{ "cells": [ { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "obs = pd.read_csv(\"obs_matrix_newer_dataset.csv\")\n", "obs = obs.drop(['map_Cursed Hollow', 'allied_char_Gall', 'opposing_char_Gall', 'opposing_char_Zeratul', 'allied_char_Zeratul'], axis=1)\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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5 rows × 165 columns

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" ], "text/plain": [ " allied_avg_hero_level allied_avg_mrr allied_char_Abathur \\\n", "0 13.0 1726.2 0.0 \n", "1 14.6 1616.8 0.0 \n", "2 14.4 2317.2 0.0 \n", "3 16.6 2068.8 0.0 \n", "4 13.4 2303.4 0.0 \n", "\n", " allied_char_Alarak allied_char_Alexstrasza allied_char_Ana \\\n", "0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 \n", "\n", " allied_char_Anubarak allied_char_Artanis allied_char_Arthas \\\n", "0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 \n", "2 0.0 1.0 0.0 \n", "3 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 \n", "\n", " allied_char_Auriel ... opposing_char_Uther opposing_char_Valeera \\\n", "0 0.0 ... 0.0 0.0 \n", "1 0.0 ... 0.0 0.0 \n", "2 0.0 ... 0.0 0.0 \n", "3 0.0 ... 0.0 0.0 \n", "4 1.0 ... 0.0 0.0 \n", "\n", " opposing_char_Valla opposing_char_Varian opposing_char_Xul \\\n", "0 1.0 0.0 0.0 \n", "1 0.0 0.0 0.0 \n", "2 0.0 1.0 0.0 \n", "3 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 \n", "\n", " opposing_char_Yrel opposing_char_Zagara opposing_char_Zarya \\\n", "0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 \n", "\n", " opposing_char_Zuljin outcome \n", "0 0.0 0 \n", "1 0.0 1 \n", "2 0.0 0 \n", "3 0.0 1 \n", "4 0.0 0 \n", "\n", "[5 rows x 165 columns]" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obs.head()\n" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(238194, 165)" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obs.shape" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "from statsmodels.discrete.discrete_model import Logit\n", "from statsmodels.tools import add_constant" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "def demean(s):\n", " return s - s.mean()\n", "\n", "\n", "obs['allied_avg_mrr'] = demean(obs['allied_avg_mrr'])\n", "obs['allied_avg_hero_level'] = demean(obs['allied_avg_hero_level'])\n", "obs['opp_avg_hero_level'] = demean(obs['opp_avg_hero_level'])\n", "obs['opp_avg_mrr'] = demean(obs['opp_avg_mrr'])\n", "\n", "\n", "obs['allied_avg_mrr**2'] = obs['allied_avg_mrr']**2\n", "obs['allied_avg_hero_level**2'] = obs['allied_avg_hero_level']**2\n", "obs['opp_avg_hero_level**2'] = obs['opp_avg_hero_level']**2\n", "obs['opp_avg_mrr**2'] = obs['opp_avg_mrr']**2\n", " \n", "\n", "lg = Logit(obs['outcome'], add_constant(obs.drop('outcome', axis=1)))" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.668012\n", " Iterations 4\n" ] } ], "source": [ "results = lg.fit()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Logit Regression Results
Dep. Variable: outcome No. Observations: 238194
Model: Logit Df Residuals: 238025
Method: MLE Df Model: 168
Date: Tue, 11 Sep 2018 Pseudo R-squ.: 0.03626
Time: 16:56:05 Log-Likelihood: -1.5912e+05
converged: True LL-Null: -1.6510e+05
LLR p-value: 0.000
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coef std err z P>|z| [0.025 0.975]
const -5.004e-13 0.169 -2.97e-12 1.000 -0.331 0.331
allied_avg_hero_level 0.0526 0.002 30.211 0.000 0.049 0.056
allied_avg_mrr 0.0013 2.77e-05 48.231 0.000 0.001 0.001
allied_char_Abathur -0.1298 0.033 -3.958 0.000 -0.194 -0.066
allied_char_Alarak -0.0221 0.029 -0.752 0.452 -0.080 0.036
allied_char_Alexstrasza -0.0179 0.037 -0.477 0.633 -0.091 0.055
allied_char_Ana 0.1026 0.038 2.701 0.007 0.028 0.177
allied_char_Anubarak 0.0114 0.030 0.382 0.703 -0.047 0.070
allied_char_Artanis 0.0908 0.028 3.290 0.001 0.037 0.145
allied_char_Arthas -0.0320 0.030 -1.076 0.282 -0.090 0.026
allied_char_Auriel -0.0145 0.038 -0.379 0.705 -0.089 0.060
allied_char_Azmodan -0.0072 0.027 -0.269 0.788 -0.059 0.045
allied_char_Blaze -0.0923 0.030 -3.086 0.002 -0.151 -0.034
allied_char_Brightwing 0.0156 0.037 0.420 0.675 -0.057 0.089
allied_char_Cassia 0.2426 0.028 8.572 0.000 0.187 0.298
allied_char_Chen -0.1356 0.048 -2.848 0.004 -0.229 -0.042
allied_char_Cho 0.2554 0.064 3.972 0.000 0.129 0.381
allied_char_Chromie -0.1465 0.029 -4.997 0.000 -0.204 -0.089
allied_char_D.Va -0.0254 0.037 -0.678 0.498 -0.099 0.048
allied_char_Deckard 0.0341 0.037 0.933 0.351 -0.038 0.106
allied_char_Dehaka 0.0745 0.028 2.690 0.007 0.020 0.129
allied_char_Diablo -0.1135 0.027 -4.207 0.000 -0.166 -0.061
allied_char_E.T.C. -0.0825 0.029 -2.856 0.004 -0.139 -0.026
allied_char_Falstad -0.0256 0.028 -0.913 0.361 -0.081 0.029
allied_char_Fenix 0.2055 0.027 7.636 0.000 0.153 0.258
allied_char_Garrosh -0.1943 0.029 -6.635 0.000 -0.252 -0.137
allied_char_Gazlowe 0.0634 0.037 1.709 0.087 -0.009 0.136
allied_char_Genji -0.0493 0.027 -1.825 0.068 -0.102 0.004
allied_char_Greymane -0.0589 0.029 -2.057 0.040 -0.115 -0.003
allied_char_Guldan -0.0910 0.027 -3.363 0.001 -0.144 -0.038
allied_char_Hanzo -0.3126 0.028 -10.985 0.000 -0.368 -0.257
allied_char_Illidan -0.0249 0.035 -0.717 0.474 -0.093 0.043
allied_char_Jaina 0.0605 0.026 2.313 0.021 0.009 0.112
allied_char_Johanna -0.0529 0.028 -1.917 0.055 -0.107 0.001
allied_char_Junkrat -0.1786 0.031 -5.690 0.000 -0.240 -0.117
allied_char_Kaelthas -0.1015 0.026 -3.832 0.000 -0.153 -0.050
allied_char_KelThuzad 0.0832 0.031 2.721 0.007 0.023 0.143
allied_char_Kerrigan 0.1571 0.034 4.593 0.000 0.090 0.224
allied_char_Kharazim 0.0454 0.038 1.202 0.230 -0.029 0.119
allied_char_Leoric 0.1254 0.030 4.128 0.000 0.066 0.185
allied_char_Li Li 0.0545 0.036 1.532 0.126 -0.015 0.124
allied_char_Li-Ming -0.1840 0.026 -6.979 0.000 -0.236 -0.132
allied_char_Lt. Morales -0.0605 0.039 -1.540 0.124 -0.138 0.016
allied_char_Lunara 0.0221 0.030 0.741 0.459 -0.036 0.081
allied_char_Lúcio -0.0914 0.038 -2.426 0.015 -0.165 -0.018
allied_char_Maiev -0.0208 0.036 -0.583 0.560 -0.091 0.049
allied_char_Malfurion -0.0682 0.036 -1.900 0.057 -0.139 0.002
allied_char_Malthael 0.0655 0.033 2.015 0.044 0.002 0.129
allied_char_Medivh -0.1845 0.039 -4.690 0.000 -0.262 -0.107
allied_char_Muradin -0.0081 0.027 -0.302 0.763 -0.061 0.044
allied_char_Murky 0.1365 0.043 3.204 0.001 0.053 0.220
allied_char_Nazeebo 0.0181 0.027 0.678 0.498 -0.034 0.071
allied_char_Nova -0.0953 0.037 -2.586 0.010 -0.167 -0.023
allied_char_Probius 0.1713 0.062 2.752 0.006 0.049 0.293
allied_char_Ragnaros 0.0026 0.032 0.082 0.935 -0.060 0.066
allied_char_Raynor 0.3884 0.026 14.951 0.000 0.337 0.439
allied_char_Rehgar 0.0866 0.036 2.389 0.017 0.016 0.158
allied_char_Rexxar 0.0933 0.044 2.134 0.033 0.008 0.179
allied_char_Samuro 0.1838 0.039 4.726 0.000 0.108 0.260
allied_char_Sgt. Hammer 0.1132 0.037 3.092 0.002 0.041 0.185
allied_char_Sonya 0.0615 0.027 2.267 0.023 0.008 0.115
allied_char_Stitches -0.0741 0.028 -2.681 0.007 -0.128 -0.020
allied_char_Stukov -0.0402 0.037 -1.101 0.271 -0.112 0.031
allied_char_Sylvanas -0.0508 0.030 -1.667 0.096 -0.111 0.009
allied_char_Tassadar -0.3643 0.045 -8.132 0.000 -0.452 -0.277
allied_char_The Butcher 0.0559 0.033 1.684 0.092 -0.009 0.121
allied_char_The Lost Vikings 0.0413 0.064 0.642 0.521 -0.085 0.167
allied_char_Thrall 0.0489 0.027 1.805 0.071 -0.004 0.102
allied_char_Tracer -0.0342 0.031 -1.118 0.264 -0.094 0.026
allied_char_Tychus -0.0568 0.030 -1.877 0.061 -0.116 0.003
allied_char_Tyrael -0.0131 0.035 -0.369 0.712 -0.083 0.056
allied_char_Tyrande -0.0780 0.035 -2.220 0.026 -0.147 -0.009
allied_char_Uther -0.0353 0.038 -0.930 0.352 -0.110 0.039
allied_char_Valeera -0.1088 0.039 -2.760 0.006 -0.186 -0.032
allied_char_Valla -0.0462 0.028 -1.649 0.099 -0.101 0.009
allied_char_Varian 0.0215 0.026 0.821 0.412 -0.030 0.073
allied_char_Xul 0.0868 0.041 2.119 0.034 0.007 0.167
allied_char_Yrel 0.1498 0.028 5.360 0.000 0.095 0.205
allied_char_Zagara 0.1467 0.031 4.781 0.000 0.087 0.207
allied_char_Zarya -0.0007 0.034 -0.020 0.984 -0.068 0.067
allied_char_Zuljin 0.0294 0.030 0.984 0.325 -0.029 0.088
map_Braxis Holdout -9.53e-16 0.015 -6.53e-14 1.000 -0.029 0.029
map_Infernal Shrines 6.13e-16 0.014 4.39e-14 1.000 -0.027 0.027
map_Sky Temple 2.046e-15 0.013 1.52e-13 1.000 -0.026 0.026
map_Towers of Doom 1.782e-15 0.013 1.32e-13 1.000 -0.026 0.026
opp_avg_hero_level -0.0526 0.002 -30.211 0.000 -0.056 -0.049
opp_avg_mrr -0.0013 2.77e-05 -48.231 0.000 -0.001 -0.001
opposing_char_Abathur 0.1298 0.033 3.958 0.000 0.066 0.194
opposing_char_Alarak 0.0221 0.029 0.752 0.452 -0.036 0.080
opposing_char_Alexstrasza 0.0179 0.037 0.477 0.633 -0.055 0.091
opposing_char_Ana -0.1026 0.038 -2.701 0.007 -0.177 -0.028
opposing_char_Anubarak -0.0114 0.030 -0.382 0.703 -0.070 0.047
opposing_char_Artanis -0.0908 0.028 -3.290 0.001 -0.145 -0.037
opposing_char_Arthas 0.0320 0.030 1.076 0.282 -0.026 0.090
opposing_char_Auriel 0.0145 0.038 0.379 0.705 -0.060 0.089
opposing_char_Azmodan 0.0072 0.027 0.269 0.788 -0.045 0.059
opposing_char_Blaze 0.0923 0.030 3.086 0.002 0.034 0.151
opposing_char_Brightwing -0.0156 0.037 -0.420 0.675 -0.089 0.057
opposing_char_Cassia -0.2426 0.028 -8.572 0.000 -0.298 -0.187
opposing_char_Chen 0.1356 0.048 2.848 0.004 0.042 0.229
opposing_char_Cho -0.2554 0.064 -3.972 0.000 -0.381 -0.129
opposing_char_Chromie 0.1465 0.029 4.997 0.000 0.089 0.204
opposing_char_D.Va 0.0254 0.037 0.678 0.498 -0.048 0.099
opposing_char_Deckard -0.0341 0.037 -0.933 0.351 -0.106 0.038
opposing_char_Dehaka -0.0745 0.028 -2.690 0.007 -0.129 -0.020
opposing_char_Diablo 0.1135 0.027 4.207 0.000 0.061 0.166
opposing_char_E.T.C. 0.0825 0.029 2.856 0.004 0.026 0.139
opposing_char_Falstad 0.0256 0.028 0.913 0.361 -0.029 0.081
opposing_char_Fenix -0.2055 0.027 -7.636 0.000 -0.258 -0.153
opposing_char_Garrosh 0.1943 0.029 6.635 0.000 0.137 0.252
opposing_char_Gazlowe -0.0634 0.037 -1.709 0.087 -0.136 0.009
opposing_char_Genji 0.0493 0.027 1.825 0.068 -0.004 0.102
opposing_char_Greymane 0.0589 0.029 2.057 0.040 0.003 0.115
opposing_char_Guldan 0.0910 0.027 3.363 0.001 0.038 0.144
opposing_char_Hanzo 0.3126 0.028 10.985 0.000 0.257 0.368
opposing_char_Illidan 0.0249 0.035 0.717 0.474 -0.043 0.093
opposing_char_Jaina -0.0605 0.026 -2.313 0.021 -0.112 -0.009
opposing_char_Johanna 0.0529 0.028 1.917 0.055 -0.001 0.107
opposing_char_Junkrat 0.1786 0.031 5.690 0.000 0.117 0.240
opposing_char_Kaelthas 0.1015 0.026 3.832 0.000 0.050 0.153
opposing_char_KelThuzad -0.0832 0.031 -2.721 0.007 -0.143 -0.023
opposing_char_Kerrigan -0.1571 0.034 -4.593 0.000 -0.224 -0.090
opposing_char_Kharazim -0.0454 0.038 -1.202 0.230 -0.119 0.029
opposing_char_Leoric -0.1254 0.030 -4.128 0.000 -0.185 -0.066
opposing_char_Li Li -0.0545 0.036 -1.532 0.126 -0.124 0.015
opposing_char_Li-Ming 0.1840 0.026 6.979 0.000 0.132 0.236
opposing_char_Lt. Morales 0.0605 0.039 1.540 0.124 -0.016 0.138
opposing_char_Lunara -0.0221 0.030 -0.741 0.459 -0.081 0.036
opposing_char_Lúcio 0.0914 0.038 2.426 0.015 0.018 0.165
opposing_char_Maiev 0.0208 0.036 0.583 0.560 -0.049 0.091
opposing_char_Malfurion 0.0682 0.036 1.900 0.057 -0.002 0.139
opposing_char_Malthael -0.0655 0.033 -2.015 0.044 -0.129 -0.002
opposing_char_Medivh 0.1845 0.039 4.690 0.000 0.107 0.262
opposing_char_Muradin 0.0081 0.027 0.302 0.763 -0.044 0.061
opposing_char_Murky -0.1365 0.043 -3.204 0.001 -0.220 -0.053
opposing_char_Nazeebo -0.0181 0.027 -0.678 0.498 -0.071 0.034
opposing_char_Nova 0.0953 0.037 2.586 0.010 0.023 0.167
opposing_char_Probius -0.1713 0.062 -2.752 0.006 -0.293 -0.049
opposing_char_Ragnaros -0.0026 0.032 -0.082 0.935 -0.066 0.060
opposing_char_Raynor -0.3884 0.026 -14.951 0.000 -0.439 -0.337
opposing_char_Rehgar -0.0866 0.036 -2.389 0.017 -0.158 -0.016
opposing_char_Rexxar -0.0933 0.044 -2.134 0.033 -0.179 -0.008
opposing_char_Samuro -0.1838 0.039 -4.726 0.000 -0.260 -0.108
opposing_char_Sgt. Hammer -0.1132 0.037 -3.092 0.002 -0.185 -0.041
opposing_char_Sonya -0.0615 0.027 -2.267 0.023 -0.115 -0.008
opposing_char_Stitches 0.0741 0.028 2.681 0.007 0.020 0.128
opposing_char_Stukov 0.0402 0.037 1.101 0.271 -0.031 0.112
opposing_char_Sylvanas 0.0508 0.030 1.667 0.096 -0.009 0.111
opposing_char_Tassadar 0.3643 0.045 8.132 0.000 0.277 0.452
opposing_char_The Butcher -0.0559 0.033 -1.684 0.092 -0.121 0.009
opposing_char_The Lost Vikings -0.0413 0.064 -0.642 0.521 -0.167 0.085
opposing_char_Thrall -0.0489 0.027 -1.805 0.071 -0.102 0.004
opposing_char_Tracer 0.0342 0.031 1.118 0.264 -0.026 0.094
opposing_char_Tychus 0.0568 0.030 1.877 0.061 -0.003 0.116
opposing_char_Tyrael 0.0131 0.035 0.369 0.712 -0.056 0.083
opposing_char_Tyrande 0.0780 0.035 2.220 0.026 0.009 0.147
opposing_char_Uther 0.0353 0.038 0.930 0.352 -0.039 0.110
opposing_char_Valeera 0.1088 0.039 2.760 0.006 0.032 0.186
opposing_char_Valla 0.0462 0.028 1.649 0.099 -0.009 0.101
opposing_char_Varian -0.0215 0.026 -0.821 0.412 -0.073 0.030
opposing_char_Xul -0.0868 0.041 -2.119 0.034 -0.167 -0.007
opposing_char_Yrel -0.1498 0.028 -5.360 0.000 -0.205 -0.095
opposing_char_Zagara -0.1467 0.031 -4.781 0.000 -0.207 -0.087
opposing_char_Zarya 0.0007 0.034 0.020 0.984 -0.067 0.068
opposing_char_Zuljin -0.0294 0.030 -0.984 0.325 -0.088 0.029
allied_avg_mrr**2 3.066e-07 4.52e-08 6.784 0.000 2.18e-07 3.95e-07
allied_avg_hero_level**2 0.0002 0.000 0.468 0.640 -0.001 0.001
opp_avg_hero_level**2 -0.0002 0.000 -0.468 0.640 -0.001 0.001
opp_avg_mrr**2 -3.066e-07 4.52e-08 -6.784 0.000 -3.95e-07 -2.18e-07
" ], "text/plain": [ "\n", "\"\"\"\n", " Logit Regression Results \n", "==============================================================================\n", "Dep. Variable: outcome No. Observations: 238194\n", "Model: Logit Df Residuals: 238025\n", "Method: MLE Df Model: 168\n", "Date: Tue, 11 Sep 2018 Pseudo R-squ.: 0.03626\n", "Time: 16:56:05 Log-Likelihood: -1.5912e+05\n", "converged: True LL-Null: -1.6510e+05\n", " LLR p-value: 0.000\n", "==================================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------------------------\n", "const -5.004e-13 0.169 -2.97e-12 1.000 -0.331 0.331\n", "allied_avg_hero_level 0.0526 0.002 30.211 0.000 0.049 0.056\n", "allied_avg_mrr 0.0013 2.77e-05 48.231 0.000 0.001 0.001\n", "allied_char_Abathur -0.1298 0.033 -3.958 0.000 -0.194 -0.066\n", "allied_char_Alarak -0.0221 0.029 -0.752 0.452 -0.080 0.036\n", "allied_char_Alexstrasza -0.0179 0.037 -0.477 0.633 -0.091 0.055\n", "allied_char_Ana 0.1026 0.038 2.701 0.007 0.028 0.177\n", "allied_char_Anubarak 0.0114 0.030 0.382 0.703 -0.047 0.070\n", "allied_char_Artanis 0.0908 0.028 3.290 0.001 0.037 0.145\n", "allied_char_Arthas -0.0320 0.030 -1.076 0.282 -0.090 0.026\n", "allied_char_Auriel -0.0145 0.038 -0.379 0.705 -0.089 0.060\n", "allied_char_Azmodan -0.0072 0.027 -0.269 0.788 -0.059 0.045\n", "allied_char_Blaze -0.0923 0.030 -3.086 0.002 -0.151 -0.034\n", "allied_char_Brightwing 0.0156 0.037 0.420 0.675 -0.057 0.089\n", "allied_char_Cassia 0.2426 0.028 8.572 0.000 0.187 0.298\n", "allied_char_Chen -0.1356 0.048 -2.848 0.004 -0.229 -0.042\n", "allied_char_Cho 0.2554 0.064 3.972 0.000 0.129 0.381\n", "allied_char_Chromie -0.1465 0.029 -4.997 0.000 -0.204 -0.089\n", "allied_char_D.Va -0.0254 0.037 -0.678 0.498 -0.099 0.048\n", "allied_char_Deckard 0.0341 0.037 0.933 0.351 -0.038 0.106\n", "allied_char_Dehaka 0.0745 0.028 2.690 0.007 0.020 0.129\n", "allied_char_Diablo -0.1135 0.027 -4.207 0.000 -0.166 -0.061\n", "allied_char_E.T.C. -0.0825 0.029 -2.856 0.004 -0.139 -0.026\n", "allied_char_Falstad -0.0256 0.028 -0.913 0.361 -0.081 0.029\n", "allied_char_Fenix 0.2055 0.027 7.636 0.000 0.153 0.258\n", "allied_char_Garrosh -0.1943 0.029 -6.635 0.000 -0.252 -0.137\n", "allied_char_Gazlowe 0.0634 0.037 1.709 0.087 -0.009 0.136\n", "allied_char_Genji -0.0493 0.027 -1.825 0.068 -0.102 0.004\n", "allied_char_Greymane -0.0589 0.029 -2.057 0.040 -0.115 -0.003\n", "allied_char_Guldan -0.0910 0.027 -3.363 0.001 -0.144 -0.038\n", "allied_char_Hanzo -0.3126 0.028 -10.985 0.000 -0.368 -0.257\n", "allied_char_Illidan -0.0249 0.035 -0.717 0.474 -0.093 0.043\n", "allied_char_Jaina 0.0605 0.026 2.313 0.021 0.009 0.112\n", "allied_char_Johanna -0.0529 0.028 -1.917 0.055 -0.107 0.001\n", "allied_char_Junkrat -0.1786 0.031 -5.690 0.000 -0.240 -0.117\n", "allied_char_Kaelthas -0.1015 0.026 -3.832 0.000 -0.153 -0.050\n", "allied_char_KelThuzad 0.0832 0.031 2.721 0.007 0.023 0.143\n", "allied_char_Kerrigan 0.1571 0.034 4.593 0.000 0.090 0.224\n", "allied_char_Kharazim 0.0454 0.038 1.202 0.230 -0.029 0.119\n", "allied_char_Leoric 0.1254 0.030 4.128 0.000 0.066 0.185\n", "allied_char_Li Li 0.0545 0.036 1.532 0.126 -0.015 0.124\n", "allied_char_Li-Ming -0.1840 0.026 -6.979 0.000 -0.236 -0.132\n", "allied_char_Lt. Morales -0.0605 0.039 -1.540 0.124 -0.138 0.016\n", "allied_char_Lunara 0.0221 0.030 0.741 0.459 -0.036 0.081\n", "allied_char_Lúcio -0.0914 0.038 -2.426 0.015 -0.165 -0.018\n", "allied_char_Maiev -0.0208 0.036 -0.583 0.560 -0.091 0.049\n", "allied_char_Malfurion -0.0682 0.036 -1.900 0.057 -0.139 0.002\n", "allied_char_Malthael 0.0655 0.033 2.015 0.044 0.002 0.129\n", "allied_char_Medivh -0.1845 0.039 -4.690 0.000 -0.262 -0.107\n", "allied_char_Muradin -0.0081 0.027 -0.302 0.763 -0.061 0.044\n", "allied_char_Murky 0.1365 0.043 3.204 0.001 0.053 0.220\n", "allied_char_Nazeebo 0.0181 0.027 0.678 0.498 -0.034 0.071\n", "allied_char_Nova -0.0953 0.037 -2.586 0.010 -0.167 -0.023\n", "allied_char_Probius 0.1713 0.062 2.752 0.006 0.049 0.293\n", "allied_char_Ragnaros 0.0026 0.032 0.082 0.935 -0.060 0.066\n", "allied_char_Raynor 0.3884 0.026 14.951 0.000 0.337 0.439\n", "allied_char_Rehgar 0.0866 0.036 2.389 0.017 0.016 0.158\n", "allied_char_Rexxar 0.0933 0.044 2.134 0.033 0.008 0.179\n", "allied_char_Samuro 0.1838 0.039 4.726 0.000 0.108 0.260\n", "allied_char_Sgt. Hammer 0.1132 0.037 3.092 0.002 0.041 0.185\n", "allied_char_Sonya 0.0615 0.027 2.267 0.023 0.008 0.115\n", "allied_char_Stitches -0.0741 0.028 -2.681 0.007 -0.128 -0.020\n", "allied_char_Stukov -0.0402 0.037 -1.101 0.271 -0.112 0.031\n", "allied_char_Sylvanas -0.0508 0.030 -1.667 0.096 -0.111 0.009\n", "allied_char_Tassadar -0.3643 0.045 -8.132 0.000 -0.452 -0.277\n", "allied_char_The Butcher 0.0559 0.033 1.684 0.092 -0.009 0.121\n", "allied_char_The Lost Vikings 0.0413 0.064 0.642 0.521 -0.085 0.167\n", "allied_char_Thrall 0.0489 0.027 1.805 0.071 -0.004 0.102\n", "allied_char_Tracer -0.0342 0.031 -1.118 0.264 -0.094 0.026\n", "allied_char_Tychus -0.0568 0.030 -1.877 0.061 -0.116 0.003\n", "allied_char_Tyrael -0.0131 0.035 -0.369 0.712 -0.083 0.056\n", "allied_char_Tyrande -0.0780 0.035 -2.220 0.026 -0.147 -0.009\n", "allied_char_Uther -0.0353 0.038 -0.930 0.352 -0.110 0.039\n", "allied_char_Valeera -0.1088 0.039 -2.760 0.006 -0.186 -0.032\n", "allied_char_Valla -0.0462 0.028 -1.649 0.099 -0.101 0.009\n", "allied_char_Varian 0.0215 0.026 0.821 0.412 -0.030 0.073\n", "allied_char_Xul 0.0868 0.041 2.119 0.034 0.007 0.167\n", "allied_char_Yrel 0.1498 0.028 5.360 0.000 0.095 0.205\n", "allied_char_Zagara 0.1467 0.031 4.781 0.000 0.087 0.207\n", "allied_char_Zarya -0.0007 0.034 -0.020 0.984 -0.068 0.067\n", "allied_char_Zuljin 0.0294 0.030 0.984 0.325 -0.029 0.088\n", "map_Braxis Holdout -9.53e-16 0.015 -6.53e-14 1.000 -0.029 0.029\n", "map_Infernal Shrines 6.13e-16 0.014 4.39e-14 1.000 -0.027 0.027\n", "map_Sky Temple 2.046e-15 0.013 1.52e-13 1.000 -0.026 0.026\n", "map_Towers of Doom 1.782e-15 0.013 1.32e-13 1.000 -0.026 0.026\n", "opp_avg_hero_level -0.0526 0.002 -30.211 0.000 -0.056 -0.049\n", "opp_avg_mrr -0.0013 2.77e-05 -48.231 0.000 -0.001 -0.001\n", "opposing_char_Abathur 0.1298 0.033 3.958 0.000 0.066 0.194\n", "opposing_char_Alarak 0.0221 0.029 0.752 0.452 -0.036 0.080\n", "opposing_char_Alexstrasza 0.0179 0.037 0.477 0.633 -0.055 0.091\n", "opposing_char_Ana -0.1026 0.038 -2.701 0.007 -0.177 -0.028\n", "opposing_char_Anubarak -0.0114 0.030 -0.382 0.703 -0.070 0.047\n", "opposing_char_Artanis -0.0908 0.028 -3.290 0.001 -0.145 -0.037\n", "opposing_char_Arthas 0.0320 0.030 1.076 0.282 -0.026 0.090\n", "opposing_char_Auriel 0.0145 0.038 0.379 0.705 -0.060 0.089\n", "opposing_char_Azmodan 0.0072 0.027 0.269 0.788 -0.045 0.059\n", "opposing_char_Blaze 0.0923 0.030 3.086 0.002 0.034 0.151\n", "opposing_char_Brightwing -0.0156 0.037 -0.420 0.675 -0.089 0.057\n", "opposing_char_Cassia -0.2426 0.028 -8.572 0.000 -0.298 -0.187\n", "opposing_char_Chen 0.1356 0.048 2.848 0.004 0.042 0.229\n", "opposing_char_Cho -0.2554 0.064 -3.972 0.000 -0.381 -0.129\n", "opposing_char_Chromie 0.1465 0.029 4.997 0.000 0.089 0.204\n", "opposing_char_D.Va 0.0254 0.037 0.678 0.498 -0.048 0.099\n", "opposing_char_Deckard -0.0341 0.037 -0.933 0.351 -0.106 0.038\n", "opposing_char_Dehaka -0.0745 0.028 -2.690 0.007 -0.129 -0.020\n", "opposing_char_Diablo 0.1135 0.027 4.207 0.000 0.061 0.166\n", "opposing_char_E.T.C. 0.0825 0.029 2.856 0.004 0.026 0.139\n", "opposing_char_Falstad 0.0256 0.028 0.913 0.361 -0.029 0.081\n", "opposing_char_Fenix -0.2055 0.027 -7.636 0.000 -0.258 -0.153\n", "opposing_char_Garrosh 0.1943 0.029 6.635 0.000 0.137 0.252\n", "opposing_char_Gazlowe -0.0634 0.037 -1.709 0.087 -0.136 0.009\n", "opposing_char_Genji 0.0493 0.027 1.825 0.068 -0.004 0.102\n", "opposing_char_Greymane 0.0589 0.029 2.057 0.040 0.003 0.115\n", "opposing_char_Guldan 0.0910 0.027 3.363 0.001 0.038 0.144\n", "opposing_char_Hanzo 0.3126 0.028 10.985 0.000 0.257 0.368\n", "opposing_char_Illidan 0.0249 0.035 0.717 0.474 -0.043 0.093\n", "opposing_char_Jaina -0.0605 0.026 -2.313 0.021 -0.112 -0.009\n", "opposing_char_Johanna 0.0529 0.028 1.917 0.055 -0.001 0.107\n", "opposing_char_Junkrat 0.1786 0.031 5.690 0.000 0.117 0.240\n", "opposing_char_Kaelthas 0.1015 0.026 3.832 0.000 0.050 0.153\n", "opposing_char_KelThuzad -0.0832 0.031 -2.721 0.007 -0.143 -0.023\n", "opposing_char_Kerrigan -0.1571 0.034 -4.593 0.000 -0.224 -0.090\n", "opposing_char_Kharazim -0.0454 0.038 -1.202 0.230 -0.119 0.029\n", "opposing_char_Leoric -0.1254 0.030 -4.128 0.000 -0.185 -0.066\n", "opposing_char_Li Li -0.0545 0.036 -1.532 0.126 -0.124 0.015\n", "opposing_char_Li-Ming 0.1840 0.026 6.979 0.000 0.132 0.236\n", "opposing_char_Lt. Morales 0.0605 0.039 1.540 0.124 -0.016 0.138\n", "opposing_char_Lunara -0.0221 0.030 -0.741 0.459 -0.081 0.036\n", "opposing_char_Lúcio 0.0914 0.038 2.426 0.015 0.018 0.165\n", "opposing_char_Maiev 0.0208 0.036 0.583 0.560 -0.049 0.091\n", "opposing_char_Malfurion 0.0682 0.036 1.900 0.057 -0.002 0.139\n", "opposing_char_Malthael -0.0655 0.033 -2.015 0.044 -0.129 -0.002\n", "opposing_char_Medivh 0.1845 0.039 4.690 0.000 0.107 0.262\n", "opposing_char_Muradin 0.0081 0.027 0.302 0.763 -0.044 0.061\n", "opposing_char_Murky -0.1365 0.043 -3.204 0.001 -0.220 -0.053\n", "opposing_char_Nazeebo -0.0181 0.027 -0.678 0.498 -0.071 0.034\n", "opposing_char_Nova 0.0953 0.037 2.586 0.010 0.023 0.167\n", "opposing_char_Probius -0.1713 0.062 -2.752 0.006 -0.293 -0.049\n", "opposing_char_Ragnaros -0.0026 0.032 -0.082 0.935 -0.066 0.060\n", "opposing_char_Raynor -0.3884 0.026 -14.951 0.000 -0.439 -0.337\n", "opposing_char_Rehgar -0.0866 0.036 -2.389 0.017 -0.158 -0.016\n", "opposing_char_Rexxar -0.0933 0.044 -2.134 0.033 -0.179 -0.008\n", "opposing_char_Samuro -0.1838 0.039 -4.726 0.000 -0.260 -0.108\n", "opposing_char_Sgt. Hammer -0.1132 0.037 -3.092 0.002 -0.185 -0.041\n", "opposing_char_Sonya -0.0615 0.027 -2.267 0.023 -0.115 -0.008\n", "opposing_char_Stitches 0.0741 0.028 2.681 0.007 0.020 0.128\n", "opposing_char_Stukov 0.0402 0.037 1.101 0.271 -0.031 0.112\n", "opposing_char_Sylvanas 0.0508 0.030 1.667 0.096 -0.009 0.111\n", "opposing_char_Tassadar 0.3643 0.045 8.132 0.000 0.277 0.452\n", "opposing_char_The Butcher -0.0559 0.033 -1.684 0.092 -0.121 0.009\n", "opposing_char_The Lost Vikings -0.0413 0.064 -0.642 0.521 -0.167 0.085\n", "opposing_char_Thrall -0.0489 0.027 -1.805 0.071 -0.102 0.004\n", "opposing_char_Tracer 0.0342 0.031 1.118 0.264 -0.026 0.094\n", "opposing_char_Tychus 0.0568 0.030 1.877 0.061 -0.003 0.116\n", "opposing_char_Tyrael 0.0131 0.035 0.369 0.712 -0.056 0.083\n", "opposing_char_Tyrande 0.0780 0.035 2.220 0.026 0.009 0.147\n", "opposing_char_Uther 0.0353 0.038 0.930 0.352 -0.039 0.110\n", "opposing_char_Valeera 0.1088 0.039 2.760 0.006 0.032 0.186\n", "opposing_char_Valla 0.0462 0.028 1.649 0.099 -0.009 0.101\n", "opposing_char_Varian -0.0215 0.026 -0.821 0.412 -0.073 0.030\n", "opposing_char_Xul -0.0868 0.041 -2.119 0.034 -0.167 -0.007\n", "opposing_char_Yrel -0.1498 0.028 -5.360 0.000 -0.205 -0.095\n", "opposing_char_Zagara -0.1467 0.031 -4.781 0.000 -0.207 -0.087\n", "opposing_char_Zarya 0.0007 0.034 0.020 0.984 -0.067 0.068\n", "opposing_char_Zuljin -0.0294 0.030 -0.984 0.325 -0.088 0.029\n", "allied_avg_mrr**2 3.066e-07 4.52e-08 6.784 0.000 2.18e-07 3.95e-07\n", "allied_avg_hero_level**2 0.0002 0.000 0.468 0.640 -0.001 0.001\n", "opp_avg_hero_level**2 -0.0002 0.000 -0.468 0.640 -0.001 0.001\n", "opp_avg_mrr**2 -3.066e-07 4.52e-08 -6.784 0.000 -3.95e-07 -2.18e-07\n", "==================================================================================================\n", "\"\"\"" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.summary()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "x = results.params.filter(like='allied_char')" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "y = pd.Series({c:obs.loc[obs[c].astype(bool)]['outcome'].mean() for c in x.index})\n", "y_std = pd.Series({c:obs.loc[obs[c].astype(bool)]['outcome'].std()/np.sqrt(obs[c].astype(bool).sum()) for c in x.index})\n" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "allied_char_Abathur 0.005426\n", "allied_char_Alarak 0.004501\n", "allied_char_Alexstrasza 0.003930\n", "allied_char_Ana 0.004317\n", "allied_char_Anubarak 0.004249\n", "allied_char_Artanis 0.003510\n", "allied_char_Arthas 0.004095\n", "allied_char_Auriel 0.004372\n", "allied_char_Azmodan 0.003114\n", "allied_char_Blaze 0.004390\n", "allied_char_Brightwing 0.003926\n", "allied_char_Cassia 0.003930\n", "allied_char_Chen 0.010016\n", "allied_char_Cho 0.010510\n", "allied_char_Chromie 0.004225\n", "allied_char_D.Va 0.007085\n", "allied_char_Deckard 0.003400\n", "allied_char_Dehaka 0.003521\n", "allied_char_Diablo 0.002510\n", "allied_char_E.T.C. 0.003601\n", "allied_char_Falstad 0.003780\n", "allied_char_Fenix 0.003235\n", "allied_char_Garrosh 0.003781\n", "allied_char_Gazlowe 0.007034\n", "allied_char_Genji 0.003467\n", "allied_char_Greymane 0.004101\n", "allied_char_Guldan 0.003194\n", "allied_char_Hanzo 0.003822\n", "allied_char_Illidan 0.006329\n", "allied_char_Jaina 0.002703\n", "allied_char_Johanna 0.002820\n", "allied_char_Junkrat 0.005079\n", "allied_char_Kaelthas 0.002880\n", "allied_char_KelThuzad 0.004766\n", "allied_char_Kerrigan 0.006168\n", "allied_char_Kharazim 0.004638\n", "allied_char_Leoric 0.004614\n", "allied_char_Li Li 0.002817\n", "allied_char_Li-Ming 0.002857\n", "allied_char_Lt. Morales 0.004911\n", "allied_char_Lunara 0.004558\n", "allied_char_Lúcio 0.004135\n", "allied_char_Maiev 0.006647\n", "allied_char_Malfurion 0.002918\n", "allied_char_Malthael 0.005585\n", "allied_char_Medivh 0.007731\n", "allied_char_Muradin 0.002341\n", "allied_char_Murky 0.008671\n", "allied_char_Nazeebo 0.003126\n", "allied_char_Nova 0.006993\n", "allied_char_Probius 0.014002\n", "allied_char_Ragnaros 0.005342\n", "allied_char_Raynor 0.002663\n", "allied_char_Rehgar 0.003247\n", "allied_char_Rexxar 0.008937\n", "allied_char_Samuro 0.007627\n", "allied_char_Sgt. Hammer 0.006855\n", "allied_char_Sonya 0.003321\n", "allied_char_Stitches 0.002956\n", "allied_char_Stukov 0.003439\n", "allied_char_Sylvanas 0.004782\n", "allied_char_Tassadar 0.008974\n", "allied_char_The Butcher 0.005780\n", "allied_char_The Lost Vikings 0.014610\n", "allied_char_Thrall 0.003471\n", "allied_char_Tracer 0.004903\n", "allied_char_Tychus 0.004678\n", "allied_char_Tyrael 0.006352\n", "allied_char_Tyrande 0.006253\n", "allied_char_Uther 0.004385\n", "allied_char_Valeera 0.007837\n", "allied_char_Valla 0.003769\n", "allied_char_Varian 0.002628\n", "allied_char_Xul 0.008215\n", "allied_char_Yrel 0.003548\n", "allied_char_Zagara 0.004847\n", "allied_char_Zarya 0.006100\n", "allied_char_Zuljin 0.004572\n", "dtype: float64" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_std" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 699, "width": 732 } }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from matplotlib import pyplot as plt\n", "from IPython.display import set_matplotlib_formats\n", "set_matplotlib_formats('retina')\n", "plt.style.use('bmh')\n", "\n", "f, ax = plt.subplots(1,1,figsize=(12,12))\n", "ax.scatter(x, y)\n", "\n", "for i, txt in enumerate(x.index):\n", " txt = txt.lstrip(\"allied_char_\")\n", " ax.annotate(txt, (x[i]+0.005, y[i]), fontsize=9)\n", " \n", "#ax.set_ylabel(\"<--- lower naive winrate | higher naive winrate --->\")\n", "\n", "plt.hlines(0.5, -0.5, 0.5, lw=1, color='gray')\n", "plt.vlines(0.0, 0.38, 0.6, lw=1, color='gray')\n", "\n", "plt.xlim(-0.5, 0.5)\n", "plt.ylim(0.38, 0.6)\n", "\n", "ax.text(-0.025, 0.59, 'higher naive win rate -->', style='italic', rotation=90, fontsize=13)\n", "ax.text(-0.025, 0.44, '<-- lower naive win rate', style='italic', rotation=90, fontsize=13)\n", "ax.text(0.22, 0.503, 'higher causal win rate -->', style='italic', fontsize=13)\n", "ax.text(-0.465, 0.503, '<-- lower causal win rate', style='italic', fontsize=13)\n", "\n", "\n", "plt.ylabel(\"Naive win rate\")\n", "plt.xlabel(\"Causal win rate\")\n", "\n", "plt.savefig(\"causal_v_naive.png\", bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "pd.DataFrame({'naive': y, 'causal': x}).to_csv(\"20180710_results.csv\")" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 679, "width": 936 } }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1,1,figsize=(15,12))\n", "\n", "yerr = results.bse.filter(like='allied_char')\n", "\n", "r = pd.DataFrame({'param': x, 'error': 1.96*yerr})\n", "r.index = [_.lstrip('allied_char_') for _ in r.index]\n", "\n", "r.sort_values('param').plot.barh(y='param', ax=ax, color='#348ABD', xerr='error', lw=0.1)\n", "plt.savefig(\"coefs.png\", bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'allied_char_Zeratul'" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x.sort_values().index[int(len(x)/2)]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }