{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Gradient boosting classification"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"We use a classification model to predict which customers will default on their credit card debt. \n",
"\n",
"## Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The credit data is a simulated data set containing information on ten thousand customers (taken from {cite:t}`James2021`). The aim here is to use a classification model to predict which customers will default on their credit card debt (i.e., failure to repay a debt):\n",
"\n",
"- default: A categorical variable with levels No and Yes indicating whether the customer defaulted on their debt \n",
"- student: A categorical variable with levels No and Yes indicating whether the customer is a student\n",
"- balance: The average balance that the customer has remaining on their credit card after making their monthly payment\n",
"- income: Income of customer"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Import data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv('https://raw.githubusercontent.com/kirenz/classification/main/_static/data/Default.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Inspect data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" default \n",
" student \n",
" balance \n",
" income \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" No \n",
" No \n",
" 729.526495 \n",
" 44361.625074 \n",
" \n",
" \n",
" 1 \n",
" No \n",
" Yes \n",
" 817.180407 \n",
" 12106.134700 \n",
" \n",
" \n",
" 2 \n",
" No \n",
" No \n",
" 1073.549164 \n",
" 31767.138947 \n",
" \n",
" \n",
" 3 \n",
" No \n",
" No \n",
" 529.250605 \n",
" 35704.493935 \n",
" \n",
" \n",
" 4 \n",
" No \n",
" No \n",
" 785.655883 \n",
" 38463.495879 \n",
" \n",
" \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" \n",
" \n",
" 9995 \n",
" No \n",
" No \n",
" 711.555020 \n",
" 52992.378914 \n",
" \n",
" \n",
" 9996 \n",
" No \n",
" No \n",
" 757.962918 \n",
" 19660.721768 \n",
" \n",
" \n",
" 9997 \n",
" No \n",
" No \n",
" 845.411989 \n",
" 58636.156984 \n",
" \n",
" \n",
" 9998 \n",
" No \n",
" No \n",
" 1569.009053 \n",
" 36669.112365 \n",
" \n",
" \n",
" 9999 \n",
" No \n",
" Yes \n",
" 200.922183 \n",
" 16862.952321 \n",
" \n",
" \n",
"
\n",
"
10000 rows × 4 columns
\n",
"
"
],
"text/plain": [
" default student balance income\n",
"0 No No 729.526495 44361.625074\n",
"1 No Yes 817.180407 12106.134700\n",
"2 No No 1073.549164 31767.138947\n",
"3 No No 529.250605 35704.493935\n",
"4 No No 785.655883 38463.495879\n",
"... ... ... ... ...\n",
"9995 No No 711.555020 52992.378914\n",
"9996 No No 757.962918 19660.721768\n",
"9997 No No 845.411989 58636.156984\n",
"9998 No No 1569.009053 36669.112365\n",
"9999 No Yes 200.922183 16862.952321\n",
"\n",
"[10000 rows x 4 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 10000 entries, 0 to 9999\n",
"Data columns (total 4 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 default 10000 non-null object \n",
" 1 student 10000 non-null object \n",
" 2 balance 10000 non-null float64\n",
" 3 income 10000 non-null float64\n",
"dtypes: float64(2), object(2)\n",
"memory usage: 312.6+ KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"default 0\n",
"student 0\n",
"balance 0\n",
"income 0\n",
"dtype: int64\n"
]
}
],
"source": [
"# check for missing values\n",
"print(df.isnull().sum())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data preparation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Categorical data\n",
"\n",
"First, we convert categorical data into indicator variables: "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" default_Yes \n",
" student_Yes \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0.0 \n",
" 0.0 \n",
" \n",
" \n",
" 1 \n",
" 0.0 \n",
" 1.0 \n",
" \n",
" \n",
" 2 \n",
" 0.0 \n",
" 0.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" default_Yes student_Yes\n",
"0 0.0 0.0\n",
"1 0.0 1.0\n",
"2 0.0 0.0"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dummies = pd.get_dummies(df[['default', 'student']], drop_first=True, dtype=float)\n",
"dummies.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" balance \n",
" income \n",
" default_Yes \n",
" student_Yes \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 729.526495 \n",
" 44361.625074 \n",
" 0.0 \n",
" 0.0 \n",
" \n",
" \n",
" 1 \n",
" 817.180407 \n",
" 12106.134700 \n",
" 0.0 \n",
" 1.0 \n",
" \n",
" \n",
" 2 \n",
" 1073.549164 \n",
" 31767.138947 \n",
" 0.0 \n",
" 0.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" balance income default_Yes student_Yes\n",
"0 729.526495 44361.625074 0.0 0.0\n",
"1 817.180407 12106.134700 0.0 1.0\n",
"2 1073.549164 31767.138947 0.0 0.0"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# combine data and drop original categorical variables\n",
"df = pd.concat([df, dummies], axis=1).drop(columns = ['default', 'student'])\n",
"df.head(3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Label and features "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we create our y label and features:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"y = df['default_Yes']\n",
"X = df.drop(columns = 'default_Yes')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Train test split"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state = 1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data exploration"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create data for exploratory data analysis."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"train_dataset = pd.DataFrame(X_train.copy())\n",
"train_dataset['default_Yes'] = pd.DataFrame(y_train)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"\n",
"sns.pairplot(train_dataset, hue='default_Yes');"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Model"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.ensemble import GradientBoostingClassifier\n",
"\n",
"clf = GradientBoostingClassifier(n_estimators=100, \n",
" learning_rate=1.0,\n",
" max_depth=1, \n",
" random_state=0).fit(X_train, y_train)\n",
"\n",
" \n",
"y_pred = clf.fit(X_train, y_train).predict(X_test)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9696666666666667"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Return the mean accuracy on the given test data and labels:\n",
"clf.score(X_test, y_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Confusion matrix"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
"import matplotlib.pyplot as plt\n",
"\n",
"cm = confusion_matrix(y_test, y_pred)\n",
"\n",
"disp = ConfusionMatrixDisplay(confusion_matrix=cm,\n",
" display_labels=clf.classes_)\n",
"disp.plot()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Classification report"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" No 0.97 1.00 0.98 2909\n",
" Yes 0.00 0.00 0.00 91\n",
"\n",
" accuracy 0.97 3000\n",
" macro avg 0.48 0.50 0.49 3000\n",
"weighted avg 0.94 0.97 0.95 3000\n",
"\n"
]
}
],
"source": [
"from sklearn.metrics import classification_report\n",
"\n",
"print(classification_report(y_test, y_pred, target_names=['No', 'Yes'], zero_division=0))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Change threshold"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use specific threshold"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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DqxR5UbmyswK19NH2ShxWpISBZ/+DDQ61aejvftKLj8cotE2lQlpXafnfYtTx0jPqdc3//hPe+HKELutTqqDgswnHS3+L0V0P/6hW1qrqgQFe9taLEXpgUY6+/jJIWenBuvH3xxV5UYXee6Xm/4/Q+PAUT+e8lkT4+/srISFBW7Zs0c0332zfv2XLFt100001npOYmKh33nnHYd/mzZvVp08f+fn51Wu8zdm7qyIkSQ/c2tlh/4wFhzVk7E+SpJ+O+mnZnIt04pivwiIrNfi3P2lc8lGH8ZPn/CAfH0NPTu6o8tMtdOXVJ/X4qu/l87N5EwcyW2r136N1prSF2l9SpmlP52jw/xXW7wcE3LTt7TYKaVOl2+8/qrDISh06EKi//D5e+T+wJBnNg8Uwfjkt6MJZt26dkpKStHTpUiUmJurFF1/U8uXLtW/fPsXFxWnWrFn64Ycf9Morr0g6u8Sze/fuuueeezRp0iTt3LlTkydP1muvvaZbb721Vu9ZXFwsq9Wqwq87KTTE690coF4MjbnS2yEA9abSqNBWbVRRUZFCQ0Pr5T3O/ay4ecsf5BfsflJYUVqu9TesrNdYvcmrs3/Gjh2r48eP669//atyc3PVvXt3bdq0SXFxcZKk3Nxch3tGxMfHa9OmTbr//vv1/PPPKyYmRosWLap1AgEAgCtoZzjn9SnEU6ZM0ZQpU2o8lpqaWm3fgAED9Pnnn9dzVAAA4Hy8nkQAANBQefr8i6a+xJMkAgAAE7QznGNmIQAAcAuVCAAATFCJcI4kAgAAEyQRztHOAAAAbqESAQCACSoRzpFEAABgwpBnyzSb+lPhSSIAADBBJcI55kQAAAC3UIkAAMAElQjnSCIAADBBEuEc7QwAABqIlJQUXXXVVQoJCVFkZKRGjx6tAwcOOIwxDENz5sxRTEyMgoKCNHDgQO3bt89hTFlZmaZOnaqIiAgFBwdr1KhROnLkiMOYwsJCJSUlyWq1ymq1KikpSSdOnHApXpIIAABMnKtEeLK5Ytu2bbr33nu1a9cubdmyRZWVlRoyZIhKS0vtY55++mnNnz9fixcv1meffabo6GjdcMMNOnnypH1McnKy1q9fr9dff13bt29XSUmJRowYoaqqKvuYcePGKTMzU2lpaUpLS1NmZqaSkpJcitdiGEZTX4HioLi4WFarVYVfd1JoCDkUmqahMVd6OwSg3lQaFdqqjSoqKlJoaGi9vMe5nxW/3niffIMD3L5OZWmZPrlpsduxFhQUKDIyUtu2bdO1114rwzAUExOj5ORkPfTQQ5LOVh2ioqI0b9483XPPPSoqKlLbtm21evVqjR07VpL0448/KjY2Vps2bdLQoUOVlZWlyy67TLt27VLfvn0lSbt27VJiYqL+85//qGvXrrWKj5+iAADUs+LiYoetrKysVucVFRVJksLCwiRJ2dnZysvL05AhQ+xjAgICNGDAAO3YsUOSlJGRoYqKCocxMTEx6t69u33Mzp07ZbVa7QmEJPXr109Wq9U+pjZIIgAAMGGTxeNNkmJjY+1zD6xWq1JSUs773oZhaPr06br66qvVvXt3SVJeXp4kKSoqymFsVFSU/VheXp78/f3Vpk0bp2MiIyOrvWdkZKR9TG2wOgMAABN1tTojJyfHoZ0REHD+Fsl9992nL7/8Utu3b692zGJxjMkwjGr7fumXY2oaX5vr/ByVCAAA6lloaKjDdr4kYurUqXr77bf14Ycfqn379vb90dHRklStWpCfn2+vTkRHR6u8vFyFhYVOxxw9erTa+xYUFFSrcjhDEgEAgAnDsHi8ufZ+hu677z699dZb+uCDDxQfH+9wPD4+XtHR0dqyZYt9X3l5ubZt26b+/ftLkhISEuTn5+cwJjc3V3v37rWPSUxMVFFRkT799FP7mN27d6uoqMg+pjZoZwAAYOJC32zq3nvv1dq1a7Vx40aFhITYKw5Wq1VBQUGyWCxKTk7W3Llz1blzZ3Xu3Flz585Vy5YtNW7cOPvYCRMmaMaMGQoPD1dYWJhmzpypHj16aPDgwZKkbt26adiwYZo0aZKWLVsmSbr77rs1YsSIWq/MkEgiAAAw5U414Zfnu2LJkiWSpIEDBzrsX7lype68805J0oMPPqjTp09rypQpKiwsVN++fbV582aFhITYxy9YsEC+vr4aM2aMTp8+rUGDBik1NVU+Pj72MWvWrNG0adPsqzhGjRqlxYsXuxQv94kAmiDuE4Gm7ELeJyLhzfs9vk9Exq0L6jVWb6ISAQCACcPDdoYnVYzGgCQCAAAThiRP6vVNvdRPPR8AALiFSgQAACZsssgiD1ZneHBuY0ASAQCAiQu9OqOxoZ0BAADcQiUCAAATNsMiywW82VRjQxIBAIAJw/BwdUYTX55BOwMAALiFSgQAACaYWOkcSQQAACZIIpwjiQAAwAQTK51jTgQAAHALlQgAAEywOsM5kggAAEycTSI8mRNRh8E0QLQzAACAW6hEAABggtUZzpFEAABgwvjv5sn5TRntDAAA4BYqEQAAmKCd4RxJBAAAZuhnOEUSAQCAGQ8rEWrilQjmRAAAALdQiQAAwAR3rHSOJAIAABNMrHSOdgYAAHALlQgAAMwYFs8mRzbxSgRJBAAAJpgT4RztDAAA4BYqEQAAmOFmU06RRAAAYILVGc7VKolYtGhRrS84bdo0t4MBAACNR62SiAULFtTqYhaLhSQCANC0NPGWhCdqlURkZ2fXdxwAADQ4tDOcc3t1Rnl5uQ4cOKDKysq6jAcAgIbDqIOtCXM5iTh16pQmTJigli1b6vLLL9fhw4clnZ0L8dRTT9V5gAAAoGFyOYmYNWuWvvjiC23dulWBgYH2/YMHD9a6devqNDgAALzLUgdb0+XyEs8NGzZo3bp16tevnyyW//3lXHbZZfruu+/qNDgAALyK+0Q45XIloqCgQJGRkdX2l5aWOiQVAACgaXM5ibjqqqv03nvv2V+fSxyWL1+uxMTEuosMAABvY2KlUy63M1JSUjRs2DDt379flZWVevbZZ7Vv3z7t3LlT27Ztq48YAQDwDp7i6ZTLlYj+/fvrk08+0alTp3TxxRdr8+bNioqK0s6dO5WQkFAfMQIAgAbIrWdn9OjRQ6tWrarrWAAAaFB4FLhzbiURVVVVWr9+vbKysmSxWNStWzfddNNN8vXleV4AgCaE1RlOufxTf+/evbrpppuUl5enrl27SpK+/vprtW3bVm+//bZ69OhR50ECAICGx+U5ERMnTtTll1+uI0eO6PPPP9fnn3+unJwcXXHFFbr77rvrI0YAALzj3MRKT7YmzOVKxBdffKH09HS1adPGvq9NmzZ68sknddVVV9VpcAAAeJPFOLt5cn5T5nIlomvXrjp69Gi1/fn5+brkkkvqJCgAABoE7hPhVK2SiOLiYvs2d+5cTZs2Tf/4xz905MgRHTlyRP/4xz+UnJysefPm1Xe8AACggahVO6N169YOt7Q2DENjxoyx7zP+u4Zl5MiRqqqqqocwAQDwAm425VStkogPP/ywvuMAAKDhYYmnU7VKIgYMGFDfcQAAgEbG7btDnTp1SocPH1Z5ebnD/iuuuMLjoAAAaBCoRDjl1qPAR4wYoZCQEF1++eXq1auXwwYAQJPhhdUZH330kUaOHKmYmBhZLBZt2LDB4fidd94pi8XisPXr189hTFlZmaZOnaqIiAgFBwdr1KhROnLkiMOYwsJCJSUlyWq1ymq1KikpSSdOnHApVpeTiOTkZBUWFmrXrl0KCgpSWlqaVq1apc6dO+vtt9929XIAAOBnSktL1bNnTy1evNh0zLBhw5Sbm2vfNm3a5HA8OTlZ69ev1+uvv67t27erpKREI0aMcFj8MG7cOGVmZiotLU1paWnKzMxUUlKSS7G63M744IMPtHHjRl111VVq0aKF4uLidMMNNyg0NFQpKSn6zW9+4+olAQBomOpodUZxcbHD7oCAAAUEBNR4yvDhwzV8+HCnlw0ICFB0dHSNx4qKirRixQqtXr1agwcPliS9+uqrio2N1fvvv6+hQ4cqKytLaWlp2rVrl/r27StJWr58uRITE3XgwAH7Yy3Ox+VKRGlpqSIjIyVJYWFhKigokHT2yZ6ff/65q5cDAKDBOnfHSk82SYqNjbW3DaxWq1JSUjyKa+vWrYqMjFSXLl00adIk5efn249lZGSooqJCQ4YMse+LiYlR9+7dtWPHDknSzp07ZbVa7QmEJPXr109Wq9U+pjZcrkR07dpVBw4cUMeOHXXllVdq2bJl6tixo5YuXap27dq5ejkAAJq8nJwchYaG2l+bVSFqY/jw4frtb3+ruLg4ZWdn65FHHtH111+vjIwMBQQEKC8vT/7+/g6Pp5CkqKgo5eXlSZLy8vLsBYGfi4yMtI+pDZeTiOTkZOXm5kqSHnvsMQ0dOlRr1qyRv7+/UlNTXb0cAAANVx2tzggNDXVIIjwxduxY+5+7d++uPn36KC4uTu+9955uueUW81AMw+HGkT//s9mY83E5ibj99tvtf+7Vq5cOHjyo//znP+rQoYMiIiJcvRwAAPBAu3btFBcXp2+++UaSFB0drfLychUWFjpUI/Lz89W/f3/7mJqeg1VQUKCoqKhav7fLcyJ+qWXLlurduzcJBACgybHIwzkRFyDG48ePKycnxz6lICEhQX5+ftqyZYt9TG5urvbu3WtPIhITE1VUVKRPP/3UPmb37t0qKiqyj6mNWlUipk+fXusLzp8/v9ZjAQCAo5KSEn377bf219nZ2crMzFRYWJjCwsI0Z84c3XrrrWrXrp0OHjyohx9+WBEREbr55pslSVarVRMmTNCMGTMUHh6usLAwzZw5Uz169LCv1ujWrZuGDRumSZMmadmyZZKku+++WyNGjKj1ygyplknEnj17anUxV/oo3nZrr77ytfh7OwygnpR6OwCgafDCA7jS09N13XXX2V+f+0V+/PjxWrJkib766iu98sorOnHihNq1a6frrrtO69atU0hIiP2cBQsWyNfXV2PGjNHp06c1aNAgpaamysfHxz5mzZo1mjZtmn0Vx6hRo5zem6ImFuPcIzibieLiYlmtVl0f/DuSCDRZtlKSCDRdlUaFtmqjioqK6myy4i+d+1kRl/KkWgQGun0d25kzOjRrdr3G6k0ez4kAAADNk9sP4AIAoMnjAVxOkUQAAGDi53eddPf8pox2BgAAcAuVCAAAzNDOcMqtSsTq1av161//WjExMTp06JAkaeHChdq4cWOdBgcAgFcZdbA1YS4nEUuWLNH06dN144036sSJE/Znk7du3VoLFy6s6/gAAEAD5XIS8dxzz2n58uWaPXu2w00r+vTpo6+++qpOgwMAwJvq6lHgTZXLcyKys7PVq1evavsDAgJUyg1uAABNiRfuWNmYuFyJiI+PV2ZmZrX9//znP3XZZZfVRUwAADQMzIlwyuVKxAMPPKB7771XZ86ckWEY+vTTT/Xaa68pJSVFL730Un3ECAAAGiCXk4g//OEPqqys1IMPPqhTp05p3Lhxuuiii/Tss8/qtttuq48YAQDwCm425Zxb94mYNGmSJk2apGPHjslmsykyMrKu4wIAwPu4T4RTHt1sKiIioq7iAAAAjYzLSUR8fLwsFvPZpt9//71HAQEA0GB4ukyTSoSj5ORkh9cVFRXas2eP0tLS9MADD9RVXAAAeB/tDKdcTiL+9Kc/1bj/+eefV3p6uscBAQCAxqHOnuI5fPhwvfnmm3V1OQAAvI/7RDhVZ0/x/Mc//qGwsLC6uhwAAF7HEk/nXE4ievXq5TCx0jAM5eXlqaCgQC+88EKdBgcAABoul5OI0aNHO7xu0aKF2rZtq4EDB+rSSy+tq7gAAEAD51ISUVlZqY4dO2ro0KGKjo6ur5gAAGgYWJ3hlEsTK319ffXHP/5RZWVl9RUPAAANBo8Cd87l1Rl9+/bVnj176iMWAADQiLg8J2LKlCmaMWOGjhw5ooSEBAUHBzscv+KKK+osOAAAvK6JVxM8Uesk4q677tLChQs1duxYSdK0adPsxywWiwzDkMViUVVVVd1HCQCANzAnwqlaJxGrVq3SU089pezs7PqMBwAANBK1TiIM42w6FRcXV2/BAADQkHCzKedcmhPh7OmdAAA0ObQznHIpiejSpct5E4mffvrJo4AAAEDj4FIS8fjjj8tqtdZXLAAANCi0M5xzKYm47bbbFBkZWV+xAADQsNDOcKrWN5tiPgQAAPg5l1dnAADQbFCJcKrWSYTNZqvPOAAAaHCYE+Gcy7e9BgCg2aAS4ZTLD+ACAACQqEQAAGCOSoRTJBEAAJhgToRztDMAAIBbqEQAAGCGdoZTJBEAAJigneEc7QwAAOAWKhEAAJihneEUSQQAAGZIIpyinQEAANxCJQIAABOW/26enN+UkUQAAGCGdoZTJBEAAJhgiadzzIkAAABuoRIBAIAZ2hlOkUQAAOBME08EPEE7AwCABuSjjz7SyJEjFRMTI4vFog0bNjgcNwxDc+bMUUxMjIKCgjRw4EDt27fPYUxZWZmmTp2qiIgIBQcHa9SoUTpy5IjDmMLCQiUlJclqtcpqtSopKUknTpxwKVaSCAAATJybWOnJ5qrS0lL17NlTixcvrvH4008/rfnz52vx4sX67LPPFB0drRtuuEEnT560j0lOTtb69ev1+uuva/v27SopKdGIESNUVVVlHzNu3DhlZmYqLS1NaWlpyszMVFJSkkux0s4AAMCMF+ZEDB8+XMOHD6/5coahhQsXavbs2brlllskSatWrVJUVJTWrl2re+65R0VFRVqxYoVWr16twYMHS5JeffVVxcbG6v3339fQoUOVlZWltLQ07dq1S3379pUkLV++XImJiTpw4IC6du1aq1ipRAAAUM+Ki4sdtrKyMreuk52drby8PA0ZMsS+LyAgQAMGDNCOHTskSRkZGaqoqHAYExMTo+7du9vH7Ny5U1ar1Z5ASFK/fv1ktVrtY2qDJAIAABN11c6IjY21zz2wWq1KSUlxK568vDxJUlRUlMP+qKgo+7G8vDz5+/urTZs2TsdERkZWu35kZKR9TG3QzgAAwEwdtTNycnIUGhpq3x0QEOBRWBaL4w21DcOotq9aKL8YU9P42lzn56hEAABQz0JDQx02d5OI6OhoSapWLcjPz7dXJ6Kjo1VeXq7CwkKnY44ePVrt+gUFBdWqHM6QRAAAYMIbqzOciY+PV3R0tLZs2WLfV15erm3btql///6SpISEBPn5+TmMyc3N1d69e+1jEhMTVVRUpE8//dQ+Zvfu3SoqKrKPqQ3aGQAAmPHC6oySkhJ9++239tfZ2dnKzMxUWFiYOnTooOTkZM2dO1edO3dW586dNXfuXLVs2VLjxo2TJFmtVk2YMEEzZsxQeHi4wsLCNHPmTPXo0cO+WqNbt24aNmyYJk2apGXLlkmS7r77bo0YMaLWKzMkkggAAMx5IYlIT0/XddddZ389ffp0SdL48eOVmpqqBx98UKdPn9aUKVNUWFiovn37avPmzQoJCbGfs2DBAvn6+mrMmDE6ffq0Bg0apNTUVPn4+NjHrFmzRtOmTbOv4hg1apTpvSnMWAzDaFY39CwuLpbVatX1wb+Tr8Xf2+EA9cJWWurtEIB6U2lUaKs2qqioyGGyYl0697Piijvnysc/0O3rVJWf0ZepD9drrN5EJQIAABM8Ctw5kggAAMzwFE+nWJ0BAADcQiUCAAATFsOQxYOpg56c2xiQRAAAYIZ2hlO0MwAAgFuoRAAAYILVGc6RRAAAYIZ2hlO0MwAAgFuoRAAAYIJ2hnMkEQAAmKGd4RRJBAAAJqhEOMecCAAA4BYqEQAAmKGd4RRJBAAATjT1loQnaGcAAAC3UIkAAMCMYZzdPDm/CSOJAADABKsznKOdAQAA3EIlAgAAM6zOcIokAgAAExbb2c2T85sy2hkAAMAtVCJQZ4KCq3RH8mEl3nBcrcMr9d3+YC17oqO+/ipEktR/yHHdeNtRXXJ5iaxhlbp3VE99nxXs5agBz4wYf0y//WOBwiIrdOjrQC19NEZ7P23l7bBQV2hnOEUlAnXmT09+q16/PqFnHuisP/6mpz7fbtXcVfsVHlUmSQoMqtL+z0O08pk4L0cK1I0Bowo1+fEf9dqiSE0Z0kV7dwfriTXZantRubdDQx05tzrDk60p82oS8dFHH2nkyJGKiYmRxWLRhg0bznvOtm3blJCQoMDAQHXq1ElLly6t/0BxXv4BVbp66HGteDpOez+zKvdwkNY810F5RwL0m3FHJUkfbIzU2sWx2rPD6uVogbpxy93H9K/XwpS2Nlw53wZq6WMXqeBHP42447i3Q0NdOXefCE+2JsyrSURpaal69uypxYsX12p8dna2brzxRl1zzTXas2ePHn74YU2bNk1vvvlmPUeK8/HxPbtVlDl+pcrPtNDlCcVeigqoP75+NnW+4pQytoU47M/YFqLL+pR6KSrgwvLqnIjhw4dr+PDhtR6/dOlSdejQQQsXLpQkdevWTenp6XrmmWd066231nhOWVmZysrK7K+Li/mBVh9Ol/po/+ch+t29R3T4u5Y6ccxPA0YcU9eeJfrxYKC3wwPqXGhYlXx8pRPHHP8bPVHgqzaRlV6KCnWNm00516jmROzcuVNDhgxx2Dd06FClp6eroqKixnNSUlJktVrtW2xs7IUItVl65oHOslikNZ+k6+19O3XTHbna+k6EbDaLt0MD6s0vq9UWi5r8ZLpmxaiDrQlrVElEXl6eoqKiHPZFRUWpsrJSx44dq/GcWbNmqaioyL7l5ORciFCbpdzDgXrw9u4afUVfJV3bR8n/d4V8fA3lHQnwdmhAnSv+yUdVlVKbto5VB2tEpQoLWPiG5qFRJRGSZLE4/lZr/PfXgF/uPycgIEChoaEOG+pX2WkfFRb4q1VopRKuOaFd74d5OySgzlVWtNA3X7ZU72tPOuzvfe1J7U9n6XJTweoM5xpVuhwdHa28vDyHffn5+fL19VV4eLiXosI5va8ulMUiHckOUkzcGU146KCOZAdp85uRkqRW1gpFxpQrPPLs8rf28aclSYUFfio85u+1uAF3vfVihB5YlKOvvwxSVnqwbvz9cUVeVKH3XuH/oyaDp3g61aiSiMTERL3zzjsO+zZv3qw+ffrIz8/PS1HhnOCQKv1h5iFFRJfr5Alfbf9XuFbN76CqyrMFr36DCjVj3rf28bOe/VqS9Oqi9lrzXAevxAx4YtvbbRTSpkq3339UYZGVOnQgUH/5fbzyfyApRvPg1SSipKRE3377vx8q2dnZyszMVFhYmDp06KBZs2bphx9+0CuvvCJJmjx5shYvXqzp06dr0qRJ2rlzp1asWKHXXnvNWx8BP/PxPyP08T8jTI+//1ak3n8r8gJGBNS/d1dF6N1V5t97NG6sznDOq0lEenq6rrvuOvvr6dOnS5LGjx+v1NRU5ebm6vDhw/bj8fHx2rRpk+6//349//zziomJ0aJFi0yXdwIA4BFue+2UV5OIgQMH2idG1iQ1NbXavgEDBujzzz+vx6gAAEBtNKo5EQAAXEi0M5wjiQAAwIzNOLt5cn4TRhIBAIAZ5kQ41ehuNgUAABoGKhEAAJiwyMM5EXUWScNEEgEAgBnuWOkU7QwAAOAWKhEAAJhgiadzJBEAAJhhdYZTtDMAAIBbqEQAAGDCYhiyeDA50pNzGwOSCAAAzNj+u3lyfhNGOwMAALiFSgQAACZoZzhHEgEAgBlWZzhFEgEAgBnuWOkUcyIAAIBbqEQAAGCCO1Y6RyUCAAAz59oZnmwumDNnjiwWi8MWHR39s3AMzZkzRzExMQoKCtLAgQO1b98+h2uUlZVp6tSpioiIUHBwsEaNGqUjR47UyV/HL5FEAADQgFx++eXKzc21b1999ZX92NNPP6358+dr8eLF+uyzzxQdHa0bbrhBJ0+etI9JTk7W+vXr9frrr2v79u0qKSnRiBEjVFVVVeex0s4AAMCExXZ28+R8SSouLnbYHxAQoICAgBrP8fX1dag+nGMYhhYuXKjZs2frlltukSStWrVKUVFRWrt2re655x4VFRVpxYoVWr16tQYPHixJevXVVxUbG6v3339fQ4cOdf/D1IBKBAAAZuqonREbGyur1WrfUlJSTN/ym2++UUxMjOLj43Xbbbfp+++/lyRlZ2crLy9PQ4YMsY8NCAjQgAEDtGPHDklSRkaGKioqHMbExMSoe/fu9jF1iUoEAAD1LCcnR6GhofbXZlWIvn376pVXXlGXLl109OhRPfHEE+rfv7/27dunvLw8SVJUVJTDOVFRUTp06JAkKS8vT/7+/mrTpk21MefOr0skEQAAmKmjm02FhoY6JBFmhg8fbv9zjx49lJiYqIsvvlirVq1Sv379JEkWi8XxLQyj2r5qYdRijDtoZwAAYOLcba892TwRHBysHj166JtvvrHPk/hlRSE/P99enYiOjlZ5ebkKCwtNx9QlkggAABqosrIyZWVlqV27doqPj1d0dLS2bNliP15eXq5t27apf//+kqSEhAT5+fk5jMnNzdXevXvtY+oS7QwAAMxc4Ntez5w5UyNHjlSHDh2Un5+vJ554QsXFxRo/frwsFouSk5M1d+5cde7cWZ07d9bcuXPVsmVLjRs3TpJktVo1YcIEzZgxQ+Hh4QoLC9PMmTPVo0cP+2qNukQSAQCAGUOSB0s8XZ1PceTIEf3ud7/TsWPH1LZtW/Xr10+7du1SXFycJOnBBx/U6dOnNWXKFBUWFqpv377avHmzQkJC7NdYsGCBfH19NWbMGJ0+fVqDBg1SamqqfHx8PPggNbMYRhN/OsgvFBcXy2q16vrg38nX4u/tcIB6YSst9XYIQL2pNCq0VRtVVFRUq8mK7rD/rOj1Z/n6BLp9ncqqM/pgz1P1Gqs3MScCAAC4hXYGAABmDHk4J6LOImmQSCIAADBzgSdWNja0MwAAgFuoRAAAYMYmyZMbPXqysqMRIIkAAMCEp3ed9PSOlQ0d7QwAAOAWKhEAAJhhYqVTJBEAAJghiXCKdgYAAHALlQgAAMxQiXCKJAIAADMs8XSKJAIAABMs8XSOOREAAMAtVCIAADDDnAinSCIAADBjMySLB4mArWknEbQzAACAW6hEAABghnaGUyQRAACY8jCJUNNOImhnAAAAt1CJAADADO0Mp0giAAAwYzPkUUuC1RkAAADVUYkAAMCMYTu7eXJ+E0YSAQCAGeZEOEUSAQCAGeZEOMWcCAAA4BYqEQAAmKGd4RRJBAAAZgx5mETUWSQNEu0MAADgFioRAACYoZ3hFEkEAABmbDZJHtzrwda07xNBOwMAALiFSgQAAGZoZzhFEgEAgBmSCKdoZwAAALdQiQAAwAy3vXaKJAIAABOGYZPhwZM4PTm3MSCJAADAjGF4Vk1gTgQAAEB1VCIAADBjeDgnoolXIkgiAAAwY7NJFg/mNTTxORG0MwAAgFuoRAAAYIZ2hlMkEQAAmDBsNhketDOa+hJP2hkAAMAtVCIAADBDO8MpkggAAMzYDMlCEmGGdgYAAHALlQgAAMwYhiRP7hPRtCsRJBEAAJgwbIYMD9oZBkkEAADNlGGTZ5UIlngCAIAL6IUXXlB8fLwCAwOVkJCgjz/+2Nsh1YgkAgAAE4bN8Hhz1bp165ScnKzZs2drz549uuaaazR8+HAdPny4Hj6hZ0giAAAwY9g831w0f/58TZgwQRMnTlS3bt20cOFCxcbGasmSJfXwAT3T7OZEnJvkUmlUeDkSoP7Y+H6jCavU2e/3hZi0WKkKj+41dS7W4uJih/0BAQEKCAioNr68vFwZGRn685//7LB/yJAh2rFjh/uB1JNml0ScPHlSkvTRqX94ORIAgCdOnjwpq9VaL9f29/dXdHS0tudt8vharVq1UmxsrMO+xx57THPmzKk29tixY6qqqlJUVJTD/qioKOXl5XkcS11rdklETEyMcnJyFBISIovF4u1wmoXi4mLFxsYqJydHoaGh3g4HqHN8xy8swzB08uRJxcTE1Nt7BAYGKjs7W+Xl5R5fyzCMaj9vaqpC/Nwvx9d0jYag2SURLVq0UPv27b0dRrMUGhrKf7Bo0viOXzj1VYH4ucDAQAUGBtb7+/xcRESEfHx8qlUd8vPzq1UnGgImVgIA0ED4+/srISFBW7Zscdi/ZcsW9e/f30tRmWt2lQgAABqy6dOnKykpSX369FFiYqJefPFFHT58WJMnT/Z2aNWQRKDeBQQE6LHHHjtvDxBorPiOoy6NHTtWx48f11//+lfl5uaqe/fu2rRpk+Li4rwdWjUWo6nf2BsAANQL5kQAAAC3kEQAAAC3kEQAAAC3kEQAAAC3kESgTrj62Npt27YpISFBgYGB6tSpk5YuXXqBIgVc89FHH2nkyJGKiYmRxWLRhg0bznsO3280FyQR8Jirj63Nzs7WjTfeqGuuuUZ79uzRww8/rGnTpunNN9+8wJED51daWqqePXtq8eLFtRrP9xvNCUs84bG+ffuqd+/eDo+p7datm0aPHq2UlJRq4x966CG9/fbbysrKsu+bPHmyvvjiC+3cufOCxAy4w2KxaP369Ro9erTpGL7faE6oRMAj5x5bO2TIEIf9zh5bu3Pnzmrjhw4dqvT0dFVU8AhrNG58v9GckETAI+48tjYvL6/G8ZWVlTp27Fi9xQpcCHy/0ZyQRKBOuPrY2prG17QfaIz4fqO5IImAR9x5bG10dHSN4319fRUeHl5vsQIXAt9vNCckEfCIO4+tTUxMrDZ+8+bN6tOnj/z8/OotVuBC4PuN5oQkAh6bPn26XnrpJb388svKysrS/fff7/DY2lmzZumOO+6wj588ebIOHTqk6dOnKysrSy+//LJWrFihmTNneusjAKZKSkqUmZmpzMxMSWeXcGZmZtqXMPP9RrNmAHXg+eefN+Li4gx/f3+jd+/exrZt2+zHxo8fbwwYMMBh/NatW41evXoZ/v7+RseOHY0lS5Zc4IiB2vnwww8NSdW28ePHG4bB9xvNG/eJAAAAbqGdAQAA3EISAQAA3EISAQAA3EISAQAA3EISAQAA3EISAQAA3EISAQAA3EISAQAA3EISAXjBnDlzdOWVV9pf33nnnRo9evQFj+PgwYOyWCz2WzrXpGPHjlq4cGGtr5mamqrWrVt7HJvFYtGGDRs8vg6A+kMSAfzXnXfeKYvFIovFIj8/P3Xq1EkzZ85UaWlpvb/3s88+q9TU1FqNrc0PfgC4EHy9HQDQkAwbNkwrV65URUWFPv74Y02cOFGlpaVasmRJtbEVFRV19lRGq9VaJ9cBgAuJSgTwMwEBAYqOjlZsbKzGjRun22+/3V5SP9eCePnll9WpUycFBATIMAwVFRXp7rvvVmRkpEJDQ3X99dfriy++cLjuU089paioKIWEhGjChAk6c+aMw/FftjNsNpvmzZunSy65RAEBAerQoYOefPJJSVJ8fLwkqVevXrJYLBo4cKD9vJUrV6pbt24KDAzUpZdeqhdeeMHhfT799FP16tVLgYGB6tOnj/bs2ePy39H8+fPVo0cPBQcHKzY2VlOmTFFJSUm1cRs2bFCXLl0UGBioG264QTk5OQ7H33nnHSUkJCgwMFCdOnXS448/rsrKSpfjAeA9JBGAE0FBQaqoqLC//vbbb/XGG2/ozTfftLcTfvOb3ygvL0+bNm1SRkaGevfurUGDBumnn36SJL3xxht67LHH9OSTTyo9PV3t2rWr9sP9l2bNmqV58+bpkUce0f79+7V27VpFRUVJOpsISNL777+v3NxcvfXWW5Kk5cuXa/bs2XryySeVlZWluXPn6pFHHtGqVaskSaWlpRoxYoS6du2qjIwMzZkzx63HU7do0UKLFi3S3r17tWrVKn3wwQd68MEHHcacOnVKTz75pFatWqVPPvlExcXFuu222+zH//Wvf+n3v/+9pk2bpv3792vZsmVKTU21J0oAGgkvP0UUaDDGjx9v3HTTTfbXu3fvNsLDw40xY8YYhmEYjz32mOHn52fk5+fbx/z73/82QkNDjTNnzjhc6+KLLzaWLVtmGIZhJCYmGpMnT3Y43rdvX6Nnz541vndxcbEREBBgLF++vMY4s7OzDUnGnj17HPbHxsYaa9euddj3t7/9zUhMTDQMwzCWLVtmhIWFGaWlpfbjS5YsqfFaPxcXF2csWLDA9Pgbb7xhhIeH21+vXLnSkGTs2rXLvi8rK8uQZOzevdswDMO45pprjLlz5zpcZ/Xq1Ua7du3sryUZ69evN31fAN7HnAjgZ9599121atVKlZWVqqio0E033aTnnnvOfjwuLk5t27a1v87IyFBJSYnCw8MdrnP69Gl99913kqSsrCxNnjzZ4XhiYqI+/PDDGmPIyspSWVmZBg0aVOu4CwoKlJOTowkTJmjSpEn2/ZWVlfb5FllZWerZs6datmzpEIerPvzwQ82dO1f79+9XcXGxKisrdebMGZWWlio4OFiS5Ovrqz59+tjPufTSS9W6dWtlZWXpV7/6lTIyMvTZZ585VB6qqqp05swZnTp1yiFGAA0XSQTwM9ddd52WLFkiPz8/xcTEVJs4ee6H5Dk2m03t2rXT1q1bq13L3WWOQUFBLp9js9kknW1p9O3b1+GYj4+PJMkwDLfi+blDhw7pxhtv1OTJk/W3v/1NYWFh2r59uyZMmODQ9pHOLtH8pXP7bDabHn/8cd1yyy3VxgQGBnocJ4ALgyQC+Jng4GBdcskltR7fu3dv5eXlydfXVx07dqxxTLdu3bRr1y7dcccd9n27du0yvWbnzp0VFBSkf//735o4cWK14/7+/pLO/uZ+TlRUlC666CJ9//33uv3222u87mWXXabVq1fr9OnT9kTFWRw1SU9PV2Vlpf7+97+rRYuzU6reeOONauMqKyuVnp6uX/3qV5KkAwcO6MSJE7r00kslnf17O3DggEt/1wAaHpIIwAODBw9WYmKiRo8erXnz5qlr16768ccftWnTJo0ePVp9+vTRn/70J40fP159+vTR1VdfrTVr1mjfvn3q1KlTjdcMDAzUQw89pAcffFD+/v769a9/rYKCAu3bt08TJkxQZGSkgoKClJaWpvbt2yswMFBWq1Vz5szRtGnTFBoaquHDh6usrEzp6ekqLCzU9OnTNW7cOM2ePVsTJkzQX/7yFx08eFDPPPOMS5/34osvVmVlpZ577jmNHDlSn3zyiZYuXVptnJ+fn6ZOnapFixbJz89P9913n/r162dPKh599FGNGDFCsbGx+u1vf6sWLVroyy+/1FdffaUnnnjC9X8IAF7B6gzAAxaLRZs2bdK1116ru+66S126dNFtt92mgwcP2ldTjB07Vo8++qgeeughJSQk6NChQ/rjH//o9LqPPPKIZsyYoUcffVTdunXT2LFjlZ+fL+nsfINFixZp2bJliomJ0U033SRJmjhxol566SWlpqaqR48eGjBggFJTU+1LQlu1aqV33nlH+/fvV69evTR79mzNmzfPpc975ZVXav78+Zo3b566d++uNWvWKCUlpdq4li1b6qGHHtK4ceOUmJiooKAgvf766/bjQ4cO1bvvvqstW7boqquuUr9+/TR//nzFxcW5FA8A77IYddEoBQAAzQ6VCAAA4BaSCAAA4BaSCAAA4BaSCAAA4BaSCAAA4BaSCAAA4BaSCAAA4BaSCAAA4BaSCAAA4BaSCAAA4BaSCAAA4Jb/D3fH75j5oNgvAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pred_proba = clf.predict_proba(X_test)\n",
"\n",
"df_ = pd.DataFrame({'y_test': y_test, 'y_pred': pred_proba[:,1] > .25})\n",
"cm = confusion_matrix(y_test, df_['y_pred'])\n",
"\n",
"disp = ConfusionMatrixDisplay(confusion_matrix=cm,\n",
" display_labels=clf.classes_)\n",
"disp.plot()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Classification report"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0.0 0.97 1.00 0.98 2909\n",
" 1.0 0.00 0.00 0.00 91\n",
"\n",
" accuracy 0.97 3000\n",
" macro avg 0.48 0.50 0.49 3000\n",
"weighted avg 0.94 0.97 0.95 3000\n",
"\n"
]
}
],
"source": [
"\n",
"print(classification_report(y_test, df_['y_pred'], zero_division=0))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "ds",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
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