008 - Altair plots.ipynb

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       "\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\\nimport altair as alt\";\n",
       "                var nbb_formatted_code = \"%load_ext nb_black\\nimport pandas as pd\\nimport numpy as np\\nimport altair as alt\";\n",
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   "source": [
    "%load_ext nb_black\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import altair as alt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
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       "<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>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",
       "      <th>Year</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>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",
       "      <td>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></td>\n",
       "      <td>28</td>\n",
       "      <td>...</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",
       "      <td>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>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",
       "      <td>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>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",
       "      <td>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></td>\n",
       "      <td>28</td>\n",
       "      <td>...</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",
       "      <td>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></td>\n",
       "      <td>28</td>\n",
       "      <td>...</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",
       "      <td>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></td>\n",
       "      <td>35</td>\n",
       "      <td>...</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",
       "      <td>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></td>\n",
       "      <td>28</td>\n",
       "      <td>...</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",
       "      <td>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>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",
       "      <td>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>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",
       "      <td>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></td>\n",
       "      <td>41</td>\n",
       "      <td>...</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",
       "      <td>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></td>\n",
       "      <td>41</td>\n",
       "      <td>...</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",
       "      <td>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>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",
       "      <td>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>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",
       "      <td>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>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",
       "      <td>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></td>\n",
       "      <td>35</td>\n",
       "      <td>...</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",
       "      <td>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></td>\n",
       "      <td>33</td>\n",
       "      <td>...</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",
       "      <td>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></td>\n",
       "      <td>28</td>\n",
       "      <td>...</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",
       "      <td>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>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",
       "      <td>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>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",
       "      <td>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></td>\n",
       "      <td>33</td>\n",
       "      <td>...</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",
       "      <td>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></td>\n",
       "      <td>23</td>\n",
       "      <td>...</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",
       "      <td>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></td>\n",
       "      <td>40</td>\n",
       "      <td>...</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",
       "      <td>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></td>\n",
       "      <td>37</td>\n",
       "      <td>...</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",
       "      <td>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></td>\n",
       "      <td>26</td>\n",
       "      <td>...</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",
       "      <td>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></td>\n",
       "      <td>28</td>\n",
       "      <td>...</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",
       "      <td>2022</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26 rows × 24 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                                                           \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                                                          \n",
       "M2_06 Magic 2020                                                          \n",
       "M2_07 Griffin 2020                                                        \n",
       "M2_08 Draconid 2020                                                       \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                                                        \n",
       "M2_12 Wild Hunt 2020                                                      \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                                                            \n",
       "M3_05 Viper 2021                                                          \n",
       "M3_06 Magic 2021                                                          \n",
       "M3_07 Griffin 2021                                        Balance patch   \n",
       "M3_08 Draconid 2021                               Start Tissaia Journey   \n",
       "M3_09 Dryad 2021                                                          \n",
       "M3_10 Cat 2021                                                            \n",
       "M3_11 Mahakam 2021                                                        \n",
       "M3_12 Wild Hunt 2021                                                      \n",
       "M4_01 Wolf 2022                                                           \n",
       "M4_02 Love 2022                                                           \n",
       "\n",
       "                      length  ...  top200_cutoff  top64_cutoff  richness  \\\n",
       "season                        ...                                          \n",
       "M2_01 Wolf 2020           27  ...           9872         10061        79   \n",
       "M2_02 Love 2020           28  ...           9952         10117        73   \n",
       "M2_03 Bear 2020           30  ...           9995         10204        74   \n",
       "M2_04 Elf 2020            33  ...          10087         10293        78   \n",
       "M2_05 Viper 2020          28  ...          10028         10255        82   \n",
       "M2_06 Magic 2020          28  ...          10002         10191        79   \n",
       "M2_07 Griffin 2020        35  ...          10100         10289        80   \n",
       "M2_08 Draconid 2020       28  ...          10061         10246        83   \n",
       "M2_09 Dryad 2020          30  ...          10046         10183        83   \n",
       "M2_10 Cat 2020            27  ...          10067         10176        82   \n",
       "M2_11 Mahakam 2020        41  ...          10090         10216        83   \n",
       "M2_12 Wild Hunt 2020      41  ...          10172         10313        76   \n",
       "M3_01 Wolf 2021           22  ...          10044         10295        86   \n",
       "M3_02 Love 2021           28  ...          10097         10325        84   \n",
       "M3_03 Bear 2021           23  ...          10026         10230        86   \n",
       "M3_04 Elf 2021            35  ...          10102         10323        83   \n",
       "M3_05 Viper 2021          33  ...          10106         10300        82   \n",
       "M3_06 Magic 2021          28  ...          10082         10278        82   \n",
       "M3_07 Griffin 2021        28  ...          10067         10287        84   \n",
       "M3_08 Draconid 2021       30  ...          10079         10281        82   \n",
       "M3_09 Dryad 2021          33  ...          10078         10250        86   \n",
       "M3_10 Cat 2021            23  ...           9974         10083        89   \n",
       "M3_11 Mahakam 2021        40  ...          10122         10252        82   \n",
       "M3_12 Wild Hunt 2021      37  ...          10140         10271        80   \n",
       "M4_01 Wolf 2022           26  ...          10093         10340        84   \n",
       "M4_02 Love 2022           28  ...          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   \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  Year  \n",
       "season                                       \n",
       "M2_01 Wolf 2020             Wolf 2020  2020  \n",
       "M2_02 Love 2020             Love 2020  2020  \n",
       "M2_03 Bear 2020             Bear 2020  2020  \n",
       "M2_04 Elf 2020               Elf 2020  2020  \n",
       "M2_05 Viper 2020           Viper 2020  2020  \n",
       "M2_06 Magic 2020           Magic 2020  2020  \n",
       "M2_07 Griffin 2020       Griffin 2020  2020  \n",
       "M2_08 Draconid 2020     Draconid 2020  2020  \n",
       "M2_09 Dryad 2020           Dryad 2020  2020  \n",
       "M2_10 Cat 2020               Cat 2020  2020  \n",
       "M2_11 Mahakam 2020       Mahakam 2020  2020  \n",
       "M2_12 Wild Hunt 2020   Wild Hunt 2020  2020  \n",
       "M3_01 Wolf 2021             Wolf 2021  2021  \n",
       "M3_02 Love 2021             Love 2021  2021  \n",
       "M3_03 Bear 2021             Bear 2021  2021  \n",
       "M3_04 Elf 2021               Elf 2021  2021  \n",
       "M3_05 Viper 2021           Viper 2021  2021  \n",
       "M3_06 Magic 2021           Magic 2021  2021  \n",
       "M3_07 Griffin 2021       Griffin 2021  2021  \n",
       "M3_08 Draconid 2021     Draconid 2021  2021  \n",
       "M3_09 Dryad 2021           Dryad 2021  2021  \n",
       "M3_10 Cat 2021               Cat 2021  2021  \n",
       "M3_11 Mahakam 2021       Mahakam 2021  2021  \n",
       "M3_12 Wild Hunt 2021   Wild Hunt 2021  2021  \n",
       "M4_01 Wolf 2022             Wolf 2022  2022  \n",
       "M4_02 Love 2022             Love 2022  2022  \n",
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