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@daxiongshu
Created June 9, 2019 23:46
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x864 with 15 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"train = train_gd.to_pandas()\n",
"fig, axs = plt.subplots(3,5, figsize=(20, 12),sharex=True,sharey=True)\n",
"target_mask = train['target'] == 1\n",
"non_target_mask = train['target'] == 0 \n",
"\n",
"for c,col in enumerate(['var_0','var_1','var_2']):\n",
" statistic, pvalue = ks_2samp(train.loc[non_target_mask, col], train.loc[target_mask, col])\n",
" sns.kdeplot(train.loc[non_target_mask, col], ax=axs[c,0], label='Target == 0')\n",
" sns.kdeplot(train.loc[target_mask, col], ax=axs[c,0], label='Target == 1')\n",
" axs[c,0].set_title('%s all data'%col)\n",
"\n",
"for c,col in enumerate(['var_0','var_1','var_2']):\n",
" for i in range(1,4):\n",
" train = train_gd.to_pandas()\n",
" train = train[train['%s_count'%col]==i]\n",
" target_mask = train['target'] == 1\n",
" non_target_mask = train['target'] == 0 \n",
" statistic, pvalue = ks_2samp(train.loc[non_target_mask, col], train.loc[target_mask, col])\n",
" sns.kdeplot(train.loc[non_target_mask, col], ax=axs[c,i], label='Target == 0')\n",
" sns.kdeplot(train.loc[target_mask, col], ax=axs[c,i], label='Target == 1')\n",
" axs[c,i].set_title('%s count == %d'%(col,i))\n",
"\n",
"for c,col in enumerate(['var_0','var_1','var_2']):\n",
" train = train_gd.to_pandas()\n",
" train = train[train['%s_count'%col]>i]\n",
" target_mask = train['target'] == 1\n",
" non_target_mask = train['target'] == 0 \n",
" statistic, pvalue = ks_2samp(train.loc[non_target_mask, col], train.loc[target_mask, col])\n",
" sns.kdeplot(train.loc[non_target_mask, col], ax=axs[c,4], label='Target == 0')\n",
" sns.kdeplot(train.loc[target_mask, col], ax=axs[c,4], label='Target == 1')\n",
" axs[c,4].set_title('%s count > 1'%(col))"
]
}
],
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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