Skip to content

Instantly share code, notes, and snippets.

@Kulvinder26
Created February 22, 2022 19:05
Show Gist options
  • Save Kulvinder26/c299c72b08c60ff8414925b266925ee4 to your computer and use it in GitHub Desktop.
Save Kulvinder26/c299c72b08c60ff8414925b266925ee4 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Logistic-regression.ipynb",
"provenance": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"id": "53EI7JQEanA4"
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import statsmodels.api as sm\n",
"import seaborn as sns\n",
"from matplotlib import pyplot as plt\n",
"\n",
"from sklearn.metrics import classification_report\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.datasets import make_classification"
]
},
{
"cell_type": "code",
"source": [
"\n",
"X,y = make_classification(n_samples=1000, n_features=3, n_informative=3, \n",
" n_redundant=0, n_repeated=0, n_classes=2, n_clusters_per_class=1,\n",
" class_sep=1.5,\n",
" flip_y=0,weights=[0.5,0.65])\n",
"\n",
"X = pd.DataFrame(X)\n",
"y = pd.Series(y)\n",
"\n",
"cols =['feature'+str(i) for i in range(0,3)]\n",
"X.columns = cols\n",
"y.columns = ['target']"
],
"metadata": {
"id": "DFPY-HFuh9jy"
},
"execution_count": 76,
"outputs": []
},
{
"cell_type": "code",
"source": [
"g = sns.pairplot(pd.concat([X,y],axis=1), diag_kind=\"kde\",hue=0)\n",
"g.map_lower(sns.kdeplot, levels=4, color=\".2\")\n",
"g.map_upper(sns.scatterplot)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 550
},
"id": "Vnhdtb2vmvtq",
"outputId": "d4c99f62-5c9c-4f75-f0d3-bc012c0a6654"
},
"execution_count": 60,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 582.375x540 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=42)"
],
"metadata": {
"id": "1VWxnmjzohdK"
},
"execution_count": 65,
"outputs": []
},
{
"cell_type": "code",
"source": [
"log_reg = sm.Logit(y_train, X_train).fit()\n",
"print(log_reg.summary())"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jbo1OVSeb4Wp",
"outputId": "a5df55b3-27d8-48d7-f36c-2126b59fce5d"
},
"execution_count": 66,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 0.250174\n",
" Iterations 8\n",
" Logit Regression Results \n",
"==============================================================================\n",
"Dep. Variable: y No. Observations: 670\n",
"Model: Logit Df Residuals: 667\n",
"Method: MLE Df Model: 2\n",
"Date: Tue, 22 Feb 2022 Pseudo R-squ.: 0.6384\n",
"Time: 18:14:03 Log-Likelihood: -167.62\n",
"converged: True LL-Null: -463.55\n",
"Covariance Type: nonrobust LLR p-value: 3.018e-129\n",
"==============================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"feature0 1.9981 0.155 12.932 0.000 1.695 2.301\n",
"feature1 -0.0021 0.103 -0.020 0.984 -0.204 0.199\n",
"feature2 0.0585 0.116 0.503 0.615 -0.169 0.286\n",
"==============================================================================\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"y_pred = log_reg.predict(X_train)\n",
"y_pred = list(map(round, y_pred))"
],
"metadata": {
"id": "qr3AkvC_pIzt"
},
"execution_count": 81,
"outputs": []
},
{
"cell_type": "code",
"source": [
"print(classification_report(y_train, y_pred))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "fz_wOs9Uu0CX",
"outputId": "e226af28-a071-4cfd-fdac-fa496e08f1b3"
},
"execution_count": 82,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 0.90 0.92 0.91 352\n",
" 1 0.91 0.88 0.89 318\n",
"\n",
" accuracy 0.90 670\n",
" macro avg 0.90 0.90 0.90 670\n",
"weighted avg 0.90 0.90 0.90 670\n",
"\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"y_pred = log_reg.predict(X_test)\n",
"y_pred = list(map(round, y_pred))"
],
"metadata": {
"id": "APWQnmlQuxpd"
},
"execution_count": 83,
"outputs": []
},
{
"cell_type": "code",
"source": [
"print(classification_report(y_test, y_pred))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "G8Q8Cz13cPCx",
"outputId": "39c7ca2c-5138-47ff-f3df-bb3478e4db50"
},
"execution_count": 84,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 0.82 0.92 0.87 148\n",
" 1 0.93 0.84 0.88 182\n",
"\n",
" accuracy 0.87 330\n",
" macro avg 0.87 0.88 0.87 330\n",
"weighted avg 0.88 0.87 0.87 330\n",
"\n"
]
}
]
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment