006 - Gwent Popularity.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 1;\n",
       "                var nbb_unformatted_code = \"%load_ext nb_black\\nimport pandas as pd\\nimport numpy as np\\n\\nplayer_count_df = pd.read_excel(\\\"./output/seasonal_player_counts.xlsx\\\").set_index(\\n    \\\"season\\\"\\n)\\nstart_stop_df = pd.read_excel(\\\"./data/season_start_stop.xlsx\\\").set_index(\\\"season\\\")\\nstart_stop_df[\\\"length\\\"] = start_stop_df[\\\"stop\\\"] - start_stop_df[\\\"start\\\"]\\nstart_stop_df[\\\"length\\\"] = start_stop_df[\\\"length\\\"].apply(\\n    lambda x: x.days\\n)  # convert time delta to int in days\\n\\nseasonal_stats_df = (\\n    pd.read_excel(\\\"./output/seasonal_stats.xlsx\\\")\\n    .drop(columns=[\\\"Unnamed: 0\\\"])\\n    .set_index(\\\"season\\\")\\n)\\n\\ndiversity_df = pd.read_excel(\\\"./output/seasonal_diversity_of_nations.xlsx\\\").set_index(\\n    \\\"season\\\"\\n)\";\n",
       "                var nbb_formatted_code = \"%load_ext nb_black\\nimport pandas as pd\\nimport numpy as np\\n\\nplayer_count_df = pd.read_excel(\\\"./output/seasonal_player_counts.xlsx\\\").set_index(\\n    \\\"season\\\"\\n)\\nstart_stop_df = pd.read_excel(\\\"./data/season_start_stop.xlsx\\\").set_index(\\\"season\\\")\\nstart_stop_df[\\\"length\\\"] = start_stop_df[\\\"stop\\\"] - start_stop_df[\\\"start\\\"]\\nstart_stop_df[\\\"length\\\"] = start_stop_df[\\\"length\\\"].apply(\\n    lambda x: x.days\\n)  # convert time delta to int in days\\n\\nseasonal_stats_df = (\\n    pd.read_excel(\\\"./output/seasonal_stats.xlsx\\\")\\n    .drop(columns=[\\\"Unnamed: 0\\\"])\\n    .set_index(\\\"season\\\")\\n)\\n\\ndiversity_df = pd.read_excel(\\\"./output/seasonal_diversity_of_nations.xlsx\\\").set_index(\\n    \\\"season\\\"\\n)\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%load_ext nb_black\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "player_count_df = pd.read_excel(\"./output/seasonal_player_counts.xlsx\").set_index(\n",
    "    \"season\"\n",
    ")\n",
    "start_stop_df = pd.read_excel(\"./data/season_start_stop.xlsx\").set_index(\"season\")\n",
    "start_stop_df[\"length\"] = start_stop_df[\"stop\"] - start_stop_df[\"start\"]\n",
    "start_stop_df[\"length\"] = start_stop_df[\"length\"].apply(\n",
    "    lambda x: x.days\n",
    ")  # convert time delta to int in days\n",
    "\n",
    "seasonal_stats_df = (\n",
    "    pd.read_excel(\"./output/seasonal_stats.xlsx\")\n",
    "    .drop(columns=[\"Unnamed: 0\"])\n",
    "    .set_index(\"season\")\n",
    ")\n",
    "\n",
    "diversity_df = pd.read_excel(\"./output/seasonal_diversity_of_nations.xlsx\").set_index(\n",
    "    \"season\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>players_found</th>\n",
       "      <th>players_total</th>\n",
       "      <th>players_captured</th>\n",
       "      <th>extra_players_captured</th>\n",
       "      <th>start</th>\n",
       "      <th>stop</th>\n",
       "      <th>version</th>\n",
       "      <th>comment</th>\n",
       "      <th>comment_2</th>\n",
       "      <th>length</th>\n",
       "      <th>min_mmr</th>\n",
       "      <th>max_mmr</th>\n",
       "      <th>num_matches</th>\n",
       "      <th>top500_cutoff</th>\n",
       "      <th>top200_cutoff</th>\n",
       "      <th>top64_cutoff</th>\n",
       "      <th>richness</th>\n",
       "      <th>shannon_diversity</th>\n",
       "      <th>dominance</th>\n",
       "      <th>simpson</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>season</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>M2_01 Wolf 2020</th>\n",
       "      <td>2905</td>\n",
       "      <td>2997</td>\n",
       "      <td>96.930264</td>\n",
       "      <td>32.846715</td>\n",
       "      <td>2020-01-08</td>\n",
       "      <td>2020-02-04</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Release Merchants of Ofir</td>\n",
       "      <td>Merchant of Ofir was released before this season</td>\n",
       "      <td>27</td>\n",
       "      <td>2407</td>\n",
       "      <td>10484</td>\n",
       "      <td>699496</td>\n",
       "      <td>9749</td>\n",
       "      <td>9872</td>\n",
       "      <td>10061</td>\n",
       "      <td>79</td>\n",
       "      <td>2.911451</td>\n",
       "      <td>0.109716</td>\n",
       "      <td>0.890284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_02 Love 2020</th>\n",
       "      <td>3984</td>\n",
       "      <td>4883</td>\n",
       "      <td>81.589187</td>\n",
       "      <td>55.561048</td>\n",
       "      <td>2020-02-04</td>\n",
       "      <td>2020-03-03</td>\n",
       "      <td>5.1</td>\n",
       "      <td>Balance patch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>7776</td>\n",
       "      <td>10537</td>\n",
       "      <td>769172</td>\n",
       "      <td>9832</td>\n",
       "      <td>9952</td>\n",
       "      <td>10117</td>\n",
       "      <td>73</td>\n",
       "      <td>2.784907</td>\n",
       "      <td>0.124585</td>\n",
       "      <td>0.875415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_03 Bear 2020</th>\n",
       "      <td>4772</td>\n",
       "      <td>6632</td>\n",
       "      <td>71.954162</td>\n",
       "      <td>50.689290</td>\n",
       "      <td>2020-03-03</td>\n",
       "      <td>2020-04-02</td>\n",
       "      <td>5.2/5.2.9/6.0</td>\n",
       "      <td>Balance patch</td>\n",
       "      <td>The Android release happend the end of the season</td>\n",
       "      <td>30</td>\n",
       "      <td>9427</td>\n",
       "      <td>10669</td>\n",
       "      <td>862283</td>\n",
       "      <td>9867</td>\n",
       "      <td>9995</td>\n",
       "      <td>10204</td>\n",
       "      <td>74</td>\n",
       "      <td>2.770397</td>\n",
       "      <td>0.123829</td>\n",
       "      <td>0.876171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_04 Elf 2020</th>\n",
       "      <td>6070</td>\n",
       "      <td>10209</td>\n",
       "      <td>59.457342</td>\n",
       "      <td>43.679412</td>\n",
       "      <td>2020-04-02</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>6.1</td>\n",
       "      <td>New Leader Abilities &amp; Start Geralt Journey</td>\n",
       "      <td>Hidden Cache, ...</td>\n",
       "      <td>33</td>\n",
       "      <td>9666</td>\n",
       "      <td>10751</td>\n",
       "      <td>1004603</td>\n",
       "      <td>9952</td>\n",
       "      <td>10087</td>\n",
       "      <td>10293</td>\n",
       "      <td>78</td>\n",
       "      <td>2.921609</td>\n",
       "      <td>0.105208</td>\n",
       "      <td>0.894792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_05 Viper 2020</th>\n",
       "      <td>5977</td>\n",
       "      <td>10079</td>\n",
       "      <td>59.301518</td>\n",
       "      <td>43.177725</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>2020-06-02</td>\n",
       "      <td>6.2</td>\n",
       "      <td>Balance patch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>9635</td>\n",
       "      <td>10622</td>\n",
       "      <td>859640</td>\n",
       "      <td>9910</td>\n",
       "      <td>10028</td>\n",
       "      <td>10255</td>\n",
       "      <td>82</td>\n",
       "      <td>2.975021</td>\n",
       "      <td>0.106955</td>\n",
       "      <td>0.893045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_06 Magic 2020</th>\n",
       "      <td>6104</td>\n",
       "      <td>9919</td>\n",
       "      <td>61.538462</td>\n",
       "      <td>45.955518</td>\n",
       "      <td>2020-06-02</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>6.3</td>\n",
       "      <td>Bug Fixes only</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>9624</td>\n",
       "      <td>10597</td>\n",
       "      <td>793013</td>\n",
       "      <td>9896</td>\n",
       "      <td>10002</td>\n",
       "      <td>10191</td>\n",
       "      <td>79</td>\n",
       "      <td>3.028216</td>\n",
       "      <td>0.100404</td>\n",
       "      <td>0.899596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_07 Griffin 2020</th>\n",
       "      <td>7372</td>\n",
       "      <td>14791</td>\n",
       "      <td>49.841120</td>\n",
       "      <td>37.817450</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>2020-08-04</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Release Master Mirror</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35</td>\n",
       "      <td>9698</td>\n",
       "      <td>10667</td>\n",
       "      <td>996516</td>\n",
       "      <td>9978</td>\n",
       "      <td>10100</td>\n",
       "      <td>10289</td>\n",
       "      <td>80</td>\n",
       "      <td>3.085621</td>\n",
       "      <td>0.092351</td>\n",
       "      <td>0.907649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_08 Draconid 2020</th>\n",
       "      <td>7037</td>\n",
       "      <td>13800</td>\n",
       "      <td>50.992754</td>\n",
       "      <td>38.180987</td>\n",
       "      <td>2020-08-04</td>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>7.1</td>\n",
       "      <td>Start Ciri Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>9666</td>\n",
       "      <td>10546</td>\n",
       "      <td>837545</td>\n",
       "      <td>9946</td>\n",
       "      <td>10061</td>\n",
       "      <td>10246</td>\n",
       "      <td>83</td>\n",
       "      <td>3.043551</td>\n",
       "      <td>0.097257</td>\n",
       "      <td>0.902743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_09 Dryad 2020</th>\n",
       "      <td>7056</td>\n",
       "      <td>14554</td>\n",
       "      <td>48.481517</td>\n",
       "      <td>35.881649</td>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>2020-10-01</td>\n",
       "      <td>7.2</td>\n",
       "      <td>Overhaul leader abilities</td>\n",
       "      <td>Removal of Second Wind, Call to Harmony, ... I...</td>\n",
       "      <td>30</td>\n",
       "      <td>9678</td>\n",
       "      <td>10725</td>\n",
       "      <td>854593</td>\n",
       "      <td>9946</td>\n",
       "      <td>10046</td>\n",
       "      <td>10183</td>\n",
       "      <td>83</td>\n",
       "      <td>3.071002</td>\n",
       "      <td>0.093658</td>\n",
       "      <td>0.906342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_10 Cat 2020</th>\n",
       "      <td>6987</td>\n",
       "      <td>16011</td>\n",
       "      <td>43.638748</td>\n",
       "      <td>31.381644</td>\n",
       "      <td>2020-10-01</td>\n",
       "      <td>2020-10-28</td>\n",
       "      <td>7.3</td>\n",
       "      <td>Overhaul scenarios</td>\n",
       "      <td>All scenarios have doomed</td>\n",
       "      <td>27</td>\n",
       "      <td>9703</td>\n",
       "      <td>10804</td>\n",
       "      <td>928845</td>\n",
       "      <td>9977</td>\n",
       "      <td>10067</td>\n",
       "      <td>10176</td>\n",
       "      <td>82</td>\n",
       "      <td>3.028427</td>\n",
       "      <td>0.101374</td>\n",
       "      <td>0.898626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_11 Mahakam 2020</th>\n",
       "      <td>6644</td>\n",
       "      <td>16752</td>\n",
       "      <td>39.660936</td>\n",
       "      <td>27.238699</td>\n",
       "      <td>2020-10-28</td>\n",
       "      <td>2020-12-08</td>\n",
       "      <td>7.4</td>\n",
       "      <td>Start Alzur Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41</td>\n",
       "      <td>9706</td>\n",
       "      <td>10783</td>\n",
       "      <td>983150</td>\n",
       "      <td>10000</td>\n",
       "      <td>10090</td>\n",
       "      <td>10216</td>\n",
       "      <td>83</td>\n",
       "      <td>2.981676</td>\n",
       "      <td>0.110916</td>\n",
       "      <td>0.889084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_12 Wild Hunt 2020</th>\n",
       "      <td>7806</td>\n",
       "      <td>22464</td>\n",
       "      <td>34.748932</td>\n",
       "      <td>25.229545</td>\n",
       "      <td>2020-12-08</td>\n",
       "      <td>2021-01-18</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Release Way of the Witcher</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41</td>\n",
       "      <td>9756</td>\n",
       "      <td>10724</td>\n",
       "      <td>1182353</td>\n",
       "      <td>10070</td>\n",
       "      <td>10172</td>\n",
       "      <td>10313</td>\n",
       "      <td>76</td>\n",
       "      <td>3.040627</td>\n",
       "      <td>0.099488</td>\n",
       "      <td>0.900512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_01 Wolf 2021</th>\n",
       "      <td>6197</td>\n",
       "      <td>13428</td>\n",
       "      <td>46.149836</td>\n",
       "      <td>31.576457</td>\n",
       "      <td>2021-01-18</td>\n",
       "      <td>2021-02-09</td>\n",
       "      <td>8.1</td>\n",
       "      <td>Added Madoc</td>\n",
       "      <td>Single New Card Added</td>\n",
       "      <td>22</td>\n",
       "      <td>9637</td>\n",
       "      <td>10653</td>\n",
       "      <td>808651</td>\n",
       "      <td>9916</td>\n",
       "      <td>10044</td>\n",
       "      <td>10295</td>\n",
       "      <td>86</td>\n",
       "      <td>3.088299</td>\n",
       "      <td>0.098081</td>\n",
       "      <td>0.901919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_02 Love 2021</th>\n",
       "      <td>7119</td>\n",
       "      <td>16016</td>\n",
       "      <td>44.449301</td>\n",
       "      <td>32.373062</td>\n",
       "      <td>2021-02-09</td>\n",
       "      <td>2021-03-09</td>\n",
       "      <td>8.2</td>\n",
       "      <td>Start Yen Journey</td>\n",
       "      <td>Few minor balance changes</td>\n",
       "      <td>28</td>\n",
       "      <td>9684</td>\n",
       "      <td>10714</td>\n",
       "      <td>917027</td>\n",
       "      <td>9975</td>\n",
       "      <td>10097</td>\n",
       "      <td>10325</td>\n",
       "      <td>84</td>\n",
       "      <td>3.045043</td>\n",
       "      <td>0.101261</td>\n",
       "      <td>0.898739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_03 Bear 2021</th>\n",
       "      <td>7012</td>\n",
       "      <td>13636</td>\n",
       "      <td>51.422705</td>\n",
       "      <td>38.530067</td>\n",
       "      <td>2021-03-09</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>8.3</td>\n",
       "      <td>12 New Legendary Cards added</td>\n",
       "      <td>Powerful new cards added and balance changes</td>\n",
       "      <td>23</td>\n",
       "      <td>9637</td>\n",
       "      <td>10576</td>\n",
       "      <td>766502</td>\n",
       "      <td>9914</td>\n",
       "      <td>10026</td>\n",
       "      <td>10230</td>\n",
       "      <td>86</td>\n",
       "      <td>3.086869</td>\n",
       "      <td>0.090533</td>\n",
       "      <td>0.909467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_04 Elf 2021</th>\n",
       "      <td>10107</td>\n",
       "      <td>16049</td>\n",
       "      <td>62.975886</td>\n",
       "      <td>54.947305</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-05-06</td>\n",
       "      <td>8.4</td>\n",
       "      <td>Only minor balance changes/bug fixes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35</td>\n",
       "      <td>9686</td>\n",
       "      <td>10678</td>\n",
       "      <td>944323</td>\n",
       "      <td>9992</td>\n",
       "      <td>10102</td>\n",
       "      <td>10323</td>\n",
       "      <td>83</td>\n",
       "      <td>3.124564</td>\n",
       "      <td>0.091177</td>\n",
       "      <td>0.908823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_05 Viper 2021</th>\n",
       "      <td>7771</td>\n",
       "      <td>17623</td>\n",
       "      <td>44.095784</td>\n",
       "      <td>33.265596</td>\n",
       "      <td>2021-05-06</td>\n",
       "      <td>2021-06-08</td>\n",
       "      <td>8.5</td>\n",
       "      <td>Start Triss Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "      <td>9701</td>\n",
       "      <td>10753</td>\n",
       "      <td>956484</td>\n",
       "      <td>9998</td>\n",
       "      <td>10106</td>\n",
       "      <td>10300</td>\n",
       "      <td>82</td>\n",
       "      <td>3.147269</td>\n",
       "      <td>0.086137</td>\n",
       "      <td>0.913863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_06 Magic 2021</th>\n",
       "      <td>10899</td>\n",
       "      <td>17442</td>\n",
       "      <td>62.487100</td>\n",
       "      <td>55.129612</td>\n",
       "      <td>2021-06-08</td>\n",
       "      <td>2021-07-06</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Price of Power part 1 released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>9681</td>\n",
       "      <td>10632</td>\n",
       "      <td>869262</td>\n",
       "      <td>9974</td>\n",
       "      <td>10082</td>\n",
       "      <td>10278</td>\n",
       "      <td>82</td>\n",
       "      <td>3.162725</td>\n",
       "      <td>0.084816</td>\n",
       "      <td>0.915184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_07 Griffin 2021</th>\n",
       "      <td>7771</td>\n",
       "      <td>16772</td>\n",
       "      <td>46.333174</td>\n",
       "      <td>35.300460</td>\n",
       "      <td>2021-07-06</td>\n",
       "      <td>2021-08-03</td>\n",
       "      <td>9.1</td>\n",
       "      <td>Sunset Wanderers</td>\n",
       "      <td>Balance patch</td>\n",
       "      <td>28</td>\n",
       "      <td>9669</td>\n",
       "      <td>10633</td>\n",
       "      <td>856103</td>\n",
       "      <td>9958</td>\n",
       "      <td>10067</td>\n",
       "      <td>10287</td>\n",
       "      <td>84</td>\n",
       "      <td>3.083937</td>\n",
       "      <td>0.098090</td>\n",
       "      <td>0.901910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_08 Draconid 2021</th>\n",
       "      <td>8333</td>\n",
       "      <td>17523</td>\n",
       "      <td>47.554642</td>\n",
       "      <td>37.325240</td>\n",
       "      <td>2021-08-03</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>9.2</td>\n",
       "      <td>Price of Power part 2 released</td>\n",
       "      <td>Start Tissaia Journey</td>\n",
       "      <td>30</td>\n",
       "      <td>9681</td>\n",
       "      <td>10767</td>\n",
       "      <td>911273</td>\n",
       "      <td>9954</td>\n",
       "      <td>10079</td>\n",
       "      <td>10281</td>\n",
       "      <td>82</td>\n",
       "      <td>3.023176</td>\n",
       "      <td>0.103806</td>\n",
       "      <td>0.896194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_09 Dryad 2021</th>\n",
       "      <td>7561</td>\n",
       "      <td>17486</td>\n",
       "      <td>43.240307</td>\n",
       "      <td>32.141392</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-10-05</td>\n",
       "      <td>9.3</td>\n",
       "      <td>Only balance changes/bug fixes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "      <td>9688</td>\n",
       "      <td>10809</td>\n",
       "      <td>940655</td>\n",
       "      <td>9968</td>\n",
       "      <td>10078</td>\n",
       "      <td>10250</td>\n",
       "      <td>86</td>\n",
       "      <td>3.009823</td>\n",
       "      <td>0.108551</td>\n",
       "      <td>0.891449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_10 Cat 2021</th>\n",
       "      <td>8023</td>\n",
       "      <td>14048</td>\n",
       "      <td>57.111333</td>\n",
       "      <td>46.147658</td>\n",
       "      <td>2021-10-05</td>\n",
       "      <td>2021-10-28</td>\n",
       "      <td>9.4</td>\n",
       "      <td>New Expansion! Harvest of Sorrow</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "      <td>9614</td>\n",
       "      <td>10366</td>\n",
       "      <td>719696</td>\n",
       "      <td>9879</td>\n",
       "      <td>9974</td>\n",
       "      <td>10083</td>\n",
       "      <td>89</td>\n",
       "      <td>3.132842</td>\n",
       "      <td>0.091885</td>\n",
       "      <td>0.908115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_11 Mahakam 2021</th>\n",
       "      <td>9147</td>\n",
       "      <td>19902</td>\n",
       "      <td>45.960205</td>\n",
       "      <td>36.891210</td>\n",
       "      <td>2021-10-28</td>\n",
       "      <td>2021-12-07</td>\n",
       "      <td>9.5</td>\n",
       "      <td>Start Regis Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
       "      <td>9725</td>\n",
       "      <td>10580</td>\n",
       "      <td>1017256</td>\n",
       "      <td>10012</td>\n",
       "      <td>10122</td>\n",
       "      <td>10252</td>\n",
       "      <td>82</td>\n",
       "      <td>2.989644</td>\n",
       "      <td>0.110278</td>\n",
       "      <td>0.889722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_12 Wild Hunt 2021</th>\n",
       "      <td>9566</td>\n",
       "      <td>21651</td>\n",
       "      <td>44.182717</td>\n",
       "      <td>35.687297</td>\n",
       "      <td>2021-12-07</td>\n",
       "      <td>2022-01-13</td>\n",
       "      <td>9.6</td>\n",
       "      <td>12 New Legendary Cards added</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37</td>\n",
       "      <td>9735</td>\n",
       "      <td>10714</td>\n",
       "      <td>1044941</td>\n",
       "      <td>10032</td>\n",
       "      <td>10140</td>\n",
       "      <td>10271</td>\n",
       "      <td>80</td>\n",
       "      <td>3.101439</td>\n",
       "      <td>0.092863</td>\n",
       "      <td>0.907137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4_01 Wolf 2022</th>\n",
       "      <td>7607</td>\n",
       "      <td>15520</td>\n",
       "      <td>49.014175</td>\n",
       "      <td>37.496051</td>\n",
       "      <td>2022-01-13</td>\n",
       "      <td>2022-02-08</td>\n",
       "      <td>10.1</td>\n",
       "      <td>Draft out of early access</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26</td>\n",
       "      <td>9646</td>\n",
       "      <td>10684</td>\n",
       "      <td>883881</td>\n",
       "      <td>9941</td>\n",
       "      <td>10093</td>\n",
       "      <td>10340</td>\n",
       "      <td>84</td>\n",
       "      <td>3.012610</td>\n",
       "      <td>0.112893</td>\n",
       "      <td>0.887107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4_02 Love 2022</th>\n",
       "      <td>2972</td>\n",
       "      <td>14794</td>\n",
       "      <td>20.089225</td>\n",
       "      <td>0.938495</td>\n",
       "      <td>2022-02-08</td>\n",
       "      <td>2022-03-08</td>\n",
       "      <td>10.2</td>\n",
       "      <td>Start Dandelion Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>9638</td>\n",
       "      <td>10652</td>\n",
       "      <td>852867</td>\n",
       "      <td>9932</td>\n",
       "      <td>10068</td>\n",
       "      <td>10312</td>\n",
       "      <td>79</td>\n",
       "      <td>3.030534</td>\n",
       "      <td>0.104149</td>\n",
       "      <td>0.895851</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      players_found  players_total  players_captured  \\\n",
       "season                                                                 \n",
       "M2_01 Wolf 2020                2905           2997         96.930264   \n",
       "M2_02 Love 2020                3984           4883         81.589187   \n",
       "M2_03 Bear 2020                4772           6632         71.954162   \n",
       "M2_04 Elf 2020                 6070          10209         59.457342   \n",
       "M2_05 Viper 2020               5977          10079         59.301518   \n",
       "M2_06 Magic 2020               6104           9919         61.538462   \n",
       "M2_07 Griffin 2020             7372          14791         49.841120   \n",
       "M2_08 Draconid 2020            7037          13800         50.992754   \n",
       "M2_09 Dryad 2020               7056          14554         48.481517   \n",
       "M2_10 Cat 2020                 6987          16011         43.638748   \n",
       "M2_11 Mahakam 2020             6644          16752         39.660936   \n",
       "M2_12 Wild Hunt 2020           7806          22464         34.748932   \n",
       "M3_01 Wolf 2021                6197          13428         46.149836   \n",
       "M3_02 Love 2021                7119          16016         44.449301   \n",
       "M3_03 Bear 2021                7012          13636         51.422705   \n",
       "M3_04 Elf 2021                10107          16049         62.975886   \n",
       "M3_05 Viper 2021               7771          17623         44.095784   \n",
       "M3_06 Magic 2021              10899          17442         62.487100   \n",
       "M3_07 Griffin 2021             7771          16772         46.333174   \n",
       "M3_08 Draconid 2021            8333          17523         47.554642   \n",
       "M3_09 Dryad 2021               7561          17486         43.240307   \n",
       "M3_10 Cat 2021                 8023          14048         57.111333   \n",
       "M3_11 Mahakam 2021             9147          19902         45.960205   \n",
       "M3_12 Wild Hunt 2021           9566          21651         44.182717   \n",
       "M4_01 Wolf 2022                7607          15520         49.014175   \n",
       "M4_02 Love 2022                2972          14794         20.089225   \n",
       "\n",
       "                      extra_players_captured      start       stop  \\\n",
       "season                                                               \n",
       "M2_01 Wolf 2020                    32.846715 2020-01-08 2020-02-04   \n",
       "M2_02 Love 2020                    55.561048 2020-02-04 2020-03-03   \n",
       "M2_03 Bear 2020                    50.689290 2020-03-03 2020-04-02   \n",
       "M2_04 Elf 2020                     43.679412 2020-04-02 2020-05-05   \n",
       "M2_05 Viper 2020                   43.177725 2020-05-05 2020-06-02   \n",
       "M2_06 Magic 2020                   45.955518 2020-06-02 2020-06-30   \n",
       "M2_07 Griffin 2020                 37.817450 2020-06-30 2020-08-04   \n",
       "M2_08 Draconid 2020                38.180987 2020-08-04 2020-09-01   \n",
       "M2_09 Dryad 2020                   35.881649 2020-09-01 2020-10-01   \n",
       "M2_10 Cat 2020                     31.381644 2020-10-01 2020-10-28   \n",
       "M2_11 Mahakam 2020                 27.238699 2020-10-28 2020-12-08   \n",
       "M2_12 Wild Hunt 2020               25.229545 2020-12-08 2021-01-18   \n",
       "M3_01 Wolf 2021                    31.576457 2021-01-18 2021-02-09   \n",
       "M3_02 Love 2021                    32.373062 2021-02-09 2021-03-09   \n",
       "M3_03 Bear 2021                    38.530067 2021-03-09 2021-04-01   \n",
       "M3_04 Elf 2021                     54.947305 2021-04-01 2021-05-06   \n",
       "M3_05 Viper 2021                   33.265596 2021-05-06 2021-06-08   \n",
       "M3_06 Magic 2021                   55.129612 2021-06-08 2021-07-06   \n",
       "M3_07 Griffin 2021                 35.300460 2021-07-06 2021-08-03   \n",
       "M3_08 Draconid 2021                37.325240 2021-08-03 2021-09-02   \n",
       "M3_09 Dryad 2021                   32.141392 2021-09-02 2021-10-05   \n",
       "M3_10 Cat 2021                     46.147658 2021-10-05 2021-10-28   \n",
       "M3_11 Mahakam 2021                 36.891210 2021-10-28 2021-12-07   \n",
       "M3_12 Wild Hunt 2021               35.687297 2021-12-07 2022-01-13   \n",
       "M4_01 Wolf 2022                    37.496051 2022-01-13 2022-02-08   \n",
       "M4_02 Love 2022                     0.938495 2022-02-08 2022-03-08   \n",
       "\n",
       "                            version  \\\n",
       "season                                \n",
       "M2_01 Wolf 2020                 5.0   \n",
       "M2_02 Love 2020                 5.1   \n",
       "M2_03 Bear 2020       5.2/5.2.9/6.0   \n",
       "M2_04 Elf 2020                  6.1   \n",
       "M2_05 Viper 2020                6.2   \n",
       "M2_06 Magic 2020                6.3   \n",
       "M2_07 Griffin 2020              7.0   \n",
       "M2_08 Draconid 2020             7.1   \n",
       "M2_09 Dryad 2020                7.2   \n",
       "M2_10 Cat 2020                  7.3   \n",
       "M2_11 Mahakam 2020              7.4   \n",
       "M2_12 Wild Hunt 2020            8.0   \n",
       "M3_01 Wolf 2021                 8.1   \n",
       "M3_02 Love 2021                 8.2   \n",
       "M3_03 Bear 2021                 8.3   \n",
       "M3_04 Elf 2021                  8.4   \n",
       "M3_05 Viper 2021                8.5   \n",
       "M3_06 Magic 2021                9.0   \n",
       "M3_07 Griffin 2021              9.1   \n",
       "M3_08 Draconid 2021             9.2   \n",
       "M3_09 Dryad 2021                9.3   \n",
       "M3_10 Cat 2021                  9.4   \n",
       "M3_11 Mahakam 2021              9.5   \n",
       "M3_12 Wild Hunt 2021            9.6   \n",
       "M4_01 Wolf 2022                10.1   \n",
       "M4_02 Love 2022                10.2   \n",
       "\n",
       "                                                          comment  \\\n",
       "season                                                              \n",
       "M2_01 Wolf 2020                         Release Merchants of Ofir   \n",
       "M2_02 Love 2020                                     Balance patch   \n",
       "M2_03 Bear 2020                                     Balance patch   \n",
       "M2_04 Elf 2020        New Leader Abilities & Start Geralt Journey   \n",
       "M2_05 Viper 2020                                    Balance patch   \n",
       "M2_06 Magic 2020                                   Bug Fixes only   \n",
       "M2_07 Griffin 2020                          Release Master Mirror   \n",
       "M2_08 Draconid 2020                            Start Ciri Journey   \n",
       "M2_09 Dryad 2020                        Overhaul leader abilities   \n",
       "M2_10 Cat 2020                                 Overhaul scenarios   \n",
       "M2_11 Mahakam 2020                            Start Alzur Journey   \n",
       "M2_12 Wild Hunt 2020                   Release Way of the Witcher   \n",
       "M3_01 Wolf 2021                                       Added Madoc   \n",
       "M3_02 Love 2021                                 Start Yen Journey   \n",
       "M3_03 Bear 2021                      12 New Legendary Cards added   \n",
       "M3_04 Elf 2021               Only minor balance changes/bug fixes   \n",
       "M3_05 Viper 2021                              Start Triss Journey   \n",
       "M3_06 Magic 2021                   Price of Power part 1 released   \n",
       "M3_07 Griffin 2021                               Sunset Wanderers   \n",
       "M3_08 Draconid 2021                Price of Power part 2 released   \n",
       "M3_09 Dryad 2021                   Only balance changes/bug fixes   \n",
       "M3_10 Cat 2021                   New Expansion! Harvest of Sorrow   \n",
       "M3_11 Mahakam 2021                            Start Regis Journey   \n",
       "M3_12 Wild Hunt 2021                 12 New Legendary Cards added   \n",
       "M4_01 Wolf 2022                         Draft out of early access   \n",
       "M4_02 Love 2022                           Start Dandelion Journey   \n",
       "\n",
       "                                                              comment_2  \\\n",
       "season                                                                    \n",
       "M2_01 Wolf 2020        Merchant of Ofir was released before this season   \n",
       "M2_02 Love 2020                                                     NaN   \n",
       "M2_03 Bear 2020       The Android release happend the end of the season   \n",
       "M2_04 Elf 2020                                        Hidden Cache, ...   \n",
       "M2_05 Viper 2020                                                    NaN   \n",
       "M2_06 Magic 2020                                                    NaN   \n",
       "M2_07 Griffin 2020                                                  NaN   \n",
       "M2_08 Draconid 2020                                                 NaN   \n",
       "M2_09 Dryad 2020      Removal of Second Wind, Call to Harmony, ... I...   \n",
       "M2_10 Cat 2020                                All scenarios have doomed   \n",
       "M2_11 Mahakam 2020                                                  NaN   \n",
       "M2_12 Wild Hunt 2020                                                NaN   \n",
       "M3_01 Wolf 2021                                   Single New Card Added   \n",
       "M3_02 Love 2021                               Few minor balance changes   \n",
       "M3_03 Bear 2021            Powerful new cards added and balance changes   \n",
       "M3_04 Elf 2021                                                      NaN   \n",
       "M3_05 Viper 2021                                                    NaN   \n",
       "M3_06 Magic 2021                                                    NaN   \n",
       "M3_07 Griffin 2021                                        Balance patch   \n",
       "M3_08 Draconid 2021                               Start Tissaia Journey   \n",
       "M3_09 Dryad 2021                                                    NaN   \n",
       "M3_10 Cat 2021                                                      NaN   \n",
       "M3_11 Mahakam 2021                                                  NaN   \n",
       "M3_12 Wild Hunt 2021                                                NaN   \n",
       "M4_01 Wolf 2022                                                     NaN   \n",
       "M4_02 Love 2022                                                     NaN   \n",
       "\n",
       "                      length  min_mmr  max_mmr  num_matches  top500_cutoff  \\\n",
       "season                                                                       \n",
       "M2_01 Wolf 2020           27     2407    10484       699496           9749   \n",
       "M2_02 Love 2020           28     7776    10537       769172           9832   \n",
       "M2_03 Bear 2020           30     9427    10669       862283           9867   \n",
       "M2_04 Elf 2020            33     9666    10751      1004603           9952   \n",
       "M2_05 Viper 2020          28     9635    10622       859640           9910   \n",
       "M2_06 Magic 2020          28     9624    10597       793013           9896   \n",
       "M2_07 Griffin 2020        35     9698    10667       996516           9978   \n",
       "M2_08 Draconid 2020       28     9666    10546       837545           9946   \n",
       "M2_09 Dryad 2020          30     9678    10725       854593           9946   \n",
       "M2_10 Cat 2020            27     9703    10804       928845           9977   \n",
       "M2_11 Mahakam 2020        41     9706    10783       983150          10000   \n",
       "M2_12 Wild Hunt 2020      41     9756    10724      1182353          10070   \n",
       "M3_01 Wolf 2021           22     9637    10653       808651           9916   \n",
       "M3_02 Love 2021           28     9684    10714       917027           9975   \n",
       "M3_03 Bear 2021           23     9637    10576       766502           9914   \n",
       "M3_04 Elf 2021            35     9686    10678       944323           9992   \n",
       "M3_05 Viper 2021          33     9701    10753       956484           9998   \n",
       "M3_06 Magic 2021          28     9681    10632       869262           9974   \n",
       "M3_07 Griffin 2021        28     9669    10633       856103           9958   \n",
       "M3_08 Draconid 2021       30     9681    10767       911273           9954   \n",
       "M3_09 Dryad 2021          33     9688    10809       940655           9968   \n",
       "M3_10 Cat 2021            23     9614    10366       719696           9879   \n",
       "M3_11 Mahakam 2021        40     9725    10580      1017256          10012   \n",
       "M3_12 Wild Hunt 2021      37     9735    10714      1044941          10032   \n",
       "M4_01 Wolf 2022           26     9646    10684       883881           9941   \n",
       "M4_02 Love 2022           28     9638    10652       852867           9932   \n",
       "\n",
       "                      top200_cutoff  top64_cutoff  richness  \\\n",
       "season                                                        \n",
       "M2_01 Wolf 2020                9872         10061        79   \n",
       "M2_02 Love 2020                9952         10117        73   \n",
       "M2_03 Bear 2020                9995         10204        74   \n",
       "M2_04 Elf 2020                10087         10293        78   \n",
       "M2_05 Viper 2020              10028         10255        82   \n",
       "M2_06 Magic 2020              10002         10191        79   \n",
       "M2_07 Griffin 2020            10100         10289        80   \n",
       "M2_08 Draconid 2020           10061         10246        83   \n",
       "M2_09 Dryad 2020              10046         10183        83   \n",
       "M2_10 Cat 2020                10067         10176        82   \n",
       "M2_11 Mahakam 2020            10090         10216        83   \n",
       "M2_12 Wild Hunt 2020          10172         10313        76   \n",
       "M3_01 Wolf 2021               10044         10295        86   \n",
       "M3_02 Love 2021               10097         10325        84   \n",
       "M3_03 Bear 2021               10026         10230        86   \n",
       "M3_04 Elf 2021                10102         10323        83   \n",
       "M3_05 Viper 2021              10106         10300        82   \n",
       "M3_06 Magic 2021              10082         10278        82   \n",
       "M3_07 Griffin 2021            10067         10287        84   \n",
       "M3_08 Draconid 2021           10079         10281        82   \n",
       "M3_09 Dryad 2021              10078         10250        86   \n",
       "M3_10 Cat 2021                 9974         10083        89   \n",
       "M3_11 Mahakam 2021            10122         10252        82   \n",
       "M3_12 Wild Hunt 2021          10140         10271        80   \n",
       "M4_01 Wolf 2022               10093         10340        84   \n",
       "M4_02 Love 2022               10068         10312        79   \n",
       "\n",
       "                      shannon_diversity  dominance   simpson  \n",
       "season                                                        \n",
       "M2_01 Wolf 2020                2.911451   0.109716  0.890284  \n",
       "M2_02 Love 2020                2.784907   0.124585  0.875415  \n",
       "M2_03 Bear 2020                2.770397   0.123829  0.876171  \n",
       "M2_04 Elf 2020                 2.921609   0.105208  0.894792  \n",
       "M2_05 Viper 2020               2.975021   0.106955  0.893045  \n",
       "M2_06 Magic 2020               3.028216   0.100404  0.899596  \n",
       "M2_07 Griffin 2020             3.085621   0.092351  0.907649  \n",
       "M2_08 Draconid 2020            3.043551   0.097257  0.902743  \n",
       "M2_09 Dryad 2020               3.071002   0.093658  0.906342  \n",
       "M2_10 Cat 2020                 3.028427   0.101374  0.898626  \n",
       "M2_11 Mahakam 2020             2.981676   0.110916  0.889084  \n",
       "M2_12 Wild Hunt 2020           3.040627   0.099488  0.900512  \n",
       "M3_01 Wolf 2021                3.088299   0.098081  0.901919  \n",
       "M3_02 Love 2021                3.045043   0.101261  0.898739  \n",
       "M3_03 Bear 2021                3.086869   0.090533  0.909467  \n",
       "M3_04 Elf 2021                 3.124564   0.091177  0.908823  \n",
       "M3_05 Viper 2021               3.147269   0.086137  0.913863  \n",
       "M3_06 Magic 2021               3.162725   0.084816  0.915184  \n",
       "M3_07 Griffin 2021             3.083937   0.098090  0.901910  \n",
       "M3_08 Draconid 2021            3.023176   0.103806  0.896194  \n",
       "M3_09 Dryad 2021               3.009823   0.108551  0.891449  \n",
       "M3_10 Cat 2021                 3.132842   0.091885  0.908115  \n",
       "M3_11 Mahakam 2021             2.989644   0.110278  0.889722  \n",
       "M3_12 Wild Hunt 2021           3.101439   0.092863  0.907137  \n",
       "M4_01 Wolf 2022                3.012610   0.112893  0.887107  \n",
       "M4_02 Love 2022                3.030534   0.104149  0.895851  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 2;\n",
       "                var nbb_unformatted_code = \"merged_df = pd.merge(\\n    player_count_df, start_stop_df, how=\\\"inner\\\", left_index=True, right_index=True\\n)\\nmerged_df = pd.merge(\\n    merged_df, seasonal_stats_df, how=\\\"inner\\\", left_index=True, right_index=True\\n)\\nmerged_df = pd.merge(\\n    merged_df, diversity_df, how=\\\"inner\\\", left_index=True, right_index=True\\n)\\nmerged_df\";\n",
       "                var nbb_formatted_code = \"merged_df = pd.merge(\\n    player_count_df, start_stop_df, how=\\\"inner\\\", left_index=True, right_index=True\\n)\\nmerged_df = pd.merge(\\n    merged_df, seasonal_stats_df, how=\\\"inner\\\", left_index=True, right_index=True\\n)\\nmerged_df = pd.merge(\\n    merged_df, diversity_df, how=\\\"inner\\\", left_index=True, right_index=True\\n)\\nmerged_df\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "merged_df = pd.merge(\n",
    "    player_count_df, start_stop_df, how=\"inner\", left_index=True, right_index=True\n",
    ")\n",
    "merged_df = pd.merge(\n",
    "    merged_df, seasonal_stats_df, how=\"inner\", left_index=True, right_index=True\n",
    ")\n",
    "merged_df = pd.merge(\n",
    "    merged_df, diversity_df, how=\"inner\", left_index=True, right_index=True\n",
    ")\n",
    "merged_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 3;\n",
       "                var nbb_unformatted_code = \"merged_df[\\\"pro_players_per_day\\\"] = (merged_df[\\\"players_total\\\"] - 500) / merged_df[\\n    \\\"length\\\"\\n]\\nmerged_df[\\\"top2860_matches_per_day\\\"] = (merged_df[\\\"num_matches\\\"] - 500) / merged_df[\\n    \\\"length\\\"\\n]\";\n",
       "                var nbb_formatted_code = \"merged_df[\\\"pro_players_per_day\\\"] = (merged_df[\\\"players_total\\\"] - 500) / merged_df[\\n    \\\"length\\\"\\n]\\nmerged_df[\\\"top2860_matches_per_day\\\"] = (merged_df[\\\"num_matches\\\"] - 500) / merged_df[\\n    \\\"length\\\"\\n]\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "merged_df[\"pro_players_per_day\"] = (merged_df[\"players_total\"] - 500) / merged_df[\n",
    "    \"length\"\n",
    "]\n",
    "merged_df[\"top2860_matches_per_day\"] = (merged_df[\"num_matches\"] - 500) / merged_df[\n",
    "    \"length\"\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>players_found</th>\n",
       "      <th>players_total</th>\n",
       "      <th>players_captured</th>\n",
       "      <th>extra_players_captured</th>\n",
       "      <th>start</th>\n",
       "      <th>stop</th>\n",
       "      <th>version</th>\n",
       "      <th>comment</th>\n",
       "      <th>comment_2</th>\n",
       "      <th>length</th>\n",
       "      <th>...</th>\n",
       "      <th>num_matches</th>\n",
       "      <th>top500_cutoff</th>\n",
       "      <th>top200_cutoff</th>\n",
       "      <th>top64_cutoff</th>\n",
       "      <th>richness</th>\n",
       "      <th>shannon_diversity</th>\n",
       "      <th>dominance</th>\n",
       "      <th>simpson</th>\n",
       "      <th>pro_players_per_day</th>\n",
       "      <th>top2860_matches_per_day</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>season</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>M2_01 Wolf 2020</th>\n",
       "      <td>2905</td>\n",
       "      <td>2997</td>\n",
       "      <td>96.930264</td>\n",
       "      <td>32.846715</td>\n",
       "      <td>2020-01-08</td>\n",
       "      <td>2020-02-04</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Release Merchants of Ofir</td>\n",
       "      <td>Merchant of Ofir was released before this season</td>\n",
       "      <td>27</td>\n",
       "      <td>...</td>\n",
       "      <td>699496</td>\n",
       "      <td>9749</td>\n",
       "      <td>9872</td>\n",
       "      <td>10061</td>\n",
       "      <td>79</td>\n",
       "      <td>2.911451</td>\n",
       "      <td>0.109716</td>\n",
       "      <td>0.890284</td>\n",
       "      <td>92.481481</td>\n",
       "      <td>25888.740741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_02 Love 2020</th>\n",
       "      <td>3984</td>\n",
       "      <td>4883</td>\n",
       "      <td>81.589187</td>\n",
       "      <td>55.561048</td>\n",
       "      <td>2020-02-04</td>\n",
       "      <td>2020-03-03</td>\n",
       "      <td>5.1</td>\n",
       "      <td>Balance patch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>769172</td>\n",
       "      <td>9832</td>\n",
       "      <td>9952</td>\n",
       "      <td>10117</td>\n",
       "      <td>73</td>\n",
       "      <td>2.784907</td>\n",
       "      <td>0.124585</td>\n",
       "      <td>0.875415</td>\n",
       "      <td>156.535714</td>\n",
       "      <td>27452.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_03 Bear 2020</th>\n",
       "      <td>4772</td>\n",
       "      <td>6632</td>\n",
       "      <td>71.954162</td>\n",
       "      <td>50.689290</td>\n",
       "      <td>2020-03-03</td>\n",
       "      <td>2020-04-02</td>\n",
       "      <td>5.2/5.2.9/6.0</td>\n",
       "      <td>Balance patch</td>\n",
       "      <td>The Android release happend the end of the season</td>\n",
       "      <td>30</td>\n",
       "      <td>...</td>\n",
       "      <td>862283</td>\n",
       "      <td>9867</td>\n",
       "      <td>9995</td>\n",
       "      <td>10204</td>\n",
       "      <td>74</td>\n",
       "      <td>2.770397</td>\n",
       "      <td>0.123829</td>\n",
       "      <td>0.876171</td>\n",
       "      <td>204.400000</td>\n",
       "      <td>28726.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_04 Elf 2020</th>\n",
       "      <td>6070</td>\n",
       "      <td>10209</td>\n",
       "      <td>59.457342</td>\n",
       "      <td>43.679412</td>\n",
       "      <td>2020-04-02</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>6.1</td>\n",
       "      <td>New Leader Abilities &amp; Start Geralt Journey</td>\n",
       "      <td>Hidden Cache, ...</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>1004603</td>\n",
       "      <td>9952</td>\n",
       "      <td>10087</td>\n",
       "      <td>10293</td>\n",
       "      <td>78</td>\n",
       "      <td>2.921609</td>\n",
       "      <td>0.105208</td>\n",
       "      <td>0.894792</td>\n",
       "      <td>294.212121</td>\n",
       "      <td>30427.363636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_05 Viper 2020</th>\n",
       "      <td>5977</td>\n",
       "      <td>10079</td>\n",
       "      <td>59.301518</td>\n",
       "      <td>43.177725</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>2020-06-02</td>\n",
       "      <td>6.2</td>\n",
       "      <td>Balance patch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>859640</td>\n",
       "      <td>9910</td>\n",
       "      <td>10028</td>\n",
       "      <td>10255</td>\n",
       "      <td>82</td>\n",
       "      <td>2.975021</td>\n",
       "      <td>0.106955</td>\n",
       "      <td>0.893045</td>\n",
       "      <td>342.107143</td>\n",
       "      <td>30683.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_06 Magic 2020</th>\n",
       "      <td>6104</td>\n",
       "      <td>9919</td>\n",
       "      <td>61.538462</td>\n",
       "      <td>45.955518</td>\n",
       "      <td>2020-06-02</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>6.3</td>\n",
       "      <td>Bug Fixes only</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>793013</td>\n",
       "      <td>9896</td>\n",
       "      <td>10002</td>\n",
       "      <td>10191</td>\n",
       "      <td>79</td>\n",
       "      <td>3.028216</td>\n",
       "      <td>0.100404</td>\n",
       "      <td>0.899596</td>\n",
       "      <td>336.392857</td>\n",
       "      <td>28304.035714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_07 Griffin 2020</th>\n",
       "      <td>7372</td>\n",
       "      <td>14791</td>\n",
       "      <td>49.841120</td>\n",
       "      <td>37.817450</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>2020-08-04</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Release Master Mirror</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>996516</td>\n",
       "      <td>9978</td>\n",
       "      <td>10100</td>\n",
       "      <td>10289</td>\n",
       "      <td>80</td>\n",
       "      <td>3.085621</td>\n",
       "      <td>0.092351</td>\n",
       "      <td>0.907649</td>\n",
       "      <td>408.314286</td>\n",
       "      <td>28457.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_08 Draconid 2020</th>\n",
       "      <td>7037</td>\n",
       "      <td>13800</td>\n",
       "      <td>50.992754</td>\n",
       "      <td>38.180987</td>\n",
       "      <td>2020-08-04</td>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>7.1</td>\n",
       "      <td>Start Ciri Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>837545</td>\n",
       "      <td>9946</td>\n",
       "      <td>10061</td>\n",
       "      <td>10246</td>\n",
       "      <td>83</td>\n",
       "      <td>3.043551</td>\n",
       "      <td>0.097257</td>\n",
       "      <td>0.902743</td>\n",
       "      <td>475.000000</td>\n",
       "      <td>29894.464286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_09 Dryad 2020</th>\n",
       "      <td>7056</td>\n",
       "      <td>14554</td>\n",
       "      <td>48.481517</td>\n",
       "      <td>35.881649</td>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>2020-10-01</td>\n",
       "      <td>7.2</td>\n",
       "      <td>Overhaul leader abilities</td>\n",
       "      <td>Removal of Second Wind, Call to Harmony, ... I...</td>\n",
       "      <td>30</td>\n",
       "      <td>...</td>\n",
       "      <td>854593</td>\n",
       "      <td>9946</td>\n",
       "      <td>10046</td>\n",
       "      <td>10183</td>\n",
       "      <td>83</td>\n",
       "      <td>3.071002</td>\n",
       "      <td>0.093658</td>\n",
       "      <td>0.906342</td>\n",
       "      <td>468.466667</td>\n",
       "      <td>28469.766667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_10 Cat 2020</th>\n",
       "      <td>6987</td>\n",
       "      <td>16011</td>\n",
       "      <td>43.638748</td>\n",
       "      <td>31.381644</td>\n",
       "      <td>2020-10-01</td>\n",
       "      <td>2020-10-28</td>\n",
       "      <td>7.3</td>\n",
       "      <td>Overhaul scenarios</td>\n",
       "      <td>All scenarios have doomed</td>\n",
       "      <td>27</td>\n",
       "      <td>...</td>\n",
       "      <td>928845</td>\n",
       "      <td>9977</td>\n",
       "      <td>10067</td>\n",
       "      <td>10176</td>\n",
       "      <td>82</td>\n",
       "      <td>3.028427</td>\n",
       "      <td>0.101374</td>\n",
       "      <td>0.898626</td>\n",
       "      <td>574.481481</td>\n",
       "      <td>34383.148148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_11 Mahakam 2020</th>\n",
       "      <td>6644</td>\n",
       "      <td>16752</td>\n",
       "      <td>39.660936</td>\n",
       "      <td>27.238699</td>\n",
       "      <td>2020-10-28</td>\n",
       "      <td>2020-12-08</td>\n",
       "      <td>7.4</td>\n",
       "      <td>Start Alzur Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41</td>\n",
       "      <td>...</td>\n",
       "      <td>983150</td>\n",
       "      <td>10000</td>\n",
       "      <td>10090</td>\n",
       "      <td>10216</td>\n",
       "      <td>83</td>\n",
       "      <td>2.981676</td>\n",
       "      <td>0.110916</td>\n",
       "      <td>0.889084</td>\n",
       "      <td>396.390244</td>\n",
       "      <td>23967.073171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_12 Wild Hunt 2020</th>\n",
       "      <td>7806</td>\n",
       "      <td>22464</td>\n",
       "      <td>34.748932</td>\n",
       "      <td>25.229545</td>\n",
       "      <td>2020-12-08</td>\n",
       "      <td>2021-01-18</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Release Way of the Witcher</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41</td>\n",
       "      <td>...</td>\n",
       "      <td>1182353</td>\n",
       "      <td>10070</td>\n",
       "      <td>10172</td>\n",
       "      <td>10313</td>\n",
       "      <td>76</td>\n",
       "      <td>3.040627</td>\n",
       "      <td>0.099488</td>\n",
       "      <td>0.900512</td>\n",
       "      <td>535.707317</td>\n",
       "      <td>28825.682927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_01 Wolf 2021</th>\n",
       "      <td>6197</td>\n",
       "      <td>13428</td>\n",
       "      <td>46.149836</td>\n",
       "      <td>31.576457</td>\n",
       "      <td>2021-01-18</td>\n",
       "      <td>2021-02-09</td>\n",
       "      <td>8.1</td>\n",
       "      <td>Added Madoc</td>\n",
       "      <td>Single New Card Added</td>\n",
       "      <td>22</td>\n",
       "      <td>...</td>\n",
       "      <td>808651</td>\n",
       "      <td>9916</td>\n",
       "      <td>10044</td>\n",
       "      <td>10295</td>\n",
       "      <td>86</td>\n",
       "      <td>3.088299</td>\n",
       "      <td>0.098081</td>\n",
       "      <td>0.901919</td>\n",
       "      <td>587.636364</td>\n",
       "      <td>36734.136364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_02 Love 2021</th>\n",
       "      <td>7119</td>\n",
       "      <td>16016</td>\n",
       "      <td>44.449301</td>\n",
       "      <td>32.373062</td>\n",
       "      <td>2021-02-09</td>\n",
       "      <td>2021-03-09</td>\n",
       "      <td>8.2</td>\n",
       "      <td>Start Yen Journey</td>\n",
       "      <td>Few minor balance changes</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>917027</td>\n",
       "      <td>9975</td>\n",
       "      <td>10097</td>\n",
       "      <td>10325</td>\n",
       "      <td>84</td>\n",
       "      <td>3.045043</td>\n",
       "      <td>0.101261</td>\n",
       "      <td>0.898739</td>\n",
       "      <td>554.142857</td>\n",
       "      <td>32733.107143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_03 Bear 2021</th>\n",
       "      <td>7012</td>\n",
       "      <td>13636</td>\n",
       "      <td>51.422705</td>\n",
       "      <td>38.530067</td>\n",
       "      <td>2021-03-09</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>8.3</td>\n",
       "      <td>12 New Legendary Cards added</td>\n",
       "      <td>Powerful new cards added and balance changes</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>766502</td>\n",
       "      <td>9914</td>\n",
       "      <td>10026</td>\n",
       "      <td>10230</td>\n",
       "      <td>86</td>\n",
       "      <td>3.086869</td>\n",
       "      <td>0.090533</td>\n",
       "      <td>0.909467</td>\n",
       "      <td>571.130435</td>\n",
       "      <td>33304.434783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_04 Elf 2021</th>\n",
       "      <td>10107</td>\n",
       "      <td>16049</td>\n",
       "      <td>62.975886</td>\n",
       "      <td>54.947305</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-05-06</td>\n",
       "      <td>8.4</td>\n",
       "      <td>Only minor balance changes/bug fixes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>944323</td>\n",
       "      <td>9992</td>\n",
       "      <td>10102</td>\n",
       "      <td>10323</td>\n",
       "      <td>83</td>\n",
       "      <td>3.124564</td>\n",
       "      <td>0.091177</td>\n",
       "      <td>0.908823</td>\n",
       "      <td>444.257143</td>\n",
       "      <td>26966.371429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_05 Viper 2021</th>\n",
       "      <td>7771</td>\n",
       "      <td>17623</td>\n",
       "      <td>44.095784</td>\n",
       "      <td>33.265596</td>\n",
       "      <td>2021-05-06</td>\n",
       "      <td>2021-06-08</td>\n",
       "      <td>8.5</td>\n",
       "      <td>Start Triss Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>956484</td>\n",
       "      <td>9998</td>\n",
       "      <td>10106</td>\n",
       "      <td>10300</td>\n",
       "      <td>82</td>\n",
       "      <td>3.147269</td>\n",
       "      <td>0.086137</td>\n",
       "      <td>0.913863</td>\n",
       "      <td>518.878788</td>\n",
       "      <td>28969.212121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_06 Magic 2021</th>\n",
       "      <td>10899</td>\n",
       "      <td>17442</td>\n",
       "      <td>62.487100</td>\n",
       "      <td>55.129612</td>\n",
       "      <td>2021-06-08</td>\n",
       "      <td>2021-07-06</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Price of Power part 1 released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>869262</td>\n",
       "      <td>9974</td>\n",
       "      <td>10082</td>\n",
       "      <td>10278</td>\n",
       "      <td>82</td>\n",
       "      <td>3.162725</td>\n",
       "      <td>0.084816</td>\n",
       "      <td>0.915184</td>\n",
       "      <td>605.071429</td>\n",
       "      <td>31027.214286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_07 Griffin 2021</th>\n",
       "      <td>7771</td>\n",
       "      <td>16772</td>\n",
       "      <td>46.333174</td>\n",
       "      <td>35.300460</td>\n",
       "      <td>2021-07-06</td>\n",
       "      <td>2021-08-03</td>\n",
       "      <td>9.1</td>\n",
       "      <td>Sunset Wanderers</td>\n",
       "      <td>Balance patch</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>856103</td>\n",
       "      <td>9958</td>\n",
       "      <td>10067</td>\n",
       "      <td>10287</td>\n",
       "      <td>84</td>\n",
       "      <td>3.083937</td>\n",
       "      <td>0.098090</td>\n",
       "      <td>0.901910</td>\n",
       "      <td>581.142857</td>\n",
       "      <td>30557.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_08 Draconid 2021</th>\n",
       "      <td>8333</td>\n",
       "      <td>17523</td>\n",
       "      <td>47.554642</td>\n",
       "      <td>37.325240</td>\n",
       "      <td>2021-08-03</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>9.2</td>\n",
       "      <td>Price of Power part 2 released</td>\n",
       "      <td>Start Tissaia Journey</td>\n",
       "      <td>30</td>\n",
       "      <td>...</td>\n",
       "      <td>911273</td>\n",
       "      <td>9954</td>\n",
       "      <td>10079</td>\n",
       "      <td>10281</td>\n",
       "      <td>82</td>\n",
       "      <td>3.023176</td>\n",
       "      <td>0.103806</td>\n",
       "      <td>0.896194</td>\n",
       "      <td>567.433333</td>\n",
       "      <td>30359.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_09 Dryad 2021</th>\n",
       "      <td>7561</td>\n",
       "      <td>17486</td>\n",
       "      <td>43.240307</td>\n",
       "      <td>32.141392</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-10-05</td>\n",
       "      <td>9.3</td>\n",
       "      <td>Only balance changes/bug fixes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>940655</td>\n",
       "      <td>9968</td>\n",
       "      <td>10078</td>\n",
       "      <td>10250</td>\n",
       "      <td>86</td>\n",
       "      <td>3.009823</td>\n",
       "      <td>0.108551</td>\n",
       "      <td>0.891449</td>\n",
       "      <td>514.727273</td>\n",
       "      <td>28489.545455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_10 Cat 2021</th>\n",
       "      <td>8023</td>\n",
       "      <td>14048</td>\n",
       "      <td>57.111333</td>\n",
       "      <td>46.147658</td>\n",
       "      <td>2021-10-05</td>\n",
       "      <td>2021-10-28</td>\n",
       "      <td>9.4</td>\n",
       "      <td>New Expansion! Harvest of Sorrow</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>719696</td>\n",
       "      <td>9879</td>\n",
       "      <td>9974</td>\n",
       "      <td>10083</td>\n",
       "      <td>89</td>\n",
       "      <td>3.132842</td>\n",
       "      <td>0.091885</td>\n",
       "      <td>0.908115</td>\n",
       "      <td>589.043478</td>\n",
       "      <td>31269.391304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_11 Mahakam 2021</th>\n",
       "      <td>9147</td>\n",
       "      <td>19902</td>\n",
       "      <td>45.960205</td>\n",
       "      <td>36.891210</td>\n",
       "      <td>2021-10-28</td>\n",
       "      <td>2021-12-07</td>\n",
       "      <td>9.5</td>\n",
       "      <td>Start Regis Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
       "      <td>...</td>\n",
       "      <td>1017256</td>\n",
       "      <td>10012</td>\n",
       "      <td>10122</td>\n",
       "      <td>10252</td>\n",
       "      <td>82</td>\n",
       "      <td>2.989644</td>\n",
       "      <td>0.110278</td>\n",
       "      <td>0.889722</td>\n",
       "      <td>485.050000</td>\n",
       "      <td>25418.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_12 Wild Hunt 2021</th>\n",
       "      <td>9566</td>\n",
       "      <td>21651</td>\n",
       "      <td>44.182717</td>\n",
       "      <td>35.687297</td>\n",
       "      <td>2021-12-07</td>\n",
       "      <td>2022-01-13</td>\n",
       "      <td>9.6</td>\n",
       "      <td>12 New Legendary Cards added</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37</td>\n",
       "      <td>...</td>\n",
       "      <td>1044941</td>\n",
       "      <td>10032</td>\n",
       "      <td>10140</td>\n",
       "      <td>10271</td>\n",
       "      <td>80</td>\n",
       "      <td>3.101439</td>\n",
       "      <td>0.092863</td>\n",
       "      <td>0.907137</td>\n",
       "      <td>571.648649</td>\n",
       "      <td>28228.135135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4_01 Wolf 2022</th>\n",
       "      <td>7607</td>\n",
       "      <td>15520</td>\n",
       "      <td>49.014175</td>\n",
       "      <td>37.496051</td>\n",
       "      <td>2022-01-13</td>\n",
       "      <td>2022-02-08</td>\n",
       "      <td>10.1</td>\n",
       "      <td>Draft out of early access</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26</td>\n",
       "      <td>...</td>\n",
       "      <td>883881</td>\n",
       "      <td>9941</td>\n",
       "      <td>10093</td>\n",
       "      <td>10340</td>\n",
       "      <td>84</td>\n",
       "      <td>3.012610</td>\n",
       "      <td>0.112893</td>\n",
       "      <td>0.887107</td>\n",
       "      <td>577.692308</td>\n",
       "      <td>33976.192308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4_02 Love 2022</th>\n",
       "      <td>2972</td>\n",
       "      <td>14794</td>\n",
       "      <td>20.089225</td>\n",
       "      <td>0.938495</td>\n",
       "      <td>2022-02-08</td>\n",
       "      <td>2022-03-08</td>\n",
       "      <td>10.2</td>\n",
       "      <td>Start Dandelion Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>852867</td>\n",
       "      <td>9932</td>\n",
       "      <td>10068</td>\n",
       "      <td>10312</td>\n",
       "      <td>79</td>\n",
       "      <td>3.030534</td>\n",
       "      <td>0.104149</td>\n",
       "      <td>0.895851</td>\n",
       "      <td>510.500000</td>\n",
       "      <td>30441.678571</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      players_found  players_total  players_captured  \\\n",
       "season                                                                 \n",
       "M2_01 Wolf 2020                2905           2997         96.930264   \n",
       "M2_02 Love 2020                3984           4883         81.589187   \n",
       "M2_03 Bear 2020                4772           6632         71.954162   \n",
       "M2_04 Elf 2020                 6070          10209         59.457342   \n",
       "M2_05 Viper 2020               5977          10079         59.301518   \n",
       "M2_06 Magic 2020               6104           9919         61.538462   \n",
       "M2_07 Griffin 2020             7372          14791         49.841120   \n",
       "M2_08 Draconid 2020            7037          13800         50.992754   \n",
       "M2_09 Dryad 2020               7056          14554         48.481517   \n",
       "M2_10 Cat 2020                 6987          16011         43.638748   \n",
       "M2_11 Mahakam 2020             6644          16752         39.660936   \n",
       "M2_12 Wild Hunt 2020           7806          22464         34.748932   \n",
       "M3_01 Wolf 2021                6197          13428         46.149836   \n",
       "M3_02 Love 2021                7119          16016         44.449301   \n",
       "M3_03 Bear 2021                7012          13636         51.422705   \n",
       "M3_04 Elf 2021                10107          16049         62.975886   \n",
       "M3_05 Viper 2021               7771          17623         44.095784   \n",
       "M3_06 Magic 2021              10899          17442         62.487100   \n",
       "M3_07 Griffin 2021             7771          16772         46.333174   \n",
       "M3_08 Draconid 2021            8333          17523         47.554642   \n",
       "M3_09 Dryad 2021               7561          17486         43.240307   \n",
       "M3_10 Cat 2021                 8023          14048         57.111333   \n",
       "M3_11 Mahakam 2021             9147          19902         45.960205   \n",
       "M3_12 Wild Hunt 2021           9566          21651         44.182717   \n",
       "M4_01 Wolf 2022                7607          15520         49.014175   \n",
       "M4_02 Love 2022                2972          14794         20.089225   \n",
       "\n",
       "                      extra_players_captured      start       stop  \\\n",
       "season                                                               \n",
       "M2_01 Wolf 2020                    32.846715 2020-01-08 2020-02-04   \n",
       "M2_02 Love 2020                    55.561048 2020-02-04 2020-03-03   \n",
       "M2_03 Bear 2020                    50.689290 2020-03-03 2020-04-02   \n",
       "M2_04 Elf 2020                     43.679412 2020-04-02 2020-05-05   \n",
       "M2_05 Viper 2020                   43.177725 2020-05-05 2020-06-02   \n",
       "M2_06 Magic 2020                   45.955518 2020-06-02 2020-06-30   \n",
       "M2_07 Griffin 2020                 37.817450 2020-06-30 2020-08-04   \n",
       "M2_08 Draconid 2020                38.180987 2020-08-04 2020-09-01   \n",
       "M2_09 Dryad 2020                   35.881649 2020-09-01 2020-10-01   \n",
       "M2_10 Cat 2020                     31.381644 2020-10-01 2020-10-28   \n",
       "M2_11 Mahakam 2020                 27.238699 2020-10-28 2020-12-08   \n",
       "M2_12 Wild Hunt 2020               25.229545 2020-12-08 2021-01-18   \n",
       "M3_01 Wolf 2021                    31.576457 2021-01-18 2021-02-09   \n",
       "M3_02 Love 2021                    32.373062 2021-02-09 2021-03-09   \n",
       "M3_03 Bear 2021                    38.530067 2021-03-09 2021-04-01   \n",
       "M3_04 Elf 2021                     54.947305 2021-04-01 2021-05-06   \n",
       "M3_05 Viper 2021                   33.265596 2021-05-06 2021-06-08   \n",
       "M3_06 Magic 2021                   55.129612 2021-06-08 2021-07-06   \n",
       "M3_07 Griffin 2021                 35.300460 2021-07-06 2021-08-03   \n",
       "M3_08 Draconid 2021                37.325240 2021-08-03 2021-09-02   \n",
       "M3_09 Dryad 2021                   32.141392 2021-09-02 2021-10-05   \n",
       "M3_10 Cat 2021                     46.147658 2021-10-05 2021-10-28   \n",
       "M3_11 Mahakam 2021                 36.891210 2021-10-28 2021-12-07   \n",
       "M3_12 Wild Hunt 2021               35.687297 2021-12-07 2022-01-13   \n",
       "M4_01 Wolf 2022                    37.496051 2022-01-13 2022-02-08   \n",
       "M4_02 Love 2022                     0.938495 2022-02-08 2022-03-08   \n",
       "\n",
       "                            version  \\\n",
       "season                                \n",
       "M2_01 Wolf 2020                 5.0   \n",
       "M2_02 Love 2020                 5.1   \n",
       "M2_03 Bear 2020       5.2/5.2.9/6.0   \n",
       "M2_04 Elf 2020                  6.1   \n",
       "M2_05 Viper 2020                6.2   \n",
       "M2_06 Magic 2020                6.3   \n",
       "M2_07 Griffin 2020              7.0   \n",
       "M2_08 Draconid 2020             7.1   \n",
       "M2_09 Dryad 2020                7.2   \n",
       "M2_10 Cat 2020                  7.3   \n",
       "M2_11 Mahakam 2020              7.4   \n",
       "M2_12 Wild Hunt 2020            8.0   \n",
       "M3_01 Wolf 2021                 8.1   \n",
       "M3_02 Love 2021                 8.2   \n",
       "M3_03 Bear 2021                 8.3   \n",
       "M3_04 Elf 2021                  8.4   \n",
       "M3_05 Viper 2021                8.5   \n",
       "M3_06 Magic 2021                9.0   \n",
       "M3_07 Griffin 2021              9.1   \n",
       "M3_08 Draconid 2021             9.2   \n",
       "M3_09 Dryad 2021                9.3   \n",
       "M3_10 Cat 2021                  9.4   \n",
       "M3_11 Mahakam 2021              9.5   \n",
       "M3_12 Wild Hunt 2021            9.6   \n",
       "M4_01 Wolf 2022                10.1   \n",
       "M4_02 Love 2022                10.2   \n",
       "\n",
       "                                                          comment  \\\n",
       "season                                                              \n",
       "M2_01 Wolf 2020                         Release Merchants of Ofir   \n",
       "M2_02 Love 2020                                     Balance patch   \n",
       "M2_03 Bear 2020                                     Balance patch   \n",
       "M2_04 Elf 2020        New Leader Abilities & Start Geralt Journey   \n",
       "M2_05 Viper 2020                                    Balance patch   \n",
       "M2_06 Magic 2020                                   Bug Fixes only   \n",
       "M2_07 Griffin 2020                          Release Master Mirror   \n",
       "M2_08 Draconid 2020                            Start Ciri Journey   \n",
       "M2_09 Dryad 2020                        Overhaul leader abilities   \n",
       "M2_10 Cat 2020                                 Overhaul scenarios   \n",
       "M2_11 Mahakam 2020                            Start Alzur Journey   \n",
       "M2_12 Wild Hunt 2020                   Release Way of the Witcher   \n",
       "M3_01 Wolf 2021                                       Added Madoc   \n",
       "M3_02 Love 2021                                 Start Yen Journey   \n",
       "M3_03 Bear 2021                      12 New Legendary Cards added   \n",
       "M3_04 Elf 2021               Only minor balance changes/bug fixes   \n",
       "M3_05 Viper 2021                              Start Triss Journey   \n",
       "M3_06 Magic 2021                   Price of Power part 1 released   \n",
       "M3_07 Griffin 2021                               Sunset Wanderers   \n",
       "M3_08 Draconid 2021                Price of Power part 2 released   \n",
       "M3_09 Dryad 2021                   Only balance changes/bug fixes   \n",
       "M3_10 Cat 2021                   New Expansion! Harvest of Sorrow   \n",
       "M3_11 Mahakam 2021                            Start Regis Journey   \n",
       "M3_12 Wild Hunt 2021                 12 New Legendary Cards added   \n",
       "M4_01 Wolf 2022                         Draft out of early access   \n",
       "M4_02 Love 2022                           Start Dandelion Journey   \n",
       "\n",
       "                                                              comment_2  \\\n",
       "season                                                                    \n",
       "M2_01 Wolf 2020        Merchant of Ofir was released before this season   \n",
       "M2_02 Love 2020                                                     NaN   \n",
       "M2_03 Bear 2020       The Android release happend the end of the season   \n",
       "M2_04 Elf 2020                                        Hidden Cache, ...   \n",
       "M2_05 Viper 2020                                                    NaN   \n",
       "M2_06 Magic 2020                                                    NaN   \n",
       "M2_07 Griffin 2020                                                  NaN   \n",
       "M2_08 Draconid 2020                                                 NaN   \n",
       "M2_09 Dryad 2020      Removal of Second Wind, Call to Harmony, ... I...   \n",
       "M2_10 Cat 2020                                All scenarios have doomed   \n",
       "M2_11 Mahakam 2020                                                  NaN   \n",
       "M2_12 Wild Hunt 2020                                                NaN   \n",
       "M3_01 Wolf 2021                                   Single New Card Added   \n",
       "M3_02 Love 2021                               Few minor balance changes   \n",
       "M3_03 Bear 2021            Powerful new cards added and balance changes   \n",
       "M3_04 Elf 2021                                                      NaN   \n",
       "M3_05 Viper 2021                                                    NaN   \n",
       "M3_06 Magic 2021                                                    NaN   \n",
       "M3_07 Griffin 2021                                        Balance patch   \n",
       "M3_08 Draconid 2021                               Start Tissaia Journey   \n",
       "M3_09 Dryad 2021                                                    NaN   \n",
       "M3_10 Cat 2021                                                      NaN   \n",
       "M3_11 Mahakam 2021                                                  NaN   \n",
       "M3_12 Wild Hunt 2021                                                NaN   \n",
       "M4_01 Wolf 2022                                                     NaN   \n",
       "M4_02 Love 2022                                                     NaN   \n",
       "\n",
       "                      length  ...  num_matches  top500_cutoff  top200_cutoff  \\\n",
       "season                        ...                                              \n",
       "M2_01 Wolf 2020           27  ...       699496           9749           9872   \n",
       "M2_02 Love 2020           28  ...       769172           9832           9952   \n",
       "M2_03 Bear 2020           30  ...       862283           9867           9995   \n",
       "M2_04 Elf 2020            33  ...      1004603           9952          10087   \n",
       "M2_05 Viper 2020          28  ...       859640           9910          10028   \n",
       "M2_06 Magic 2020          28  ...       793013           9896          10002   \n",
       "M2_07 Griffin 2020        35  ...       996516           9978          10100   \n",
       "M2_08 Draconid 2020       28  ...       837545           9946          10061   \n",
       "M2_09 Dryad 2020          30  ...       854593           9946          10046   \n",
       "M2_10 Cat 2020            27  ...       928845           9977          10067   \n",
       "M2_11 Mahakam 2020        41  ...       983150          10000          10090   \n",
       "M2_12 Wild Hunt 2020      41  ...      1182353          10070          10172   \n",
       "M3_01 Wolf 2021           22  ...       808651           9916          10044   \n",
       "M3_02 Love 2021           28  ...       917027           9975          10097   \n",
       "M3_03 Bear 2021           23  ...       766502           9914          10026   \n",
       "M3_04 Elf 2021            35  ...       944323           9992          10102   \n",
       "M3_05 Viper 2021          33  ...       956484           9998          10106   \n",
       "M3_06 Magic 2021          28  ...       869262           9974          10082   \n",
       "M3_07 Griffin 2021        28  ...       856103           9958          10067   \n",
       "M3_08 Draconid 2021       30  ...       911273           9954          10079   \n",
       "M3_09 Dryad 2021          33  ...       940655           9968          10078   \n",
       "M3_10 Cat 2021            23  ...       719696           9879           9974   \n",
       "M3_11 Mahakam 2021        40  ...      1017256          10012          10122   \n",
       "M3_12 Wild Hunt 2021      37  ...      1044941          10032          10140   \n",
       "M4_01 Wolf 2022           26  ...       883881           9941          10093   \n",
       "M4_02 Love 2022           28  ...       852867           9932          10068   \n",
       "\n",
       "                      top64_cutoff  richness  shannon_diversity  dominance  \\\n",
       "season                                                                       \n",
       "M2_01 Wolf 2020              10061        79           2.911451   0.109716   \n",
       "M2_02 Love 2020              10117        73           2.784907   0.124585   \n",
       "M2_03 Bear 2020              10204        74           2.770397   0.123829   \n",
       "M2_04 Elf 2020               10293        78           2.921609   0.105208   \n",
       "M2_05 Viper 2020             10255        82           2.975021   0.106955   \n",
       "M2_06 Magic 2020             10191        79           3.028216   0.100404   \n",
       "M2_07 Griffin 2020           10289        80           3.085621   0.092351   \n",
       "M2_08 Draconid 2020          10246        83           3.043551   0.097257   \n",
       "M2_09 Dryad 2020             10183        83           3.071002   0.093658   \n",
       "M2_10 Cat 2020               10176        82           3.028427   0.101374   \n",
       "M2_11 Mahakam 2020           10216        83           2.981676   0.110916   \n",
       "M2_12 Wild Hunt 2020         10313        76           3.040627   0.099488   \n",
       "M3_01 Wolf 2021              10295        86           3.088299   0.098081   \n",
       "M3_02 Love 2021              10325        84           3.045043   0.101261   \n",
       "M3_03 Bear 2021              10230        86           3.086869   0.090533   \n",
       "M3_04 Elf 2021               10323        83           3.124564   0.091177   \n",
       "M3_05 Viper 2021             10300        82           3.147269   0.086137   \n",
       "M3_06 Magic 2021             10278        82           3.162725   0.084816   \n",
       "M3_07 Griffin 2021           10287        84           3.083937   0.098090   \n",
       "M3_08 Draconid 2021          10281        82           3.023176   0.103806   \n",
       "M3_09 Dryad 2021             10250        86           3.009823   0.108551   \n",
       "M3_10 Cat 2021               10083        89           3.132842   0.091885   \n",
       "M3_11 Mahakam 2021           10252        82           2.989644   0.110278   \n",
       "M3_12 Wild Hunt 2021         10271        80           3.101439   0.092863   \n",
       "M4_01 Wolf 2022              10340        84           3.012610   0.112893   \n",
       "M4_02 Love 2022              10312        79           3.030534   0.104149   \n",
       "\n",
       "                       simpson  pro_players_per_day  top2860_matches_per_day  \n",
       "season                                                                        \n",
       "M2_01 Wolf 2020       0.890284            92.481481             25888.740741  \n",
       "M2_02 Love 2020       0.875415           156.535714             27452.571429  \n",
       "M2_03 Bear 2020       0.876171           204.400000             28726.100000  \n",
       "M2_04 Elf 2020        0.894792           294.212121             30427.363636  \n",
       "M2_05 Viper 2020      0.893045           342.107143             30683.571429  \n",
       "M2_06 Magic 2020      0.899596           336.392857             28304.035714  \n",
       "M2_07 Griffin 2020    0.907649           408.314286             28457.600000  \n",
       "M2_08 Draconid 2020   0.902743           475.000000             29894.464286  \n",
       "M2_09 Dryad 2020      0.906342           468.466667             28469.766667  \n",
       "M2_10 Cat 2020        0.898626           574.481481             34383.148148  \n",
       "M2_11 Mahakam 2020    0.889084           396.390244             23967.073171  \n",
       "M2_12 Wild Hunt 2020  0.900512           535.707317             28825.682927  \n",
       "M3_01 Wolf 2021       0.901919           587.636364             36734.136364  \n",
       "M3_02 Love 2021       0.898739           554.142857             32733.107143  \n",
       "M3_03 Bear 2021       0.909467           571.130435             33304.434783  \n",
       "M3_04 Elf 2021        0.908823           444.257143             26966.371429  \n",
       "M3_05 Viper 2021      0.913863           518.878788             28969.212121  \n",
       "M3_06 Magic 2021      0.915184           605.071429             31027.214286  \n",
       "M3_07 Griffin 2021    0.901910           581.142857             30557.250000  \n",
       "M3_08 Draconid 2021   0.896194           567.433333             30359.100000  \n",
       "M3_09 Dryad 2021      0.891449           514.727273             28489.545455  \n",
       "M3_10 Cat 2021        0.908115           589.043478             31269.391304  \n",
       "M3_11 Mahakam 2021    0.889722           485.050000             25418.900000  \n",
       "M3_12 Wild Hunt 2021  0.907137           571.648649             28228.135135  \n",
       "M4_01 Wolf 2022       0.887107           577.692308             33976.192308  \n",
       "M4_02 Love 2022       0.895851           510.500000             30441.678571  \n",
       "\n",
       "[26 rows x 22 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 4;\n",
       "                var nbb_unformatted_code = \"merged_df\";\n",
       "                var nbb_formatted_code = \"merged_df\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "merged_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='start', ylabel='pro_players_per_day'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 5;\n",
       "                var nbb_unformatted_code = \"import seaborn as sns\\nimport matplotlib.pyplot as plt\\n\\nsns.lineplot(data=merged_df, x=\\\"start\\\", y=\\\"pro_players_per_day\\\")\";\n",
       "                var nbb_formatted_code = \"import seaborn as sns\\nimport matplotlib.pyplot as plt\\n\\nsns.lineplot(data=merged_df, x=\\\"start\\\", y=\\\"pro_players_per_day\\\")\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sns.lineplot(data=merged_df, x=\"start\", y=\"pro_players_per_day\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>players_found</th>\n",
       "      <th>players_total</th>\n",
       "      <th>players_captured</th>\n",
       "      <th>extra_players_captured</th>\n",
       "      <th>start</th>\n",
       "      <th>stop</th>\n",
       "      <th>version</th>\n",
       "      <th>comment</th>\n",
       "      <th>comment_2</th>\n",
       "      <th>length</th>\n",
       "      <th>...</th>\n",
       "      <th>top500_cutoff</th>\n",
       "      <th>top200_cutoff</th>\n",
       "      <th>top64_cutoff</th>\n",
       "      <th>richness</th>\n",
       "      <th>shannon_diversity</th>\n",
       "      <th>dominance</th>\n",
       "      <th>simpson</th>\n",
       "      <th>pro_players_per_day</th>\n",
       "      <th>top2860_matches_per_day</th>\n",
       "      <th>season_readable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>season</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>M2_01 Wolf 2020</th>\n",
       "      <td>2905</td>\n",
       "      <td>2997</td>\n",
       "      <td>96.930264</td>\n",
       "      <td>32.846715</td>\n",
       "      <td>2020-01-08</td>\n",
       "      <td>2020-02-04</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Release Merchants of Ofir</td>\n",
       "      <td>Merchant of Ofir was released before this season</td>\n",
       "      <td>27</td>\n",
       "      <td>...</td>\n",
       "      <td>9749</td>\n",
       "      <td>9872</td>\n",
       "      <td>10061</td>\n",
       "      <td>79</td>\n",
       "      <td>2.911451</td>\n",
       "      <td>0.109716</td>\n",
       "      <td>0.890284</td>\n",
       "      <td>92.481481</td>\n",
       "      <td>25888.740741</td>\n",
       "      <td>Wolf 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_02 Love 2020</th>\n",
       "      <td>3984</td>\n",
       "      <td>4883</td>\n",
       "      <td>81.589187</td>\n",
       "      <td>55.561048</td>\n",
       "      <td>2020-02-04</td>\n",
       "      <td>2020-03-03</td>\n",
       "      <td>5.1</td>\n",
       "      <td>Balance patch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>9832</td>\n",
       "      <td>9952</td>\n",
       "      <td>10117</td>\n",
       "      <td>73</td>\n",
       "      <td>2.784907</td>\n",
       "      <td>0.124585</td>\n",
       "      <td>0.875415</td>\n",
       "      <td>156.535714</td>\n",
       "      <td>27452.571429</td>\n",
       "      <td>Love 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_03 Bear 2020</th>\n",
       "      <td>4772</td>\n",
       "      <td>6632</td>\n",
       "      <td>71.954162</td>\n",
       "      <td>50.689290</td>\n",
       "      <td>2020-03-03</td>\n",
       "      <td>2020-04-02</td>\n",
       "      <td>5.2/5.2.9/6.0</td>\n",
       "      <td>Balance patch</td>\n",
       "      <td>The Android release happend the end of the season</td>\n",
       "      <td>30</td>\n",
       "      <td>...</td>\n",
       "      <td>9867</td>\n",
       "      <td>9995</td>\n",
       "      <td>10204</td>\n",
       "      <td>74</td>\n",
       "      <td>2.770397</td>\n",
       "      <td>0.123829</td>\n",
       "      <td>0.876171</td>\n",
       "      <td>204.400000</td>\n",
       "      <td>28726.100000</td>\n",
       "      <td>Bear 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_04 Elf 2020</th>\n",
       "      <td>6070</td>\n",
       "      <td>10209</td>\n",
       "      <td>59.457342</td>\n",
       "      <td>43.679412</td>\n",
       "      <td>2020-04-02</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>6.1</td>\n",
       "      <td>New Leader Abilities &amp; Start Geralt Journey</td>\n",
       "      <td>Hidden Cache, ...</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>9952</td>\n",
       "      <td>10087</td>\n",
       "      <td>10293</td>\n",
       "      <td>78</td>\n",
       "      <td>2.921609</td>\n",
       "      <td>0.105208</td>\n",
       "      <td>0.894792</td>\n",
       "      <td>294.212121</td>\n",
       "      <td>30427.363636</td>\n",
       "      <td>Elf 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_05 Viper 2020</th>\n",
       "      <td>5977</td>\n",
       "      <td>10079</td>\n",
       "      <td>59.301518</td>\n",
       "      <td>43.177725</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>2020-06-02</td>\n",
       "      <td>6.2</td>\n",
       "      <td>Balance patch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>9910</td>\n",
       "      <td>10028</td>\n",
       "      <td>10255</td>\n",
       "      <td>82</td>\n",
       "      <td>2.975021</td>\n",
       "      <td>0.106955</td>\n",
       "      <td>0.893045</td>\n",
       "      <td>342.107143</td>\n",
       "      <td>30683.571429</td>\n",
       "      <td>Viper 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_06 Magic 2020</th>\n",
       "      <td>6104</td>\n",
       "      <td>9919</td>\n",
       "      <td>61.538462</td>\n",
       "      <td>45.955518</td>\n",
       "      <td>2020-06-02</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>6.3</td>\n",
       "      <td>Bug Fixes only</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>9896</td>\n",
       "      <td>10002</td>\n",
       "      <td>10191</td>\n",
       "      <td>79</td>\n",
       "      <td>3.028216</td>\n",
       "      <td>0.100404</td>\n",
       "      <td>0.899596</td>\n",
       "      <td>336.392857</td>\n",
       "      <td>28304.035714</td>\n",
       "      <td>Magic 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_07 Griffin 2020</th>\n",
       "      <td>7372</td>\n",
       "      <td>14791</td>\n",
       "      <td>49.841120</td>\n",
       "      <td>37.817450</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>2020-08-04</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Release Master Mirror</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>9978</td>\n",
       "      <td>10100</td>\n",
       "      <td>10289</td>\n",
       "      <td>80</td>\n",
       "      <td>3.085621</td>\n",
       "      <td>0.092351</td>\n",
       "      <td>0.907649</td>\n",
       "      <td>408.314286</td>\n",
       "      <td>28457.600000</td>\n",
       "      <td>Griffin 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_08 Draconid 2020</th>\n",
       "      <td>7037</td>\n",
       "      <td>13800</td>\n",
       "      <td>50.992754</td>\n",
       "      <td>38.180987</td>\n",
       "      <td>2020-08-04</td>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>7.1</td>\n",
       "      <td>Start Ciri Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>9946</td>\n",
       "      <td>10061</td>\n",
       "      <td>10246</td>\n",
       "      <td>83</td>\n",
       "      <td>3.043551</td>\n",
       "      <td>0.097257</td>\n",
       "      <td>0.902743</td>\n",
       "      <td>475.000000</td>\n",
       "      <td>29894.464286</td>\n",
       "      <td>Draconid 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_09 Dryad 2020</th>\n",
       "      <td>7056</td>\n",
       "      <td>14554</td>\n",
       "      <td>48.481517</td>\n",
       "      <td>35.881649</td>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>2020-10-01</td>\n",
       "      <td>7.2</td>\n",
       "      <td>Overhaul leader abilities</td>\n",
       "      <td>Removal of Second Wind, Call to Harmony, ... I...</td>\n",
       "      <td>30</td>\n",
       "      <td>...</td>\n",
       "      <td>9946</td>\n",
       "      <td>10046</td>\n",
       "      <td>10183</td>\n",
       "      <td>83</td>\n",
       "      <td>3.071002</td>\n",
       "      <td>0.093658</td>\n",
       "      <td>0.906342</td>\n",
       "      <td>468.466667</td>\n",
       "      <td>28469.766667</td>\n",
       "      <td>Dryad 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_10 Cat 2020</th>\n",
       "      <td>6987</td>\n",
       "      <td>16011</td>\n",
       "      <td>43.638748</td>\n",
       "      <td>31.381644</td>\n",
       "      <td>2020-10-01</td>\n",
       "      <td>2020-10-28</td>\n",
       "      <td>7.3</td>\n",
       "      <td>Overhaul scenarios</td>\n",
       "      <td>All scenarios have doomed</td>\n",
       "      <td>27</td>\n",
       "      <td>...</td>\n",
       "      <td>9977</td>\n",
       "      <td>10067</td>\n",
       "      <td>10176</td>\n",
       "      <td>82</td>\n",
       "      <td>3.028427</td>\n",
       "      <td>0.101374</td>\n",
       "      <td>0.898626</td>\n",
       "      <td>574.481481</td>\n",
       "      <td>34383.148148</td>\n",
       "      <td>Cat 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_11 Mahakam 2020</th>\n",
       "      <td>6644</td>\n",
       "      <td>16752</td>\n",
       "      <td>39.660936</td>\n",
       "      <td>27.238699</td>\n",
       "      <td>2020-10-28</td>\n",
       "      <td>2020-12-08</td>\n",
       "      <td>7.4</td>\n",
       "      <td>Start Alzur Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41</td>\n",
       "      <td>...</td>\n",
       "      <td>10000</td>\n",
       "      <td>10090</td>\n",
       "      <td>10216</td>\n",
       "      <td>83</td>\n",
       "      <td>2.981676</td>\n",
       "      <td>0.110916</td>\n",
       "      <td>0.889084</td>\n",
       "      <td>396.390244</td>\n",
       "      <td>23967.073171</td>\n",
       "      <td>Mahakam 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2_12 Wild Hunt 2020</th>\n",
       "      <td>7806</td>\n",
       "      <td>22464</td>\n",
       "      <td>34.748932</td>\n",
       "      <td>25.229545</td>\n",
       "      <td>2020-12-08</td>\n",
       "      <td>2021-01-18</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Release Way of the Witcher</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41</td>\n",
       "      <td>...</td>\n",
       "      <td>10070</td>\n",
       "      <td>10172</td>\n",
       "      <td>10313</td>\n",
       "      <td>76</td>\n",
       "      <td>3.040627</td>\n",
       "      <td>0.099488</td>\n",
       "      <td>0.900512</td>\n",
       "      <td>535.707317</td>\n",
       "      <td>28825.682927</td>\n",
       "      <td>Wild Hunt 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_01 Wolf 2021</th>\n",
       "      <td>6197</td>\n",
       "      <td>13428</td>\n",
       "      <td>46.149836</td>\n",
       "      <td>31.576457</td>\n",
       "      <td>2021-01-18</td>\n",
       "      <td>2021-02-09</td>\n",
       "      <td>8.1</td>\n",
       "      <td>Added Madoc</td>\n",
       "      <td>Single New Card Added</td>\n",
       "      <td>22</td>\n",
       "      <td>...</td>\n",
       "      <td>9916</td>\n",
       "      <td>10044</td>\n",
       "      <td>10295</td>\n",
       "      <td>86</td>\n",
       "      <td>3.088299</td>\n",
       "      <td>0.098081</td>\n",
       "      <td>0.901919</td>\n",
       "      <td>587.636364</td>\n",
       "      <td>36734.136364</td>\n",
       "      <td>Wolf 2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_02 Love 2021</th>\n",
       "      <td>7119</td>\n",
       "      <td>16016</td>\n",
       "      <td>44.449301</td>\n",
       "      <td>32.373062</td>\n",
       "      <td>2021-02-09</td>\n",
       "      <td>2021-03-09</td>\n",
       "      <td>8.2</td>\n",
       "      <td>Start Yen Journey</td>\n",
       "      <td>Few minor balance changes</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>9975</td>\n",
       "      <td>10097</td>\n",
       "      <td>10325</td>\n",
       "      <td>84</td>\n",
       "      <td>3.045043</td>\n",
       "      <td>0.101261</td>\n",
       "      <td>0.898739</td>\n",
       "      <td>554.142857</td>\n",
       "      <td>32733.107143</td>\n",
       "      <td>Love 2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_03 Bear 2021</th>\n",
       "      <td>7012</td>\n",
       "      <td>13636</td>\n",
       "      <td>51.422705</td>\n",
       "      <td>38.530067</td>\n",
       "      <td>2021-03-09</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>8.3</td>\n",
       "      <td>12 New Legendary Cards added</td>\n",
       "      <td>Powerful new cards added and balance changes</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>9914</td>\n",
       "      <td>10026</td>\n",
       "      <td>10230</td>\n",
       "      <td>86</td>\n",
       "      <td>3.086869</td>\n",
       "      <td>0.090533</td>\n",
       "      <td>0.909467</td>\n",
       "      <td>571.130435</td>\n",
       "      <td>33304.434783</td>\n",
       "      <td>Bear 2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_04 Elf 2021</th>\n",
       "      <td>10107</td>\n",
       "      <td>16049</td>\n",
       "      <td>62.975886</td>\n",
       "      <td>54.947305</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-05-06</td>\n",
       "      <td>8.4</td>\n",
       "      <td>Only minor balance changes/bug fixes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>9992</td>\n",
       "      <td>10102</td>\n",
       "      <td>10323</td>\n",
       "      <td>83</td>\n",
       "      <td>3.124564</td>\n",
       "      <td>0.091177</td>\n",
       "      <td>0.908823</td>\n",
       "      <td>444.257143</td>\n",
       "      <td>26966.371429</td>\n",
       "      <td>Elf 2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_05 Viper 2021</th>\n",
       "      <td>7771</td>\n",
       "      <td>17623</td>\n",
       "      <td>44.095784</td>\n",
       "      <td>33.265596</td>\n",
       "      <td>2021-05-06</td>\n",
       "      <td>2021-06-08</td>\n",
       "      <td>8.5</td>\n",
       "      <td>Start Triss Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>9998</td>\n",
       "      <td>10106</td>\n",
       "      <td>10300</td>\n",
       "      <td>82</td>\n",
       "      <td>3.147269</td>\n",
       "      <td>0.086137</td>\n",
       "      <td>0.913863</td>\n",
       "      <td>518.878788</td>\n",
       "      <td>28969.212121</td>\n",
       "      <td>Viper 2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_06 Magic 2021</th>\n",
       "      <td>10899</td>\n",
       "      <td>17442</td>\n",
       "      <td>62.487100</td>\n",
       "      <td>55.129612</td>\n",
       "      <td>2021-06-08</td>\n",
       "      <td>2021-07-06</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Price of Power part 1 released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>9974</td>\n",
       "      <td>10082</td>\n",
       "      <td>10278</td>\n",
       "      <td>82</td>\n",
       "      <td>3.162725</td>\n",
       "      <td>0.084816</td>\n",
       "      <td>0.915184</td>\n",
       "      <td>605.071429</td>\n",
       "      <td>31027.214286</td>\n",
       "      <td>Magic 2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_07 Griffin 2021</th>\n",
       "      <td>7771</td>\n",
       "      <td>16772</td>\n",
       "      <td>46.333174</td>\n",
       "      <td>35.300460</td>\n",
       "      <td>2021-07-06</td>\n",
       "      <td>2021-08-03</td>\n",
       "      <td>9.1</td>\n",
       "      <td>Sunset Wanderers</td>\n",
       "      <td>Balance patch</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>9958</td>\n",
       "      <td>10067</td>\n",
       "      <td>10287</td>\n",
       "      <td>84</td>\n",
       "      <td>3.083937</td>\n",
       "      <td>0.098090</td>\n",
       "      <td>0.901910</td>\n",
       "      <td>581.142857</td>\n",
       "      <td>30557.250000</td>\n",
       "      <td>Griffin 2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_08 Draconid 2021</th>\n",
       "      <td>8333</td>\n",
       "      <td>17523</td>\n",
       "      <td>47.554642</td>\n",
       "      <td>37.325240</td>\n",
       "      <td>2021-08-03</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>9.2</td>\n",
       "      <td>Price of Power part 2 released</td>\n",
       "      <td>Start Tissaia Journey</td>\n",
       "      <td>30</td>\n",
       "      <td>...</td>\n",
       "      <td>9954</td>\n",
       "      <td>10079</td>\n",
       "      <td>10281</td>\n",
       "      <td>82</td>\n",
       "      <td>3.023176</td>\n",
       "      <td>0.103806</td>\n",
       "      <td>0.896194</td>\n",
       "      <td>567.433333</td>\n",
       "      <td>30359.100000</td>\n",
       "      <td>Draconid 2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_09 Dryad 2021</th>\n",
       "      <td>7561</td>\n",
       "      <td>17486</td>\n",
       "      <td>43.240307</td>\n",
       "      <td>32.141392</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-10-05</td>\n",
       "      <td>9.3</td>\n",
       "      <td>Only balance changes/bug fixes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>9968</td>\n",
       "      <td>10078</td>\n",
       "      <td>10250</td>\n",
       "      <td>86</td>\n",
       "      <td>3.009823</td>\n",
       "      <td>0.108551</td>\n",
       "      <td>0.891449</td>\n",
       "      <td>514.727273</td>\n",
       "      <td>28489.545455</td>\n",
       "      <td>Dryad 2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_10 Cat 2021</th>\n",
       "      <td>8023</td>\n",
       "      <td>14048</td>\n",
       "      <td>57.111333</td>\n",
       "      <td>46.147658</td>\n",
       "      <td>2021-10-05</td>\n",
       "      <td>2021-10-28</td>\n",
       "      <td>9.4</td>\n",
       "      <td>New Expansion! Harvest of Sorrow</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>9879</td>\n",
       "      <td>9974</td>\n",
       "      <td>10083</td>\n",
       "      <td>89</td>\n",
       "      <td>3.132842</td>\n",
       "      <td>0.091885</td>\n",
       "      <td>0.908115</td>\n",
       "      <td>589.043478</td>\n",
       "      <td>31269.391304</td>\n",
       "      <td>Cat 2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_11 Mahakam 2021</th>\n",
       "      <td>9147</td>\n",
       "      <td>19902</td>\n",
       "      <td>45.960205</td>\n",
       "      <td>36.891210</td>\n",
       "      <td>2021-10-28</td>\n",
       "      <td>2021-12-07</td>\n",
       "      <td>9.5</td>\n",
       "      <td>Start Regis Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
       "      <td>...</td>\n",
       "      <td>10012</td>\n",
       "      <td>10122</td>\n",
       "      <td>10252</td>\n",
       "      <td>82</td>\n",
       "      <td>2.989644</td>\n",
       "      <td>0.110278</td>\n",
       "      <td>0.889722</td>\n",
       "      <td>485.050000</td>\n",
       "      <td>25418.900000</td>\n",
       "      <td>Mahakam 2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_12 Wild Hunt 2021</th>\n",
       "      <td>9566</td>\n",
       "      <td>21651</td>\n",
       "      <td>44.182717</td>\n",
       "      <td>35.687297</td>\n",
       "      <td>2021-12-07</td>\n",
       "      <td>2022-01-13</td>\n",
       "      <td>9.6</td>\n",
       "      <td>12 New Legendary Cards added</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37</td>\n",
       "      <td>...</td>\n",
       "      <td>10032</td>\n",
       "      <td>10140</td>\n",
       "      <td>10271</td>\n",
       "      <td>80</td>\n",
       "      <td>3.101439</td>\n",
       "      <td>0.092863</td>\n",
       "      <td>0.907137</td>\n",
       "      <td>571.648649</td>\n",
       "      <td>28228.135135</td>\n",
       "      <td>Wild Hunt 2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4_01 Wolf 2022</th>\n",
       "      <td>7607</td>\n",
       "      <td>15520</td>\n",
       "      <td>49.014175</td>\n",
       "      <td>37.496051</td>\n",
       "      <td>2022-01-13</td>\n",
       "      <td>2022-02-08</td>\n",
       "      <td>10.1</td>\n",
       "      <td>Draft out of early access</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26</td>\n",
       "      <td>...</td>\n",
       "      <td>9941</td>\n",
       "      <td>10093</td>\n",
       "      <td>10340</td>\n",
       "      <td>84</td>\n",
       "      <td>3.012610</td>\n",
       "      <td>0.112893</td>\n",
       "      <td>0.887107</td>\n",
       "      <td>577.692308</td>\n",
       "      <td>33976.192308</td>\n",
       "      <td>Wolf 2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4_02 Love 2022</th>\n",
       "      <td>2972</td>\n",
       "      <td>14794</td>\n",
       "      <td>20.089225</td>\n",
       "      <td>0.938495</td>\n",
       "      <td>2022-02-08</td>\n",
       "      <td>2022-03-08</td>\n",
       "      <td>10.2</td>\n",
       "      <td>Start Dandelion Journey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>9932</td>\n",
       "      <td>10068</td>\n",
       "      <td>10312</td>\n",
       "      <td>79</td>\n",
       "      <td>3.030534</td>\n",
       "      <td>0.104149</td>\n",
       "      <td>0.895851</td>\n",
       "      <td>510.500000</td>\n",
       "      <td>30441.678571</td>\n",
       "      <td>Love 2022</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      players_found  players_total  players_captured  \\\n",
       "season                                                                 \n",
       "M2_01 Wolf 2020                2905           2997         96.930264   \n",
       "M2_02 Love 2020                3984           4883         81.589187   \n",
       "M2_03 Bear 2020                4772           6632         71.954162   \n",
       "M2_04 Elf 2020                 6070          10209         59.457342   \n",
       "M2_05 Viper 2020               5977          10079         59.301518   \n",
       "M2_06 Magic 2020               6104           9919         61.538462   \n",
       "M2_07 Griffin 2020             7372          14791         49.841120   \n",
       "M2_08 Draconid 2020            7037          13800         50.992754   \n",
       "M2_09 Dryad 2020               7056          14554         48.481517   \n",
       "M2_10 Cat 2020                 6987          16011         43.638748   \n",
       "M2_11 Mahakam 2020             6644          16752         39.660936   \n",
       "M2_12 Wild Hunt 2020           7806          22464         34.748932   \n",
       "M3_01 Wolf 2021                6197          13428         46.149836   \n",
       "M3_02 Love 2021                7119          16016         44.449301   \n",
       "M3_03 Bear 2021                7012          13636         51.422705   \n",
       "M3_04 Elf 2021                10107          16049         62.975886   \n",
       "M3_05 Viper 2021               7771          17623         44.095784   \n",
       "M3_06 Magic 2021              10899          17442         62.487100   \n",
       "M3_07 Griffin 2021             7771          16772         46.333174   \n",
       "M3_08 Draconid 2021            8333          17523         47.554642   \n",
       "M3_09 Dryad 2021               7561          17486         43.240307   \n",
       "M3_10 Cat 2021                 8023          14048         57.111333   \n",
       "M3_11 Mahakam 2021             9147          19902         45.960205   \n",
       "M3_12 Wild Hunt 2021           9566          21651         44.182717   \n",
       "M4_01 Wolf 2022                7607          15520         49.014175   \n",
       "M4_02 Love 2022                2972          14794         20.089225   \n",
       "\n",
       "                      extra_players_captured      start       stop  \\\n",
       "season                                                               \n",
       "M2_01 Wolf 2020                    32.846715 2020-01-08 2020-02-04   \n",
       "M2_02 Love 2020                    55.561048 2020-02-04 2020-03-03   \n",
       "M2_03 Bear 2020                    50.689290 2020-03-03 2020-04-02   \n",
       "M2_04 Elf 2020                     43.679412 2020-04-02 2020-05-05   \n",
       "M2_05 Viper 2020                   43.177725 2020-05-05 2020-06-02   \n",
       "M2_06 Magic 2020                   45.955518 2020-06-02 2020-06-30   \n",
       "M2_07 Griffin 2020                 37.817450 2020-06-30 2020-08-04   \n",
       "M2_08 Draconid 2020                38.180987 2020-08-04 2020-09-01   \n",
       "M2_09 Dryad 2020                   35.881649 2020-09-01 2020-10-01   \n",
       "M2_10 Cat 2020                     31.381644 2020-10-01 2020-10-28   \n",
       "M2_11 Mahakam 2020                 27.238699 2020-10-28 2020-12-08   \n",
       "M2_12 Wild Hunt 2020               25.229545 2020-12-08 2021-01-18   \n",
       "M3_01 Wolf 2021                    31.576457 2021-01-18 2021-02-09   \n",
       "M3_02 Love 2021                    32.373062 2021-02-09 2021-03-09   \n",
       "M3_03 Bear 2021                    38.530067 2021-03-09 2021-04-01   \n",
       "M3_04 Elf 2021                     54.947305 2021-04-01 2021-05-06   \n",
       "M3_05 Viper 2021                   33.265596 2021-05-06 2021-06-08   \n",
       "M3_06 Magic 2021                   55.129612 2021-06-08 2021-07-06   \n",
       "M3_07 Griffin 2021                 35.300460 2021-07-06 2021-08-03   \n",
       "M3_08 Draconid 2021                37.325240 2021-08-03 2021-09-02   \n",
       "M3_09 Dryad 2021                   32.141392 2021-09-02 2021-10-05   \n",
       "M3_10 Cat 2021                     46.147658 2021-10-05 2021-10-28   \n",
       "M3_11 Mahakam 2021                 36.891210 2021-10-28 2021-12-07   \n",
       "M3_12 Wild Hunt 2021               35.687297 2021-12-07 2022-01-13   \n",
       "M4_01 Wolf 2022                    37.496051 2022-01-13 2022-02-08   \n",
       "M4_02 Love 2022                     0.938495 2022-02-08 2022-03-08   \n",
       "\n",
       "                            version  \\\n",
       "season                                \n",
       "M2_01 Wolf 2020                 5.0   \n",
       "M2_02 Love 2020                 5.1   \n",
       "M2_03 Bear 2020       5.2/5.2.9/6.0   \n",
       "M2_04 Elf 2020                  6.1   \n",
       "M2_05 Viper 2020                6.2   \n",
       "M2_06 Magic 2020                6.3   \n",
       "M2_07 Griffin 2020              7.0   \n",
       "M2_08 Draconid 2020             7.1   \n",
       "M2_09 Dryad 2020                7.2   \n",
       "M2_10 Cat 2020                  7.3   \n",
       "M2_11 Mahakam 2020              7.4   \n",
       "M2_12 Wild Hunt 2020            8.0   \n",
       "M3_01 Wolf 2021                 8.1   \n",
       "M3_02 Love 2021                 8.2   \n",
       "M3_03 Bear 2021                 8.3   \n",
       "M3_04 Elf 2021                  8.4   \n",
       "M3_05 Viper 2021                8.5   \n",
       "M3_06 Magic 2021                9.0   \n",
       "M3_07 Griffin 2021              9.1   \n",
       "M3_08 Draconid 2021             9.2   \n",
       "M3_09 Dryad 2021                9.3   \n",
       "M3_10 Cat 2021                  9.4   \n",
       "M3_11 Mahakam 2021              9.5   \n",
       "M3_12 Wild Hunt 2021            9.6   \n",
       "M4_01 Wolf 2022                10.1   \n",
       "M4_02 Love 2022                10.2   \n",
       "\n",
       "                                                          comment  \\\n",
       "season                                                              \n",
       "M2_01 Wolf 2020                         Release Merchants of Ofir   \n",
       "M2_02 Love 2020                                     Balance patch   \n",
       "M2_03 Bear 2020                                     Balance patch   \n",
       "M2_04 Elf 2020        New Leader Abilities & Start Geralt Journey   \n",
       "M2_05 Viper 2020                                    Balance patch   \n",
       "M2_06 Magic 2020                                   Bug Fixes only   \n",
       "M2_07 Griffin 2020                          Release Master Mirror   \n",
       "M2_08 Draconid 2020                            Start Ciri Journey   \n",
       "M2_09 Dryad 2020                        Overhaul leader abilities   \n",
       "M2_10 Cat 2020                                 Overhaul scenarios   \n",
       "M2_11 Mahakam 2020                            Start Alzur Journey   \n",
       "M2_12 Wild Hunt 2020                   Release Way of the Witcher   \n",
       "M3_01 Wolf 2021                                       Added Madoc   \n",
       "M3_02 Love 2021                                 Start Yen Journey   \n",
       "M3_03 Bear 2021                      12 New Legendary Cards added   \n",
       "M3_04 Elf 2021               Only minor balance changes/bug fixes   \n",
       "M3_05 Viper 2021                              Start Triss Journey   \n",
       "M3_06 Magic 2021                   Price of Power part 1 released   \n",
       "M3_07 Griffin 2021                               Sunset Wanderers   \n",
       "M3_08 Draconid 2021                Price of Power part 2 released   \n",
       "M3_09 Dryad 2021                   Only balance changes/bug fixes   \n",
       "M3_10 Cat 2021                   New Expansion! Harvest of Sorrow   \n",
       "M3_11 Mahakam 2021                            Start Regis Journey   \n",
       "M3_12 Wild Hunt 2021                 12 New Legendary Cards added   \n",
       "M4_01 Wolf 2022                         Draft out of early access   \n",
       "M4_02 Love 2022                           Start Dandelion Journey   \n",
       "\n",
       "                                                              comment_2  \\\n",
       "season                                                                    \n",
       "M2_01 Wolf 2020        Merchant of Ofir was released before this season   \n",
       "M2_02 Love 2020                                                     NaN   \n",
       "M2_03 Bear 2020       The Android release happend the end of the season   \n",
       "M2_04 Elf 2020                                        Hidden Cache, ...   \n",
       "M2_05 Viper 2020                                                    NaN   \n",
       "M2_06 Magic 2020                                                    NaN   \n",
       "M2_07 Griffin 2020                                                  NaN   \n",
       "M2_08 Draconid 2020                                                 NaN   \n",
       "M2_09 Dryad 2020      Removal of Second Wind, Call to Harmony, ... I...   \n",
       "M2_10 Cat 2020                                All scenarios have doomed   \n",
       "M2_11 Mahakam 2020                                                  NaN   \n",
       "M2_12 Wild Hunt 2020                                                NaN   \n",
       "M3_01 Wolf 2021                                   Single New Card Added   \n",
       "M3_02 Love 2021                               Few minor balance changes   \n",
       "M3_03 Bear 2021            Powerful new cards added and balance changes   \n",
       "M3_04 Elf 2021                                                      NaN   \n",
       "M3_05 Viper 2021                                                    NaN   \n",
       "M3_06 Magic 2021                                                    NaN   \n",
       "M3_07 Griffin 2021                                        Balance patch   \n",
       "M3_08 Draconid 2021                               Start Tissaia Journey   \n",
       "M3_09 Dryad 2021                                                    NaN   \n",
       "M3_10 Cat 2021                                                      NaN   \n",
       "M3_11 Mahakam 2021                                                  NaN   \n",
       "M3_12 Wild Hunt 2021                                                NaN   \n",
       "M4_01 Wolf 2022                                                     NaN   \n",
       "M4_02 Love 2022                                                     NaN   \n",
       "\n",
       "                      length  ...  top500_cutoff  top200_cutoff  top64_cutoff  \\\n",
       "season                        ...                                               \n",
       "M2_01 Wolf 2020           27  ...           9749           9872         10061   \n",
       "M2_02 Love 2020           28  ...           9832           9952         10117   \n",
       "M2_03 Bear 2020           30  ...           9867           9995         10204   \n",
       "M2_04 Elf 2020            33  ...           9952          10087         10293   \n",
       "M2_05 Viper 2020          28  ...           9910          10028         10255   \n",
       "M2_06 Magic 2020          28  ...           9896          10002         10191   \n",
       "M2_07 Griffin 2020        35  ...           9978          10100         10289   \n",
       "M2_08 Draconid 2020       28  ...           9946          10061         10246   \n",
       "M2_09 Dryad 2020          30  ...           9946          10046         10183   \n",
       "M2_10 Cat 2020            27  ...           9977          10067         10176   \n",
       "M2_11 Mahakam 2020        41  ...          10000          10090         10216   \n",
       "M2_12 Wild Hunt 2020      41  ...          10070          10172         10313   \n",
       "M3_01 Wolf 2021           22  ...           9916          10044         10295   \n",
       "M3_02 Love 2021           28  ...           9975          10097         10325   \n",
       "M3_03 Bear 2021           23  ...           9914          10026         10230   \n",
       "M3_04 Elf 2021            35  ...           9992          10102         10323   \n",
       "M3_05 Viper 2021          33  ...           9998          10106         10300   \n",
       "M3_06 Magic 2021          28  ...           9974          10082         10278   \n",
       "M3_07 Griffin 2021        28  ...           9958          10067         10287   \n",
       "M3_08 Draconid 2021       30  ...           9954          10079         10281   \n",
       "M3_09 Dryad 2021          33  ...           9968          10078         10250   \n",
       "M3_10 Cat 2021            23  ...           9879           9974         10083   \n",
       "M3_11 Mahakam 2021        40  ...          10012          10122         10252   \n",
       "M3_12 Wild Hunt 2021      37  ...          10032          10140         10271   \n",
       "M4_01 Wolf 2022           26  ...           9941          10093         10340   \n",
       "M4_02 Love 2022           28  ...           9932          10068         10312   \n",
       "\n",
       "                      richness  shannon_diversity  dominance   simpson  \\\n",
       "season                                                                   \n",
       "M2_01 Wolf 2020             79           2.911451   0.109716  0.890284   \n",
       "M2_02 Love 2020             73           2.784907   0.124585  0.875415   \n",
       "M2_03 Bear 2020             74           2.770397   0.123829  0.876171   \n",
       "M2_04 Elf 2020              78           2.921609   0.105208  0.894792   \n",
       "M2_05 Viper 2020            82           2.975021   0.106955  0.893045   \n",
       "M2_06 Magic 2020            79           3.028216   0.100404  0.899596   \n",
       "M2_07 Griffin 2020          80           3.085621   0.092351  0.907649   \n",
       "M2_08 Draconid 2020         83           3.043551   0.097257  0.902743   \n",
       "M2_09 Dryad 2020            83           3.071002   0.093658  0.906342   \n",
       "M2_10 Cat 2020              82           3.028427   0.101374  0.898626   \n",
       "M2_11 Mahakam 2020          83           2.981676   0.110916  0.889084   \n",
       "M2_12 Wild Hunt 2020        76           3.040627   0.099488  0.900512   \n",
       "M3_01 Wolf 2021             86           3.088299   0.098081  0.901919   \n",
       "M3_02 Love 2021             84           3.045043   0.101261  0.898739   \n",
       "M3_03 Bear 2021             86           3.086869   0.090533  0.909467   \n",
       "M3_04 Elf 2021              83           3.124564   0.091177  0.908823   \n",
       "M3_05 Viper 2021            82           3.147269   0.086137  0.913863   \n",
       "M3_06 Magic 2021            82           3.162725   0.084816  0.915184   \n",
       "M3_07 Griffin 2021          84           3.083937   0.098090  0.901910   \n",
       "M3_08 Draconid 2021         82           3.023176   0.103806  0.896194   \n",
       "M3_09 Dryad 2021            86           3.009823   0.108551  0.891449   \n",
       "M3_10 Cat 2021              89           3.132842   0.091885  0.908115   \n",
       "M3_11 Mahakam 2021          82           2.989644   0.110278  0.889722   \n",
       "M3_12 Wild Hunt 2021        80           3.101439   0.092863  0.907137   \n",
       "M4_01 Wolf 2022             84           3.012610   0.112893  0.887107   \n",
       "M4_02 Love 2022             79           3.030534   0.104149  0.895851   \n",
       "\n",
       "                      pro_players_per_day  top2860_matches_per_day  \\\n",
       "season                                                               \n",
       "M2_01 Wolf 2020                 92.481481             25888.740741   \n",
       "M2_02 Love 2020                156.535714             27452.571429   \n",
       "M2_03 Bear 2020                204.400000             28726.100000   \n",
       "M2_04 Elf 2020                 294.212121             30427.363636   \n",
       "M2_05 Viper 2020               342.107143             30683.571429   \n",
       "M2_06 Magic 2020               336.392857             28304.035714   \n",
       "M2_07 Griffin 2020             408.314286             28457.600000   \n",
       "M2_08 Draconid 2020            475.000000             29894.464286   \n",
       "M2_09 Dryad 2020               468.466667             28469.766667   \n",
       "M2_10 Cat 2020                 574.481481             34383.148148   \n",
       "M2_11 Mahakam 2020             396.390244             23967.073171   \n",
       "M2_12 Wild Hunt 2020           535.707317             28825.682927   \n",
       "M3_01 Wolf 2021                587.636364             36734.136364   \n",
       "M3_02 Love 2021                554.142857             32733.107143   \n",
       "M3_03 Bear 2021                571.130435             33304.434783   \n",
       "M3_04 Elf 2021                 444.257143             26966.371429   \n",
       "M3_05 Viper 2021               518.878788             28969.212121   \n",
       "M3_06 Magic 2021               605.071429             31027.214286   \n",
       "M3_07 Griffin 2021             581.142857             30557.250000   \n",
       "M3_08 Draconid 2021            567.433333             30359.100000   \n",
       "M3_09 Dryad 2021               514.727273             28489.545455   \n",
       "M3_10 Cat 2021                 589.043478             31269.391304   \n",
       "M3_11 Mahakam 2021             485.050000             25418.900000   \n",
       "M3_12 Wild Hunt 2021           571.648649             28228.135135   \n",
       "M4_01 Wolf 2022                577.692308             33976.192308   \n",
       "M4_02 Love 2022                510.500000             30441.678571   \n",
       "\n",
       "                      season_readable  \n",
       "season                                 \n",
       "M2_01 Wolf 2020             Wolf 2020  \n",
       "M2_02 Love 2020             Love 2020  \n",
       "M2_03 Bear 2020             Bear 2020  \n",
       "M2_04 Elf 2020               Elf 2020  \n",
       "M2_05 Viper 2020           Viper 2020  \n",
       "M2_06 Magic 2020           Magic 2020  \n",
       "M2_07 Griffin 2020       Griffin 2020  \n",
       "M2_08 Draconid 2020     Draconid 2020  \n",
       "M2_09 Dryad 2020           Dryad 2020  \n",
       "M2_10 Cat 2020               Cat 2020  \n",
       "M2_11 Mahakam 2020       Mahakam 2020  \n",
       "M2_12 Wild Hunt 2020   Wild Hunt 2020  \n",
       "M3_01 Wolf 2021             Wolf 2021  \n",
       "M3_02 Love 2021             Love 2021  \n",
       "M3_03 Bear 2021             Bear 2021  \n",
       "M3_04 Elf 2021               Elf 2021  \n",
       "M3_05 Viper 2021           Viper 2021  \n",
       "M3_06 Magic 2021           Magic 2021  \n",
       "M3_07 Griffin 2021       Griffin 2021  \n",
       "M3_08 Draconid 2021     Draconid 2021  \n",
       "M3_09 Dryad 2021           Dryad 2021  \n",
       "M3_10 Cat 2021               Cat 2021  \n",
       "M3_11 Mahakam 2021       Mahakam 2021  \n",
       "M3_12 Wild Hunt 2021   Wild Hunt 2021  \n",
       "M4_01 Wolf 2022             Wolf 2022  \n",
       "M4_02 Love 2022             Love 2022  \n",
       "\n",
       "[26 rows x 23 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 6;\n",
       "                var nbb_unformatted_code = \"merged_df[\\\"season_readable\\\"] = [\\n    \\\" \\\".join(x.split()[1:]) for x in merged_df.reset_index()[\\\"season\\\"]\\n]\\nmerged_df.to_excel(\\\"./output/seasonal_popularity.xlsx\\\")\\nmerged_df\";\n",
       "                var nbb_formatted_code = \"merged_df[\\\"season_readable\\\"] = [\\n    \\\" \\\".join(x.split()[1:]) for x in merged_df.reset_index()[\\\"season\\\"]\\n]\\nmerged_df.to_excel(\\\"./output/seasonal_popularity.xlsx\\\")\\nmerged_df\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "merged_df[\"season_readable\"] = [\n",
    "    \" \".join(x.split()[1:]) for x in merged_df.reset_index()[\"season\"]\n",
    "]\n",
    "merged_df.to_excel(\"./output/seasonal_popularity.xlsx\")\n",
    "merged_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 7;\n",
       "                var nbb_unformatted_code = \"merged_df[\\\"series\\\"] = [\\n    x.split(\\\"_\\\")[0].replace(\\\"M\\\", \\\"Masters 0\\\") for x in merged_df.index\\n]\";\n",
       "                var nbb_formatted_code = \"merged_df[\\\"series\\\"] = [\\n    x.split(\\\"_\\\")[0].replace(\\\"M\\\", \\\"Masters 0\\\") for x in merged_df.index\\n]\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "merged_df[\"series\"] = [\n",
    "    x.split(\"_\")[0].replace(\"M\", \"Masters 0\") for x in merged_df.index\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 8;\n",
       "                var nbb_unformatted_code = \"sns.barplot(\\n    data=merged_df,\\n    x=\\\"season_readable\\\",\\n    y=\\\"pro_players_per_day\\\",\\n    hue=\\\"series\\\",\\n    dodge=False,\\n)\\n\\nplt.xticks(rotation=45, rotation_mode=\\\"anchor\\\", ha=\\\"right\\\")\\nplt.xlabel(\\\"Season\\\")\\nplt.ylabel(\\\"Avg. Daily Increase of Pro Players\\\")\\nplt.title(\\\"Gwent: Number of Players Entering Pro Rank (avg. per day)\\\")\\nplt.tight_layout()\\nplt.savefig(\\\"./images/popularity_plot.png\\\", dpi=300)\\nplt.show()\";\n",
       "                var nbb_formatted_code = \"sns.barplot(\\n    data=merged_df,\\n    x=\\\"season_readable\\\",\\n    y=\\\"pro_players_per_day\\\",\\n    hue=\\\"series\\\",\\n    dodge=False,\\n)\\n\\nplt.xticks(rotation=45, rotation_mode=\\\"anchor\\\", ha=\\\"right\\\")\\nplt.xlabel(\\\"Season\\\")\\nplt.ylabel(\\\"Avg. Daily Increase of Pro Players\\\")\\nplt.title(\\\"Gwent: Number of Players Entering Pro Rank (avg. per day)\\\")\\nplt.tight_layout()\\nplt.savefig(\\\"./images/popularity_plot.png\\\", dpi=300)\\nplt.show()\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\n",
    "    data=merged_df,\n",
    "    x=\"season_readable\",\n",
    "    y=\"pro_players_per_day\",\n",
    "    hue=\"series\",\n",
    "    dodge=False,\n",
    ")\n",
    "\n",
    "plt.xticks(rotation=45, rotation_mode=\"anchor\", ha=\"right\")\n",
    "plt.xlabel(\"Season\")\n",
    "plt.ylabel(\"Avg. Daily Increase of Pro Players\")\n",
    "plt.title(\"Gwent: Number of Players Entering Pro Rank (avg. per day)\")\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"./images/popularity_plot.png\", dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 9;\n",
       "                var nbb_unformatted_code = \"sns.barplot(\\n    data=merged_df, x=\\\"season_readable\\\", y=\\\"players_total\\\", hue=\\\"series\\\", dodge=False,\\n)\\n\\nplt.xticks(rotation=45, rotation_mode=\\\"anchor\\\", ha=\\\"right\\\")\\nplt.xlabel(\\\"Season\\\")\\nplt.ylabel(\\\"Number of Players\\\")\\nplt.title(\\\"Gwent: Number of Players in Pro Rank\\\")\\nplt.tight_layout()\\nplt.savefig(\\\"./images/player_count_plot.png\\\", dpi=300)\\nplt.show()\";\n",
       "                var nbb_formatted_code = \"sns.barplot(\\n    data=merged_df, x=\\\"season_readable\\\", y=\\\"players_total\\\", hue=\\\"series\\\", dodge=False,\\n)\\n\\nplt.xticks(rotation=45, rotation_mode=\\\"anchor\\\", ha=\\\"right\\\")\\nplt.xlabel(\\\"Season\\\")\\nplt.ylabel(\\\"Number of Players\\\")\\nplt.title(\\\"Gwent: Number of Players in Pro Rank\\\")\\nplt.tight_layout()\\nplt.savefig(\\\"./images/player_count_plot.png\\\", dpi=300)\\nplt.show()\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\n",
    "    data=merged_df, x=\"season_readable\", y=\"players_total\", hue=\"series\", dodge=False,\n",
    ")\n",
    "\n",
    "plt.xticks(rotation=45, rotation_mode=\"anchor\", ha=\"right\")\n",
    "plt.xlabel(\"Season\")\n",
    "plt.ylabel(\"Number of Players\")\n",
    "plt.title(\"Gwent: Number of Players in Pro Rank\")\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"./images/player_count_plot.png\", dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 10;\n",
       "                var nbb_unformatted_code = \"sns.barplot(\\n    data=merged_df,\\n    x=\\\"season_readable\\\",\\n    y=\\\"top2860_matches_per_day\\\",\\n    hue=\\\"series\\\",\\n    dodge=False,\\n)\\n\\nplt.xticks(rotation=45, rotation_mode=\\\"anchor\\\", ha=\\\"right\\\")\\nplt.xlabel(\\\"Season\\\")\\nplt.ylabel(\\\"Avg. Games played per day\\\")\\nplt.title(\\\"Gwent: Games Played per day (Top 2860 Pro Rank)\\\")\\nplt.tight_layout()\\nplt.savefig(\\\"./images/daily_games_plot.png\\\", dpi=300)\\nplt.show()\";\n",
       "                var nbb_formatted_code = \"sns.barplot(\\n    data=merged_df,\\n    x=\\\"season_readable\\\",\\n    y=\\\"top2860_matches_per_day\\\",\\n    hue=\\\"series\\\",\\n    dodge=False,\\n)\\n\\nplt.xticks(rotation=45, rotation_mode=\\\"anchor\\\", ha=\\\"right\\\")\\nplt.xlabel(\\\"Season\\\")\\nplt.ylabel(\\\"Avg. Games played per day\\\")\\nplt.title(\\\"Gwent: Games Played per day (Top 2860 Pro Rank)\\\")\\nplt.tight_layout()\\nplt.savefig(\\\"./images/daily_games_plot.png\\\", dpi=300)\\nplt.show()\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\n",
    "    data=merged_df,\n",
    "    x=\"season_readable\",\n",
    "    y=\"top2860_matches_per_day\",\n",
    "    hue=\"series\",\n",
    "    dodge=False,\n",
    ")\n",
    "\n",
    "plt.xticks(rotation=45, rotation_mode=\"anchor\", ha=\"right\")\n",
    "plt.xlabel(\"Season\")\n",
    "plt.ylabel(\"Avg. Games played per day\")\n",
    "plt.title(\"Gwent: Games Played per day (Top 2860 Pro Rank)\")\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"./images/daily_games_plot.png\", dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 11;\n",
       "                var nbb_unformatted_code = \"sns.barplot(\\n    data=merged_df,\\n    x=\\\"season_readable\\\",\\n    y=\\\"shannon_diversity\\\",\\n    hue=\\\"series\\\",\\n    dodge=False,\\n)\\n\\nplt.xticks(rotation=45, rotation_mode=\\\"anchor\\\", ha=\\\"right\\\")\\nplt.xlabel(\\\"Season\\\")\\nplt.ylabel(\\\"Diversity\\\")\\nplt.ylim(ymax=3.2, ymin=2.5)\\nplt.title(\\\"Gwent: Diversity of Nationalities (Top 2860 Pro Rank)\\\")\\nplt.tight_layout()\\nplt.savefig(\\\"./images/diversity_per_season.png\\\", dpi=300)\\nplt.show()\";\n",
       "                var nbb_formatted_code = \"sns.barplot(\\n    data=merged_df,\\n    x=\\\"season_readable\\\",\\n    y=\\\"shannon_diversity\\\",\\n    hue=\\\"series\\\",\\n    dodge=False,\\n)\\n\\nplt.xticks(rotation=45, rotation_mode=\\\"anchor\\\", ha=\\\"right\\\")\\nplt.xlabel(\\\"Season\\\")\\nplt.ylabel(\\\"Diversity\\\")\\nplt.ylim(ymax=3.2, ymin=2.5)\\nplt.title(\\\"Gwent: Diversity of Nationalities (Top 2860 Pro Rank)\\\")\\nplt.tight_layout()\\nplt.savefig(\\\"./images/diversity_per_season.png\\\", dpi=300)\\nplt.show()\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\n",
    "    data=merged_df,\n",
    "    x=\"season_readable\",\n",
    "    y=\"shannon_diversity\",\n",
    "    hue=\"series\",\n",
    "    dodge=False,\n",
    ")\n",
    "\n",
    "plt.xticks(rotation=45, rotation_mode=\"anchor\", ha=\"right\")\n",
    "plt.xlabel(\"Season\")\n",
    "plt.ylabel(\"Diversity\")\n",
    "plt.ylim(ymax=3.2, ymin=2.5)\n",
    "plt.title(\"Gwent: Diversity of Nationalities (Top 2860 Pro Rank)\")\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"./images/diversity_per_season.png\", dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 12;\n",
       "                var nbb_unformatted_code = \"sns.barplot(\\n    data=merged_df, x=\\\"season_readable\\\", y=\\\"richness\\\", hue=\\\"series\\\", dodge=False,\\n)\\n\\nplt.xticks(rotation=45, rotation_mode=\\\"anchor\\\", ha=\\\"right\\\")\\nplt.xlabel(\\\"Season\\\")\\nplt.ylabel(\\\"Nationalities\\\")\\nplt.ylim(ymax=90, ymin=60)\\nplt.title(\\\"Gwent: Number of Nationalities (Top 2860 Pro Rank)\\\")\\nplt.tight_layout()\\nplt.savefig(\\\"./images/number_of_nationalities_per_season.png\\\", dpi=300)\\nplt.show()\";\n",
       "                var nbb_formatted_code = \"sns.barplot(\\n    data=merged_df, x=\\\"season_readable\\\", y=\\\"richness\\\", hue=\\\"series\\\", dodge=False,\\n)\\n\\nplt.xticks(rotation=45, rotation_mode=\\\"anchor\\\", ha=\\\"right\\\")\\nplt.xlabel(\\\"Season\\\")\\nplt.ylabel(\\\"Nationalities\\\")\\nplt.ylim(ymax=90, ymin=60)\\nplt.title(\\\"Gwent: Number of Nationalities (Top 2860 Pro Rank)\\\")\\nplt.tight_layout()\\nplt.savefig(\\\"./images/number_of_nationalities_per_season.png\\\", dpi=300)\\nplt.show()\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\n",
    "    data=merged_df, x=\"season_readable\", y=\"richness\", hue=\"series\", dodge=False,\n",
    ")\n",
    "\n",
    "plt.xticks(rotation=45, rotation_mode=\"anchor\", ha=\"right\")\n",
    "plt.xlabel(\"Season\")\n",
    "plt.ylabel(\"Nationalities\")\n",
    "plt.ylim(ymax=90, ymin=60)\n",
    "plt.title(\"Gwent: Number of Nationalities (Top 2860 Pro Rank)\")\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"./images/number_of_nationalities_per_season.png\", dpi=300)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}