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@iamirmasoud
Created July 1, 2022 12:09
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Approaches to handle imbalance datasets for machine learning
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Import Library"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Benai\\anaconda3\\lib\\site-packages\\sklearn\\utils\\deprecation.py:143: FutureWarning: The sklearn.metrics.scorer module is deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.metrics. Anything that cannot be imported from sklearn.metrics is now part of the private API.\n",
" warnings.warn(message, FutureWarning)\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"from sklearn.datasets import load_boston \n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.metrics import scorer, accuracy_score, f1_score, confusion_matrix, roc_auc_score\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"from collections import Counter\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"#plt.rcParams['figure.figsize'] = [20, 7]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## load dataset"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"data = pd.read_csv(r'C:\\\\Users\\\\Benai\\\\Documents\\\\machin-learning\\\\imbalance-data\\credit-card.csv')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<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>Unnamed: 0</th>\n",
" <th>Time</th>\n",
" <th>V1</th>\n",
" <th>V2</th>\n",
" <th>V3</th>\n",
" <th>V4</th>\n",
" <th>V5</th>\n",
" <th>V6</th>\n",
" <th>V7</th>\n",
" <th>V8</th>\n",
" <th>...</th>\n",
" <th>V21</th>\n",
" <th>V22</th>\n",
" <th>V23</th>\n",
" <th>V24</th>\n",
" <th>V25</th>\n",
" <th>V26</th>\n",
" <th>V27</th>\n",
" <th>V28</th>\n",
" <th>Amount</th>\n",
" <th>Class</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>541</td>\n",
" <td>406.0</td>\n",
" <td>-2.312227</td>\n",
" <td>1.951992</td>\n",
" <td>-1.609851</td>\n",
" <td>3.997906</td>\n",
" <td>-0.522188</td>\n",
" <td>-1.426545</td>\n",
" <td>-2.537387</td>\n",
" <td>1.391657</td>\n",
" <td>...</td>\n",
" <td>0.517232</td>\n",
" <td>-0.035049</td>\n",
" <td>-0.465211</td>\n",
" <td>0.320198</td>\n",
" <td>0.044519</td>\n",
" <td>0.177840</td>\n",
" <td>0.261145</td>\n",
" <td>-0.143276</td>\n",
" <td>0.00</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>623</td>\n",
" <td>472.0</td>\n",
" <td>-3.043541</td>\n",
" <td>-3.157307</td>\n",
" <td>1.088463</td>\n",
" <td>2.288644</td>\n",
" <td>1.359805</td>\n",
" <td>-1.064823</td>\n",
" <td>0.325574</td>\n",
" <td>-0.067794</td>\n",
" <td>...</td>\n",
" <td>0.661696</td>\n",
" <td>0.435477</td>\n",
" <td>1.375966</td>\n",
" <td>-0.293803</td>\n",
" <td>0.279798</td>\n",
" <td>-0.145362</td>\n",
" <td>-0.252773</td>\n",
" <td>0.035764</td>\n",
" <td>529.00</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4920</td>\n",
" <td>4462.0</td>\n",
" <td>-2.303350</td>\n",
" <td>1.759247</td>\n",
" <td>-0.359745</td>\n",
" <td>2.330243</td>\n",
" <td>-0.821628</td>\n",
" <td>-0.075788</td>\n",
" <td>0.562320</td>\n",
" <td>-0.399147</td>\n",
" <td>...</td>\n",
" <td>-0.294166</td>\n",
" <td>-0.932391</td>\n",
" <td>0.172726</td>\n",
" <td>-0.087330</td>\n",
" <td>-0.156114</td>\n",
" <td>-0.542628</td>\n",
" <td>0.039566</td>\n",
" <td>-0.153029</td>\n",
" <td>239.93</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>6108</td>\n",
" <td>6986.0</td>\n",
" <td>-4.397974</td>\n",
" <td>1.358367</td>\n",
" <td>-2.592844</td>\n",
" <td>2.679787</td>\n",
" <td>-1.128131</td>\n",
" <td>-1.706536</td>\n",
" <td>-3.496197</td>\n",
" <td>-0.248778</td>\n",
" <td>...</td>\n",
" <td>0.573574</td>\n",
" <td>0.176968</td>\n",
" <td>-0.436207</td>\n",
" <td>-0.053502</td>\n",
" <td>0.252405</td>\n",
" <td>-0.657488</td>\n",
" <td>-0.827136</td>\n",
" <td>0.849573</td>\n",
" <td>59.00</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>6329</td>\n",
" <td>7519.0</td>\n",
" <td>1.234235</td>\n",
" <td>3.019740</td>\n",
" <td>-4.304597</td>\n",
" <td>4.732795</td>\n",
" <td>3.624201</td>\n",
" <td>-1.357746</td>\n",
" <td>1.713445</td>\n",
" <td>-0.496358</td>\n",
" <td>...</td>\n",
" <td>-0.379068</td>\n",
" <td>-0.704181</td>\n",
" <td>-0.656805</td>\n",
" <td>-1.632653</td>\n",
" <td>1.488901</td>\n",
" <td>0.566797</td>\n",
" <td>-0.010016</td>\n",
" <td>0.146793</td>\n",
" <td>1.00</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 32 columns</p>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 Time V1 V2 V3 V4 V5 \\\n",
"0 541 406.0 -2.312227 1.951992 -1.609851 3.997906 -0.522188 \n",
"1 623 472.0 -3.043541 -3.157307 1.088463 2.288644 1.359805 \n",
"2 4920 4462.0 -2.303350 1.759247 -0.359745 2.330243 -0.821628 \n",
"3 6108 6986.0 -4.397974 1.358367 -2.592844 2.679787 -1.128131 \n",
"4 6329 7519.0 1.234235 3.019740 -4.304597 4.732795 3.624201 \n",
"\n",
" V6 V7 V8 ... V21 V22 V23 V24 \\\n",
"0 -1.426545 -2.537387 1.391657 ... 0.517232 -0.035049 -0.465211 0.320198 \n",
"1 -1.064823 0.325574 -0.067794 ... 0.661696 0.435477 1.375966 -0.293803 \n",
"2 -0.075788 0.562320 -0.399147 ... -0.294166 -0.932391 0.172726 -0.087330 \n",
"3 -1.706536 -3.496197 -0.248778 ... 0.573574 0.176968 -0.436207 -0.053502 \n",
"4 -1.357746 1.713445 -0.496358 ... -0.379068 -0.704181 -0.656805 -1.632653 \n",
"\n",
" V25 V26 V27 V28 Amount Class \n",
"0 0.044519 0.177840 0.261145 -0.143276 0.00 1 \n",
"1 0.279798 -0.145362 -0.252773 0.035764 529.00 1 \n",
"2 -0.156114 -0.542628 0.039566 -0.153029 239.93 1 \n",
"3 0.252405 -0.657488 -0.827136 0.849573 59.00 1 \n",
"4 1.488901 0.566797 -0.010016 0.146793 1.00 1 \n",
"\n",
"[5 rows x 32 columns]"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 9000\n",
"1 492\n",
"Name: Class, dtype: int64"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.shape\n",
"data.Class.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"# separate fraudulent and non fraudulent data\n",
"data_0 = data[data['Class'] == 0]\n",
"data_1 = data[data['Class'] == 1]"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"# take only 9000 0's sameple\n",
"data_0 = data_0.sample(n=9000)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 9000\n",
"1 492\n",
"Name: Class, dtype: int64"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = data_1.append(data_0)\n",
"\n",
"data.Class.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"# save as csv\n",
"data.to_csv('credit-card.csv')"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fraudulent \"1\" : 492\n",
"Not Fraudulent \"0\": 9000\n",
"5.466666666666667\n"
]
}
],
"source": [
"# check the number of 1s and 0s\n",
"count = data['Class'].value_counts()\n",
"\n",
"print('Fraudulent \"1\" :', count[1])\n",
"print('Not Fraudulent \"0\":', count[0])\n",
"\n",
"# print the percentage of question where target == 1\n",
"print(count[1]/count[0]* 100)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot the no of 1's and 0's\n",
"g = sns.countplot(data['Class'])\n",
"g.set_xticklabels(['Not Fraud', 'Fraud'])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Time 0\n",
"V1 0\n",
"V2 0\n",
"V3 0\n",
"V4 0\n",
"V5 0\n",
"V6 0\n",
"V7 0\n",
"V8 0\n",
"V9 0\n",
"V10 0\n",
"V11 0\n",
"V12 0\n",
"V13 0\n",
"V14 0\n",
"V15 0\n",
"V16 0\n",
"V17 0\n",
"V18 0\n",
"V19 0\n",
"V20 0\n",
"V21 0\n",
"V22 0\n",
"V23 0\n",
"V24 0\n",
"V25 0\n",
"V26 0\n",
"V27 0\n",
"V28 0\n",
"Amount 0\n",
"Class 0\n",
"dtype: int64"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# check for null values\n",
"data.isnull().sum()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,20))\n",
"sns.heatmap(data.corr(), annot=True)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Respose and Target variable"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(492, 9000)"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = data.iloc[:, :-1]\n",
"y = data.iloc[:, -1]\n",
"\n",
"# check length of 1's and 0's\n",
"one = np.where(y==1)\n",
"zero = np.where(y==0)\n",
"len(one[0]), len(zero[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Train test split"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2, random_state=42)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fit the model uing Logitic Regression"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Benai\\anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n"
]
}
],
"source": [
"# create the object\n",
"model = LogisticRegression()\n",
"\n",
"model.fit(x, y)\n",
"\n",
"y_predict = model.predict(x)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9880952380952381"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"accuracy_score(y_predict, y)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0, 1], dtype=int64)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.unique(y_predict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The matrix trap"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy score is: 0.990521327014218\n",
"Roc auc scote: 0.9838251507879888\n",
"F1 core: 0.9021739130434783\n"
]
}
],
"source": [
"# import linrary\n",
"from xgboost import XGBClassifier\n",
"\n",
"xgb_model = XGBClassifier().fit(x_train, y_train)\n",
"\n",
"# predict\n",
"xgb_y_predict = xgb_model.predict(x_test)\n",
"\n",
"# accuracy score\n",
"xgb_score = accuracy_score(xgb_y_predict, y_test)\n",
"\n",
"print('Accuracy score is:', xgb_score)\n",
"print('Roc auc scote:', roc_auc_score(xgb_y_predict, y_test))\n",
"print('F1 core:',f1_score(xgb_y_predict, y_test))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1798, 16],\n",
" [ 2, 83]], dtype=int64)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"confusion_matrix(xgb_y_predict, y_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Resampling Technique"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# class count\n",
"class_count_0, class_count_1 = data['Class'].value_counts()\n",
"\n",
"# divie class\n",
"class_0 = data[data['Class'] == 0]\n",
"class_1 = data[data['Class'] == 1]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"class 0: (9000, 31)\n",
"\n",
"class 1: (492, 31)\n"
]
}
],
"source": [
"# print the shape of the class\n",
"print('class 0:', class_0.shape)\n",
"print('\\nclass 1:', class_1.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Random under sampling"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total class of 1 and 0:\n",
" 1 492\n",
"0 492\n",
"Name: Class, dtype: int64\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"class_0_under = class_0.sample(class_count_1)\n",
"\n",
"test_under = pd.concat([class_0_under, class_1], axis=0)\n",
"\n",
"print(\"total class of 1 and 0:\\n\",test_under['Class'].value_counts())\n",
"\n",
"test_under['Class'].value_counts().plot(kind='bar', title='Count (target)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Random over sampling"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"class count of 1 and 0:\n",
" 1 9000\n",
"0 9000\n",
"Name: Class, dtype: int64\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"class_1_over = class_1.sample(class_count_0, replace=True)\n",
"\n",
"test_under = pd.concat([class_1_over, class_0], axis=0)\n",
"\n",
"# print the number of class count\n",
"print('class count of 1 and 0:\\n', test_under['Class'].value_counts())\n",
"\n",
"# plot the count\n",
"test_under['Class'].value_counts().plot(kind='bar', title='Count (target)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Balance data with imbalance learn module"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"# import library\n",
"import imblearn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Random under-sampling with imblearn"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"original dataset shape: Counter({0: 9000, 1: 492})\n",
"Resample dataset shape Counter({0: 492, 1: 492})\n"
]
}
],
"source": [
"# import library\n",
"from imblearn.under_sampling import RandomUnderSampler\n",
"\n",
"rus = RandomUnderSampler(random_state=42, replacement=True)\n",
"\n",
"# fit predictor and target varialbe\n",
"x_rus, y_rus = rus.fit_resample(x, y)\n",
"\n",
"print('original dataset shape:', Counter(y))\n",
"print('Resample dataset shape', Counter(y_rus))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4.Random over-sampling with imblearn"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original dataset shape Counter({0: 9000, 1: 492})\n",
"Resample dataset shape Counter({1: 9000, 0: 9000})\n"
]
}
],
"source": [
"# import library\n",
"from imblearn.over_sampling import RandomOverSampler\n",
"\n",
"ros = RandomOverSampler(random_state=42)\n",
"\n",
"# fit predictor and target varaible\n",
"x_ros, y_ros = ros.fit_resample(x, y)\n",
"\n",
"print('Original dataset shape', Counter(y))\n",
"print('Resample dataset shape', Counter(y_ros))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. under-sampling Tomek links"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original dataset shape: Counter({0: 9000, 1: 492})\n",
"Resample dataset shape: Counter({0: 8839, 1: 492})\n"
]
}
],
"source": [
"# load library\n",
"from imblearn.under_sampling import TomekLinks\n",
"\n",
"tl = TomekLinks(sampling_strategy='majority')\n",
"\n",
"# fit predictor and target variable\n",
"x_tl, y_tl = tl.fit_sample(x, y)\n",
"\n",
"print('Original dataset shape:', Counter(y))\n",
"print('Resample dataset shape:', Counter(y_tl))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 6. Synthetic minority over-sampleing technique"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Origianl dataset shape: Counter({0: 9000, 1: 492})\n",
"Resampple dataset shape: Counter({1: 9000, 0: 9000})\n"
]
}
],
"source": [
"# load library\n",
"from imblearn.over_sampling import SMOTE\n",
"\n",
"smote = SMOTE()\n",
"\n",
"# fit target and predictor variable\n",
"x_smote , y_smote = smote.fit_sample(x, y)\n",
"\n",
"print('Origianl dataset shape:', Counter(y))\n",
"print('Resampple dataset shape:', Counter(y_smote))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 7. NearMiss"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original dataset shape: Counter({0: 9000, 1: 492})\n",
"Resample dataset shape: Counter({0: 492, 1: 492})\n"
]
}
],
"source": [
"from imblearn.under_sampling import NearMiss\n",
"\n",
"nm = NearMiss()\n",
"\n",
"x_nm, y_nm = nm.fit_resample(x, y)\n",
"\n",
"print('Original dataset shape:', Counter(y))\n",
"print('Resample dataset shape:', Counter(y_nm))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 8. Change the performance metric"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ROCAUC score: 0.9439290867862297\n",
"Accuracy score: 0.9441624365482234\n",
"F1 score: 0.9411764705882354\n"
]
}
],
"source": [
"x_train1, x_test1, y_train1, y_test1 = train_test_split(x_nm, y_nm, test_size =0.20, random_state=42)\n",
"\n",
"m = XGBClassifier()\n",
"m.fit(x_train1, y_train1)\n",
"predict_y = m.predict(x_test1)\n",
"\n",
"print('ROCAUC score:',roc_auc_score(y_test1, predict_y))\n",
"print('Accuracy score:',accuracy_score(y_test1, predict_y))\n",
"print('F1 score:',f1_score(y_test1, predict_y))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 9. penalize algorithm (cost-sensitive training)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"# load library\n",
"from sklearn.svm import SVC\n",
"\n",
"# we can add class_weight='balanced' to add panalize mistake\n",
"svc_model = SVC(class_weight='balanced', probability=True)\n",
"\n",
"svc_model.fit(x_train, y_train)\n",
"\n",
"svc_predict = svc_model.predict(x_test)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ROCAUC score: 0.5863636363636364\n",
"Accuracy score: 0.46919431279620855\n",
"F1 score: 0.12347826086956522\n"
]
}
],
"source": [
"# check performance\n",
"\n",
"print('ROCAUC score:',roc_auc_score(y_test, svc_predict))\n",
"print('Accuracy score:',accuracy_score(y_test, svc_predict))\n",
"print('F1 score:',f1_score(y_test, svc_predict))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 10. Tree based algorithm"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"# load library\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"\n",
"rfc = RandomForestClassifier()\n",
"\n",
"# fit the predictor and target\n",
"rfc.fit(x_train, y_train)\n",
"\n",
"# predict\n",
"rfc_predict = rfc.predict(x_test)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ROCAUC score: 0.9189141414141413\n",
"Accuracy score: 0.9910479199578726\n",
"F1 score: 0.907103825136612\n"
]
}
],
"source": [
"# check performance\n",
"\n",
"print('ROCAUC score:',roc_auc_score(y_test, rfc_predict))\n",
"print('Accuracy score:',accuracy_score(y_test, rfc_predict))\n",
"print('F1 score:',f1_score(y_test, rfc_predict))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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