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@Andre-Tan
Last active March 22, 2024 18:38
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Visualizing the difference in using Pandas Qcut and Cut function for target encoding
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{
"cells": [
{
"cell_type": "markdown",
"id": "f8f7ebbf",
"metadata": {
"toc": true
},
"source": [
"<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
"<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#TL;DR:-Visualized-Differences-in-Qcut-and-Cut-for-Target-Encoding\" data-toc-modified-id=\"TL;DR:-Visualized-Differences-in-Qcut-and-Cut-for-Target-Encoding-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>TL;DR: Visualized Differences in Qcut and Cut for Target Encoding</a></span></li><li><span><a href=\"#Problem\" data-toc-modified-id=\"Problem-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Problem</a></span></li><li><span><a href=\"#Binned-Scatterplot\" data-toc-modified-id=\"Binned-Scatterplot-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Binned Scatterplot</a></span></li></ul></div>"
]
},
{
"cell_type": "markdown",
"id": "90ee7520",
"metadata": {},
"source": [
"# TL;DR: Visualized Differences in Qcut and Cut for Target Encoding"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "84923835",
"metadata": {
"ExecuteTime": {
"end_time": "2024-03-22T18:28:12.790173Z",
"start_time": "2024-03-22T18:28:12.740306Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=1386x504 at 0x23B50A7F7C8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from PIL import Image\n",
"img = Image.open(\"Cuts.PNG\")\n",
"display(img)"
]
},
{
"cell_type": "markdown",
"id": "464f643e",
"metadata": {},
"source": [
"# Problem\n",
"\n",
"`pd.qcut` splits by frequency. This can show that the information is linear where not (in non-uniform distributions)\n",
"\n",
"Suggest to split with `pd.cut` so interval is uniform. \n",
"\n",
"Alternatively, binned scatterplot."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "37a92ee2",
"metadata": {
"ExecuteTime": {
"end_time": "2024-03-22T18:23:49.368964Z",
"start_time": "2024-03-22T18:23:47.425697Z"
}
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import catboost as cb\n",
"from catboost import monoforest\n",
"import shap\n",
"\n",
"from sklearn.datasets import load_breast_cancer\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"%matplotlib inline\n",
"\n",
"SEED = 42"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4857acad",
"metadata": {
"ExecuteTime": {
"end_time": "2024-03-22T18:23:49.399872Z",
"start_time": "2024-03-22T18:23:49.370713Z"
}
},
"outputs": [],
"source": [
"breast_cancer = load_breast_cancer()\n",
"\n",
"column_target = \"flag_cancer\"\n",
"column_score = \"proba_cancer\"\n",
"columns_feature = list(breast_cancer.feature_names)\n",
"\n",
"df_data = pd.DataFrame(\n",
" data=np.column_stack(\n",
" (breast_cancer.data, breast_cancer.target)\n",
" ),\n",
" columns=columns_feature+[column_target]\n",
")\n",
"\n",
"df_train, df_test = train_test_split(\n",
" df_data, test_size=0.3, random_state=SEED\n",
")\n",
"\n",
"df_train = df_train.reset_index(drop=True)\n",
"df_test = df_test.reset_index(drop=True)\n",
"\n",
"pool_train = cb.Pool(\n",
" data=df_train[columns_feature],\n",
" label=df_train[column_target],\n",
" feature_names=columns_feature\n",
")\n",
"\n",
"pool_test = cb.Pool(\n",
" data=df_test[columns_feature],\n",
" label=df_test[column_target],\n",
" feature_names=columns_feature\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "844db02a",
"metadata": {
"ExecuteTime": {
"end_time": "2024-03-22T18:23:49.415887Z",
"start_time": "2024-03-22T18:23:49.401881Z"
}
},
"outputs": [],
"source": [
"Q = 10\n",
"column_feature = \"worst texture\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "39be77cc",
"metadata": {
"ExecuteTime": {
"end_time": "2024-03-22T18:23:49.899605Z",
"start_time": "2024-03-22T18:23:49.417875Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 1.0)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig1, axes = plt.subplots(nrows=2, ncols=1, figsize=(5*3, 5*2))\n",
"\n",
"series_column_feature_qcut, intervals = pd.qcut(df_train[column_feature], q=Q, duplicates=\"drop\", retbins=True)\n",
"\n",
"X = df_train.groupby([\n",
" series_column_feature_qcut\n",
"]).agg({\n",
" column_feature: [\"mean\", \"median\"],\n",
" column_target: [\"count\", \"sum\", \"mean\"]\n",
"})\n",
"\n",
"df_train[column_feature].plot.hist(\n",
" histtype=\"step\", linewidth=3, bins=50, density=False, edgecolor=\"k\",\n",
" grid=True, ax=axes[0])\n",
"\n",
"ax0_2 = axes[0].twinx()\n",
"X[[(column_feature, \"median\"), (column_target, \"mean\")]]\\\n",
" .set_index((column_feature, \"median\")).plot.line(\n",
" style=\"o-\", rot=90, color=\"blue\",\n",
" grid=True, ax=ax0_2, title=f\"Value Distribution of {column_feature} and Response Variable Frequency\", legend=False,\n",
")\n",
"\n",
"color_palette = [\n",
" \"#4d86a5\", \"#cf0bf1\", \"#12e2f1\", \"#3e517a\", \"#98da1f\",\n",
" \"#fc9f5b\", \"#d60b2d\", \"#c3c4e9\", \"#9cc76d\", \"#2dffdf\"\n",
"]\n",
"\n",
"for i in range(len(intervals)-1):\n",
" axes[0].axvspan(intervals[i], intervals[i+1], facecolor=color_palette[i], alpha=0.6)\n",
" axes[0].axvline(intervals[i+1], color=\"k\", linewidth=0.5)\n",
"\n",
"# Uniform Distribution Illusion\n",
"\n",
"X[(column_target, \"count\")].plot.bar(\n",
" style=\"o-\", rot=90, alpha=0.6, color=color_palette, linewidth=3, edgecolor=\"k\",\n",
" grid=True, ax=axes[1], title=f\"pd.qcut Target Frequency of {column_feature}\")\n",
"\n",
"ax1_2 = axes[1].twinx()\n",
"X[(column_target, \"mean\")].plot.line(\n",
" style=\"o-\", rot=90, color=\"blue\",\n",
" grid=True, ax=ax1_2, title=f\"pd.qcut Target Frequency of {column_feature}\")\n",
"\n",
"axes[0].set_ylabel(\"Observation Frequency\")\n",
"ax0_2.set_ylabel(\"Response Variable Frequency\")\n",
"ax0_2.set_ylim([0, 1])\n",
"\n",
"axes[1].set_ylabel(\"Observation Frequency\")\n",
"ax1_2.set_ylabel(\"Response Variable Frequency\")\n",
"ax1_2.set_ylim([0, 1])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "8cacf08c",
"metadata": {
"ExecuteTime": {
"end_time": "2024-03-22T18:23:50.277228Z",
"start_time": "2024-03-22T18:23:49.900602Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 1.0)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig2, axes = plt.subplots(nrows=2, ncols=1, figsize=(5*3, 5*2))\n",
"\n",
"series_column_feature_cut, intervals = pd.cut(\n",
" df_train[column_feature], \n",
" bins=np.linspace(df_train[column_feature].min(), df_train[column_feature].max(), num=Q+1), \n",
" retbins=True\n",
")\n",
"\n",
"X = df_train.groupby([\n",
" series_column_feature_cut\n",
"]).agg({\n",
" column_feature: [\"mean\", \"median\"],\n",
" column_target: [\"count\", \"sum\", \"mean\"]\n",
"})\n",
"\n",
"df_train[column_feature].plot.hist(\n",
" histtype=\"step\", linewidth=3, bins=50, density=False, edgecolor=\"k\",\n",
" grid=True, ax=axes[0])\n",
"\n",
"ax0_2 = axes[0].twinx()\n",
"X[[(column_feature, \"median\"), (column_target, \"mean\")]]\\\n",
" .set_index((column_feature, \"median\")).plot.line(\n",
" style=\"o-\", rot=90, color=\"blue\",\n",
" grid=True, ax=ax0_2, title=f\"Value Distribution of {column_feature} and Response Variable Frequency\", legend=False,\n",
")\n",
"\n",
"color_palette = [\n",
" \"#4d86a5\", \"#cf0bf1\", \"#12e2f1\", \"#3e517a\", \"#98da1f\",\n",
" \"#fc9f5b\", \"#d60b2d\", \"#c3c4e9\", \"#9cc76d\", \"#2dffdf\"\n",
"]\n",
"\n",
"for i in range(len(intervals)-1):\n",
" axes[0].axvspan(intervals[i], intervals[i+1], facecolor=color_palette[i], alpha=0.6)\n",
" axes[0].axvline(intervals[i+1], color=\"k\", linewidth=0.5)\n",
"\n",
"# Uniform Distribution Illusion Broken\n",
"\n",
"X[(column_target, \"count\")].plot.bar(\n",
" style=\"o-\", rot=90, alpha=0.6, color=color_palette, linewidth=3, edgecolor=\"k\",\n",
" grid=True, ax=axes[1], title=f\"pd.cut Target Frequency of {column_feature}\")\n",
"\n",
"ax1_2 = axes[1].twinx()\n",
"X[(column_target, \"mean\")].plot.line(\n",
" style=\"o-\", rot=90, color=\"blue\",\n",
" grid=True, ax=ax1_2, title=f\"pd.cut Target Frequency of {column_feature}\")\n",
"\n",
"axes[0].set_ylabel(\"Observation Frequency\")\n",
"ax0_2.set_ylabel(\"Response Variable Frequency\")\n",
"ax0_2.set_ylim([0, 1])\n",
"\n",
"axes[1].set_ylabel(\"Observation Frequency\")\n",
"ax1_2.set_ylabel(\"Response Variable Frequency\")\n",
"ax1_2.set_ylim([0, 1])"
]
},
{
"cell_type": "markdown",
"id": "f30c0b1d",
"metadata": {},
"source": [
"# Binned Scatterplot"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c6e33169",
"metadata": {
"ExecuteTime": {
"end_time": "2024-03-22T18:23:50.354832Z",
"start_time": "2024-03-22T18:23:50.279035Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"invalid value encountered in double_scalars\n"
]
}
],
"source": [
"import statsmodels.stats.proportion as smprop\n",
"\n",
"bins = np.linspace(df_train[column_feature].min(), df_train[column_feature].max(), num=20)\n",
"\n",
"series_column_feature_cut, intervals = pd.cut(\n",
" df_train[column_feature], \n",
" bins=bins, \n",
" retbins=True\n",
")\n",
"\n",
"X = df_train.groupby([\n",
" series_column_feature_cut\n",
"]).agg({\n",
" column_feature: [\"mean\", \"median\"],\n",
" column_target: [\"count\", \"sum\", \"mean\"]\n",
"})\n",
"\n",
"X[\"prop_confint\"] = X.apply(\n",
" lambda row: \n",
" smprop.proportion_confint(\n",
" count=row[(\"flag_cancer\", \"sum\")],\n",
" nobs=row[(\"flag_cancer\", \"count\")]\n",
" ), axis=1)\n",
"\n",
"X[\"yerr_min\"] = X.apply(lambda row: row[(column_target, \"mean\")] - row[\"prop_confint\"].apply(lambda tpl: tpl[0]), axis=1)\n",
"X[\"yerr_max\"] = X.apply(lambda row: row[\"prop_confint\"].apply(lambda tpl: tpl[1]) - row[(column_target, \"mean\")], axis=1)\n",
"\n",
"yerr = [X[\"yerr_min\"].tolist(), X[\"yerr_max\"].tolist()]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "0107453c",
"metadata": {
"ExecuteTime": {
"end_time": "2024-03-22T18:23:50.555581Z",
"start_time": "2024-03-22T18:23:50.355830Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 1.2)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = plt.subplot(111)\n",
"\n",
"df_train[column_feature].plot.hist(\n",
" linewidth=3, bins=bins, density=False, edgecolor=\"k\", alpha=0.6,\n",
" grid=True, ax=ax, figsize=(15, 5))\n",
"\n",
"ax_2 = ax.twinx()\n",
"ax_2.errorbar(x=X[(column_feature, \"mean\")], y=X[(column_target, \"mean\")], yerr=yerr, fmt=\"o-\", c=\"k\")\n",
"\n",
"ax.set_title(\"Binned Scatterplot with Binomial Confidence Interval\")\n",
"ax.set_ylabel(\"Observation Frequency\")\n",
"ax_2.set_ylabel(\"Response Variable Frequency\")\n",
"ax_2.set_ylim([0, 1.2])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "989f9a6b",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:env_catboost]",
"language": "python",
"name": "conda-env-env_catboost-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.11"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": true,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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