diff --git a/Prediction Models/Liver_cirrhosis_prediction/Readme.md b/Prediction Models/Liver_cirrhosis_prediction/Readme.md
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+# Liver Cirrhosis Prediction
+
+## Project Overview
+
+This repository contains the code and analysis for predicting liver cirrhosis in patients using various machine learning models. The project involves exploratory data analysis (EDA), data preprocessing, feature engineering, model training, and evaluation using a dataset of clinical parameters.
+
+## Dataset
+
+The dataset includes several features related to liver function:
+- **Age**: Patient's age.
+- **Gender**: Patient's gender.
+- **Total Bilirubin** and **Direct Bilirubin**: Measurements indicating liver function.
+- **Total Proteins** and **Albumin**: Indicators of liver and kidney function.
+- **A/G Ratio**: The ratio of albumin to globulin.
+- **SGPT** and **SGOT**: Enzyme levels related to liver health.
+- **Alkaline Phosphatase (Alkphos)**: Enzyme level associated with liver and bone health.
+
+## Problem Statement
+
+Liver cirrhosis is a critical health issue that requires early detection for effective treatment. This project aims to develop predictive models to diagnose liver cirrhosis based on clinical and laboratory data, facilitating earlier intervention and better patient outcomes.
+
+## Project Structure
+
+- `data/`: Contains the dataset used for the project.
+- `notebooks/`: Jupyter notebooks with EDA, model training, and evaluation steps.
+- `src/`: Python scripts for data preprocessing, model building, and evaluation.
+- `README.md`: Project documentation.
+
+## Models and Methodology
+
+The following machine learning models were used for prediction:
+- **Logistic Regression**
+- **Decision Trees**
+- **Random Forests**
+- **K-Nearest Neighbors (KNN)**
+- **Support Vector Machines (SVM)**
+- **Artificial Neural Network (ANN)**
+
+Evaluation metrics include:
+- **Accuracy**
+- **Precision**
+- **Recall**
+- **F1 Score**
+- **Confusion Matrix**
+
+## Requirements
+
+- Python 3.x
+- Pandas
+- Numpy
+- Scikit-learn
+- TensorFlow / Keras
+- Seaborn and Matplotlib (for visualization)
diff --git a/Prediction Models/Liver_cirrhosis_prediction/liver-cirrhosis-prediction-eda-models.ipynb b/Prediction Models/Liver_cirrhosis_prediction/liver-cirrhosis-prediction-eda-models.ipynb
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+++ b/Prediction Models/Liver_cirrhosis_prediction/liver-cirrhosis-prediction-eda-models.ipynb
@@ -0,0 +1,1766 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "2896dd6f",
+ "metadata": {
+ "papermill": {
+ "duration": 0.019826,
+ "end_time": "2024-01-29T16:31:51.293098",
+ "exception": false,
+ "start_time": "2024-01-29T16:31:51.273272",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "
\n",
+ "
\n",
+ "
Liver Cirrhosis Prediction \n",
+ " \n",
+ " \n",
+ "\n"
+ ]
+ },
+ {
+ "attachments": {
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"
+ }
+ },
+ "cell_type": "markdown",
+ "id": "838c1daa",
+ "metadata": {
+ "papermill": {
+ "duration": 0.018547,
+ "end_time": "2024-01-29T16:31:51.330658",
+ "exception": false,
+ "start_time": "2024-01-29T16:31:51.312111",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "![liver.jpg](attachment:9c9b8f1f-d38f-413d-9efc-fd0f70e56feb.jpg)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0666520b",
+ "metadata": {
+ "papermill": {
+ "duration": 0.018958,
+ "end_time": "2024-01-29T16:31:51.367992",
+ "exception": false,
+ "start_time": "2024-01-29T16:31:51.349034",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "
\n",
+ "
What is Liver Cirrhosis? \n",
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ "\n",
+ "* Scarring of Liver Tissue: Cirrhosis is characterized by the replacement of healthy liver tissue with scar tissue .\n",
+ " \n",
+ " \n",
+ "* Causes: Common causes include chronic alcoholism , viral hepatitis (B, C, and others), fatty liver disease , and certain genetic conditions .\n",
+ " \n",
+ " \n",
+ "* Symptoms: Symptoms may include fatigue , weakness , easy bruising , swelling in the legs and abdomen, and confusion .\n",
+ " \n",
+ " \n",
+ "* Treatment: While the liver damage caused by cirrhosis is irreversible , early diagnosis and lifestyle changes, along with medical management, can help slow its progression and manage symptoms. In severe cases, a liver transplant may be necessary.\n",
+ "\n",
+ "
\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c6490fcc",
+ "metadata": {
+ "papermill": {
+ "duration": 0.017998,
+ "end_time": "2024-01-29T16:31:51.405393",
+ "exception": false,
+ "start_time": "2024-01-29T16:31:51.387395",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "
\n",
+ "
Data Dictionary \n",
+ "\n",
+ "\n",
+ "
\n",
+ "
\n",
+ "\n",
+ "Age: Patient's age.\n",
+ " \n",
+ " \n",
+ "Gender: Patient's gender.\n",
+ " \n",
+ " \n",
+ "Total Bilirubin: The total amount of bilirubin in the blood, a yellow pigment produced by the breakdown of red blood cells.\n",
+ " \n",
+ " \n",
+ "Direct Bilirubin: The direct fraction of bilirubin, specifically associated with liver function.\n",
+ " \n",
+ " \n",
+ "Total Proteins: The total amount of proteins in the blood, including albumin and globulins.\n",
+ " \n",
+ " \n",
+ "Albumin: A protein synthesized by the liver, crucial for maintaining blood volume and pressure.\n",
+ " \n",
+ " \n",
+ "A/G Ratio: The ratio of albumin to globulins, providing insights into liver and kidney function.\n",
+ " \n",
+ " \n",
+ "SGPT (Serum Glutamic Pyruvic Transaminase): An enzyme indicating liver health; elevated levels may suggest liver damage.\n",
+ " \n",
+ " \n",
+ "SGOT (Serum Glutamic Oxaloacetic Transaminase): Another liver enzyme reflecting liver function; elevated levels may indicate liver problems.\n",
+ " \n",
+ " \n",
+ "Alkphos (Alkaline Phosphatase): An enzyme associated with the biliary system; elevated levels may indicate liver or bone issues.\n",
+ " \n",
+ " \n",
+ "
\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f7acd517",
+ "metadata": {
+ "papermill": {
+ "duration": 0.018411,
+ "end_time": "2024-01-29T16:31:51.442548",
+ "exception": false,
+ "start_time": "2024-01-29T16:31:51.424137",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "
\n",
+ "
Libraries \n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "3de42721",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:31:51.481617Z",
+ "iopub.status.busy": "2024-01-29T16:31:51.481149Z",
+ "iopub.status.idle": "2024-01-29T16:32:17.084857Z",
+ "shell.execute_reply": "2024-01-29T16:32:17.083117Z"
+ },
+ "papermill": {
+ "duration": 25.626916,
+ "end_time": "2024-01-29T16:32:17.088039",
+ "exception": false,
+ "start_time": "2024-01-29T16:31:51.461123",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/kaggle/input/liver-disorders/Indian Liver Patient Dataset (ILPD).csv\n"
+ ]
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.linear_model import LogisticRegression\n",
+ "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
+ "from sklearn.compose import ColumnTransformer\n",
+ "from sklearn.preprocessing import OneHotEncoder,StandardScaler\n",
+ "from sklearn.ensemble import RandomForestClassifier\n",
+ "from sklearn.neighbors import KNeighborsClassifier\n",
+ "from sklearn.tree import DecisionTreeClassifier\n",
+ "from sklearn.naive_bayes import GaussianNB\n",
+ "import numpy as np \n",
+ "import pandas as pd \n",
+ "from sklearn.svm import SVC\n",
+ "from imblearn.over_sampling import SMOTE\n",
+ "from tensorflow.keras.models import Sequential\n",
+ "from tensorflow.keras.layers import Dense\n",
+ "from tensorflow.keras.callbacks import EarlyStopping\n",
+ "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
+ "import shap\n",
+ "from prettytable import PrettyTable\n",
+ "\n",
+ "import os\n",
+ "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
+ " for filename in filenames:\n",
+ " print(os.path.join(dirname, filename))\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "55d39f7d",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:17.127714Z",
+ "iopub.status.busy": "2024-01-29T16:32:17.126727Z",
+ "iopub.status.idle": "2024-01-29T16:32:17.155092Z",
+ "shell.execute_reply": "2024-01-29T16:32:17.153746Z"
+ },
+ "papermill": {
+ "duration": 0.051827,
+ "end_time": "2024-01-29T16:32:17.158422",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:17.106595",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv(r'/kaggle/input/liver-disorders/Indian Liver Patient Dataset (ILPD).csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "c0249ba3",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:17.198217Z",
+ "iopub.status.busy": "2024-01-29T16:32:17.197443Z",
+ "iopub.status.idle": "2024-01-29T16:32:17.228764Z",
+ "shell.execute_reply": "2024-01-29T16:32:17.227459Z"
+ },
+ "papermill": {
+ "duration": 0.054838,
+ "end_time": "2024-01-29T16:32:17.231569",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:17.176731",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Age \n",
+ " Gender \n",
+ " TB \n",
+ " DB \n",
+ " Alkphos \n",
+ " Sgpt \n",
+ " Sgot \n",
+ " TP \n",
+ " ALB \n",
+ " A/G Ratio \n",
+ " Selector \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 65 \n",
+ " Female \n",
+ " 0.7 \n",
+ " 0.1 \n",
+ " 187 \n",
+ " 16 \n",
+ " 18 \n",
+ " 6.8 \n",
+ " 3.3 \n",
+ " 0.90 \n",
+ " 1 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 62 \n",
+ " Male \n",
+ " 10.9 \n",
+ " 5.5 \n",
+ " 699 \n",
+ " 64 \n",
+ " 100 \n",
+ " 7.5 \n",
+ " 3.2 \n",
+ " 0.74 \n",
+ " 1 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 62 \n",
+ " Male \n",
+ " 7.3 \n",
+ " 4.1 \n",
+ " 490 \n",
+ " 60 \n",
+ " 68 \n",
+ " 7.0 \n",
+ " 3.3 \n",
+ " 0.89 \n",
+ " 1 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 58 \n",
+ " Male \n",
+ " 1.0 \n",
+ " 0.4 \n",
+ " 182 \n",
+ " 14 \n",
+ " 20 \n",
+ " 6.8 \n",
+ " 3.4 \n",
+ " 1.00 \n",
+ " 1 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 72 \n",
+ " Male \n",
+ " 3.9 \n",
+ " 2.0 \n",
+ " 195 \n",
+ " 27 \n",
+ " 59 \n",
+ " 7.3 \n",
+ " 2.4 \n",
+ " 0.40 \n",
+ " 1 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Age Gender TB DB Alkphos Sgpt Sgot TP ALB A/G Ratio Selector\n",
+ "0 65 Female 0.7 0.1 187 16 18 6.8 3.3 0.90 1\n",
+ "1 62 Male 10.9 5.5 699 64 100 7.5 3.2 0.74 1\n",
+ "2 62 Male 7.3 4.1 490 60 68 7.0 3.3 0.89 1\n",
+ "3 58 Male 1.0 0.4 182 14 20 6.8 3.4 1.00 1\n",
+ "4 72 Male 3.9 2.0 195 27 59 7.3 2.4 0.40 1"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
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+ "id": "a7947f8e",
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+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "
\n",
+ "RangeIndex: 583 entries, 0 to 582\n",
+ "Data columns (total 11 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Age 583 non-null int64 \n",
+ " 1 Gender 583 non-null object \n",
+ " 2 TB 583 non-null float64\n",
+ " 3 DB 583 non-null float64\n",
+ " 4 Alkphos 583 non-null int64 \n",
+ " 5 Sgpt 583 non-null int64 \n",
+ " 6 Sgot 583 non-null int64 \n",
+ " 7 TP 583 non-null float64\n",
+ " 8 ALB 583 non-null float64\n",
+ " 9 A/G Ratio 579 non-null float64\n",
+ " 10 Selector 583 non-null int64 \n",
+ "dtypes: float64(5), int64(5), object(1)\n",
+ "memory usage: 50.2+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "c7bd4835",
+ "metadata": {
+ "execution": {
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+ "start_time": "2024-01-29T16:32:17.327261",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Age \n",
+ " TB \n",
+ " DB \n",
+ " Alkphos \n",
+ " Sgpt \n",
+ " Sgot \n",
+ " TP \n",
+ " ALB \n",
+ " A/G Ratio \n",
+ " Selector \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " count \n",
+ " 583.000000 \n",
+ " 583.000000 \n",
+ " 583.000000 \n",
+ " 583.000000 \n",
+ " 583.000000 \n",
+ " 583.000000 \n",
+ " 583.000000 \n",
+ " 583.000000 \n",
+ " 579.000000 \n",
+ " 583.000000 \n",
+ " \n",
+ " \n",
+ " mean \n",
+ " 44.746141 \n",
+ " 3.298799 \n",
+ " 1.486106 \n",
+ " 290.576329 \n",
+ " 80.713551 \n",
+ " 109.910806 \n",
+ " 6.483190 \n",
+ " 3.141852 \n",
+ " 0.947064 \n",
+ " 1.286449 \n",
+ " \n",
+ " \n",
+ " std \n",
+ " 16.189833 \n",
+ " 6.209522 \n",
+ " 2.808498 \n",
+ " 242.937989 \n",
+ " 182.620356 \n",
+ " 288.918529 \n",
+ " 1.085451 \n",
+ " 0.795519 \n",
+ " 0.319592 \n",
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+ " \n",
+ " \n",
+ " min \n",
+ " 4.000000 \n",
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+ " 2.700000 \n",
+ " 0.900000 \n",
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+ " 1.000000 \n",
+ " \n",
+ " \n",
+ " 25% \n",
+ " 33.000000 \n",
+ " 0.800000 \n",
+ " 0.200000 \n",
+ " 175.500000 \n",
+ " 23.000000 \n",
+ " 25.000000 \n",
+ " 5.800000 \n",
+ " 2.600000 \n",
+ " 0.700000 \n",
+ " 1.000000 \n",
+ " \n",
+ " \n",
+ " 50% \n",
+ " 45.000000 \n",
+ " 1.000000 \n",
+ " 0.300000 \n",
+ " 208.000000 \n",
+ " 35.000000 \n",
+ " 42.000000 \n",
+ " 6.600000 \n",
+ " 3.100000 \n",
+ " 0.930000 \n",
+ " 1.000000 \n",
+ " \n",
+ " \n",
+ " 75% \n",
+ " 58.000000 \n",
+ " 2.600000 \n",
+ " 1.300000 \n",
+ " 298.000000 \n",
+ " 60.500000 \n",
+ " 87.000000 \n",
+ " 7.200000 \n",
+ " 3.800000 \n",
+ " 1.100000 \n",
+ " 2.000000 \n",
+ " \n",
+ " \n",
+ " max \n",
+ " 90.000000 \n",
+ " 75.000000 \n",
+ " 19.700000 \n",
+ " 2110.000000 \n",
+ " 2000.000000 \n",
+ " 4929.000000 \n",
+ " 9.600000 \n",
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+ " 2.000000 \n",
+ " \n",
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\n",
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"
+ ],
+ "text/plain": [
+ " Age TB DB Alkphos Sgpt \\\n",
+ "count 583.000000 583.000000 583.000000 583.000000 583.000000 \n",
+ "mean 44.746141 3.298799 1.486106 290.576329 80.713551 \n",
+ "std 16.189833 6.209522 2.808498 242.937989 182.620356 \n",
+ "min 4.000000 0.400000 0.100000 63.000000 10.000000 \n",
+ "25% 33.000000 0.800000 0.200000 175.500000 23.000000 \n",
+ "50% 45.000000 1.000000 0.300000 208.000000 35.000000 \n",
+ "75% 58.000000 2.600000 1.300000 298.000000 60.500000 \n",
+ "max 90.000000 75.000000 19.700000 2110.000000 2000.000000 \n",
+ "\n",
+ " Sgot TP ALB A/G Ratio Selector \n",
+ "count 583.000000 583.000000 583.000000 579.000000 583.000000 \n",
+ "mean 109.910806 6.483190 3.141852 0.947064 1.286449 \n",
+ "std 288.918529 1.085451 0.795519 0.319592 0.452490 \n",
+ "min 10.000000 2.700000 0.900000 0.300000 1.000000 \n",
+ "25% 25.000000 5.800000 2.600000 0.700000 1.000000 \n",
+ "50% 42.000000 6.600000 3.100000 0.930000 1.000000 \n",
+ "75% 87.000000 7.200000 3.800000 1.100000 2.000000 \n",
+ "max 4929.000000 9.600000 5.500000 2.800000 2.000000 "
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "bd346fc2",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:17.440475Z",
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+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Age 0\n",
+ "Gender 0\n",
+ "TB 0\n",
+ "DB 0\n",
+ "Alkphos 0\n",
+ "Sgpt 0\n",
+ "Sgot 0\n",
+ "TP 0\n",
+ "ALB 0\n",
+ "A/G Ratio 4\n",
+ "Selector 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.isnull().sum()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e3493955",
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+ },
+ "tags": []
+ },
+ "source": [
+ "\n",
+ "
EDA \n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "1981af87",
+ "metadata": {
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+ },
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+ "outputs": [
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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+2tpalJSUCO/XRyaTQSbjpGRPB4OSeNKkSQDqBvmaNWuW1jxra2t07doVn376qUkC8/Pzg1wuR0JCgpC0SqUSqampWLBgAQAgJCQEpaWlSE9PFx7inJiYCI1Gg+DgYJPEwVh7Z1ASazQaAHUJlpaWBldX1ydaeEVFBXJycoTp27dv4/Lly3BxcYGPjw+WLVuGjz76CIGBgfDz88Pq1avh6ekpfJn07NkTERERmDdvHnbu3ImamhosWrQIU6dOhaen5xPFxpjFMNlxbiMkJSURAJ1X/ZPkNRoNrV69mtzd3Ukmk9GoUaPoxo0bWm0UFxfTtGnTyN7enhwcHGjOnDlUXl5uUBzNnWJat+8nWr8/hU8zsSfWGqeYjH4qYkJCAhISElBYWChsoevt2rXryb5Z2phSqYSjoyPKysp0xp2uqqrC34+kQyS2wjuR/WBjY2OmKNnToKnPmrGMGjx+/fr1iI6OxqBBg+Dh4cGDqjNmRkYl8c6dOxEXF4eZM2eaOh7GmIGMOk9cXV2NoUOHmjoWxpgRjEriuXPn4ttvvzV1LIwxIxj1c7qqqgpfffUVzpw5gz59+sDa2lpr/pYtW0wSHGOseUYl8ZUrV4QLMLKysrTm8UEuxtqWUUmclJRk6jgYY0Zqt7cithdVVVWora01dxiMNcqoLfFLL73U5M/mxMREowNijBnGqCSu3x+uV1NTg8uXLyMrK0vnxgjGWOsyKom3bt2qt3zdunU8SB1jbcyk+8QzZsywuOumGbN0Jk3ilJQUvkGAsTZm1M/pV199VWuaiHD//n1cvHgRq1evNklgjLGWMSqJHx+WBwDEYjF69OiB6OhojBkzxiSBMcZaxqgk3r17t6njYIwZyagkrpeeno7s7GwAQK9evdC/f3+TBMUYazmjkriwsBBTp07F2bNn4eTkBKBuzOmXXnoJ+/btQ+fOnU0ZY7tQU61CVVUVH7hj7Y5RR6cXL16M8vJyXL16FSUlJSgpKUFWVhaUSiWWLFli6hgZY00wakt84sQJnDlzBj179hTKgoKCEBsbywe2GGtjRm2JNRqNzj3EQN3Y0w0HzWOMtS6jknjkyJFYunQp8vPzhbJ79+7h7bffxqhRo0wWHGOseUYl8Y4dO6BUKtG1a1cEBAQgICAAfn5+UCqV2L59u6ljbBeIn4zI2imj9om9vb1x6dIlnDlzBtevXwdQ9zSGxx9D+rRR11Tjs1PXsObPTnyEmrUrBm2JExMTERQUBKVSCZFIhNGjR2Px4sVYvHgxBg8ejF69euHHH39srVjNTmItNXcIjOkwKIljYmIwb948vSPXOzo64m9/+xsPksdYGzMoiTMzMxEREdHo/DFjxiA9Pf2Jg2KMtZxBSaxQKPSeWqonkUhQVFT0xEExxlrOoCTu0qWLzhC1j7ty5YrWA8EZY63PoCQeN24cVq9ejaqqKp15lZWVWLt2LSZMmGCy4NoTIuLTTKxdMujRpgqFAgMGDICVlRUWLVqEHj16AACuX7+O2NhYqNVqXLp0Ce7u7q0WcGto6nGTBUXFmPr1ReQqa+FqK8Jwb1tsmBbCp5mYUcz+aFN3d3f8/PPPWLBgAaKiooQtkkgkQnh4OGJjYy0ugZuz6dSvuFNWN+504SPCuTwVatQacAqz9sLgiz18fX1x7NgxPHjwADk5OSAiBAYGwtnZuTXiM6vLeaU48p9CAED/zmJcLdbg90dq/OtSPmYP72bm6BirY/SgAM7Ozhg8eLApY2l3ruaXQSIWwcfBCs+5iCAWi5GuqMWXP97BjKH+kFjxAzSY+fGnsAnTg33xr7n9MUBed6VWNycr2EhEuK9UIfF6oZmjY6wOJ3EzfF1sYWtd101WYhECO8kAAN/+kmvOsBgTcBIbqIdr3SGtczeLkFfyyMzRMMZJbDAHGyuE+DmDCNh/Mc/c4TDGSWyMKYO6AAC+S8tDjZpHMmHmxUlshJE9OsPVXobCchVOZBWYOxz2jOMkNlBNtQqa2mrMeMEHALDr/G0zR8SedZzEBqq/fvovQ3wgtRIjI7cUl3IfmDss9gzjJDZQ/TA9DlIgsq8nAGDr6Zt8UwQzG05iI1hJrFFVVYXFIwMgtRLjx1u/4/Q1hbnDYs8oTmIjqB5W4JMfLkFuL8G8P/kBANb/+xpKH1WbOTL2LOIkNpLEWgoiwusveMHHxQ73Sisxa9cvKHnIicza1lOTxLGxsejatStsbGwQHByMX375pVWXR0RQKBSI+fdFbBjrCydba2T+VoZJsedxPPM3aDQaHkSAtYmnIom/++47LF++HGvXrsWlS5fQt29fhIeHo7Cw9W5SUNdU4/NTWVCr1TiWdgsxkT6QO0iRW/IIC+IzEbblHDYfv4aley+guOxhq8XBmEEje7RXwcHBGDx4MHbs2AGg7llR3t7eWLx4Md57771m39/UaAulpaX49P8yUVutgkhsBdKooa5VQyKVgjRqoUxVVQWyssb1UuDmAw3UDXq1UwcpPJxs0EEqQQeZBNZiwFpiBTEIUmsrWInFgEYNkAZSawkkYjFkUgmsxCJYicWQiEWwEou0/pVY/VEuEokM7zgiVNfUNDn4YZNvN+pd2suvqa2FtUQCNIxfzzx9a6hvvRvridraGkgk1hCLH6/7R219Xfh4+yKtciFMECD82tJo6vrUz80BQ/w66bRn9pE92qPq6mqkp6cjKipKKBOLxQgLC0NKSore96hUKqhUKmG6rKwMQF0HN6RUKvGorAS1NTWA2ArQqFGr1kBibV2XdA3KusvU8JNb4beyahSpxCipsUJlDaFI9QhFJSZeedZuhQd1xnNTBuiU13/GTLnttPgk/v3336FWq3WGBXJ3dxceMdPQpk2bsH79ep1yb2/vVomRPXu+BvD1/Mbnl5eXw9HR0STLsvgkNkZUVBSWL18uTGs0GpSUlKBTp05aP5+USiW8vb2Rl5dnsp8+Twvum8Y11TdEhPLycnh6eppseRafxK6urrCysoJCoX2xhUKhgFwu1/semUwGmUymVebk5NToMhwcHPiD2gjum8Y11jem2gLXs/ij01KpFAMHDkRCQoJQptFokJCQgJCQEDNGxljbsPgtMQAsX74cs2bNwqBBgzBkyBDExMTg4cOHmDNnjrlDY6zVPRVJPGXKFBQVFWHNmjUoKChAv379cOLEiSceA1smk2Ht2rU6P70Z901T2rpvnorzxIw9yyx+n5ixZx0nMWMWjpOYMQvHScyYheMkbkRb39poDsnJyYiMjISnpydEIhEOHz6sNZ+IsGbNGnh4eMDW1hZhYWG4deuWVp2SkhJMnz4dDg4OcHJywhtvvIGKigqtOleuXMHw4cNhY2MDb29vfPLJJ629ak9k06ZNGDx4MDp27Ag3NzdMmjQJN27c0KpTVVWFhQsXolOnTrC3t8fkyZN1LjjKzc3F+PHjYWdnBzc3N6xcuRK1tbVadc6ePYsBAwZAJpOhW7duiIuLMzxgYjr27dtHUqmUdu3aRVevXqV58+aRk5MTKRQKc4dmUseOHaNVq1bR999/TwDo0KFDWvM//vhjcnR0pMOHD1NmZia9/PLL5OfnR5WVlUKdiIgI6tu3L124cIF+/PFH6tatG02bNk2YX1ZWRu7u7jR9+nTKysqi+Ph4srW1pS+//LKtVtNg4eHhtHv3bsrKyqLLly/TuHHjyMfHhyoqKoQ6b775Jnl7e1NCQgJdvHiRXnjhBRo6dKgwv7a2lnr37k1hYWGUkZFBx44dI1dXV4qKihLq/Prrr2RnZ0fLly+na9eu0fbt28nKyopOnDhhULycxHoMGTKEFi5cKEyr1Wry9PSkTZs2mTGq1tUwiTUaDcnlctq8ebNQVlpaSjKZjOLj44mI6Nq1awSA0tLShDrHjx8nkUhE9+7dIyKizz//nJydnUmlUgl13n33XerRo0crr5HpFBYWEgA6d+4cEdX1g7W1NR04cECok52dTQAoJSWFiOq+IMViMRUUFAh1vvjiC3JwcBD64p133qFevXppLWvKlCkUHh5uUHz8c7qB+lsbw8LChLLmbm18Gt2+fRsFBQVa/eDo6Ijg4GChH1JSUuDk5IRBgwYJdcLCwiAWi5GamirU+dOf/gSpVCrUCQ8Px40bN/DggWUM9Vt/q6qLiwsAID09HTU1NVp989xzz8HHx0erb55//nmtC47Cw8OhVCpx9epVoc7jbdTXMfRzxkncQFO3NhYUPDtPe6hf16b6oaCgAG5ublrzJRIJXFxctOroa+PxZbRnGo0Gy5YtQ2hoKHr37g2gLm6pVKpz00zDvmluvRuro1QqUVlZ2eIYn4rLLhlrLQsXLkRWVhZ++uknc4fSKN4SN2DMrY1Po/p1baof5HK5zjhmtbW1KCkp0aqjr43Hl9FeLVq0CEePHkVSUhK8vLyEcrlcjurqapSWlmrVb9g3za13Y3UcHBxga2vb4jg5iRvgWxvr+Pn5QS6Xa/WDUqlEamqq0A8hISEoLS1Fenq6UCcxMREajQbBwcFCneTkZNTU1Ah1Tp8+jR49esDZ2bmN1sYwRIRFixbh0KFDSExMhJ+fn9b8gQMHwtraWqtvbty4gdzcXK2++c9//qP1JXf69Gk4ODggKChIqPN4G/V1DP6cGXO07mm3b98+kslkFBcXR9euXaP58+eTk5OT1pHGp0F5eTllZGRQRkYGAaAtW7ZQRkYG3b17l4jqTjE5OTnRkSNH6MqVKzRx4kS9p5j69+9Pqamp9NNPP1FgYKDWKabS0lJyd3enmTNnUlZWFu3bt4/s7Oza9SmmBQsWkKOjI509e5bu378vvB49eiTUefPNN8nHx4cSExPp4sWLFBISQiEhIcL8+lNMY8aMocuXL9OJEyeoc+fOek8xrVy5krKzsyk2NpZPMZnS9u3bycfHh6RSKQ0ZMoQuXLhg7pBMLikpifC/wRoff82aNYuI6k4zrV69mtzd3Ukmk9GoUaPoxo0bWm0UFxfTtGnTyN7enhwcHGjOnDlUXl6uVSczM5OGDRtGMpmMunTpQh9//HFbraJR9PUJANq9e7dQp7Kykt566y1ydnYmOzs7euWVV+j+/fta7dy5c4fGjh1Ltra25OrqSitWrKCamhqtOklJSdSvXz+SSqXk7++vtYyW4lsRGbNwvE/MmIXjJGbMwnESM2bhOIkZs3CcxIxZOE5ixiwcJzFjFo6TmDELx0nMmIXjJGYoKirCggUL4OPjA5lMBrlcjvDwcJw/f95kyzh79ixEIpHOnT/syfH9xAyTJ09GdXU1vvnmG/j7+0OhUCAhIQHFxcXmDo21hOGXh7OnyYMHDwgAnT17ttE62dnZFBoaSjKZjHr27EmnT5/WGpPr9u3bBIDi4+MpJCSEZDIZ9erVS2izfj703GTBnhz/nH7G2dvbw97eHocPH4ZKpdKZr1arMWnSJNjZ2SE1NRVfffUVVq1apbetlStXYsWKFcjIyEBISAgiIyNRXFwMb29v/Otf/wJQd9/t/fv3sW3btlZdr2eKub9FmPkdPHiQnJ2dycbGhoYOHUpRUVGUmZlJRHWjV0okEq3b7BrbEj9+i2FNTQ15eXnR3//+dyL647bHBw8etNl6PSt4S8wwefJk5Ofn44cffkBERIQwoHlcXBxu3LgBb29vraF0hgwZoredx0ekkEgkGDRoELKzs1s9/mcdJzEDANjY2GD06NFYvXo1fv75Z8yePRtr1641d1isBTiJmV5BQUF4+PAhevTogby8PK0B3dLS0vS+58KFC8L/a2trkZ6ejp49ewKAMO60Wq1uxaifTZzEz7ji4mKMHDkSe/fuxZUrV3D79m0cOHAAn3zyCSZOnIjRo0cjICAAs2bNwpUrV3D+/Hl88MEHAACRSKTVVmxsLA4dOoTr169j4cKFePDgAV5//XUAgK+vL0QiEY4ePYqioiKd5zWxJ2DunXJmXlVVVfTee+/RgAEDyNHRkezs7KhHjx70wQcfCAPD1Z9ikkql9Nxzz9G///1vAiAM6FZ/YOvbb7+lIUOGkFQqpaCgIEpMTNRaVnR0NMnlchKJRHyKyYR4jC1msPPnz2PYsGHIyclBQEAA7ty5Az8/P2RkZKBfv37mDu+Zw1dssWYdOnQI9vb2CAwMRE5ODpYuXYrQ0FAEBASYOzQGTmLWAuXl5Xj33XeRm5sLV1dXhIWF4dNPPzV3WOx/+Oc0YxaOj04zZuE4iRmzcJzEjFk4TmLGLBwnMWMWjpOYMQvHScyYheMkZszC/T8VOAxATS1fwAAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "numerical_cols = df.select_dtypes(include=['float64', 'int64']).columns\n",
+ "for col in numerical_cols:\n",
+ " plt.figure(figsize=(2, 1))\n",
+ " sns.histplot(df[col], kde=True)\n",
+ " plt.title(f'Distribution of {col}')\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "ea228c93",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:22.650227Z",
+ "iopub.status.busy": "2024-01-29T16:32:22.649535Z",
+ "iopub.status.idle": "2024-01-29T16:32:22.873957Z",
+ "shell.execute_reply": "2024-01-29T16:32:22.872568Z"
+ },
+ "papermill": {
+ "duration": 0.251651,
+ "end_time": "2024-01-29T16:32:22.876818",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:22.625167",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(4, 2))\n",
+ "sns.countplot(x='Gender', data=df)\n",
+ "plt.title('Distribution of Gender')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "593b16c6",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:22.925529Z",
+ "iopub.status.busy": "2024-01-29T16:32:22.924474Z",
+ "iopub.status.idle": "2024-01-29T16:32:23.654608Z",
+ "shell.execute_reply": "2024-01-29T16:32:23.653275Z"
+ },
+ "papermill": {
+ "duration": 0.758428,
+ "end_time": "2024-01-29T16:32:23.658376",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:22.899948",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "\n",
+ "numerical_df = df.select_dtypes(include=['float64', 'int64'])\n",
+ "\n",
+ "plt.figure(figsize=(10, 8))\n",
+ "sns.heatmap(numerical_df.corr(), annot=True, cmap='coolwarm', fmt='.2f')\n",
+ "plt.title('Correlation Matrix')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "76d2aa21",
+ "metadata": {
+ "papermill": {
+ "duration": 0.02377,
+ "end_time": "2024-01-29T16:32:23.706461",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:23.682691",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "\n",
+ "
Replace missing values in A/G Ratio with the corresponding ALB values (high correlation) \n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "2dac5703",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:23.757854Z",
+ "iopub.status.busy": "2024-01-29T16:32:23.756911Z",
+ "iopub.status.idle": "2024-01-29T16:32:23.792259Z",
+ "shell.execute_reply": "2024-01-29T16:32:23.790825Z"
+ },
+ "papermill": {
+ "duration": 0.064649,
+ "end_time": "2024-01-29T16:32:23.795286",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:23.730637",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 583 entries, 0 to 582\n",
+ "Data columns (total 11 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Age 583 non-null int64 \n",
+ " 1 Gender 583 non-null object \n",
+ " 2 TB 583 non-null float64\n",
+ " 3 DB 583 non-null float64\n",
+ " 4 Alkphos 583 non-null int64 \n",
+ " 5 Sgpt 583 non-null int64 \n",
+ " 6 Sgot 583 non-null int64 \n",
+ " 7 TP 583 non-null float64\n",
+ " 8 ALB 583 non-null float64\n",
+ " 9 A/G Ratio 583 non-null float64\n",
+ " 10 Selector 583 non-null int64 \n",
+ "dtypes: float64(5), int64(5), object(1)\n",
+ "memory usage: 50.2+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "non_null_df = df.dropna(subset=['ALB', 'A/G Ratio'])\n",
+ "\n",
+ "# Calculate the correlation between 'ALB' and 'A/G Ratio'\n",
+ "correlation = non_null_df['ALB'].corr(non_null_df['A/G Ratio'])\n",
+ "\n",
+ "def fill_agr_missing(row):\n",
+ " if pd.isnull(row['A/G Ratio']):\n",
+ " return row['ALB'] * correlation\n",
+ " return row['A/G Ratio']\n",
+ "\n",
+ "\n",
+ "df['A/G Ratio'] = df.apply(fill_agr_missing, axis=1)\n",
+ "\n",
+ "df.info()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "35c9d65a",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:23.844943Z",
+ "iopub.status.busy": "2024-01-29T16:32:23.844256Z",
+ "iopub.status.idle": "2024-01-29T16:32:23.860371Z",
+ "shell.execute_reply": "2024-01-29T16:32:23.858839Z"
+ },
+ "papermill": {
+ "duration": 0.043808,
+ "end_time": "2024-01-29T16:32:23.862783",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:23.818975",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 583 entries, 0 to 582\n",
+ "Data columns (total 11 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Age 583 non-null int64 \n",
+ " 1 Gender 583 non-null object \n",
+ " 2 TB 583 non-null float64\n",
+ " 3 DB 583 non-null float64\n",
+ " 4 Alkphos 583 non-null int64 \n",
+ " 5 Sgpt 583 non-null int64 \n",
+ " 6 Sgot 583 non-null int64 \n",
+ " 7 TP 583 non-null float64\n",
+ " 8 ALB 583 non-null float64\n",
+ " 9 A/G Ratio 583 non-null float64\n",
+ " 10 Selector 583 non-null int64 \n",
+ "dtypes: float64(5), int64(5), object(1)\n",
+ "memory usage: 50.2+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f3d178e0",
+ "metadata": {
+ "papermill": {
+ "duration": 0.023169,
+ "end_time": "2024-01-29T16:32:23.909797",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:23.886628",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "\n",
+ "
Smote resampling for class imbalance \n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "8320d56c",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:23.962799Z",
+ "iopub.status.busy": "2024-01-29T16:32:23.961632Z",
+ "iopub.status.idle": "2024-01-29T16:32:24.524666Z",
+ "shell.execute_reply": "2024-01-29T16:32:24.523445Z"
+ },
+ "papermill": {
+ "duration": 0.593832,
+ "end_time": "2024-01-29T16:32:24.527822",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:23.933990",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "`sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from imblearn.over_sampling import SMOTE\n",
+ "from sklearn.preprocessing import OneHotEncoder\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "X = df.drop(['Selector'], axis=1)\n",
+ "y = df['Selector']\n",
+ "\n",
+ "encoder = OneHotEncoder(drop='first', sparse=False)\n",
+ "X_encoded = pd.concat([X.drop('Gender', axis=1), pd.DataFrame(encoder.fit_transform(X[['Gender']]))], axis=1)\n",
+ "\n",
+ "X_encoded.columns = X_encoded.columns.astype(str)\n",
+ "\n",
+ "smote = SMOTE(random_state=42)\n",
+ "\n",
+ "X_resampled, y_resampled = smote.fit_resample(X_encoded, y)\n",
+ "\n",
+ "plt.figure(figsize=(8, 6))\n",
+ "\n",
+ "plt.subplot(1, 2, 1)\n",
+ "sns.countplot(x='Selector', data=df)\n",
+ "plt.title('Count of Selector (Before Resampling)')\n",
+ "plt.xlabel('Selector')\n",
+ "plt.ylabel('Count')\n",
+ "\n",
+ "plt.subplot(1, 2, 2)\n",
+ "sns.countplot(x=y_resampled)\n",
+ "plt.title('Count of Selector (After SMOTE Resampling)')\n",
+ "plt.xlabel('Selector')\n",
+ "plt.ylabel('Count')\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4418d666",
+ "metadata": {
+ "papermill": {
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+ "start_time": "2024-01-29T16:32:24.552428",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "\n",
+ "
Logistic Regression \n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "50bfe38d",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:24.630710Z",
+ "iopub.status.busy": "2024-01-29T16:32:24.629580Z",
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+ },
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+ "duration": 0.197469,
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+ "exception": false,
+ "start_time": "2024-01-29T16:32:24.601564",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Logistic Regression Metrics:\n",
+ "Accuracy: 0.7784431137724551\n",
+ "Classification Report:\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 1 0.83 0.64 0.72 75\n",
+ " 2 0.75 0.89 0.82 92\n",
+ "\n",
+ " accuracy 0.78 167\n",
+ " macro avg 0.79 0.77 0.77 167\n",
+ "weighted avg 0.79 0.78 0.77 167\n",
+ "\n",
+ "Confusion Matrix:\n",
+ "[[48 27]\n",
+ " [10 82]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "X_train, X_test, y_train, y_test = train_test_split(X_resampled, y_resampled, test_size=0.2, random_state=42)\n",
+ "\n",
+ "\n",
+ "clf_lr = LogisticRegression(random_state=42, max_iter=1000)\n",
+ "clf_lr.fit(X_train, y_train)\n",
+ "y_pred_lr = clf_lr.predict(X_test)\n",
+ "\n",
+ "accuracy_lr = accuracy_score(y_test, y_pred_lr)\n",
+ "classification_report_lr = classification_report(y_test, y_pred_lr)\n",
+ "conf_matrix_lr = confusion_matrix(y_test, y_pred_lr)\n",
+ "\n",
+ "print(\"Logistic Regression Metrics:\")\n",
+ "print(f'Accuracy: {accuracy_lr}')\n",
+ "print('Classification Report:')\n",
+ "print(classification_report_lr)\n",
+ "print('Confusion Matrix:')\n",
+ "print(conf_matrix_lr)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "049b1a0c",
+ "metadata": {
+ "papermill": {
+ "duration": 0.025622,
+ "end_time": "2024-01-29T16:32:24.850085",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:24.824463",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "\n",
+ "
Random Forest \n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "fad188f0",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:25.004763Z",
+ "iopub.status.busy": "2024-01-29T16:32:25.004250Z",
+ "iopub.status.idle": "2024-01-29T16:32:25.368786Z",
+ "shell.execute_reply": "2024-01-29T16:32:25.367569Z"
+ },
+ "papermill": {
+ "duration": 0.395102,
+ "end_time": "2024-01-29T16:32:25.371674",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:24.976572",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Random Forest Metrics:\n",
+ "Accuracy: 0.8323353293413174\n",
+ "Classification Report:\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 1 0.80 0.84 0.82 75\n",
+ " 2 0.86 0.83 0.84 92\n",
+ "\n",
+ " accuracy 0.83 167\n",
+ " macro avg 0.83 0.83 0.83 167\n",
+ "weighted avg 0.83 0.83 0.83 167\n",
+ "\n",
+ "Confusion Matrix:\n",
+ "[[63 12]\n",
+ " [16 76]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "clf_rf = RandomForestClassifier(random_state=42)\n",
+ "clf_rf.fit(X_train, y_train)\n",
+ "y_pred_rf = clf_rf.predict(X_test)\n",
+ "\n",
+ "\n",
+ "accuracy_rf = accuracy_score(y_test, y_pred_rf)\n",
+ "classification_report_rf = classification_report(y_test, y_pred_rf)\n",
+ "conf_matrix_rf = confusion_matrix(y_test, y_pred_rf)\n",
+ "\n",
+ "print(\"\\nRandom Forest Metrics:\")\n",
+ "print(f'Accuracy: {accuracy_rf}')\n",
+ "print('Classification Report:')\n",
+ "print(classification_report_rf)\n",
+ "print('Confusion Matrix:')\n",
+ "print(conf_matrix_rf)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "70dc2ebd",
+ "metadata": {
+ "papermill": {
+ "duration": 0.025561,
+ "end_time": "2024-01-29T16:32:25.422622",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:25.397061",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "\n",
+ "
SVM \n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "50637b09",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:25.477923Z",
+ "iopub.status.busy": "2024-01-29T16:32:25.477410Z",
+ "iopub.status.idle": "2024-01-29T16:32:25.529999Z",
+ "shell.execute_reply": "2024-01-29T16:32:25.528638Z"
+ },
+ "papermill": {
+ "duration": 0.084955,
+ "end_time": "2024-01-29T16:32:25.533221",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:25.448266",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVM Metrics:\n",
+ "Accuracy: 0.6946107784431138\n",
+ "Classification Report:\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 1 0.71 0.53 0.61 75\n",
+ " 2 0.68 0.83 0.75 92\n",
+ "\n",
+ " accuracy 0.69 167\n",
+ " macro avg 0.70 0.68 0.68 167\n",
+ "weighted avg 0.70 0.69 0.69 167\n",
+ "\n",
+ "Confusion Matrix:\n",
+ "[[40 35]\n",
+ " [16 76]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "clf_svm = SVC(random_state=42)\n",
+ "clf_svm.fit(X_train, y_train)\n",
+ "y_pred_svm = clf_svm.predict(X_test)\n",
+ "\n",
+ "accuracy_svm = accuracy_score(y_test, y_pred_svm)\n",
+ "classification_report_svm = classification_report(y_test, y_pred_svm)\n",
+ "conf_matrix_svm = confusion_matrix(y_test, y_pred_svm)\n",
+ "\n",
+ "print(\"\\nSVM Metrics:\")\n",
+ "print(f'Accuracy: {accuracy_svm}')\n",
+ "print('Classification Report:')\n",
+ "print(classification_report_svm)\n",
+ "print('Confusion Matrix:')\n",
+ "print(conf_matrix_svm)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6bada925",
+ "metadata": {
+ "papermill": {
+ "duration": 0.025678,
+ "end_time": "2024-01-29T16:32:25.585573",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:25.559895",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "\n",
+ "
KNN \n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "f74e1cca",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:25.640607Z",
+ "iopub.status.busy": "2024-01-29T16:32:25.639171Z",
+ "iopub.status.idle": "2024-01-29T16:32:25.680703Z",
+ "shell.execute_reply": "2024-01-29T16:32:25.679229Z"
+ },
+ "papermill": {
+ "duration": 0.071929,
+ "end_time": "2024-01-29T16:32:25.683764",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:25.611835",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "K-Nearest Neighbors Metrics:\n",
+ "Accuracy: 0.7904191616766467\n",
+ "Classification Report:\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 1 0.79 0.73 0.76 75\n",
+ " 2 0.79 0.84 0.81 92\n",
+ "\n",
+ " accuracy 0.79 167\n",
+ " macro avg 0.79 0.79 0.79 167\n",
+ "weighted avg 0.79 0.79 0.79 167\n",
+ "\n",
+ "Confusion Matrix:\n",
+ "[[55 20]\n",
+ " [15 77]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "clf_knn = KNeighborsClassifier()\n",
+ "clf_knn.fit(X_train, y_train)\n",
+ "y_pred_knn = clf_knn.predict(X_test)\n",
+ "\n",
+ "\n",
+ "accuracy_knn = accuracy_score(y_test, y_pred_knn)\n",
+ "classification_report_knn = classification_report(y_test, y_pred_knn)\n",
+ "conf_matrix_knn = confusion_matrix(y_test, y_pred_knn)\n",
+ "\n",
+ "print(\"\\nK-Nearest Neighbors Metrics:\")\n",
+ "print(f'Accuracy: {accuracy_knn}')\n",
+ "print('Classification Report:')\n",
+ "print(classification_report_knn)\n",
+ "print('Confusion Matrix:')\n",
+ "print(conf_matrix_knn)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "70df3b7c",
+ "metadata": {
+ "papermill": {
+ "duration": 0.0255,
+ "end_time": "2024-01-29T16:32:25.734268",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:25.708768",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "\n",
+ "
Naive Bayes \n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "8e6e20e5",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:25.786671Z",
+ "iopub.status.busy": "2024-01-29T16:32:25.786239Z",
+ "iopub.status.idle": "2024-01-29T16:32:25.813767Z",
+ "shell.execute_reply": "2024-01-29T16:32:25.812034Z"
+ },
+ "papermill": {
+ "duration": 0.056687,
+ "end_time": "2024-01-29T16:32:25.816495",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:25.759808",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Gaussian Naive Bayes Metrics:\n",
+ "Accuracy: 0.7305389221556886\n",
+ "Classification Report:\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 1 0.94 0.43 0.59 75\n",
+ " 2 0.68 0.98 0.80 92\n",
+ "\n",
+ " accuracy 0.73 167\n",
+ " macro avg 0.81 0.70 0.69 167\n",
+ "weighted avg 0.80 0.73 0.70 167\n",
+ "\n",
+ "Confusion Matrix:\n",
+ "[[32 43]\n",
+ " [ 2 90]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "clf_nb = GaussianNB()\n",
+ "clf_nb.fit(X_train, y_train)\n",
+ "y_pred_nb = clf_nb.predict(X_test)\n",
+ "\n",
+ "accuracy_nb = accuracy_score(y_test, y_pred_nb)\n",
+ "classification_report_nb = classification_report(y_test, y_pred_nb)\n",
+ "conf_matrix_nb = confusion_matrix(y_test, y_pred_nb)\n",
+ "\n",
+ "print(\"\\nGaussian Naive Bayes Metrics:\")\n",
+ "print(f'Accuracy: {accuracy_nb}')\n",
+ "print('Classification Report:')\n",
+ "print(classification_report_nb)\n",
+ "print('Confusion Matrix:')\n",
+ "print(conf_matrix_nb)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1cde31e6",
+ "metadata": {
+ "papermill": {
+ "duration": 0.035451,
+ "end_time": "2024-01-29T16:32:25.878050",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:25.842599",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "\n",
+ "
SHAP explaination for Random Forest \n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "bed1891b",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:25.936862Z",
+ "iopub.status.busy": "2024-01-29T16:32:25.935326Z",
+ "iopub.status.idle": "2024-01-29T16:32:27.189083Z",
+ "shell.execute_reply": "2024-01-29T16:32:27.187533Z"
+ },
+ "papermill": {
+ "duration": 1.284359,
+ "end_time": "2024-01-29T16:32:27.191980",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:25.907621",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "explainer_rf = shap.Explainer(clf_rf)\n",
+ "\n",
+ "shap_values_rf = explainer_rf.shap_values(X_test)\n",
+ "\n",
+ "shap.summary_plot(shap_values_rf, X_test, plot_type=\"bar\", feature_names=X.columns)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "23f3d4a5",
+ "metadata": {
+ "papermill": {
+ "duration": 0.025972,
+ "end_time": "2024-01-29T16:32:27.245689",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:27.219717",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "\n",
+ "
Model Summary \n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "e0deff15",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-01-29T16:32:27.303493Z",
+ "iopub.status.busy": "2024-01-29T16:32:27.303069Z",
+ "iopub.status.idle": "2024-01-29T16:32:27.365327Z",
+ "shell.execute_reply": "2024-01-29T16:32:27.363407Z"
+ },
+ "papermill": {
+ "duration": 0.095788,
+ "end_time": "2024-01-29T16:32:27.368809",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:27.273021",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "+---------------------+----------+-----------+--------+----------+\n",
+ "| Model | Accuracy | Precision | Recall | F1-Score |\n",
+ "+---------------------+----------+-----------+--------+----------+\n",
+ "| Naive Bayes | \u001b[93m0.73\u001b[0m | \u001b[91m0.80\u001b[0m | \u001b[92m0.73\u001b[0m | \u001b[94m0.70\u001b[0m |\n",
+ "| K-Nearest Neighbors | \u001b[93m0.79\u001b[0m | \u001b[91m0.79\u001b[0m | \u001b[92m0.79\u001b[0m | \u001b[94m0.79\u001b[0m |\n",
+ "| SVM | \u001b[93m0.69\u001b[0m | \u001b[91m0.70\u001b[0m | \u001b[92m0.69\u001b[0m | \u001b[94m0.69\u001b[0m |\n",
+ "| Random Forest | \u001b[93m0.83\u001b[0m | \u001b[91m0.83\u001b[0m | \u001b[92m0.83\u001b[0m | \u001b[94m0.83\u001b[0m |\n",
+ "| Logistic Regression | \u001b[93m0.78\u001b[0m | \u001b[91m0.79\u001b[0m | \u001b[92m0.78\u001b[0m | \u001b[94m0.77\u001b[0m |\n",
+ "+---------------------+----------+-----------+--------+----------+\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "report_nb = classification_report(y_test, y_pred_nb, output_dict=True)\n",
+ "precision_nb = report_nb['weighted avg']['precision']\n",
+ "recall_nb = report_nb['weighted avg']['recall']\n",
+ "f1_nb = report_nb['weighted avg']['f1-score']\n",
+ "\n",
+ "report_knn = classification_report(y_test, y_pred_knn, output_dict=True)\n",
+ "precision_knn = report_knn['weighted avg']['precision']\n",
+ "recall_knn = report_knn['weighted avg']['recall']\n",
+ "f1_knn = report_knn['weighted avg']['f1-score']\n",
+ "\n",
+ "report_svm = classification_report(y_test, y_pred_svm, output_dict=True)\n",
+ "precision_svm = report_svm['weighted avg']['precision']\n",
+ "recall_svm = report_svm['weighted avg']['recall']\n",
+ "f1_svm = report_svm['weighted avg']['f1-score']\n",
+ "\n",
+ "report_rf = classification_report(y_test, y_pred_rf, output_dict=True)\n",
+ "precision_rf = report_rf['weighted avg']['precision']\n",
+ "recall_rf = report_rf['weighted avg']['recall']\n",
+ "f1_rf = report_rf['weighted avg']['f1-score']\n",
+ "\n",
+ "report_lr = classification_report(y_test, y_pred_lr, output_dict=True)\n",
+ "precision_lr = report_lr['weighted avg']['precision']\n",
+ "recall_lr = report_lr['weighted avg']['recall']\n",
+ "f1_lr = report_lr['weighted avg']['f1-score']\n",
+ "\n",
+ "\n",
+ "table = PrettyTable()\n",
+ "\n",
+ "\n",
+ "table.field_names = [\"Model\", \"Accuracy\", \"Precision\", \"Recall\", \"F1-Score\"]\n",
+ "\n",
+ "table.add_row([\"Naive Bayes\", f'\\033[93m{accuracy_nb:.2f}\\033[0m', f'\\033[91m{precision_nb:.2f}\\033[0m', f'\\033[92m{recall_nb:.2f}\\033[0m', f'\\033[94m{f1_nb:.2f}\\033[0m'])\n",
+ "table.add_row([\"K-Nearest Neighbors\", f'\\033[93m{accuracy_knn:.2f}\\033[0m', f'\\033[91m{precision_knn:.2f}\\033[0m', f'\\033[92m{recall_knn:.2f}\\033[0m', f'\\033[94m{f1_knn:.2f}\\033[0m'])\n",
+ "table.add_row([\"SVM\", f'\\033[93m{accuracy_svm:.2f}\\033[0m', f'\\033[91m{precision_svm:.2f}\\033[0m', f'\\033[92m{recall_svm:.2f}\\033[0m', f'\\033[94m{f1_svm:.2f}\\033[0m'])\n",
+ "table.add_row([\"Random Forest\", f'\\033[93m{accuracy_rf:.2f}\\033[0m', f'\\033[91m{precision_rf:.2f}\\033[0m', f'\\033[92m{recall_rf:.2f}\\033[0m', f'\\033[94m{f1_rf:.2f}\\033[0m'])\n",
+ "table.add_row([\"Logistic Regression\", f'\\033[93m{accuracy_lr:.2f}\\033[0m', f'\\033[91m{precision_lr:.2f}\\033[0m', f'\\033[92m{recall_lr:.2f}\\033[0m', f'\\033[94m{f1_lr:.2f}\\033[0m'])\n",
+ "\n",
+ "\n",
+ "for field in table.field_names[1:]:\n",
+ " table.align[field] = \"center\"\n",
+ "\n",
+ "print(table)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3ecaf08a",
+ "metadata": {
+ "papermill": {
+ "duration": 0.027746,
+ "end_time": "2024-01-29T16:32:27.492421",
+ "exception": false,
+ "start_time": "2024-01-29T16:32:27.464675",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kaggle": {
+ "accelerator": "none",
+ "dataSources": [
+ {
+ "datasetId": 4366945,
+ "sourceId": 7499592,
+ "sourceType": "datasetVersion"
+ }
+ ],
+ "dockerImageVersionId": 30635,
+ "isGpuEnabled": false,
+ "isInternetEnabled": true,
+ "language": "python",
+ "sourceType": "notebook"
+ },
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.11.7"
+ },
+ "papermill": {
+ "default_parameters": {},
+ "duration": 42.739181,
+ "end_time": "2024-01-29T16:32:30.204046",
+ "environment_variables": {},
+ "exception": null,
+ "input_path": "__notebook__.ipynb",
+ "output_path": "__notebook__.ipynb",
+ "parameters": {},
+ "start_time": "2024-01-29T16:31:47.464865",
+ "version": "2.4.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}