\"Week\": 2.0, \"Network\": \"64x5\", \"Games\": 340813.0}, {\"Week\": 3.0, \"Network\": \"64x5\", \"Games\": 282238.0}, {\"Week\": 4.0, \"Network\": \"64x5\", \"Games\": 181683.0}, {\"Week\": 5.0, \"Network\": \"64x5\", \"Games\": 225325.0}, {\"Week\": 6.0, \"Network\": \"64x5\", \"Games\": 215044.0}, {\"Week\": 7.0, \"Network\": \"64x5\", \"Games\": 276038.0}, {\"Week\": 8.0, \"Network\": \"64x5\", \"Games\": 671031.0}, {\"Week\": 9.0, \"Network\": \"64x5\", \"Games\": 514488.0}, {\"Week\": 10.0, \"Network\": \"128x6\", \"Games\": 233048.0}, {\"Week\": 11.0, \"Network\": \"128x6\", \"Games\": 249199.0}, {\"Week\": 12.0, \"Network\": \"128x6\", \"Games\": 284508.0}, {\"Week\": 13.0, \"Network\": \"128x6\", \"Games\": 206156.0}, {\"Week\": 14.0, \"Network\": \"128x6\", \"Games\": 394433.0}, {\"Week\": 15.0, \"Network\": \"128x6\", \"Games\": 323171.0}, {\"Week\": 16.0, \"Network\": \"128x10\", \"Games\": 200629.0}, {\"Week\": 16.0, \"Network\": \"128x6\", \"Games\": 188562.0}, {\"Week\": 17.0, \"Network\": \"128x10\", \"Games\": 689913.0}, {\"Week\": 18.0, \"Network\": \"128x10\", \"Games\": 288606.0}, {\"Week\": 19.0, \"Network\": \"128x10\", \"Games\": 228331.0}, {\"Week\": 20.0, \"Network\": \"128x10\", \"Games\": 437810.0}, {\"Week\": 21.0, \"Network\": \"192x15\", \"Games\": 73142.0}, {\"Week\": 22.0, \"Network\": \"192x15\", \"Games\": 212315.0}, {\"Week\": 23.0, \"Network\": \"192x15\", \"Games\": 122592.0}, {\"Week\": 24.0, \"Network\": \"192x15\", \"Games\": 146794.0}, {\"Week\": 25.0, \"Network\": \"192x15\", \"Games\": 70537.0}, {\"Week\": 25.0, \"Network\": \"LeelaElf\", \"Games\": 16827.0}, {\"Week\": 26.0, \"Network\": \"192x15\", \"Games\": 68828.0}, {\"Week\": 26.0, \"Network\": \"LeelaElf\", \"Games\": 22943.0}, {\"Week\": 27.0, \"Network\": \"192x15\", \"Games\": 141895.0}, {\"Week\": 27.0, \"Network\": \"LeelaElf\", \"Games\": 47298.0}, {\"Week\": 28.0, \"Network\": \"192x15\", \"Games\": 13501.0}, {\"Week\": 28.0, \"Network\": \"LeelaElf\", \"Games\": 4500.0}]}, \"mark\": \"bar\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Network\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"Week\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Games\"}}, \"title\": \"Games per week\", \"$schema\": \"https://vega.github.io/schema/vega-lite/v2.4.1.json\"};\n",
              "    var embed_opt = {\"mode\": \"vega-lite\"};\n",
              "\n",
              "    function showError(el, error){\n",
              "        el.innerHTML = ('<div class=\"error\">'\n",
              "                        + '<p>JavaScript Error: ' + error.message + '</p>'\n",
              "                        + \"<p>This usually means there's a typo in your chart specification. \"\n",
              "                        + \"See the javascript console for the full traceback.</p>\"\n",
              "                        + '</div>');\n",
              "        throw error;\n",
              "    }\n",
              "    const el = document.getElementById('vis');\n",
              "    vegaEmbed(\"#vis\", spec, embed_opt)\n",
              "      .catch(error => showError(el, error));\n",
              "  </script>\n",
              "</body>\n",
              "</html>\n"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        }
      ]
    },
    {
      "metadata": {
        "id": "JqEtLv_f6VsG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 707
        },
        "outputId": "9711863d-b651-4216-9d4b-3e97b64a77c3"
      },
      "cell_type": "code",
      "source": [
        "df_noelf = df[df[\"Network\"] != \"LeelaElf\"]\n",
        "line_plot = alt.Chart(df_noelf).mark_line().encode(\n",
        "    x=\"Days\",\n",
        "    y=\"Elo\",\n",
        "    color=\"Network\"\n",
        ").properties(\n",
        "     width=800,\n",
        "     height=600,\n",
        "    title=\"Strength over time\"\n",
        ")\n",
        "\n",
        "elf = df_noelf.copy()\n",
        "elf[\"Elo\"] = 11560\n",
        "elf[\"Network\"] = \"Measured LeelaElf\"\n",
        "\n",
        "elf_guess = df_noelf.copy()\n",
        "elf_guess[\"Elo\"] = (11560-11185)*3 + 11185\n",
        "elf_guess[\"Network\"] = \"Estimated LeelaElf\"\n",
        "\n",
        "elf_line = alt.Chart(elf).mark_rule().encode(\n",
        "    y='Elo',\n",
        "    color='Network'\n",
        "    #size=alt.value(3)\n",
        ")\n",
        "elf_guess_line = alt.Chart(elf_guess).mark_rule().encode(\n",
        "    y='Elo',\n",
        "    color='Network'\n",
        ")\n",
        "\n",
        "line_plot + elf_line + elf_guess_line"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LayerChart({\n",
              "  layer: [Chart({\n",
              "    data:      Network #         Upload Date      Hash Network    Elo     Games  \\\n",
              "    145          0 2017-11-10 13:04:00  d645af97     8x1      0   15036.0   \n",
              "    144          1 2017-11-15 17:07:00  e6779c9b     8x1    164   23639.0   \n",
              "    143          2 2017-11-17 08:09:00  fe3f6afd    32x4     91   44001.0   \n",
              "    142          3 2017-11-19 11:44:00  4d9a5cfc    32x4    477   76711.0   \n",
              "    141          4 2017-11-21 08:06:00  857b975e    32x4    532   15178.0   \n",
              "    140          5 2017-11-21 14:37:00  1ac2638d    64x5    542  104810.0   \n",
              "    139          6 2017-11-24 16:08:00  a1151640    64x5    892   36363.0   \n",
              "    138          7 2017-11-25 13:16:00  92c658d7    64x5    917  192872.0   \n",
              "    137          8 2017-11-30 22:25:00  22373747    64x5   1282  111578.0   \n",
              "    136          9 2017-12-03 22:46:00  6f274ab1    64x5   1523  137868.0   \n",
              "    135         10 2017-12-06 09:42:00  ad8a1d02    64x5   1650   75393.0   \n",
              "    134         11 2017-12-07 13:07:00  2184b750    64x5   1665   68977.0   \n",
              "    133         12 2017-12-09 08:22:00  eebb910d    64x5   1732   18400.0   \n",
              "    132         13 2017-12-09 19:13:00  1607dbea    64x5   1927   28131.0   \n",
              "    131         14 2017-12-11 06:43:00  96bf20e7    64x5   2255    7192.0   \n",
              "    130         15 2017-12-11 12:07:00  a0d3531f    64x5   2381    9515.0   \n",
              "    129         16 2017-12-11 18:59:00  fe7a6c28    64x5   2604   20389.0   \n",
              "    128         17 2017-12-12 06:33:00  5bcb392e    64x5   2893   38353.0   \n",
              "    127         18 2017-12-13 06:21:00  4701bb9f    64x5   2923   24559.0   \n",
              "    126         19 2017-12-14 15:48:00  e671af6f    64x5   3077    7939.0   \n",
              "    125         20 2017-12-14 21:19:00  251b7ca8    64x5   3197   27205.0   \n",
              "    124         21 2017-12-15 16:46:00  d11131e3    64x5   3305    6650.0   \n",
              "    123         22 2017-12-15 21:09:00  3ba92804    64x5   3425   16320.0   \n",
              "    122         23 2017-12-16 06:25:00  4e4d09be    64x5   3523    7009.0   \n",
              "    121         24 2017-12-16 16:46:00  3382a7d3    64x5   3726   34833.0   \n",
              "    120         25 2017-12-17 15:54:00  808ac5f3    64x5   3808   15947.0   \n",
              "    119         26 2017-12-18 07:50:00  0eb8b23b    64x5   3964   23810.0   \n",
              "    118         27 2017-12-18 23:44:00  ce1aa643    64x5   4010   17064.0   \n",
              "    117         28 2017-12-19 14:18:00  154eaebd    64x5   4168   12493.0   \n",
              "    116         29 2017-12-19 22:29:00  657f91c7    64x5   4244   34864.0   \n",
              "    ..         ...                 ...       ...     ...    ...       ...   \n",
              "    29         116 2018-04-04 09:37:00  39d46507  128x10   9888  225231.0   \n",
              "    28         117 2018-04-09 10:35:00  ba748d40  192x15  10214    7851.0   \n",
              "    27         118 2018-04-09 18:54:00  02e663b0  192x15  10244    4338.0   \n",
              "    26         119 2018-04-09 21:12:00  5838db67  192x15  10281    6320.0   \n",
              "    25         120 2018-04-10 10:50:00  8c67ecdc  192x15  10318   21462.0   \n",
              "    24         121 2018-04-12 01:36:00  5d6d9c5b  192x15  10343   33171.0   \n",
              "    23         122 2018-04-13 22:02:00  c0cb605b  192x15  10394   16730.0   \n",
              "    22         123 2018-04-14 11:38:00  f3231682  192x15  10425   64768.0   \n",
              "    21         124 2018-04-16 22:11:00  8a045bce  192x15  10487   39905.0   \n",
              "    20         125 2018-04-18 04:43:00  e8601c38  192x15  10511   90912.0   \n",
              "    19         126 2018-04-21 00:11:00  59bb7337  192x15  10548   10886.0   \n",
              "    18         127 2018-04-22 14:49:00  3f6c8dd8  192x15  10574   49315.0   \n",
              "    17         128 2018-04-25 07:23:00  158603eb  192x15  10604   62391.0   \n",
              "    16         129 2018-04-29 09:00:00  cfb2ce28  192x15  10655   53716.0   \n",
              "    15         130 2018-05-02 03:06:00  18e6a6c5  192x15  10710   61580.0   \n",
              "    14         131 2018-05-04 07:45:00  ecab83bb  192x15  10745   31498.0   \n",
              "    13         132 2018-05-06 20:26:00  3737d7ce  192x15  10808    3248.0   \n",
              "    12         133 2018-05-07 06:38:00  4be6f310  192x15  10844    1496.0   \n",
              "    11         134 2018-05-07 11:10:00  2fb02cfe  192x15  10880    4544.0   \n",
              "    10         135 2018-05-08 00:50:00  05b723d0  192x15  10924   10769.0   \n",
              "    9          136 2018-05-09 16:04:00  b6337c69  192x15  10959   50480.0   \n",
              "    8          137 2018-05-14 08:38:00  90560d92  192x15  10992   31532.0   \n",
              "    7          138 2018-05-17 02:39:00  d8214630  192x15  11043    8822.0   \n",
              "    6          139 2018-05-17 20:50:00  a39b64cc  192x15  11095   28474.0   \n",
              "    5          140 2018-05-20 01:21:00  521b0868  192x15  11142    5553.0   \n",
              "    4          141 2018-05-20 14:59:00  11057dd7  192x15  11185   13366.0   \n",
              "    3          142 2018-05-21 19:45:00  7c6588ce  192x15  11206   30396.0   \n",
              "    2          143 2018-05-24 03:54:00  057adf2c  192x15  11252    9796.0   \n",
              "    1          144 2018-05-25 00:27:00  9e882e52  192x15  11286   82784.0   \n",
              "    0          145 2018-05-29 17:38:00  b69158ea  192x15  11329   13501.0   \n",
              "    \n",
              "        Training #   Days  Week  \n",
              "    145          0    0.0   0.0  \n",
              "    144       9000    5.0   0.0  \n",
              "    143      19000    6.0   0.0  \n",
              "    142      62000    8.0   1.0  \n",
              "    141     107000   10.0   1.0  \n",
              "    140     137000   11.0   1.0  \n",
              "    139     265000   14.0   2.0  \n",
              "    138     292000   15.0   2.0  \n",
              "    137     485000   20.0   2.0  \n",
              "    136     585000   23.0   3.0  \n",
              "    135     735000   25.0   3.0  \n",
              "    134     815000   27.0   3.0  \n",
              "    133     860000   28.0   4.0  \n",
              "    132     890000   29.0   4.0  \n",
              "    131     920000   30.0   4.0  \n",
              "    130     945000   30.0   4.0  \n",
              "    129     955000   31.0   4.0  \n",
              "    128     970000   31.0   4.0  \n",
              "    127    1000000   32.0   4.0  \n",
              "    126    1035000   34.0   4.0  \n",
              "    125    1050000   34.0   4.0  \n",
              "    124    1070000   35.0   5.0  \n",
              "    123    1080000   35.0   5.0  \n",
              "    122    1095000   35.0   5.0  \n",
              "    121    1105000   36.0   5.0  \n",
              "    120    1143566   37.0   5.0  \n",
              "    119    1163371   37.0   5.0  \n",
              "    118    1184723   38.0   5.0  \n",
              "    117    1204550   39.0   5.0  \n",
              "    116    1215129   39.0   5.0  \n",
              "    ..         ...    ...   ...  \n",
              "    29     6435001  144.0  20.0  \n",
              "    28     6642917  149.0  21.0  \n",
              "    27     6677575  150.0  21.0  \n",
              "    26     6677575  150.0  21.0  \n",
              "    25     6677575  150.0  21.0  \n",
              "    24     6698902  152.0  21.0  \n",
              "    23     6742959  154.0  22.0  \n",
              "    22     6742959  154.0  22.0  \n",
              "    21     6807268  157.0  22.0  \n",
              "    20     6853079  158.0  22.0  \n",
              "    19     6916674  161.0  23.0  \n",
              "    18     6948814  163.0  23.0  \n",
              "    17     7003809  165.0  23.0  \n",
              "    16     7062848  169.0  24.0  \n",
              "    15     7100021  172.0  24.0  \n",
              "    14     7175793  174.0  24.0  \n",
              "    13     7211113  177.0  25.0  \n",
              "    12     7234321  177.0  25.0  \n",
              "    11     7234321  177.0  25.0  \n",
              "    10     7234321  178.0  25.0  \n",
              "    9      7251733  180.0  25.0  \n",
              "    8      7314541  184.0  26.0  \n",
              "    7      7360230  187.0  26.0  \n",
              "    6      7360230  188.0  26.0  \n",
              "    5      7412196  190.0  27.0  \n",
              "    4      7412196  191.0  27.0  \n",
              "    3      7434908  192.0  27.0  \n",
              "    2      7461063  194.0  27.0  \n",
              "    1      7488204  195.0  27.0  \n",
              "    0      7599934  200.0  28.0  \n",
              "    \n",
              "    [146 rows x 9 columns],\n",
              "    encoding: EncodingWithFacet({\n",
              "      color: Color({\n",
              "        shorthand: 'Network'\n",
              "      }),\n",
              "      x: X({\n",
              "        shorthand: 'Days'\n",
              "      }),\n",
              "      y: Y({\n",
              "        shorthand: 'Elo'\n",
              "      })\n",
              "    }),\n",
              "    height: 600,\n",
              "    mark: 'line',\n",
              "    title: 'Strength over time',\n",
              "    width: 800\n",
              "  }), Chart({\n",
              "    data:      Network #         Upload Date      Hash            Network    Elo  \\\n",
              "    145          0 2017-11-10 13:04:00  d645af97  Measured LeelaElf  11560   \n",
              "    144          1 2017-11-15 17:07:00  e6779c9b  Measured LeelaElf  11560   \n",
              "    143          2 2017-11-17 08:09:00  fe3f6afd  Measured LeelaElf  11560   \n",
              "    142          3 2017-11-19 11:44:00  4d9a5cfc  Measured LeelaElf  11560   \n",
              "    141          4 2017-11-21 08:06:00  857b975e  Measured LeelaElf  11560   \n",
              "    140          5 2017-11-21 14:37:00  1ac2638d  Measured LeelaElf  11560   \n",
              "    139          6 2017-11-24 16:08:00  a1151640  Measured LeelaElf  11560   \n",
              "    138          7 2017-11-25 13:16:00  92c658d7  Measured LeelaElf  11560   \n",
              "    137          8 2017-11-30 22:25:00  22373747  Measured LeelaElf  11560   \n",
              "    136          9 2017-12-03 22:46:00  6f274ab1  Measured LeelaElf  11560   \n",
              "    135         10 2017-12-06 09:42:00  ad8a1d02  Measured LeelaElf  11560   \n",
              "    134         11 2017-12-07 13:07:00  2184b750  Measured LeelaElf  11560   \n",
              "    133         12 2017-12-09 08:22:00  eebb910d  Measured LeelaElf  11560   \n",
              "    132         13 2017-12-09 19:13:00  1607dbea  Measured LeelaElf  11560   \n",
              "    131         14 2017-12-11 06:43:00  96bf20e7  Measured LeelaElf  11560   \n",
              "    130         15 2017-12-11 12:07:00  a0d3531f  Measured LeelaElf  11560   \n",
              "    129         16 2017-12-11 18:59:00  fe7a6c28  Measured LeelaElf  11560   \n",
              "    128         17 2017-12-12 06:33:00  5bcb392e  Measured LeelaElf  11560   \n",
              "    127         18 2017-12-13 06:21:00  4701bb9f  Measured LeelaElf  11560   \n",
              "    126         19 2017-12-14 15:48:00  e671af6f  Measured LeelaElf  11560   \n",
              "    125         20 2017-12-14 21:19:00  251b7ca8  Measured LeelaElf  11560   \n",
              "    124         21 2017-12-15 16:46:00  d11131e3  Measured LeelaElf  11560   \n",
              "    123         22 2017-12-15 21:09:00  3ba92804  Measured LeelaElf  11560   \n",
              "    122         23 2017-12-16 06:25:00  4e4d09be  Measured LeelaElf  11560   \n",
              "    121         24 2017-12-16 16:46:00  3382a7d3  Measured LeelaElf  11560   \n",
              "    120         25 2017-12-17 15:54:00  808ac5f3  Measured LeelaElf  11560   \n",
              "    119         26 2017-12-18 07:50:00  0eb8b23b  Measured LeelaElf  11560   \n",
              "    118         27 2017-12-18 23:44:00  ce1aa643  Measured LeelaElf  11560   \n",
              "    117         28 2017-12-19 14:18:00  154eaebd  Measured LeelaElf  11560   \n",
              "    116         29 2017-12-19 22:29:00  657f91c7  Measured LeelaElf  11560   \n",
              "    ..         ...                 ...       ...                ...    ...   \n",
              "    29         116 2018-04-04 09:37:00  39d46507  Measured LeelaElf  11560   \n",
              "    28         117 2018-04-09 10:35:00  ba748d40  Measured LeelaElf  11560   \n",
              "    27         118 2018-04-09 18:54:00  02e663b0  Measured LeelaElf  11560   \n",
              "    26         119 2018-04-09 21:12:00  5838db67  Measured LeelaElf  11560   \n",
              "    25         120 2018-04-10 10:50:00  8c67ecdc  Measured LeelaElf  11560   \n",
              "    24         121 2018-04-12 01:36:00  5d6d9c5b  Measured LeelaElf  11560   \n",
              "    23         122 2018-04-13 22:02:00  c0cb605b  Measured LeelaElf  11560   \n",
              "    22         123 2018-04-14 11:38:00  f3231682  Measured LeelaElf  11560   \n",
              "    21         124 2018-04-16 22:11:00  8a045bce  Measured LeelaElf  11560   \n",
              "    20         125 2018-04-18 04:43:00  e8601c38  Measured LeelaElf  11560   \n",
              "    19         126 2018-04-21 00:11:00  59bb7337  Measured LeelaElf  11560   \n",
              "    18         127 2018-04-22 14:49:00  3f6c8dd8  Measured LeelaElf  11560   \n",
              "    17         128 2018-04-25 07:23:00  158603eb  Measured LeelaElf  11560   \n",
              "    16         129 2018-04-29 09:00:00  cfb2ce28  Measured LeelaElf  11560   \n",
              "    15         130 2018-05-02 03:06:00  18e6a6c5  Measured LeelaElf  11560   \n",
              "    14         131 2018-05-04 07:45:00  ecab83bb  Measured LeelaElf  11560   \n",
              "    13         132 2018-05-06 20:26:00  3737d7ce  Measured LeelaElf  11560   \n",
              "    12         133 2018-05-07 06:38:00  4be6f310  Measured LeelaElf  11560   \n",
              "    11         134 2018-05-07 11:10:00  2fb02cfe  Measured LeelaElf  11560   \n",
              "    10         135 2018-05-08 00:50:00  05b723d0  Measured LeelaElf  11560   \n",
              "    9          136 2018-05-09 16:04:00  b6337c69  Measured LeelaElf  11560   \n",
              "    8          137 2018-05-14 08:38:00  90560d92  Measured LeelaElf  11560   \n",
              "    7          138 2018-05-17 02:39:00  d8214630  Measured LeelaElf  11560   \n",
              "    6          139 2018-05-17 20:50:00  a39b64cc  Measured LeelaElf  11560   \n",
              "    5          140 2018-05-20 01:21:00  521b0868  Measured LeelaElf  11560   \n",
              "    4          141 2018-05-20 14:59:00  11057dd7  Measured LeelaElf  11560   \n",
              "    3          142 2018-05-21 19:45:00  7c6588ce  Measured LeelaElf  11560   \n",
              "    2          143 2018-05-24 03:54:00  057adf2c  Measured LeelaElf  11560   \n",
              "    1          144 2018-05-25 00:27:00  9e882e52  Measured LeelaElf  11560   \n",
              "    0          145 2018-05-29 17:38:00  b69158ea  Measured LeelaElf  11560   \n",
              "    \n",
              "            Games Training #   Days  Week  \n",
              "    145   15036.0          0    0.0   0.0  \n",
              "    144   23639.0       9000    5.0   0.0  \n",
              "    143   44001.0      19000    6.0   0.0  \n",
              "    142   76711.0      62000    8.0   1.0  \n",
              "    141   15178.0     107000   10.0   1.0  \n",
              "    140  104810.0     137000   11.0   1.0  \n",
              "    139   36363.0     265000   14.0   2.0  \n",
              "    138  192872.0     292000   15.0   2.0  \n",
              "    137  111578.0     485000   20.0   2.0  \n",
              "    136  137868.0     585000   23.0   3.0  \n",
              "    135   75393.0     735000   25.0   3.0  \n",
              "    134   68977.0     815000   27.0   3.0  \n",
              "    133   18400.0     860000   28.0   4.0  \n",
              "    132   28131.0     890000   29.0   4.0  \n",
              "    131    7192.0     920000   30.0   4.0  \n",
              "    130    9515.0     945000   30.0   4.0  \n",
              "    129   20389.0     955000   31.0   4.0  \n",
              "    128   38353.0     970000   31.0   4.0  \n",
              "    127   24559.0    1000000   32.0   4.0  \n",
              "    126    7939.0    1035000   34.0   4.0  \n",
              "    125   27205.0    1050000   34.0   4.0  \n",
              "    124    6650.0    1070000   35.0   5.0  \n",
              "    123   16320.0    1080000   35.0   5.0  \n",
              "    122    7009.0    1095000   35.0   5.0  \n",
              "    121   34833.0    1105000   36.0   5.0  \n",
              "    120   15947.0    1143566   37.0   5.0  \n",
              "    119   23810.0    1163371   37.0   5.0  \n",
              "    118   17064.0    1184723   38.0   5.0  \n",
              "    117   12493.0    1204550   39.0   5.0  \n",
              "    116   34864.0    1215129   39.0   5.0  \n",
              "    ..        ...        ...    ...   ...  \n",
              "    29   225231.0    6435001  144.0  20.0  \n",
              "    28     7851.0    6642917  149.0  21.0  \n",
              "    27     4338.0    6677575  150.0  21.0  \n",
              "    26     6320.0    6677575  150.0  21.0  \n",
              "    25    21462.0    6677575  150.0  21.0  \n",
              "    24    33171.0    6698902  152.0  21.0  \n",
              "    23    16730.0    6742959  154.0  22.0  \n",
              "    22    64768.0    6742959  154.0  22.0  \n",
              "    21    39905.0    6807268  157.0  22.0  \n",
              "    20    90912.0    6853079  158.0  22.0  \n",
              "    19    10886.0    6916674  161.0  23.0  \n",
              "    18    49315.0    6948814  163.0  23.0  \n",
              "    17    62391.0    7003809  165.0  23.0  \n",
              "    16    53716.0    7062848  169.0  24.0  \n",
              "    15    61580.0    7100021  172.0  24.0  \n",
              "    14    31498.0    7175793  174.0  24.0  \n",
              "    13     3248.0    7211113  177.0  25.0  \n",
              "    12     1496.0    7234321  177.0  25.0  \n",
              "    11     4544.0    7234321  177.0  25.0  \n",
              "    10    10769.0    7234321  178.0  25.0  \n",
              "    9     50480.0    7251733  180.0  25.0  \n",
              "    8     31532.0    7314541  184.0  26.0  \n",
              "    7      8822.0    7360230  187.0  26.0  \n",
              "    6     28474.0    7360230  188.0  26.0  \n",
              "    5      5553.0    7412196  190.0  27.0  \n",
              "    4     13366.0    7412196  191.0  27.0  \n",
              "    3     30396.0    7434908  192.0  27.0  \n",
              "    2      9796.0    7461063  194.0  27.0  \n",
              "    1     82784.0    7488204  195.0  27.0  \n",
              "    0     13501.0    7599934  200.0  28.0  \n",
              "    \n",
              "    [146 rows x 9 columns],\n",
              "    encoding: EncodingWithFacet({\n",
              "      color: Color({\n",
              "        shorthand: 'Network'\n",
              "      }),\n",
              "      y: Y({\n",
              "        shorthand: 'Elo'\n",
              "      })\n",
              "    }),\n",
              "    mark: 'rule'\n",
              "  }), Chart({\n",
              "    data:      Network #         Upload Date      Hash             Network    Elo  \\\n",
              "    145          0 2017-11-10 13:04:00  d645af97  Estimated LeelaElf  12310   \n",
              "    144          1 2017-11-15 17:07:00  e6779c9b  Estimated LeelaElf  12310   \n",
              "    143          2 2017-11-17 08:09:00  fe3f6afd  Estimated LeelaElf  12310   \n",
              "    142          3 2017-11-19 11:44:00  4d9a5cfc  Estimated LeelaElf  12310   \n",
              "    141          4 2017-11-21 08:06:00  857b975e  Estimated LeelaElf  12310   \n",
              "    140          5 2017-11-21 14:37:00  1ac2638d  Estimated LeelaElf  12310   \n",
              "    139          6 2017-11-24 16:08:00  a1151640  Estimated LeelaElf  12310   \n",
              "    138          7 2017-11-25 13:16:00  92c658d7  Estimated LeelaElf  12310   \n",
              "    137          8 2017-11-30 22:25:00  22373747  Estimated LeelaElf  12310   \n",
              "    136          9 2017-12-03 22:46:00  6f274ab1  Estimated LeelaElf  12310   \n",
              "    135         10 2017-12-06 09:42:00  ad8a1d02  Estimated LeelaElf  12310   \n",
              "    134         11 2017-12-07 13:07:00  2184b750  Estimated LeelaElf  12310   \n",
              "    133         12 2017-12-09 08:22:00  eebb910d  Estimated LeelaElf  12310   \n",
              "    132         13 2017-12-09 19:13:00  1607dbea  Estimated LeelaElf  12310   \n",
              "    131         14 2017-12-11 06:43:00  96bf20e7  Estimated LeelaElf  12310   \n",
              "    130         15 2017-12-11 12:07:00  a0d3531f  Estimated LeelaElf  12310   \n",
              "    129         16 2017-12-11 18:59:00  fe7a6c28  Estimated LeelaElf  12310   \n",
              "    128         17 2017-12-12 06:33:00  5bcb392e  Estimated LeelaElf  12310   \n",
              "    127         18 2017-12-13 06:21:00  4701bb9f  Estimated LeelaElf  12310   \n",
              "    126         19 2017-12-14 15:48:00  e671af6f  Estimated LeelaElf  12310   \n",
              "    125         20 2017-12-14 21:19:00  251b7ca8  Estimated LeelaElf  12310   \n",
              "    124         21 2017-12-15 16:46:00  d11131e3  Estimated LeelaElf  12310   \n",
              "    123         22 2017-12-15 21:09:00  3ba92804  Estimated LeelaElf  12310   \n",
              "    122         23 2017-12-16 06:25:00  4e4d09be  Estimated LeelaElf  12310   \n",
              "    121         24 2017-12-16 16:46:00  3382a7d3  Estimated LeelaElf  12310   \n",
              "    120         25 2017-12-17 15:54:00  808ac5f3  Estimated LeelaElf  12310   \n",
              "    119         26 2017-12-18 07:50:00  0eb8b23b  Estimated LeelaElf  12310   \n",
              "    118         27 2017-12-18 23:44:00  ce1aa643  Estimated LeelaElf  12310   \n",
              "    117         28 2017-12-19 14:18:00  154eaebd  Estimated LeelaElf  12310   \n",
              "    116         29 2017-12-19 22:29:00  657f91c7  Estimated LeelaElf  12310   \n",
              "    ..         ...                 ...       ...                 ...    ...   \n",
              "    29         116 2018-04-04 09:37:00  39d46507  Estimated LeelaElf  12310   \n",
              "    28         117 2018-04-09 10:35:00  ba748d40  Estimated LeelaElf  12310   \n",
              "    27         118 2018-04-09 18:54:00  02e663b0  Estimated LeelaElf  12310   \n",
              "    26         119 2018-04-09 21:12:00  5838db67  Estimated LeelaElf  12310   \n",
              "    25         120 2018-04-10 10:50:00  8c67ecdc  Estimated LeelaElf  12310   \n",
              "    24         121 2018-04-12 01:36:00  5d6d9c5b  Estimated LeelaElf  12310   \n",
              "    23         122 2018-04-13 22:02:00  c0cb605b  Estimated LeelaElf  12310   \n",
              "    22         123 2018-04-14 11:38:00  f3231682  Estimated LeelaElf  12310   \n",
              "    21         124 2018-04-16 22:11:00  8a045bce  Estimated LeelaElf  12310   \n",
              "    20         125 2018-04-18 04:43:00  e8601c38  Estimated LeelaElf  12310   \n",
              "    19         126 2018-04-21 00:11:00  59bb7337  Estimated LeelaElf  12310   \n",
              "    18         127 2018-04-22 14:49:00  3f6c8dd8  Estimated LeelaElf  12310   \n",
              "    17         128 2018-04-25 07:23:00  158603eb  Estimated LeelaElf  12310   \n",
              "    16         129 2018-04-29 09:00:00  cfb2ce28  Estimated LeelaElf  12310   \n",
              "    15         130 2018-05-02 03:06:00  18e6a6c5  Estimated LeelaElf  12310   \n",
              "    14         131 2018-05-04 07:45:00  ecab83bb  Estimated LeelaElf  12310   \n",
              "    13         132 2018-05-06 20:26:00  3737d7ce  Estimated LeelaElf  12310   \n",
              "    12         133 2018-05-07 06:38:00  4be6f310  Estimated LeelaElf  12310   \n",
              "    11         134 2018-05-07 11:10:00  2fb02cfe  Estimated LeelaElf  12310   \n",
              "    10         135 2018-05-08 00:50:00  05b723d0  Estimated LeelaElf  12310   \n",
              "    9          136 2018-05-09 16:04:00  b6337c69  Estimated LeelaElf  12310   \n",
              "    8          137 2018-05-14 08:38:00  90560d92  Estimated LeelaElf  12310   \n",
              "    7          138 2018-05-17 02:39:00  d8214630  Estimated LeelaElf  12310   \n",
              "    6          139 2018-05-17 20:50:00  a39b64cc  Estimated LeelaElf  12310   \n",
              "    5          140 2018-05-20 01:21:00  521b0868  Estimated LeelaElf  12310   \n",
              "    4          141 2018-05-20 14:59:00  11057dd7  Estimated LeelaElf  12310   \n",
              "    3          142 2018-05-21 19:45:00  7c6588ce  Estimated LeelaElf  12310   \n",
              "    2          143 2018-05-24 03:54:00  057adf2c  Estimated LeelaElf  12310   \n",
              "    1          144 2018-05-25 00:27:00  9e882e52  Estimated LeelaElf  12310   \n",
              "    0          145 2018-05-29 17:38:00  b69158ea  Estimated LeelaElf  12310   \n",
              "    \n",
              "            Games Training #   Days  Week  \n",
              "    145   15036.0          0    0.0   0.0  \n",
              "    144   23639.0       9000    5.0   0.0  \n",
              "    143   44001.0      19000    6.0   0.0  \n",
              "    142   76711.0      62000    8.0   1.0  \n",
              "    141   15178.0     107000   10.0   1.0  \n",
              "    140  104810.0     137000   11.0   1.0  \n",
              "    139   36363.0     265000   14.0   2.0  \n",
              "    138  192872.0     292000   15.0   2.0  \n",
              "    137  111578.0     485000   20.0   2.0  \n",
              "    136  137868.0     585000   23.0   3.0  \n",
              "    135   75393.0     735000   25.0   3.0  \n",
              "    134   68977.0     815000   27.0   3.0  \n",
              "    133   18400.0     860000   28.0   4.0  \n",
              "    132   28131.0     890000   29.0   4.0  \n",
              "    131    7192.0     920000   30.0   4.0  \n",
              "    130    9515.0     945000   30.0   4.0  \n",
              "    129   20389.0     955000   31.0   4.0  \n",
              "    128   38353.0     970000   31.0   4.0  \n",
              "    127   24559.0    1000000   32.0   4.0  \n",
              "    126    7939.0    1035000   34.0   4.0  \n",
              "    125   27205.0    1050000   34.0   4.0  \n",
              "    124    6650.0    1070000   35.0   5.0  \n",
              "    123   16320.0    1080000   35.0   5.0  \n",
              "    122    7009.0    1095000   35.0   5.0  \n",
              "    121   34833.0    1105000   36.0   5.0  \n",
              "    120   15947.0    1143566   37.0   5.0  \n",
              "    119   23810.0    1163371   37.0   5.0  \n",
              "    118   17064.0    1184723   38.0   5.0  \n",
              "    117   12493.0    1204550   39.0   5.0  \n",
              "    116   34864.0    1215129   39.0   5.0  \n",
              "    ..        ...        ...    ...   ...  \n",
              "    29   225231.0    6435001  144.0  20.0  \n",
              "    28     7851.0    6642917  149.0  21.0  \n",
              "    27     4338.0    6677575  150.0  21.0  \n",
              "    26     6320.0    6677575  150.0  21.0  \n",
              "    25    21462.0    6677575  150.0  21.0  \n",
              "    24    33171.0    6698902  152.0  21.0  \n",
              "    23    16730.0    6742959  154.0  22.0  \n",
              "    22    64768.0    6742959  154.0  22.0  \n",
              "    21    39905.0    6807268  157.0  22.0  \n",
              "    20    90912.0    6853079  158.0  22.0  \n",
              "    19    10886.0    6916674  161.0  23.0  \n",
              "    18    49315.0    6948814  163.0  23.0  \n",
              "    17    62391.0    7003809  165.0  23.0  \n",
              "    16    53716.0    7062848  169.0  24.0  \n",
              "    15    61580.0    7100021  172.0  24.0  \n",
              "    14    31498.0    7175793  174.0  24.0  \n",
              "    13     3248.0    7211113  177.0  25.0  \n",
              "    12     1496.0    7234321  177.0  25.0  \n",
              "    11     4544.0    7234321  177.0  25.0  \n",
              "    10    10769.0    7234321  178.0  25.0  \n",
              "    9     50480.0    7251733  180.0  25.0  \n",
              "    8     31532.0    7314541  184.0  26.0  \n",
              "    7      8822.0    7360230  187.0  26.0  \n",
              "    6     28474.0    7360230  188.0  26.0  \n",
              "    5      5553.0    7412196  190.0  27.0  \n",
              "    4     13366.0    7412196  191.0  27.0  \n",
              "    3     30396.0    7434908  192.0  27.0  \n",
              "    2      9796.0    7461063  194.0  27.0  \n",
              "    1     82784.0    7488204  195.0  27.0  \n",
              "    0     13501.0    7599934  200.0  28.0  \n",
              "    \n",
              "    [146 rows x 9 columns],\n",
              "    encoding: EncodingWithFacet({\n",
              "      color: Color({\n",
              "        shorthand: 'Network'\n",
              "      }),\n",
              "      y: Y({\n",
              "        shorthand: 'Elo'\n",
              "      })\n",
              "    }),\n",
              "    mark: 'rule'\n",
              "  })]\n",
              "})"
            ],
            "text/html": [
              "\n",
              "<!DOCTYPE html>\n",
              "<html>\n",
              "<head>\n",
              "  <style>\n",
              "    .vega-actions a {\n",
              "        margin-right: 12px;\n",
              "        color: #757575;\n",
              "        font-weight: normal;\n",
              "        font-size: 13px;\n",
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              "    .error {\n",
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              "\n",
              "<script src=\"https://cdn.jsdelivr.net/npm//vega@3.2\"></script>\n",
              "<script src=\"https://cdn.jsdelivr.net/npm//vega-lite@2.4.1\"></script>\n",
              "<script src=\"https://cdn.jsdelivr.net/npm//vega-embed@3.0\"></script>\n",
              "\n",
              "</head>\n",
              "<body>\n",
              "  <div id=\"vis\"></div>\n",
              "  <script type=\"text/javascript\">\n",
              "    var spec = {\"config\": {\"view\": {\"width\": 400, \"height\": 300}}, \"layer\": [{\"data\": {\"values\": [{\"Network #\": 0, \"Upload Date\": \"2017-11-10 13:04:00\", \"Hash\": \"d645af97\", \"Network\": \"8x1\", \"Elo\": 0, \"Games\": 15036.0, \"Training #\": \"0\", \"Days\": 0.0, \"Week\": 0.0}, {\"Network #\": 1, \"Upload Date\": \"2017-11-15 17:07:00\", \"Hash\": \"e6779c9b\", \"Network\": \"8x1\", \"Elo\": 164, \"Games\": 23639.0, \"Training #\": \"9000\", \"Days\": 5.0, \"Week\": 0.0}, {\"Network #\": 2, \"Upload Date\": \"2017-11-17 08:09:00\", \"Hash\": \"fe3f6afd\", \"Network\": \"32x4\", \"Elo\": 91, \"Games\": 44001.0, \"Training #\": \"19000\", \"Days\": 6.0, \"Week\": 0.0}, {\"Network #\": 3, \"Upload Date\": \"2017-11-19 11:44:00\", \"Hash\": \"4d9a5cfc\", \"Network\": \"32x4\", \"Elo\": 477, \"Games\": 76711.0, \"Training #\": \"62000\", \"Days\": 8.0, \"Week\": 1.0}, {\"Network #\": 4, \"Upload Date\": \"2017-11-21 08:06:00\", \"Hash\": 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\"Week\": 5.0}, {\"Network #\": 24, \"Upload Date\": \"2017-12-16 16:46:00\", \"Hash\": \"3382a7d3\", \"Network\": \"64x5\", \"Elo\": 3726, \"Games\": 34833.0, \"Training #\": \"1105000\", \"Days\": 36.0, \"Week\": 5.0}, {\"Network #\": 25, \"Upload Date\": \"2017-12-17 15:54:00\", \"Hash\": \"808ac5f3\", \"Network\": \"64x5\", \"Elo\": 3808, \"Games\": 15947.0, \"Training #\": \"1143566\", \"Days\": 37.0, \"Week\": 5.0}, {\"Network #\": 26, \"Upload Date\": \"2017-12-18 07:50:00\", \"Hash\": \"0eb8b23b\", \"Network\": \"64x5\", \"Elo\": 3964, \"Games\": 23810.0, \"Training #\": \"1163371\", \"Days\": 37.0, \"Week\": 5.0}, {\"Network #\": 27, \"Upload Date\": \"2017-12-18 23:44:00\", \"Hash\": \"ce1aa643\", \"Network\": \"64x5\", \"Elo\": 4010, \"Games\": 17064.0, \"Training #\": \"1184723\", \"Days\": 38.0, \"Week\": 5.0}, {\"Network #\": 28, \"Upload Date\": \"2017-12-19 14:18:00\", \"Hash\": \"154eaebd\", \"Network\": \"64x5\", \"Elo\": 4168, \"Games\": 12493.0, \"Training #\": 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\"Upload Date\": \"2018-05-02 03:06:00\", \"Hash\": \"18e6a6c5\", \"Network\": \"Estimated LeelaElf\", \"Elo\": 12310, \"Games\": 61580.0, \"Training #\": \"7100021\", \"Days\": 172.0, \"Week\": 24.0}, {\"Network #\": 131, \"Upload Date\": \"2018-05-04 07:45:00\", \"Hash\": \"ecab83bb\", \"Network\": \"Estimated LeelaElf\", \"Elo\": 12310, \"Games\": 31498.0, \"Training #\": \"7175793\", \"Days\": 174.0, \"Week\": 24.0}, {\"Network #\": 132, \"Upload Date\": \"2018-05-06 20:26:00\", \"Hash\": \"3737d7ce\", \"Network\": \"Estimated LeelaElf\", \"Elo\": 12310, \"Games\": 3248.0, \"Training #\": \"7211113\", \"Days\": 177.0, \"Week\": 25.0}, {\"Network #\": 133, \"Upload Date\": \"2018-05-07 06:38:00\", \"Hash\": \"4be6f310\", \"Network\": \"Estimated LeelaElf\", \"Elo\": 12310, \"Games\": 1496.0, \"Training #\": \"7234321\", \"Days\": 177.0, \"Week\": 25.0}, {\"Network #\": 134, \"Upload Date\": \"2018-05-07 11:10:00\", \"Hash\": \"2fb02cfe\", \"Network\": \"Estimated LeelaElf\", 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          "metadata": {
            "tags": []
          },
          "execution_count": 34
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    {
      "metadata": {
        "id": "CuKZQR-7EyW9",
        "colab_type": "code",
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      "cell_type": "code",
      "source": [
        "\n"
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      "execution_count": 29,
      "outputs": [
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              "      <th>Upload Date</th>\n",
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              "      <th>145</th>\n",
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              "      <th>143</th>\n",
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              "      <th>142</th>\n",
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              "      <td>137000</td>\n",
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              "      <th>139</th>\n",
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              "      <td>18400.0</td>\n",
              "      <td>860000</td>\n",
              "      <td>28.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>13</td>\n",
              "      <td>2017-12-09 19:13:00</td>\n",
              "      <td>1607dbea</td>\n",
              "      <td>64x5</td>\n",
              "      <td>1927</td>\n",
              "      <td>28131.0</td>\n",
              "      <td>890000</td>\n",
              "      <td>29.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>131</th>\n",
              "      <td>14</td>\n",
              "      <td>2017-12-11 06:43:00</td>\n",
              "      <td>96bf20e7</td>\n",
              "      <td>64x5</td>\n",
              "      <td>2255</td>\n",
              "      <td>7192.0</td>\n",
              "      <td>920000</td>\n",
              "      <td>30.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>130</th>\n",
              "      <td>15</td>\n",
              "      <td>2017-12-11 12:07:00</td>\n",
              "      <td>a0d3531f</td>\n",
              "      <td>64x5</td>\n",
              "      <td>2381</td>\n",
              "      <td>9515.0</td>\n",
              "      <td>945000</td>\n",
              "      <td>30.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>129</th>\n",
              "      <td>16</td>\n",
              "      <td>2017-12-11 18:59:00</td>\n",
              "      <td>fe7a6c28</td>\n",
              "      <td>64x5</td>\n",
              "      <td>2604</td>\n",
              "      <td>20389.0</td>\n",
              "      <td>955000</td>\n",
              "      <td>31.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>128</th>\n",
              "      <td>17</td>\n",
              "      <td>2017-12-12 06:33:00</td>\n",
              "      <td>5bcb392e</td>\n",
              "      <td>64x5</td>\n",
              "      <td>2893</td>\n",
              "      <td>38353.0</td>\n",
              "      <td>970000</td>\n",
              "      <td>31.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>127</th>\n",
              "      <td>18</td>\n",
              "      <td>2017-12-13 06:21:00</td>\n",
              "      <td>4701bb9f</td>\n",
              "      <td>64x5</td>\n",
              "      <td>2923</td>\n",
              "      <td>24559.0</td>\n",
              "      <td>1000000</td>\n",
              "      <td>32.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>126</th>\n",
              "      <td>19</td>\n",
              "      <td>2017-12-14 15:48:00</td>\n",
              "      <td>e671af6f</td>\n",
              "      <td>64x5</td>\n",
              "      <td>3077</td>\n",
              "      <td>7939.0</td>\n",
              "      <td>1035000</td>\n",
              "      <td>34.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125</th>\n",
              "      <td>20</td>\n",
              "      <td>2017-12-14 21:19:00</td>\n",
              "      <td>251b7ca8</td>\n",
              "      <td>64x5</td>\n",
              "      <td>3197</td>\n",
              "      <td>27205.0</td>\n",
              "      <td>1050000</td>\n",
              "      <td>34.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>124</th>\n",
              "      <td>21</td>\n",
              "      <td>2017-12-15 16:46:00</td>\n",
              "      <td>d11131e3</td>\n",
              "      <td>64x5</td>\n",
              "      <td>3305</td>\n",
              "      <td>6650.0</td>\n",
              "      <td>1070000</td>\n",
              "      <td>35.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>123</th>\n",
              "      <td>22</td>\n",
              "      <td>2017-12-15 21:09:00</td>\n",
              "      <td>3ba92804</td>\n",
              "      <td>64x5</td>\n",
              "      <td>3425</td>\n",
              "      <td>16320.0</td>\n",
              "      <td>1080000</td>\n",
              "      <td>35.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>122</th>\n",
              "      <td>23</td>\n",
              "      <td>2017-12-16 06:25:00</td>\n",
              "      <td>4e4d09be</td>\n",
              "      <td>64x5</td>\n",
              "      <td>3523</td>\n",
              "      <td>7009.0</td>\n",
              "      <td>1095000</td>\n",
              "      <td>35.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>121</th>\n",
              "      <td>24</td>\n",
              "      <td>2017-12-16 16:46:00</td>\n",
              "      <td>3382a7d3</td>\n",
              "      <td>64x5</td>\n",
              "      <td>3726</td>\n",
              "      <td>34833.0</td>\n",
              "      <td>1105000</td>\n",
              "      <td>36.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>120</th>\n",
              "      <td>25</td>\n",
              "      <td>2017-12-17 15:54:00</td>\n",
              "      <td>808ac5f3</td>\n",
              "      <td>64x5</td>\n",
              "      <td>3808</td>\n",
              "      <td>15947.0</td>\n",
              "      <td>1143566</td>\n",
              "      <td>37.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119</th>\n",
              "      <td>26</td>\n",
              "      <td>2017-12-18 07:50:00</td>\n",
              "      <td>0eb8b23b</td>\n",
              "      <td>64x5</td>\n",
              "      <td>3964</td>\n",
              "      <td>23810.0</td>\n",
              "      <td>1163371</td>\n",
              "      <td>37.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>118</th>\n",
              "      <td>27</td>\n",
              "      <td>2017-12-18 23:44:00</td>\n",
              "      <td>ce1aa643</td>\n",
              "      <td>64x5</td>\n",
              "      <td>4010</td>\n",
              "      <td>17064.0</td>\n",
              "      <td>1184723</td>\n",
              "      <td>38.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>117</th>\n",
              "      <td>28</td>\n",
              "      <td>2017-12-19 14:18:00</td>\n",
              "      <td>154eaebd</td>\n",
              "      <td>64x5</td>\n",
              "      <td>4168</td>\n",
              "      <td>12493.0</td>\n",
              "      <td>1204550</td>\n",
              "      <td>39.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>116</th>\n",
              "      <td>29</td>\n",
              "      <td>2017-12-19 22:29:00</td>\n",
              "      <td>657f91c7</td>\n",
              "      <td>64x5</td>\n",
              "      <td>4244</td>\n",
              "      <td>34864.0</td>\n",
              "      <td>1215129</td>\n",
              "      <td>39.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>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",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>126</td>\n",
              "      <td>2018-04-21 00:11:00</td>\n",
              "      <td>59bb7337</td>\n",
              "      <td>192x15</td>\n",
              "      <td>10548</td>\n",
              "      <td>10886.0</td>\n",
              "      <td>6916674</td>\n",
              "      <td>161.0</td>\n",
              "      <td>23.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>127</td>\n",
              "      <td>2018-04-22 14:49:00</td>\n",
              "      <td>3f6c8dd8</td>\n",
              "      <td>192x15</td>\n",
              "      <td>10574</td>\n",
              "      <td>49315.0</td>\n",
              "      <td>6948814</td>\n",
              "      <td>163.0</td>\n",
              "      <td>23.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>128</td>\n",
              "      <td>2018-04-25 07:23:00</td>\n",
              "      <td>158603eb</td>\n",
              "      <td>192x15</td>\n",
              "      <td>10604</td>\n",
              "      <td>62391.0</td>\n",
              "      <td>7003809</td>\n",
              "      <td>165.0</td>\n",
              "      <td>23.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>129</td>\n",
              "      <td>2018-04-29 09:00:00</td>\n",
              "      <td>cfb2ce28</td>\n",
              "      <td>192x15</td>\n",
              "      <td>10655</td>\n",
              "      <td>53716.0</td>\n",
              "      <td>7062848</td>\n",
              "      <td>169.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>130</td>\n",
              "      <td>2018-05-02 03:06:00</td>\n",
              "      <td>18e6a6c5</td>\n",
              "      <td>192x15</td>\n",
              "      <td>10710</td>\n",
              "      <td>61580.0</td>\n",
              "      <td>7100021</td>\n",
              "      <td>172.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>131</td>\n",
              "      <td>2018-05-04 07:45:00</td>\n",
              "      <td>ecab83bb</td>\n",
              "      <td>192x15</td>\n",
              "      <td>10745</td>\n",
              "      <td>31498.0</td>\n",
              "      <td>7175793</td>\n",
              "      <td>174.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>132</td>\n",
              "      <td>2018-05-06 20:26:00</td>\n",
              "      <td>3737d7ce</td>\n",
              "      <td>192x15</td>\n",
              "      <td>10808</td>\n",
              "      <td>3248.0</td>\n",
              "      <td>7211113</td>\n",
              "      <td>177.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>133</td>\n",
              "      <td>2018-05-07 06:38:00</td>\n",
              "      <td>4be6f310</td>\n",
              "      <td>192x15</td>\n",
              "      <td>10844</td>\n",
              "      <td>1496.0</td>\n",
              "      <td>7234321</td>\n",
              "      <td>177.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>134</td>\n",
              "      <td>2018-05-07 11:10:00</td>\n",
              "      <td>2fb02cfe</td>\n",
              "      <td>192x15</td>\n",
              "      <td>10880</td>\n",
              "      <td>4544.0</td>\n",
              "      <td>7234321</td>\n",
              "      <td>177.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>135</td>\n",
              "      <td>2018-05-08 00:50:00</td>\n",
              "      <td>05b723d0</td>\n",
              "      <td>192x15</td>\n",
              "      <td>10924</td>\n",
              "      <td>10769.0</td>\n",
              "      <td>7234321</td>\n",
              "      <td>178.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>136</td>\n",
              "      <td>2018-05-09 16:04:00</td>\n",
              "      <td>b6337c69</td>\n",
              "      <td>192x15</td>\n",
              "      <td>10959</td>\n",
              "      <td>50480.0</td>\n",
              "      <td>7251733</td>\n",
              "      <td>180.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>137</td>\n",
              "      <td>2018-05-14 08:38:00</td>\n",
              "      <td>90560d92</td>\n",
              "      <td>192x15</td>\n",
              "      <td>10992</td>\n",
              "      <td>31532.0</td>\n",
              "      <td>7314541</td>\n",
              "      <td>184.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>138</td>\n",
              "      <td>2018-05-17 02:39:00</td>\n",
              "      <td>d8214630</td>\n",
              "      <td>192x15</td>\n",
              "      <td>11043</td>\n",
              "      <td>8822.0</td>\n",
              "      <td>7360230</td>\n",
              "      <td>187.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>139</td>\n",
              "      <td>2018-05-17 20:50:00</td>\n",
              "      <td>a39b64cc</td>\n",
              "      <td>192x15</td>\n",
              "      <td>11095</td>\n",
              "      <td>28474.0</td>\n",
              "      <td>7360230</td>\n",
              "      <td>188.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>140</td>\n",
              "      <td>2018-05-20 01:21:00</td>\n",
              "      <td>521b0868</td>\n",
              "      <td>192x15</td>\n",
              "      <td>11142</td>\n",
              "      <td>5553.0</td>\n",
              "      <td>7412196</td>\n",
              "      <td>190.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>141</td>\n",
              "      <td>2018-05-20 14:59:00</td>\n",
              "      <td>11057dd7</td>\n",
              "      <td>192x15</td>\n",
              "      <td>11185</td>\n",
              "      <td>13366.0</td>\n",
              "      <td>7412196</td>\n",
              "      <td>191.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>142</td>\n",
              "      <td>2018-05-21 19:45:00</td>\n",
              "      <td>7c6588ce</td>\n",
              "      <td>192x15</td>\n",
              "      <td>11206</td>\n",
              "      <td>30396.0</td>\n",
              "      <td>7434908</td>\n",
              "      <td>192.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>143</td>\n",
              "      <td>2018-05-24 03:54:00</td>\n",
              "      <td>057adf2c</td>\n",
              "      <td>192x15</td>\n",
              "      <td>11252</td>\n",
              "      <td>9796.0</td>\n",
              "      <td>7461063</td>\n",
              "      <td>194.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>144</td>\n",
              "      <td>2018-05-25 00:27:00</td>\n",
              "      <td>9e882e52</td>\n",
              "      <td>192x15</td>\n",
              "      <td>11286</td>\n",
              "      <td>82784.0</td>\n",
              "      <td>7488204</td>\n",
              "      <td>195.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>145</td>\n",
              "      <td>2018-05-29 17:38:00</td>\n",
              "      <td>b69158ea</td>\n",
              "      <td>192x15</td>\n",
              "      <td>11329</td>\n",
              "      <td>13389.0</td>\n",
              "      <td>7599934</td>\n",
              "      <td>200.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>136</td>\n",
              "      <td>2018-05-09 16:04:00</td>\n",
              "      <td>b6337c69</td>\n",
              "      <td>LeelaElf</td>\n",
              "      <td>10959</td>\n",
              "      <td>12620.0</td>\n",
              "      <td>7251733</td>\n",
              "      <td>180.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>137</td>\n",
              "      <td>2018-05-14 08:38:00</td>\n",
              "      <td>90560d92</td>\n",
              "      <td>LeelaElf</td>\n",
              "      <td>10992</td>\n",
              "      <td>7883.0</td>\n",
              "      <td>7314541</td>\n",
              "      <td>184.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>138</td>\n",
              "      <td>2018-05-17 02:39:00</td>\n",
              "      <td>d8214630</td>\n",
              "      <td>LeelaElf</td>\n",
              "      <td>11043</td>\n",
              "      <td>2206.0</td>\n",
              "      <td>7360230</td>\n",
              "      <td>187.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>139</td>\n",
              "      <td>2018-05-17 20:50:00</td>\n",
              "      <td>a39b64cc</td>\n",
              "      <td>LeelaElf</td>\n",
              "      <td>11095</td>\n",
              "      <td>7118.0</td>\n",
              "      <td>7360230</td>\n",
              "      <td>188.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>140</td>\n",
              "      <td>2018-05-20 01:21:00</td>\n",
              "      <td>521b0868</td>\n",
              "      <td>LeelaElf</td>\n",
              "      <td>11142</td>\n",
              "      <td>1388.0</td>\n",
              "      <td>7412196</td>\n",
              "      <td>190.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>141</td>\n",
              "      <td>2018-05-20 14:59:00</td>\n",
              "      <td>11057dd7</td>\n",
              "      <td>LeelaElf</td>\n",
              "      <td>11185</td>\n",
              "      <td>3342.0</td>\n",
              "      <td>7412196</td>\n",
              "      <td>191.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>142</td>\n",
              "      <td>2018-05-21 19:45:00</td>\n",
              "      <td>7c6588ce</td>\n",
              "      <td>LeelaElf</td>\n",
              "      <td>11206</td>\n",
              "      <td>7599.0</td>\n",
              "      <td>7434908</td>\n",
              "      <td>192.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>143</td>\n",
              "      <td>2018-05-24 03:54:00</td>\n",
              "      <td>057adf2c</td>\n",
              "      <td>LeelaElf</td>\n",
              "      <td>11252</td>\n",
              "      <td>2449.0</td>\n",
              "      <td>7461063</td>\n",
              "      <td>194.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>144</td>\n",
              "      <td>2018-05-25 00:27:00</td>\n",
              "      <td>9e882e52</td>\n",
              "      <td>LeelaElf</td>\n",
              "      <td>11286</td>\n",
              "      <td>20696.0</td>\n",
              "      <td>7488204</td>\n",
              "      <td>195.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>145</td>\n",
              "      <td>2018-05-29 17:38:00</td>\n",
              "      <td>b69158ea</td>\n",
              "      <td>LeelaElf</td>\n",
              "      <td>11329</td>\n",
              "      <td>3347.0</td>\n",
              "      <td>7599934</td>\n",
              "      <td>200.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>156 rows × 10 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     Network #         Upload Date      Hash   Network    Elo     Games  \\\n",
              "145          0 2017-11-10 13:04:00  d645af97       8x1      0   15036.0   \n",
              "144          1 2017-11-15 17:07:00  e6779c9b       8x1    164   23639.0   \n",
              "143          2 2017-11-17 08:09:00  fe3f6afd      32x4     91   44001.0   \n",
              "142          3 2017-11-19 11:44:00  4d9a5cfc      32x4    477   76711.0   \n",
              "141          4 2017-11-21 08:06:00  857b975e      32x4    532   15178.0   \n",
              "140          5 2017-11-21 14:37:00  1ac2638d      64x5    542  104810.0   \n",
              "139          6 2017-11-24 16:08:00  a1151640      64x5    892   36363.0   \n",
              "138          7 2017-11-25 13:16:00  92c658d7      64x5    917  192872.0   \n",
              "137          8 2017-11-30 22:25:00  22373747      64x5   1282  111578.0   \n",
              "136          9 2017-12-03 22:46:00  6f274ab1      64x5   1523  137868.0   \n",
              "135         10 2017-12-06 09:42:00  ad8a1d02      64x5   1650   75393.0   \n",
              "134         11 2017-12-07 13:07:00  2184b750      64x5   1665   68977.0   \n",
              "133         12 2017-12-09 08:22:00  eebb910d      64x5   1732   18400.0   \n",
              "132         13 2017-12-09 19:13:00  1607dbea      64x5   1927   28131.0   \n",
              "131         14 2017-12-11 06:43:00  96bf20e7      64x5   2255    7192.0   \n",
              "130         15 2017-12-11 12:07:00  a0d3531f      64x5   2381    9515.0   \n",
              "129         16 2017-12-11 18:59:00  fe7a6c28      64x5   2604   20389.0   \n",
              "128         17 2017-12-12 06:33:00  5bcb392e      64x5   2893   38353.0   \n",
              "127         18 2017-12-13 06:21:00  4701bb9f      64x5   2923   24559.0   \n",
              "126         19 2017-12-14 15:48:00  e671af6f      64x5   3077    7939.0   \n",
              "125         20 2017-12-14 21:19:00  251b7ca8      64x5   3197   27205.0   \n",
              "124         21 2017-12-15 16:46:00  d11131e3      64x5   3305    6650.0   \n",
              "123         22 2017-12-15 21:09:00  3ba92804      64x5   3425   16320.0   \n",
              "122         23 2017-12-16 06:25:00  4e4d09be      64x5   3523    7009.0   \n",
              "121         24 2017-12-16 16:46:00  3382a7d3      64x5   3726   34833.0   \n",
              "120         25 2017-12-17 15:54:00  808ac5f3      64x5   3808   15947.0   \n",
              "119         26 2017-12-18 07:50:00  0eb8b23b      64x5   3964   23810.0   \n",
              "118         27 2017-12-18 23:44:00  ce1aa643      64x5   4010   17064.0   \n",
              "117         28 2017-12-19 14:18:00  154eaebd      64x5   4168   12493.0   \n",
              "116         29 2017-12-19 22:29:00  657f91c7      64x5   4244   34864.0   \n",
              "..         ...                 ...       ...       ...    ...       ...   \n",
              "19         126 2018-04-21 00:11:00  59bb7337    192x15  10548   10886.0   \n",
              "18         127 2018-04-22 14:49:00  3f6c8dd8    192x15  10574   49315.0   \n",
              "17         128 2018-04-25 07:23:00  158603eb    192x15  10604   62391.0   \n",
              "16         129 2018-04-29 09:00:00  cfb2ce28    192x15  10655   53716.0   \n",
              "15         130 2018-05-02 03:06:00  18e6a6c5    192x15  10710   61580.0   \n",
              "14         131 2018-05-04 07:45:00  ecab83bb    192x15  10745   31498.0   \n",
              "13         132 2018-05-06 20:26:00  3737d7ce    192x15  10808    3248.0   \n",
              "12         133 2018-05-07 06:38:00  4be6f310    192x15  10844    1496.0   \n",
              "11         134 2018-05-07 11:10:00  2fb02cfe    192x15  10880    4544.0   \n",
              "10         135 2018-05-08 00:50:00  05b723d0    192x15  10924   10769.0   \n",
              "9          136 2018-05-09 16:04:00  b6337c69    192x15  10959   50480.0   \n",
              "8          137 2018-05-14 08:38:00  90560d92    192x15  10992   31532.0   \n",
              "7          138 2018-05-17 02:39:00  d8214630    192x15  11043    8822.0   \n",
              "6          139 2018-05-17 20:50:00  a39b64cc    192x15  11095   28474.0   \n",
              "5          140 2018-05-20 01:21:00  521b0868    192x15  11142    5553.0   \n",
              "4          141 2018-05-20 14:59:00  11057dd7    192x15  11185   13366.0   \n",
              "3          142 2018-05-21 19:45:00  7c6588ce    192x15  11206   30396.0   \n",
              "2          143 2018-05-24 03:54:00  057adf2c    192x15  11252    9796.0   \n",
              "1          144 2018-05-25 00:27:00  9e882e52    192x15  11286   82784.0   \n",
              "0          145 2018-05-29 17:38:00  b69158ea    192x15  11329   13389.0   \n",
              "9          136 2018-05-09 16:04:00  b6337c69  LeelaElf  10959   12620.0   \n",
              "8          137 2018-05-14 08:38:00  90560d92  LeelaElf  10992    7883.0   \n",
              "7          138 2018-05-17 02:39:00  d8214630  LeelaElf  11043    2206.0   \n",
              "6          139 2018-05-17 20:50:00  a39b64cc  LeelaElf  11095    7118.0   \n",
              "5          140 2018-05-20 01:21:00  521b0868  LeelaElf  11142    1388.0   \n",
              "4          141 2018-05-20 14:59:00  11057dd7  LeelaElf  11185    3342.0   \n",
              "3          142 2018-05-21 19:45:00  7c6588ce  LeelaElf  11206    7599.0   \n",
              "2          143 2018-05-24 03:54:00  057adf2c  LeelaElf  11252    2449.0   \n",
              "1          144 2018-05-25 00:27:00  9e882e52  LeelaElf  11286   20696.0   \n",
              "0          145 2018-05-29 17:38:00  b69158ea  LeelaElf  11329    3347.0   \n",
              "\n",
              "    Training #   Days  Week  elf_fraction  \n",
              "145          0    0.0   0.0             0  \n",
              "144       9000    5.0   0.0             0  \n",
              "143      19000    6.0   0.0             0  \n",
              "142      62000    8.0   1.0             0  \n",
              "141     107000   10.0   1.0             0  \n",
              "140     137000   11.0   1.0             0  \n",
              "139     265000   14.0   2.0             0  \n",
              "138     292000   15.0   2.0             0  \n",
              "137     485000   20.0   2.0             0  \n",
              "136     585000   23.0   3.0             0  \n",
              "135     735000   25.0   3.0             0  \n",
              "134     815000   27.0   3.0             0  \n",
              "133     860000   28.0   4.0             0  \n",
              "132     890000   29.0   4.0             0  \n",
              "131     920000   30.0   4.0             0  \n",
              "130     945000   30.0   4.0             0  \n",
              "129     955000   31.0   4.0             0  \n",
              "128     970000   31.0   4.0             0  \n",
              "127    1000000   32.0   4.0             0  \n",
              "126    1035000   34.0   4.0             0  \n",
              "125    1050000   34.0   4.0             0  \n",
              "124    1070000   35.0   5.0             0  \n",
              "123    1080000   35.0   5.0             0  \n",
              "122    1095000   35.0   5.0             0  \n",
              "121    1105000   36.0   5.0             0  \n",
              "120    1143566   37.0   5.0             0  \n",
              "119    1163371   37.0   5.0             0  \n",
              "118    1184723   38.0   5.0             0  \n",
              "117    1204550   39.0   5.0             0  \n",
              "116    1215129   39.0   5.0             0  \n",
              "..         ...    ...   ...           ...  \n",
              "19     6916674  161.0  23.0             0  \n",
              "18     6948814  163.0  23.0             0  \n",
              "17     7003809  165.0  23.0             0  \n",
              "16     7062848  169.0  24.0             0  \n",
              "15     7100021  172.0  24.0             0  \n",
              "14     7175793  174.0  24.0             0  \n",
              "13     7211113  177.0  25.0             0  \n",
              "12     7234321  177.0  25.0             0  \n",
              "11     7234321  177.0  25.0             0  \n",
              "10     7234321  178.0  25.0             0  \n",
              "9      7251733  180.0  25.0             0  \n",
              "8      7314541  184.0  26.0             0  \n",
              "7      7360230  187.0  26.0             0  \n",
              "6      7360230  188.0  26.0             0  \n",
              "5      7412196  190.0  27.0             0  \n",
              "4      7412196  191.0  27.0             0  \n",
              "3      7434908  192.0  27.0             0  \n",
              "2      7461063  194.0  27.0             0  \n",
              "1      7488204  195.0  27.0             0  \n",
              "0      7599934  200.0  28.0             0  \n",
              "9      7251733  180.0  25.0             0  \n",
              "8      7314541  184.0  26.0             0  \n",
              "7      7360230  187.0  26.0             0  \n",
              "6      7360230  188.0  26.0             0  \n",
              "5      7412196  190.0  27.0             0  \n",
              "4      7412196  191.0  27.0             0  \n",
              "3      7434908  192.0  27.0             0  \n",
              "2      7461063  194.0  27.0             0  \n",
              "1      7488204  195.0  27.0             0  \n",
              "0      7599934  200.0  28.0             0  \n",
              "\n",
              "[156 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "metadata": {
        "id": "FdCALeG_U_6Z",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "DhQlk0pNpXO-",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}