{ "cells": [ { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "from sklearn.ensemble import RandomForestClassifier,GradientBoostingClassifier\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.svm import SVC\n", "from sklearn.metrics import accuracy_score,RocCurveDisplay,PrecisionRecallDisplay,classification_report\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.model_selection import train_test_split,GridSearchCV\n", "import seaborn as sns\n" ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 1421 entries, 0 to 1420\n", "Data columns (total 6 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Gender 1421 non-null int64 \n", " 1 Hemoglobin 1421 non-null float64\n", " 2 MCH 1421 non-null float64\n", " 3 MCHC 1421 non-null float64\n", " 4 MCV 1421 non-null float64\n", " 5 Result 1421 non-null int64 \n", "dtypes: float64(4), int64(2)\n", "memory usage: 66.7 KB\n" ] } ], "source": [ "data = pd.read_csv(\"anemia.csv\")\n", "data.info()" ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GenderHemoglobinMCHMCHCMCVResult
count1421.0000001421.0000001421.0000001421.0000001421.0000001421.000000
mean0.52076013.41273822.90563030.25123285.5237860.436312
std0.4997451.9745463.9693751.4008989.6367010.496102
min0.0000006.60000016.00000027.80000069.4000000.000000
25%0.00000011.70000019.40000029.00000077.3000000.000000
50%1.00000013.20000022.70000030.40000085.3000000.000000
75%1.00000015.00000026.20000031.40000094.2000001.000000
max1.00000016.90000030.00000032.500000101.6000001.000000
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" ], "text/plain": [ " Gender Hemoglobin MCH MCHC MCV \\\n", "count 1421.000000 1421.000000 1421.000000 1421.000000 1421.000000 \n", "mean 0.520760 13.412738 22.905630 30.251232 85.523786 \n", "std 0.499745 1.974546 3.969375 1.400898 9.636701 \n", "min 0.000000 6.600000 16.000000 27.800000 69.400000 \n", "25% 0.000000 11.700000 19.400000 29.000000 77.300000 \n", "50% 1.000000 13.200000 22.700000 30.400000 85.300000 \n", "75% 1.000000 15.000000 26.200000 31.400000 94.200000 \n", "max 1.000000 16.900000 30.000000 32.500000 101.600000 \n", "\n", " Result \n", "count 1421.000000 \n", "mean 0.436312 \n", "std 0.496102 \n", "min 0.000000 \n", "25% 0.000000 \n", "50% 0.000000 \n", "75% 1.000000 \n", "max 1.000000 " ] }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.describe()" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GenderHemoglobinMCHMCHCMCVResult
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" ], "text/plain": [ " Gender Hemoglobin MCH MCHC MCV Result\n", "0 1 14.9 22.7 29.1 83.7 0\n", "1 0 15.9 25.4 28.3 72.0 0\n", "2 0 9.0 21.5 29.6 71.2 1\n", "3 0 14.9 16.0 31.4 87.5 0\n", "4 1 14.7 22.0 28.2 99.5 0" ] }, "execution_count": 144, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GenderHemoglobinMCHMCHCMCVResult
1416010.625.428.282.91
1417112.128.330.486.91
1418113.117.728.180.71
1419014.316.229.595.20
1420011.821.228.498.11
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" ], "text/plain": [ " Gender Hemoglobin MCH MCHC MCV Result\n", "1416 0 10.6 25.4 28.2 82.9 1\n", "1417 1 12.1 28.3 30.4 86.9 1\n", "1418 1 13.1 17.7 28.1 80.7 1\n", "1419 0 14.3 16.2 29.5 95.2 0\n", "1420 0 11.8 21.2 28.4 98.1 1" ] }, "execution_count": 145, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.tail()" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [], "source": [ "data = data.drop_duplicates()" ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.hist(bins=25)" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.boxplot([\"MCV\",\"MCH\",\"MCHC\",\"Hemoglobin\"])" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class Distribution:\n", "Result\n", "0 0.537453\n", "1 0.462547\n", "Name: proportion, dtype: float64\n" ] } ], "source": [ "class_distribution = data['Result'].value_counts(normalize=True)\n", "print(\"Class Distribution:\")\n", "print(class_distribution)\n" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Gender\n", "1 279\n", "0 255\n", "Name: count, dtype: int64" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"Gender\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Gender 0\n", "Hemoglobin 0\n", "MCH 0\n", "MCHC 0\n", "MCV 0\n", "Result 0\n", "dtype: int64" ] }, "execution_count": 152, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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HemoglobinMCHMCHCMCV
GenderResult
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\n", "
" ], "text/plain": [ " Hemoglobin MCH MCHC MCV\n", "Gender Result \n", "0 0 167 167 167 167\n", " 1 88 88 88 88\n", "1 0 120 120 120 120\n", " 1 159 159 159 159" ] }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.groupby([\"Gender\",\"Result\"]).count()" ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [], "source": [ "y = data[\"Result\"]\n", "x = data.drop([\"Result\",\"MCH\",\"MCHC\"],axis=1)\n", "# x_dropped = data.drop([\"MCH\",\"MCHC\"])" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [], "source": [ "xtrain,xtest,ytrain,ytest = train_test_split(x,y,test_size=0.2,random_state=42,stratify=y)" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [], "source": [ "scaler = StandardScaler()\n", "X_train = scaler.fit_transform(xtrain)\n", "X_test = scaler.transform(xtest)" ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [], "source": [ "# Models to be evaluated\n", "models = [\n", " ('RandomForest', RandomForestClassifier()),\n", " ('GradientBoosting', GradientBoostingClassifier()),\n", " ('SVM', SVC()),\n", " (\"Logistic Regression\",LogisticRegression(class_weight='balanced'))\n", "]\n" ] }, { "cell_type": "code", "execution_count": 160, "metadata": {}, "outputs": [], "source": [ "\n", "# Pipeline for preprocessing and model training\n", "results = {}\n", "roc_auc_scores = {}\n", "for name, model in models:\n", " pipe = Pipeline(steps=[('classifier', model)])\n", " # Define hyperparameters grid for GridSearchCV\n", " param_grid = {}\n", " if name == 'RandomForest':\n", " param_grid = {\n", " 'classifier__n_estimators': [5,10,20,50, 100, 200],\n", " 'classifier__max_depth': [None, 5, 10,20,30],\n", " 'classifier__min_samples_split': [2, 5, 10],\n", " # 'classifier__class_weight': ['balanced']\n", " }\n", " elif name == 'GradientBoosting':\n", " param_grid = {\n", " 'classifier__n_estimators': [5,10,20,50, 100, 200],\n", " 'classifier__learning_rate': [0.1, 0.01,0.001],\n", " 'classifier__max_depth': [3, 5, 7],\n", " }\n", " elif name == 'SVM':\n", " param_grid = {\n", " 'classifier__C': [0.1, 1, 10],\n", " 'classifier__kernel': ['linear', 'rbf'],\n", " # 'classifier__class_weight': ['balanced']\n", " }\n", " \n", " \n", " # Perform GridSearchCV\n", " grid_search = GridSearchCV(pipe, param_grid, cv=5)\n", " grid_search.fit(X_train, ytrain)\n", " \n", " # Save results\n", " results[name] = {\n", " 'best_params': grid_search.best_params_,\n", " 'best_score': grid_search.best_score_,\n", " 'classification_report': classification_report(ytest, grid_search.predict(X_test))\n", " }\n" ] }, { "cell_type": "code", "execution_count": 161, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RandomForest:\n", " Best Parameters: {'classifier__max_depth': None, 'classifier__min_samples_split': 2, 'classifier__n_estimators': 5}\n", " Best CV Score: 1.0\n", "classification_report precision recall f1-score support\n", "\n", " 0 1.00 0.98 0.99 58\n", " 1 0.98 1.00 0.99 49\n", "\n", " accuracy 0.99 107\n", " macro avg 0.99 0.99 0.99 107\n", "weighted avg 0.99 0.99 0.99 107\n", "\n", "GradientBoosting:\n", " Best Parameters: {'classifier__learning_rate': 0.1, 'classifier__max_depth': 3, 'classifier__n_estimators': 5}\n", " Best CV Score: 0.9976744186046511\n", "classification_report precision recall f1-score support\n", "\n", " 0 1.00 1.00 1.00 58\n", " 1 1.00 1.00 1.00 49\n", "\n", " accuracy 1.00 107\n", " macro avg 1.00 1.00 1.00 107\n", "weighted avg 1.00 1.00 1.00 107\n", "\n", "SVM:\n", " Best Parameters: {'classifier__C': 10, 'classifier__kernel': 'linear'}\n", " Best CV Score: 0.9930232558139535\n", "classification_report precision recall f1-score support\n", "\n", " 0 0.97 1.00 0.98 58\n", " 1 1.00 0.96 0.98 49\n", "\n", " accuracy 0.98 107\n", " macro avg 0.98 0.98 0.98 107\n", "weighted avg 0.98 0.98 0.98 107\n", "\n", "Logistic Regression:\n", " Best Parameters: {}\n", " Best CV Score: 0.9790424076607387\n", "classification_report precision recall f1-score support\n", "\n", " 0 1.00 0.95 0.97 58\n", " 1 0.94 1.00 0.97 49\n", "\n", " accuracy 0.97 107\n", " macro avg 0.97 0.97 0.97 107\n", "weighted avg 0.97 0.97 0.97 107\n", "\n" ] } ], "source": [ "\n", "# Print results\n", "for name, result in results.items():\n", " print(f\"{name}:\")\n", " print(\" Best Parameters:\", result['best_params'])\n", " print(\" Best CV Score:\", result['best_score'])\n", " print(\"classification_report\", result[\"classification_report\"])" ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9906542056074766\n" ] } ], "source": [ "rf = RandomForestClassifier(n_estimators=5,max_depth=3)\n", "rf.fit(X_train,ytrain)\n", "rf_y_preds = rf.predict(X_test)\n", "print(accuracy_score(ytest,rf_y_preds))" ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.0\n" ] } ], "source": [ "lr = LogisticRegression()\n", "lr.fit(X_train,ytrain)\n", "lr_y_preds = rf.predict(X_test)\n", "print(accuracy_score(ytest,lr_y_preds))" ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9906542056074766\n" ] } ], "source": [ "svm = SVC(C= 10,kernel= 'linear')\n", "svm.fit(X_train,ytrain)\n", "svm_y_preds = rf.predict(X_test)\n", "print(accuracy_score(ytest,svm_y_preds))" ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9906542056074766\n" ] } ], "source": [ "gb = GradientBoostingClassifier(n_estimators=5)\n", "gb.fit(X_train,ytrain)\n", "gb_y_preds = rf.predict(X_test)\n", "print(accuracy_score(ytest,gb_y_preds))" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 166, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "PrecisionRecallDisplay.from_estimator(gb,X_test,ytest)" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 167, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "PrecisionRecallDisplay.from_estimator(lr,X_test,ytest)" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 168, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "PrecisionRecallDisplay.from_estimator(svm,X_test,ytest)" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 169, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "PrecisionRecallDisplay.from_estimator(rf,X_test,ytest)" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/johanan/.local/lib/python3.10/site-packages/sklearn/base.py:486: UserWarning: X has feature names, but LogisticRegression was fitted without feature names\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 170, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "RocCurveDisplay.from_estimator(lr,xtest,ytest)" ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 171, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "RocCurveDisplay.from_estimator(lr,X_test,ytest)" ] }, { "cell_type": "code", "execution_count": 172, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 172, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "RocCurveDisplay.from_estimator(rf,X_test,ytest)" ] }, { "cell_type": "code", "execution_count": 173, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 173, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "RocCurveDisplay.from_estimator(svm,X_test,ytest)" ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 174, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "RocCurveDisplay.from_estimator(gb,X_test,ytest)" ] }, { "cell_type": "code", "execution_count": 175, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 1.00 1.00 1.00 58\n", " 1 1.00 1.00 1.00 49\n", "\n", " accuracy 1.00 107\n", " macro avg 1.00 1.00 1.00 107\n", "weighted avg 1.00 1.00 1.00 107\n", "\n" ] } ], "source": [ "print(classification_report(ytest,lr_y_preds))" ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['models/randomforest.pkl']" ] }, "execution_count": 176, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import joblib\n", "\n", "joblib.dump(svm,\"models/svm.pkl\")\n", "joblib.dump(lr,\"models/logisticregression.pkl\")\n", "joblib.dump(gb,\"models/gradientboostingclassifier.pkl\")\n", "joblib.dump(rf,\"models/randomforest.pkl\")" ] } ], "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }