{
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"source": [
"%load_ext nb_black\n",
"import pandas as pd\n",
"import numpy as np\n",
"import altair as alt"
]
},
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"<div>\n",
"<style scoped>\n",
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"\n",
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" vertical-align: top;\n",
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"\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",
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" <th></th>\n",
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" <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 & 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",
"\n",
"[26 rows x 24 columns]"
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"popularity_chart = (\n",
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" alt.Tooltip(\"combined_comment:N\", title=\"Info\"),\n",
" ],\n",
" )\n",
")\n",
"popularity_chart.properties(width=\"container\").save(\"./output/popularity_chart.json\")\n",
"popularity_chart"
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"alt.Chart(...)"
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" setTimeout(function() {\n",
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"source": [
"player_chart = (\n",
" alt.Chart(count_df)\n",
" .mark_bar()\n",
" .transform_calculate(combined_comment=\"datum.comment + ', ' + datum.comment_2\")\n",
" .encode(\n",
" x=alt.X(\"season_readable\", title=\"Season\", sort=list(count_df.season_readable)),\n",
" y=alt.Y(\"players_total\", title=\"Pro Ranked Players\"),\n",
" color=\"Year\",\n",
" tooltip=[\n",
" alt.Tooltip(\"players_total\", title=\"# Pro Players\"),\n",
" alt.Tooltip(\"length\", title=\"Season Length\"),\n",
" alt.Tooltip(\"combined_comment:N\", title=\"Info\"),\n",
" ],\n",
" )\n",
")\n",
"player_chart.properties(width=\"container\").save(\"./output/pro_player_chart.json\")\n",
"player_chart"
]
}
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