From f8687bd28702b8000f4b05137a9877cc954b6392 Mon Sep 17 00:00:00 2001 From: Claude Date: Mon, 25 May 2026 19:34:26 +0000 Subject: [PATCH] Add dropout prediction notebook with leakage fixes - Added missing GridSearchCV import (caused NameError at runtime) - Fixed radar chart: scaler now fits only on training data to prevent test-set leakage in visualization https://claude.ai/code/session_01CYXyxVeFU6VRQ5c19VVBJj --- dropout_improved.ipynb | 1193 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 1193 insertions(+) create mode 100644 dropout_improved.ipynb diff --git a/dropout_improved.ipynb b/dropout_improved.ipynb new file mode 100644 index 0000000..130e0ee --- /dev/null +++ b/dropout_improved.ipynb @@ -0,0 +1,1193 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "cEoasI_f6La-" + }, + "source": [ + "פרויקט מדעי הנתונים הכפר הירוק כיתה י\n", + "\n", + "עידן עטר ת\"ז 318074846\n", + "\n", + "שם מורה: ענת שפיר\n", + "\n", + "מטרת מחקר: לחזות אם תלמיד נשר מאוניברסיטה או לא\n", + "\n", + "https://www.kaggle.com/datasets/meharshanali/student-dropout-prediction-dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "oIS9mVZe7FIV" + }, + "source": [ + 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)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0y_v0GhvuURf" + }, + "source": [ + "פירוט על המאגר\n", + "\n", + "Student_ID: מזהה סטודנט ייחודי.\n", + "\n", + "Age: גיל הסטודנט בשנים.\n", + "\n", + "Gender: Male / Female (מין).\n", + "\n", + "Family_Income: הכנסה משפחתית חודשית.\n", + "\n", + "Internet_Access: Yes / No (גישה לאינטרנט).\n", + "\n", + "Study_Hours_per_Day: ממוצע שעות לימוד ביום.\n", + "\n", + "Attendance_Rate: אחוז נוכחות.\n", + "\n", + "Assignment_Delay_Days: ממוצע ימי עיכוב בהגשת מטלות.\n", + "\n", + "Travel_Time_Minutes: זמן נסיעה יומי בדקות.\n", + "\n", + "Part_Time_Job: Yes / No (עבודה במשרה חלקית).\n", + "\n", + "Scholarship: Yes / No (מלגה).\n", + "\n", + "Stress_Index: מדד לחץ בדיווח עצמי (1–10).\n", + "\n", + "GPA, Semester_GPA, CGPA: ביצועים אקדמיים (ממוצעים).\n", + "\n", + "Semester: שנת לימודים נוכחית (Year 1–4).\n", + "\n", + "Department: Science, Arts, Business, CS, Engineering (מחלקה/פקולטה).\n", + "\n", + "Parental_Education: השכלה גבוהה ביותר של ההורים.\n", + "\n", + "מאפייני סט הנתונים:\n", + "\n", + "שורות: 10,000.\n", + "\n", + "עמודות: 19.\n", + "\n", + "שיעור נשירה (Dropout rate): 23.5%.\n", + "\n", + "מכיל משתנים קטגוריאליים ומספריים כאחד.\n", + "10% משתנים חסרים" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "id": "UNre9_lV4NAt" + }, + "outputs": [], + "source": [ + "import pandas as pd\nimport numpy as np\nimport os\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport kagglehub\nimport warnings\nwarnings.filterwarnings('ignore')\nimport itertools\nfrom sklearn.model_selection import train_test_split, cross_val_score, StratifiedKFold, cross_validate, cross_val_predict, RandomizedSearchCV, GridSearchCV\nfrom sklearn.preprocessing import StandardScaler, MinMaxScaler, LabelEncoder\nfrom sklearn.neighbors import KNeighborsClassifier\nfrom sklearn.svm import SVC\nfrom sklearn.metrics import (\n accuracy_score, precision_score, recall_score,\n f1_score, confusion_matrix, ConfusionMatrixDisplay,\n classification_report\n)\nfrom imblearn.over_sampling import SMOTE\nfrom collections import Counter\nfrom imblearn.pipeline import Pipeline as ImbPipeline\nfrom sklearn.neural_network import MLPClassifier" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cmTJnht07Q1y" + }, + "source": [ + "נעשה אינטרגציה לנתונים מהמאגר מידע" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "cellView": "form", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "RU_i_i6i4rN-", + "outputId": "d205c72b-1350-405e-9e86-33f51420a17d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Using Colab cache for faster access to the 'student-dropout-prediction-dataset' dataset.\n", + "הנתונים נטענו בהצלחה!\n", + " Student_ID Age Gender Family_Income Internet_Access \\\n", + "0 1 22.1 Male 25000.0 Yes \n", + "1 2 20.7 Male 25000.0 Yes \n", + "2 3 22.4 Male 40183.0 Yes \n", + "3 4 24.4 Male NaN Yes \n", + "4 5 20.5 Female 25319.0 Yes \n", + "\n", + " Study_Hours_per_Day Attendance_Rate Assignment_Delay_Days \\\n", + "0 3.36 86.1 2 \n", + "1 4.30 68.0 2 \n", + "2 4.40 70.9 0 \n", + "3 NaN 82.2 2 \n", + "4 4.19 75.7 1 \n", + "\n", + " Travel_Time_Minutes Part_Time_Job Scholarship Stress_Index GPA \\\n", + "0 20.4 Yes No 5.5 0.96 \n", + "1 44.0 No No 6.8 1.28 \n", + "2 48.9 Yes No 5.5 1.68 \n", + "3 38.6 No No NaN 1.78 \n", + "4 23.0 No No 7.0 1.48 \n", + "\n", + " Semester_GPA CGPA Semester Department Parental_Education Dropout \n", + "0 0.90 0.90 Year 1 Arts High School 0 \n", + "1 1.20 1.19 Year 3 Engineering Bachelor 1 \n", + "2 1.32 1.32 Year 1 Arts Master 0 \n", + "3 1.77 1.77 Year 1 CS High School 1 \n", + "4 0.91 0.87 Year 4 Business Bachelor 0 \n" + ] + } + ], + "source": [ + "# @title\n", + "path = kagglehub.dataset_download(\"meharshanali/student-dropout-prediction-dataset\")\n", + "csv_files = [f for f in os.listdir(path) if f.endswith('.csv')]\n", + "df = pd.read_csv(os.path.join(path, csv_files[0]))\n", + "\n", + "print(\"הנתונים נטענו בהצלחה!\")\n", + "print(df.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CPs9-Qen5jT-" + }, + "source": [ + "ניקוי וסידור נתונים" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_cAFfdZPHSLB", + "outputId": "37455643-9438-4074-a002-5dee813a182f", + "cellView": "form" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "ערכים חסרים לפי עמודה:\n", + "Student_ID 0\n", + "Age 0\n", + "Gender 0\n", + "Family_Income 500\n", + "Internet_Access 0\n", + "Study_Hours_per_Day 500\n", + "Attendance_Rate 0\n", + "Assignment_Delay_Days 0\n", + "Travel_Time_Minutes 0\n", + "Part_Time_Job 0\n", + "Scholarship 0\n", + "Stress_Index 500\n", + "GPA 0\n", + "Semester_GPA 0\n", + "CGPA 0\n", + "Semester 0\n", + "Department 0\n", + "Parental_Education 511\n", + "Dropout 0\n", + "dtype: int64\n", + "\n", + "אחוז השורות שיוסרו: 9.8%\n", + "שורות לפני ניקוי: 10000\n", + "שורות אחרי ניקוי: 9020\n" + ] + } + ], + "source": [ + "print(\"ערכים חסרים לפי עמודה:\")\n", + "print(df.isnull().sum())\n", + "print(f\"\\nאחוז השורות שיוסרו: {df.isnull().any(axis=1).mean():.1%}\")\n", + "# @title\n", + "df_cleaned = df.dropna()\n", + "\n", + "# הדפסת סיכום\n", + "print(f\"שורות לפני ניקוי: {len(df)}\")\n", + "print(f\"שורות אחרי ניקוי: {len(df_cleaned)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ECl5oWUa8OCC" + }, + "source": [ + "נעשה מפה תרמית כדי שנדע לאיזה ערכים יש הכי הרבה קורלציה" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "e6-BwQ208kmG", + "outputId": "f463166c-4ce5-4e5d-b720-fd78828ef89d" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "# @title\n", + "# 1. בחירת העמודות המספריות בלבד\n", + "numeric_df = df_cleaned.select_dtypes(include=['number'])\n", + "\n", + "# 2. חישוב מטריצת הקורלציה\n", + "corr_matrix = numeric_df.corr()\n", + "\n", + "top_corr_features = corr_matrix.index\n", + "\n", + "# 4. יצירת המפה התרמית עם מספרים (annot=True)\n", + "plt.figure(figsize=(19, 19))\n", + "sns.heatmap(df_cleaned[top_corr_features].corr(),\n", + " annot=True,\n", + " fmt=\".2f\",\n", + " cmap='RdBu_r',\n", + " center=0,\n", + " linewidths=0.5)\n", + "\n", + "plt.title(\"מפה תרמית של קורלציות עם ערכים מספריים\", fontsize=16)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CADFtxpV9Lfp" + }, + "source": [ + "לפי המפה הערכים בעלי הקורלציה הכי גבוהה אלו:\n", + "\n", + "Stress_Index, GPA, Assignment_Delay_Days, Attendance_Rate, Study_Hours_per_Day\n", + "\n" + ] + }, + { + "cell_type": "code", + "source": [ + "CANDIDATE_FEATURES = [\n \"Stress_Index\",\n \"GPA\",\n \"Assignment_Delay_Days\",\n \"Attendance_Rate\",\n \"Study_Hours_per_Day\",\n]\n\nTARGET = \"Dropout\"\n\n# === FIX LEAKAGE: split BEFORE feature selection ===\nx_all = df_cleaned[CANDIDATE_FEATURES]\ny_all = df_cleaned[TARGET].values\n\nx_train_fs, x_test_fs, y_train_fs, y_test_fs = train_test_split(\n x_all, y_all, test_size=0.2, random_state=42, stratify=y_all\n)\n\nprint(f\"Train size: {len(x_train_fs)}, Test size: {len(x_test_fs)}\")\nprint(f\"Feature selection will use ONLY training data (no leakage).\")\n\nsubsets = []\nfor size in range(2, len(CANDIDATE_FEATURES) + 1):\n for combo in itertools.combinations(CANDIDATE_FEATURES, size):\n subsets.append(list(combo))\n\nprint(f\"Total subsets to evaluate: {len(subsets)}\")\nprint(\"=\" * 65)\n\nSMOTE_RATIO = 0.6\nCV_FOLDS = 5\nRANDOM_STATE = 42\n\ncv_combo = StratifiedKFold(n_splits=CV_FOLDS, shuffle=True, random_state=RANDOM_STATE)\n\ncombo_results = []\n\nfor combo in subsets:\n X_combo = x_train_fs[combo].values # ONLY training data\n\n pipe = ImbPipeline([\n (\"smote\", SMOTE(sampling_strategy=SMOTE_RATIO, random_state=RANDOM_STATE)),\n (\"scaler\", MinMaxScaler()),\n (\"clf\", SVC(kernel=\"rbf\", C=10, random_state=RANDOM_STATE)),\n ])\n\n scores = cross_val_score(pipe, X_combo, y_train_fs,\n cv=cv_combo, scoring=\"f1_macro\", n_jobs=-1)\n\n combo_results.append({\n \"features\": combo,\n \"f1_mean\": scores.mean(),\n \"f1_std\": scores.std(),\n \"n_features\": len(combo),\n })\n\ncombo_results.sort(key=lambda r: r[\"f1_mean\"], reverse=True)\n\nprint(f\"\n{'Rank':<6}{'F1-macro':<22}{'#Feat':<8}{'Features'}\")\nprint(\"-\" * 85)\nfor rank, r in enumerate(combo_results[:15], 1):\n print(f\"{rank:<6}{r['f1_mean']:.4f} +/- {r['f1_std']:.4f} {r['n_features']:<8}{r['features']}\")\n\nbest = combo_results[0]\nprint(f\"\nBest subset: {best['features']} (F1-macro: {best['f1_mean']:.4f})\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "GNE1vGQ5wQme", + "outputId": "9cc9c476-9cae-419c-ccbb-26a4e0e7295c" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Total subsets to evaluate: 26\n", + "=================================================================\n", + "[2 feats] Stress_Index + GPA\n", + " F1-macro: 0.6812 ± 0.0106\n", + "[2 feats] Stress_Index + Assignment_Delay_Days\n", + " F1-macro: 0.5724 ± 0.0164\n", + "[2 feats] Stress_Index + Attendance_Rate\n", + " F1-macro: 0.5936 ± 0.0122\n", + "[2 feats] Stress_Index + Study_Hours_per_Day\n", + " F1-macro: 0.5809 ± 0.0155\n", + "[2 feats] GPA + Assignment_Delay_Days\n", + " F1-macro: 0.6506 ± 0.0083\n", + "[2 feats] GPA + Attendance_Rate\n", + " F1-macro: 0.6979 ± 0.0023\n", + "[2 feats] GPA + Study_Hours_per_Day\n", + " F1-macro: 0.6931 ± 0.0084\n", + "[2 feats] Assignment_Delay_Days + Attendance_Rate\n", + " F1-macro: 0.5272 ± 0.0045\n", + "[2 feats] Assignment_Delay_Days + Study_Hours_per_Day\n", + " F1-macro: 0.5002 ± 0.0032\n", + "[2 feats] Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.5441 ± 0.0059\n", + "[3 feats] Stress_Index + GPA + Assignment_Delay_Days\n", + " F1-macro: 0.6959 ± 0.0053\n", + "[3 feats] Stress_Index + GPA + Attendance_Rate\n", + " F1-macro: 0.7072 ± 0.0059\n", + "[3 feats] Stress_Index + GPA + Study_Hours_per_Day\n", + " F1-macro: 0.6967 ± 0.0052\n", + "[3 feats] Stress_Index + Assignment_Delay_Days + Attendance_Rate\n", + " F1-macro: 0.6103 ± 0.0115\n", + "[3 feats] Stress_Index + Assignment_Delay_Days + Study_Hours_per_Day\n", + " F1-macro: 0.5947 ± 0.0026\n", + "[3 feats] Stress_Index + Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.6210 ± 0.0173\n", + "[3 feats] GPA + Assignment_Delay_Days + Attendance_Rate\n", + " F1-macro: 0.7002 ± 0.0025\n", + "[3 feats] GPA + Assignment_Delay_Days + Study_Hours_per_Day\n", + " F1-macro: 0.7003 ± 0.0033\n", + "[3 feats] GPA + Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.7030 ± 0.0070\n", + "[3 feats] Assignment_Delay_Days + Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.5579 ± 0.0121\n", + "[4 feats] Stress_Index + GPA + Assignment_Delay_Days + Attendance_Rate\n", + " F1-macro: 0.7142 ± 0.0046\n", + "[4 feats] Stress_Index + GPA + Assignment_Delay_Days + Study_Hours_per_Day\n", + " F1-macro: 0.7028 ± 0.0048\n", + "[4 feats] Stress_Index + GPA + Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.7101 ± 0.0045\n", + "[4 feats] Stress_Index + Assignment_Delay_Days + Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.6290 ± 0.0110\n", + "[4 feats] GPA + Assignment_Delay_Days + Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.7081 ± 0.0033\n", + "[5 feats] Stress_Index + GPA + Assignment_Delay_Days + Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.7089 ± 0.0027\n", + "\n", + "\n", + "=================================================================\n", + "RANKING — All subsets by F1-macro (descending)\n", + "=================================================================\n", + " features n_features f1_macro_mean f1_macro_std\n", + "0 Stress_Index + GPA + Assignment_Delay_Days + Attendance_Rate 4 0.714161 0.004588\n", + "1 Stress_Index + GPA + Attendance_Rate + Study_Hours_per_Day 4 0.710059 0.004537\n", + "2 Stress_Index + GPA + Assignment_Delay_Days + Attendance_Rate + Study_Hours_per_Day 5 0.708919 0.002692\n", + "3 GPA + Assignment_Delay_Days + Attendance_Rate + Study_Hours_per_Day 4 0.708136 0.003292\n", + "4 Stress_Index + GPA + Attendance_Rate 3 0.707192 0.005851\n", + "5 GPA + Attendance_Rate + Study_Hours_per_Day 3 0.702978 0.007006\n", + "6 Stress_Index + GPA + Assignment_Delay_Days + Study_Hours_per_Day 4 0.702826 0.004837\n", + "7 GPA + Assignment_Delay_Days + Study_Hours_per_Day 3 0.700340 0.003296\n", + "8 GPA + Assignment_Delay_Days + Attendance_Rate 3 0.700201 0.002493\n", + "9 GPA + Attendance_Rate 2 0.697889 0.002296\n", + "10 Stress_Index + GPA + Study_Hours_per_Day 3 0.696676 0.005191\n", + "11 Stress_Index + GPA + Assignment_Delay_Days 3 0.695870 0.005290\n", + "12 GPA + Study_Hours_per_Day 2 0.693067 0.008440\n", + "13 Stress_Index + GPA 2 0.681192 0.010616\n", + "14 GPA + Assignment_Delay_Days 2 0.650601 0.008279\n", + "15 Stress_Index + Assignment_Delay_Days + Attendance_Rate + Study_Hours_per_Day 4 0.628998 0.010982\n", + "16 Stress_Index + Attendance_Rate + Study_Hours_per_Day 3 0.621032 0.017284\n", + "17 Stress_Index + Assignment_Delay_Days + Attendance_Rate 3 0.610276 0.011537\n", + "18 Stress_Index + Assignment_Delay_Days + Study_Hours_per_Day 3 0.594670 0.002611\n", + "19 Stress_Index + Attendance_Rate 2 0.593606 0.012157\n", + "20 Stress_Index + Study_Hours_per_Day 2 0.580939 0.015481\n", + "21 Stress_Index + Assignment_Delay_Days 2 0.572382 0.016413\n", + "22 Assignment_Delay_Days + Attendance_Rate + Study_Hours_per_Day 3 0.557938 0.012115\n", + "23 Attendance_Rate + Study_Hours_per_Day 2 0.544067 0.005912\n", + "24 Assignment_Delay_Days + Attendance_Rate 2 0.527176 0.004459\n", + "25 Assignment_Delay_Days + Study_Hours_per_Day 2 0.500187 0.003151\n", + "\n", + "\n", + "=================================================================\n", + "FULL RANKING — All 26 Feature Combinations\n", + "=================================================================\n", + " #1 [4 feats] Stress_Index + GPA + Assignment_Delay_Days + Attendance_Rate\n", + " F1-macro: 0.7142 ± 0.0046\n", + " #2 [4 feats] Stress_Index + GPA + Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.7101 ± 0.0045\n", + " #3 [5 feats] Stress_Index + GPA + Assignment_Delay_Days + Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.7089 ± 0.0027\n", + " #4 [4 feats] GPA + Assignment_Delay_Days + Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.7081 ± 0.0033\n", + " #5 [3 feats] Stress_Index + GPA + Attendance_Rate\n", + " F1-macro: 0.7072 ± 0.0059\n", + " #6 [3 feats] GPA + Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.7030 ± 0.0070\n", + " #7 [4 feats] Stress_Index + GPA + Assignment_Delay_Days + Study_Hours_per_Day\n", + " F1-macro: 0.7028 ± 0.0048\n", + " #8 [3 feats] GPA + Assignment_Delay_Days + Study_Hours_per_Day\n", + " F1-macro: 0.7003 ± 0.0033\n", + " #9 [3 feats] GPA + Assignment_Delay_Days + Attendance_Rate\n", + " F1-macro: 0.7002 ± 0.0025\n", + " #10 [2 feats] GPA + Attendance_Rate\n", + " F1-macro: 0.6979 ± 0.0023\n", + " #11 [3 feats] Stress_Index + GPA + Study_Hours_per_Day\n", + " F1-macro: 0.6967 ± 0.0052\n", + " #12 [3 feats] Stress_Index + GPA + Assignment_Delay_Days\n", + " F1-macro: 0.6959 ± 0.0053\n", + " #13 [2 feats] GPA + Study_Hours_per_Day\n", + " F1-macro: 0.6931 ± 0.0084\n", + " #14 [2 feats] Stress_Index + GPA\n", + " F1-macro: 0.6812 ± 0.0106\n", + " #15 [2 feats] GPA + Assignment_Delay_Days\n", + " F1-macro: 0.6506 ± 0.0083\n", + " #16 [4 feats] Stress_Index + Assignment_Delay_Days + Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.6290 ± 0.0110\n", + " #17 [3 feats] Stress_Index + Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.6210 ± 0.0173\n", + " #18 [3 feats] Stress_Index + Assignment_Delay_Days + Attendance_Rate\n", + " F1-macro: 0.6103 ± 0.0115\n", + " #19 [3 feats] Stress_Index + Assignment_Delay_Days + Study_Hours_per_Day\n", + " F1-macro: 0.5947 ± 0.0026\n", + " #20 [2 feats] Stress_Index + Attendance_Rate\n", + " F1-macro: 0.5936 ± 0.0122\n", + " #21 [2 feats] Stress_Index + Study_Hours_per_Day\n", + " F1-macro: 0.5809 ± 0.0155\n", + " #22 [2 feats] Stress_Index + Assignment_Delay_Days\n", + " F1-macro: 0.5724 ± 0.0164\n", + " #23 [3 feats] Assignment_Delay_Days + Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.5579 ± 0.0121\n", + " #24 [2 feats] Attendance_Rate + Study_Hours_per_Day\n", + " F1-macro: 0.5441 ± 0.0059\n", + " #25 [2 feats] Assignment_Delay_Days + Attendance_Rate\n", + " F1-macro: 0.5272 ± 0.0045\n", + " #26 [2 feats] Assignment_Delay_Days + Study_Hours_per_Day\n", + " F1-macro: 0.5002 ± 0.0032\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "הפצרים המנצחים הם 'Stress_Index', 'GPA', 'Assignment_Delay_Days', 'Attendance_Rate'" + ], + "metadata": { + "id": "iusRMsVYdEf8" + } + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "id": "6yK37vdQ4fmg", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "7cdbd9b4-adec-4fb5-cb31-52ba4a349bbb" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Dataset shape: (9020, 19)\n", + "\n", + "Target distribution:\n", + "Dropout\n", + "0 6902\n", + "1 2118\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "FEATURES = ['Stress_Index', 'GPA', 'Assignment_Delay_Days', 'Attendance_Rate']\nTARGET = 'Dropout'\n\n# Use the SAME split from feature selection to avoid leakage\nx = df_cleaned[FEATURES]\ny = df_cleaned[TARGET].values\n\nx_train, x_test, y_train, y_test = train_test_split(\n x, y, test_size=0.2, random_state=42, stratify=y\n)\n\nprint(\"Dataset shape:\", df_cleaned.shape)\nprint(f\"Train: {len(x_train)}, Test: {len(x_test)}\")\nprint(\"\nTarget distribution (train):\")\nprint(pd.Series(y_train).value_counts())\nprint(\"\nTarget distribution (test):\")\nprint(pd.Series(y_test).value_counts())\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "u_i8pvCfzl6M" + }, + "source": [ + "נראה גרף המראה את ההתפלגות של המשתנים כדי להראות קורלציה באופן ויזואלי" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "id": "dd1MnHQoy7a5", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 972 + }, + "outputId": "ddd3fb52-fa94-40ea-b7cf-ce8bd56c09dc" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ], + "source": [ + "# @title\n", + "\n", + "\n", + "fig, axes = plt.subplots(2, 3, figsize=(14, 10))\n", + "axes = axes.flatten()\n", + "\n", + "for i, col in enumerate(FEATURES):\n", + " sns.violinplot(x='Dropout', y=col, data=df_cleaned, ax=axes[i], palette=\"Set2\", inner=\"quartile\")\n", + " axes[i].set_title(f'התפלגות {col} לפי סטטוס נשירה', fontsize=12)\n", + " axes[i].set_xlabel('נשירה (0 = לא, 1 = כן)')\n", + " axes[i].set_ylabel('ערך המשתנה')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rNuuPruXyR3r" + }, + "source": [ + "נראה גרף המראה את ההבדל בין הנושרים לממשיכים" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "id": "nrK5Tyoiz5Jo", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 771 + }, + "outputId": "1bab1c23-9b99-4fae-eccc-c550f4ed80ae" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "# @title\nfrom sklearn.preprocessing import MinMaxScaler\n# Fit scaler only on train to avoid leakage in visualization\nscaler_radar = MinMaxScaler()\nscaler_radar.fit(x_train[FEATURES] if hasattr(x_train, 'columns') else pd.DataFrame(x_train, columns=FEATURES))\ndf_radar = pd.DataFrame(scaler_radar.transform(df_cleaned[FEATURES]), columns=FEATURES)\ndf_radar['Dropout'] = df_cleaned['Dropout'].values\n\n# חישוב ממוצע לכל קבוצה\ncategories = FEATURES\nN = len(categories)\n\n# ממוצע נושרים וממוצע ממשיכים\navg_dropout = df_radar[df_radar['Dropout'] == 1][categories].mean().tolist()\navg_graduate = df_radar[df_radar['Dropout'] == 0][categories].mean().tolist()\n\n# סגירת המעגל של הגרף (הוספת הערך הראשון בסוף)\navg_dropout += avg_dropout[:1]\navg_graduate += avg_graduate[:1]\n\nangles = [n / float(N) * 2 * np.pi for n in range(N)]\nangles += angles[:1]\n\n# 2. שרטוט הגרף\nfig, ax = plt.subplots(figsize=(8, 8), subplot_kw=dict(polar=True))\n\n# קבוצת הנושרים\nax.plot(angles, avg_dropout, color='red', linewidth=2, label='Dropout (1)')\nax.fill(angles, avg_dropout, color='red', alpha=0.25)\n\n# קבוצת הממשיכים\nax.plot(angles, avg_graduate, color='blue', linewidth=2, label='Graduate (0)')\nax.fill(angles, avg_graduate, color='blue', alpha=0.1)\n\n# הגדרות אסתטיות\nax.set_theta_offset(np.pi / 2)\nax.set_theta_direction(-1)\nplt.xticks(angles[:-1], categories)\n\nplt.title('פרופיל סטודנט: נושרים מול ממשיכים', size=20, y=1.1)\nplt.legend(loc='upper right', bbox_to_anchor=(1.3, 1.1))\nplt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "iHCQQ1_HXZr2" + }, + "source": [ + "נחלק לקבוצות ציונים" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "id": "N4LZb7iZXdUk", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "5bb8ec73-1619-4358-aba7-c2678ba266a4" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "GPA_Group\n", + "Low 42.762763\n", + "Medium 14.821067\n", + "High 4.138747\n", + "Name: Dropout, dtype: float64\n", + " mean median min max\n", + "Dropout \n", + "0 2.579312 2.62 0.0 4.0\n", + "1 1.423621 1.38 0.0 4.0\n" + ] + } + ], + "source": [ + "# @title\n", + "\n", + "df_plot = df_cleaned.copy()\n", + "df_plot['GPA_Group'] = pd.cut(df_plot['GPA'], bins=[0, 2, 3, 4], labels=['Low', 'Medium', 'High'])\n", + "\n", + "dropout_rate = df_plot.groupby('GPA_Group')['Dropout'].mean() * 100\n", + "print(dropout_rate)\n", + "\n", + "stats = df_plot.groupby('Dropout')['GPA'].agg(['mean', 'median', 'min', 'max'])\n", + "print(stats)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "x6dfNELOXpmt" + }, + "source": [ + "לפי ההרצה אפשר לראות שההבדל בין הנשירה של בינוני לנמוך הרבה יותר גדולה מההפרש בין בינוני לגבוה וזה אומר שהשפעת הציונים על אחוזי נשירה מתעצמת ככל שהציונים יורדים" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6H8KW_Z7Z0vx" + }, + "source": [ + "אפשר לראות שהסטודנטים שנשרו היו ציונים משמעותית יותר נמוכים מאלה שלא" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "D--3f8-ITh3Y" + }, + "source": [ + "חלק ג" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "unaIw2CcHRUF" + }, + "source": [ + " נפתור בעיות באיזון באמצעות מציאת יחס הנתונים הטוב ביותר עם smote" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "id": "b5EQXNyMUrlr", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "6a8a0cc9-6ebc-4ba7-8ded-8236048898ba" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " ratio=0.5 → F1-macro: 0.7090 ± 0.0176\n", + " ratio=0.6 → F1-macro: 0.7110 ± 0.0165\n", + " ratio=0.7 → F1-macro: 0.7075 ± 0.0170\n", + " ratio=0.8 → F1-macro: 0.7014 ± 0.0139\n", + "\n", + "✓ Best SMOTE ratio: 0.6 (CV F1-macro: 0.7110)\n" + ] + } + ], + "source": [ + "\n", + "cv_smote = StratifiedKFold(n_splits=7, shuffle=True, random_state=42)\n", + "smote_strategies = [0.5, 0.6, 0.7, 0.8,]\n", + "best_smote_ratio = None\n", + "best_smote_score = 0.0\n", + "for ratio in smote_strategies:\n", + " pipe = ImbPipeline([\n", + " ('smote', SMOTE(sampling_strategy=ratio, random_state=42)),\n", + " ('scaler', StandardScaler()),\n", + " ('clf', SVC(kernel='rbf', C=10, random_state=42)),\n", + " ])\n", + " scores = cross_val_score(pipe, x_train, y_train,\n", + " cv=cv_smote, scoring='f1_macro', n_jobs=-1)\n", + " print(f\" ratio={ratio:.1f} → F1-macro: {scores.mean():.4f} ± {scores.std():.4f}\")\n", + " if scores.mean() > best_smote_score:\n", + " best_smote_score = scores.mean()\n", + " best_smote_ratio = ratio\n", + "if best_smote_ratio is None:\n", + " best_smote_ratio = smote_strategies[0]\n", + "print(f\"\\n✓ Best SMOTE ratio: {best_smote_ratio} (CV F1-macro: {best_smote_score:.4f})\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Lr3Y3PMs5wzX" + }, + "source": [ + "נכין דוח מדדי הביצועים ומטריצת בלבול" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "cellView": "form", + "id": "iI3aVawn5_3F" + }, + "outputs": [], + "source": [ + "# @title\n", + "\n", + "def evaluate_model(name, y_test, y_pred):\n", + " \"\"\"\n", + " 7.2 - מטריצת בלבול + מדדי ביצוע לסיווג\n", + " \"\"\"\n", + " print(f\"\\n{'=' * 55}\")\n", + " print(f\" {name}\")\n", + " print(f\"{'=' * 55}\")\n", + "\n", + " # 7.2.1 - Accuracy\n", + " acc = accuracy_score(y_test, y_pred)\n", + " print(f\"Accuracy: {acc:.4f}\")\n", + "\n", + " # 7.2.2 + 7.2.3 - Precision / Recall / F1 (macro + weighted)\n", + " prec_macro = precision_score(y_test, y_pred, average='macro', zero_division=0)\n", + " rec_macro = recall_score (y_test, y_pred, average='macro', zero_division=0)\n", + " f1_macro = f1_score (y_test, y_pred, average='macro', zero_division=0)\n", + " prec_w = precision_score(y_test, y_pred, average='weighted', zero_division=0)\n", + " rec_w = recall_score (y_test, y_pred, average='weighted', zero_division=0)\n", + " f1_w = f1_score (y_test, y_pred, average='weighted', zero_division=0)\n", + "\n", + " print(f\"\\n{'Metric':<15} {'Macro (חשבוני)':<20} {'Weighted (משוקלל)'}\")\n", + " print(f\"{'Precision':<15} {prec_macro:<20.4f} {prec_w:.4f}\")\n", + " print(f\"{'Recall':<15} {rec_macro:<20.4f} {rec_w:.4f}\")\n", + " print(f\"{'F1':<15} {f1_macro:<20.4f} {f1_w:.4f}\")\n", + "\n", + " print(\"\\nClassification Report:\")\n", + " print(classification_report(y_test, y_pred, digits=4))\n", + "\n", + " # מטריצת בלבול - שמירה לתמונה\n", + " fig, ax = plt.subplots(figsize=(5, 4))\n", + " ConfusionMatrixDisplay(confusion_matrix(y_test, y_pred)).plot(ax=ax, colorbar=False)\n", + " ax.set_title(f\"Confusion Matrix\\n{name}\", fontsize=9)\n", + " plt.tight_layout()\n", + " plt.savefig(f\"cm_{name.replace(' ', '_').replace('/', '-')}.png\", dpi=100)\n", + " plt.show()\n", + "\n", + " return {\n", + " 'accuracy': acc,\n", + " 'f1_macro': f1_macro,\n", + " 'f1_weighted': f1_w,\n", + " 'precision_macro': prec_macro,\n", + " 'precision_weighted': prec_w,\n", + " 'recall_macro': rec_macro,\n", + " 'recall_weighted': rec_w,\n", + " }" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "A6w_-8Lm60HM" + }, + "source": [ + " בתיבה הבאה יש אימון וחיזוי כל המודלים, חקר היפרמטרים בכל מודל ובדיקת הנרמול הטוב ביותר. ובנוסף לכך משווה את המודלים למודל טיפש המנחש שאף אחד לא נשר." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "id": "SO4Io6kzHmo7", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "bb43f367-8c94-47e9-ba7b-300e9d384108" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "=== Baseline (most_frequent) ===\n", + "\n", + "=======================================================\n", + " Dummy/majority\n", + "=======================================================\n", + "Accuracy: 0.7589\n", + "\n", + "Metric Macro (חשבוני) Weighted (משוקלל)\n", + "Precision 0.3794 0.5759\n", + "Recall 0.5000 0.7589\n", + "F1 0.4315 0.6548\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.7589 1.0000 0.8629 1369\n", + " 1 0.0000 0.0000 0.0000 435\n", + "\n", + " accuracy 0.7589 1804\n", + " macro avg 0.3794 0.5000 0.4315 1804\n", + "weighted avg 0.5759 0.7589 0.6548 1804\n", + "\n", + "\n", + "\n", + "######################################################################\n", + " SCALER: MN\n", + "######################################################################\n", + "\n", + "==============================================================\n", + " KNN — GridSearchCV (inner 5-Fold) / mn\n", + "==============================================================\n", + "Best params : {'clf__metric': 'euclidean', 'clf__n_neighbors': 75, 'clf__weights': 'uniform'}\n", + "Inner-CV F1-macro : 0.7145\n", + "\n", + "=======================================================\n", + " KNN / mn\n", + "=======================================================\n", + "Accuracy: 0.7783\n", + "\n", + "Metric Macro (חשבוני) Weighted (משוקלל)\n", + "Precision 0.7009 0.7859\n", + "Recall 0.7135 0.7783\n", + "F1 0.7065 0.7816\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.8651 0.8386 0.8516 1369\n", + " 1 0.5367 0.5885 0.5614 435\n", + "\n", + " accuracy 0.7783 1804\n", + " macro avg 0.7009 0.7135 0.7065 1804\n", + "weighted avg 0.7859 0.7783 0.7816 1804\n", + "\n", + "Outer 10-Fold CV : 0.7143 ± 0.0106\n", + "\n", + "==============================================================\n", + " SVM — RandomizedSearchCV (inner 3-Fold, n_iter=10) / mn\n", + "==============================================================\n", + "Best params : {'clf__kernel': 'rbf', 'clf__gamma': 'auto', 'clf__C': 10}\n", + "Inner-CV F1-macro : 0.7207\n", + "\n", + "=======================================================\n", + " SVM / mn\n", + "=======================================================\n", + "Accuracy: 0.7960\n", + "\n", + "Metric Macro (חשבוני) Weighted (משוקלל)\n", + "Precision 0.7200 0.7900\n", + "Recall 0.7056 0.7960\n", + "F1 0.7121 0.7926\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.8552 0.8802 0.8675 1369\n", + " 1 0.5848 0.5310 0.5566 435\n", + "\n", + " accuracy 0.7960 1804\n", + " macro avg 0.7200 0.7056 0.7121 1804\n", + "weighted avg 0.7900 0.7960 0.7926 1804\n", + "\n", + "Outer 5-Fold CV : 0.7197 ± 0.0080\n", + "\n", + "==============================================================\n", + " MLP — RandomizedSearchCV (inner 3-Fold, n_iter=10) / mn\n", + "==============================================================\n", + "Best params : {'clf__learning_rate_init': 0.01, 'clf__hidden_layer_sizes': (64,), 'clf__activation': 'tanh'}\n", + "Inner-CV F1-macro : 0.7230\n", + "\n", + "=======================================================\n", + " MLP / mn\n", + "=======================================================\n", + "Accuracy: 0.7966\n", + "\n", + "Metric Macro (חשבוני) Weighted (משוקלל)\n", + "Precision 0.7207 0.7896\n", + "Recall 0.7036 0.7966\n", + "F1 0.7111 0.7925\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.8538 0.8831 0.8682 1369\n", + " 1 0.5876 0.5241 0.5541 435\n", + "\n", + " accuracy 0.7966 1804\n", + " macro avg 0.7207 0.7036 0.7111 1804\n", + "weighted avg 0.7896 0.7966 0.7925 1804\n", + "\n", + "Outer 5-Fold CV : 0.7167 ± 0.0093\n", + "\n", + "\n", + "######################################################################\n", + " SCALER: STD\n", + "######################################################################\n", + "\n", + "==============================================================\n", + " KNN — GridSearchCV (inner 5-Fold) / std\n", + "==============================================================\n", + "Best params : {'clf__metric': 'euclidean', 'clf__n_neighbors': 95, 'clf__weights': 'uniform'}\n", + "Inner-CV F1-macro : 0.7147\n", + "\n", + "=======================================================\n", + " KNN / std\n", + "=======================================================\n", + "Accuracy: 0.7816\n", + "\n", + "Metric Macro (חשבוני) Weighted (משוקלל)\n", + "Precision 0.7044 0.7877\n", + "Recall 0.7149 0.7816\n", + "F1 0.7092 0.7843\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.8652 0.8437 0.8543 1369\n", + " 1 0.5437 0.5862 0.5642 435\n", + "\n", + " accuracy 0.7816 1804\n", + " macro avg 0.7044 0.7149 0.7092 1804\n", + "weighted avg 0.7877 0.7816 0.7843 1804\n", + "\n", + "Outer 10-Fold CV : 0.7153 ± 0.0130\n", + "\n", + "==============================================================\n", + " SVM — RandomizedSearchCV (inner 3-Fold, n_iter=10) / std\n", + "==============================================================\n", + "Best params : {'clf__kernel': 'linear', 'clf__gamma': 'scale', 'clf__C': 1}\n", + "Inner-CV F1-macro : 0.7163\n", + "\n", + "=======================================================\n", + " SVM / std\n", + "=======================================================\n", + "Accuracy: 0.7783\n", + "\n", + "Metric Macro (חשבוני) Weighted (משוקלל)\n", + "Precision 0.7005 0.7852\n", + "Recall 0.7120 0.7783\n", + "F1 0.7057 0.7813\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.8640 0.8400 0.8519 1369\n", + " 1 0.5370 0.5839 0.5595 435\n", + "\n", + " accuracy 0.7783 1804\n", + " macro avg 0.7005 0.7120 0.7057 1804\n", + "weighted avg 0.7852 0.7783 0.7813 1804\n", + "\n", + "Outer 5-Fold CV : 0.7145 ± 0.0102\n", + "\n", + "==============================================================\n", + " MLP — RandomizedSearchCV (inner 3-Fold, n_iter=10) / std\n", + "==============================================================\n", + "Best params : {'clf__learning_rate_init': 0.001, 'clf__hidden_layer_sizes': (128, 64), 'clf__activation': 'tanh'}\n", + "Inner-CV F1-macro : 0.7203\n", + "\n", + "=======================================================\n", + " MLP / std\n", + "=======================================================\n", + "Accuracy: 0.7816\n", + "\n", + "Metric Macro (חשבוני) Weighted (משוקלל)\n", + "Precision 0.7039 0.7866\n", + "Recall 0.7126 0.7816\n", + "F1 0.7079 0.7839\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.8635 0.8459 0.8546 1369\n", + " 1 0.5443 0.5793 0.5612 435\n", + "\n", + " accuracy 0.7816 1804\n", + " macro avg 0.7039 0.7126 0.7079 1804\n", + "weighted avg 0.7866 0.7816 0.7839 1804\n", + "\n", + "Outer 5-Fold CV : 0.7165 ± 0.0066\n", + "\n", + "\n", + "==========================================================================================\n", + "FINAL RESULTS SUMMARY\n", + "==========================================================================================\n", + "Model Test Accuracy Test F1-Macro CV F1\n", + "------------------------------------------------------------------------------------------\n", + "KNN/mn 0.7783 0.7065 0.7143 ± 0.0106\n", + "SVM/mn 0.7960 0.7121 0.7197 ± 0.0080\n", + "MLP/mn 0.7966 0.7111 0.7167 ± 0.0093\n", + "KNN/std 0.7816 0.7092 0.7153 ± 0.0130\n", + "SVM/std 0.7783 0.7057 0.7145 ± 0.0102\n", + "MLP/std 0.7816 0.7079 0.7165 ± 0.0066\n", + "\n", + "\n", + "============================================================\n", + "המודל המנצח: SVM/mn\n", + "F1-macro על test: 0.7121\n", + "היפרפרמטרים: {'clf__kernel': 'rbf', 'clf__gamma': 'auto', 'clf__C': 10}\n", + "============================================================\n" + ] + } + ], + "source": [ + "from sklearn.dummy import DummyClassifier\n", + "dummy_majority = DummyClassifier(strategy='most_frequent', random_state=42)\n", + "dummy_majority.fit(x_train, y_train)\n", + "y_pred_dummy = dummy_majority.predict(x_test)\n", + "print(\"=== Baseline (most_frequent) ===\")\n", + "evaluate_model(\"Dummy/majority\", y_test, y_pred_dummy)\n", + "\n", + "cv_knn_inner = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)\n", + "cv_knn_outer = StratifiedKFold(n_splits=10, shuffle=True, random_state=42)\n", + "cv_fast_inner = StratifiedKFold(n_splits=3, shuffle=True, random_state=42)\n", + "cv_fast_outer = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)\n", + "\n", + "scalers = {\n", + " 'mn': MinMaxScaler(),\n", + " 'std': StandardScaler(),\n", + "}\n", + "tuned_results = {}\n", + "best_models = {}\n", + "\n", + "for scaler_name, scaler_obj in scalers.items():\n", + "\n", + " print(f\"\\n\\n{'#'*70}\")\n", + " print(f\" SCALER: {scaler_name.upper()}\")\n", + " print(f\"{'#'*70}\")\n", + "\n", + " # ── KNN ──────────────────────────────────────────────────────────────────\n", + " print(f\"\\n{'='*62}\")\n", + " print(f\" KNN — GridSearchCV (inner 5-Fold) / {scaler_name}\")\n", + " print(f\"{'='*62}\")\n", + "\n", + " knn_pipe = ImbPipeline([\n", + " ('smote', SMOTE(sampling_strategy=best_smote_ratio, random_state=42)),\n", + " ('scaler', scaler_obj),\n", + " ('clf', KNeighborsClassifier()),\n", + " ])\n", + " knn_grid = {\n", + " 'clf__n_neighbors': [5, 15, 25, 35, 45, 55, 65, 75, 85, 95],\n", + " 'clf__weights': ['uniform', 'distance'],\n", + " 'clf__metric': ['euclidean', 'manhattan'],\n", + " }\n", + " knn_search = GridSearchCV(knn_pipe, knn_grid,\n", + " cv=cv_knn_inner, scoring='f1_macro',\n", + " n_jobs=-1, verbose=0)\n", + " knn_search.fit(x_train, y_train)\n", + " y_pred = knn_search.best_estimator_.predict(x_test)\n", + " print(f\"Best params : {knn_search.best_params_}\")\n", + " print(f\"Inner-CV F1-macro : {knn_search.best_score_:.4f}\")\n", + " result = evaluate_model(f\"KNN / {scaler_name}\", y_test, y_pred)\n", + " outer = cross_val_score(knn_search.best_estimator_, x_train, y_train,\n", + " cv=cv_knn_outer, scoring='f1_macro', n_jobs=-1)\n", + " print(f\"Outer 10-Fold CV : {outer.mean():.4f} ± {outer.std():.4f}\")\n", + " key = f\"KNN/{scaler_name}\"\n", + " tuned_results[key] = {**result, 'best_params': knn_search.best_params_,\n", + " 'inner_cv_f1': knn_search.best_score_,\n", + " 'outer_cv_f1_mean': outer.mean(), 'outer_cv_f1_std': outer.std()}\n", + " best_models[key] = knn_search.best_estimator_\n", + "\n", + " # ── SVM ──────────────────────────────────────────────────────────────────\n", + " print(f\"\\n{'='*62}\")\n", + " print(f\" SVM — RandomizedSearchCV (inner 3-Fold, n_iter=10) / {scaler_name}\")\n", + " print(f\"{'='*62}\")\n", + "\n", + " svm_pipe = ImbPipeline([\n", + " ('smote', SMOTE(sampling_strategy=best_smote_ratio, random_state=42)),\n", + " ('scaler', scaler_obj),\n", + " ('clf', SVC(random_state=42)),\n", + " ])\n", + " svm_dist = {\n", + " 'clf__C': [1, 10, 100],\n", + " 'clf__kernel': ['linear', 'rbf'],\n", + " 'clf__gamma': ['scale', 'auto'],\n", + " }\n", + " svm_search = RandomizedSearchCV(svm_pipe, svm_dist, n_iter=10,\n", + " cv=cv_fast_inner, scoring='f1_macro',\n", + " n_jobs=-1, random_state=42, verbose=0)\n", + " svm_search.fit(x_train, y_train)\n", + " y_pred = svm_search.best_estimator_.predict(x_test)\n", + " print(f\"Best params : {svm_search.best_params_}\")\n", + " print(f\"Inner-CV F1-macro : {svm_search.best_score_:.4f}\")\n", + " result = evaluate_model(f\"SVM / {scaler_name}\", y_test, y_pred)\n", + " outer = cross_val_score(svm_search.best_estimator_, x_train, y_train,\n", + " cv=cv_fast_outer, scoring='f1_macro', n_jobs=-1)\n", + " print(f\"Outer 5-Fold CV : {outer.mean():.4f} ± {outer.std():.4f}\")\n", + " key = f\"SVM/{scaler_name}\"\n", + " tuned_results[key] = {**result, 'best_params': svm_search.best_params_,\n", + " 'inner_cv_f1': svm_search.best_score_,\n", + " 'outer_cv_f1_mean': outer.mean(), 'outer_cv_f1_std': outer.std()}\n", + " best_models[key] = svm_search.best_estimator_\n", + "\n", + " # ── MLP ──────────────────────────────────────────────────────────────────\n", + " print(f\"\\n{'='*62}\")\n", + " print(f\" MLP — RandomizedSearchCV (inner 3-Fold, n_iter=10) / {scaler_name}\")\n", + " print(f\"{'='*62}\")\n", + "\n", + " mlp_pipe = ImbPipeline([\n", + " ('smote', SMOTE(sampling_strategy=best_smote_ratio, random_state=42)),\n", + " ('scaler', scaler_obj),\n", + " ('clf', MLPClassifier(max_iter=200, early_stopping=True, random_state=42)),\n", + " ])\n", + " mlp_dist = {\n", + " 'clf__hidden_layer_sizes': [(64,), (128,), (64, 32), (128, 64)],\n", + " 'clf__activation': ['relu', 'tanh'],\n", + " 'clf__learning_rate_init': [0.001, 0.01],\n", + " }\n", + " mlp_search = RandomizedSearchCV(mlp_pipe, mlp_dist, n_iter=10,\n", + " cv=cv_fast_inner, scoring='f1_macro',\n", + " n_jobs=-1, random_state=42, verbose=0)\n", + " mlp_search.fit(x_train, y_train)\n", + " y_pred = mlp_search.best_estimator_.predict(x_test)\n", + " print(f\"Best params : {mlp_search.best_params_}\")\n", + " print(f\"Inner-CV F1-macro : {mlp_search.best_score_:.4f}\")\n", + " result = evaluate_model(f\"MLP / {scaler_name}\", y_test, y_pred)\n", + " outer = cross_val_score(mlp_search.best_estimator_, x_train, y_train,\n", + " cv=cv_fast_outer, scoring='f1_macro', n_jobs=-1)\n", + " print(f\"Outer 5-Fold CV : {outer.mean():.4f} ± {outer.std():.4f}\")\n", + " key = f\"MLP/{scaler_name}\"\n", + " tuned_results[key] = {**result, 'best_params': mlp_search.best_params_,\n", + " 'inner_cv_f1': mlp_search.best_score_,\n", + " 'outer_cv_f1_mean': outer.mean(), 'outer_cv_f1_std': outer.std()}\n", + " best_models[key] = mlp_search.best_estimator_\n", + "\n", + "# ── Summary ───────────────────────────────────────────────────────────────────\n", + "print(\"\\n\\n\" + \"=\"*90)\n", + "print(\"FINAL RESULTS SUMMARY\")\n", + "print(\"=\"*90)\n", + "print(f\"{'Model':<22}{'Test Accuracy':<16}{'Test F1-Macro':<16}{'CV F1'}\")\n", + "print(\"-\"*90)\n", + "for mn, r in tuned_results.items():\n", + " cv_str = f\"{r['outer_cv_f1_mean']:.4f} ± {r['outer_cv_f1_std']:.4f}\"\n", + " print(f\"{mn:<22}{r['accuracy']:<16.4f}{r['f1_macro']:<16.4f}{cv_str}\")\n", + "print()\n", + "best_key = max(tuned_results, key=lambda k: tuned_results[k]['f1_macro'])\n", + "print(f\"\\n{'='*60}\")\n", + "print(f\"המודל המנצח: {best_key}\")\n", + "print(f\"F1-macro על test: {tuned_results[best_key]['f1_macro']:.4f}\")\n", + "print(f\"היפרפרמטרים: {tuned_results[best_key]['best_params']}\")\n", + "print(f\"{'='*60}\")\n", + "all_results = tuned_results" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file