From 0c946484c3e558eff0cddc35658e3f5685761101 Mon Sep 17 00:00:00 2001 From: Tai Nguyen Le Date: Thu, 8 Jan 2026 18:01:05 +0700 Subject: [PATCH] 2 --- ML_Training_Pipeline_Complete.ipynb | 2224 ++++++++++++++++++++ data/splits/X_test.csv | 90 + data/splits/X_train.csv | 268 +++ data/splits/X_val.csv | 90 + data/splits/y_test.csv | 90 + data/splits/y_train.csv | 268 +++ data/splits/y_val.csv | 90 + models/columns_to_scale.txt | 49 + models/feature_selection_results.csv | 22 + models/final_model_random_forest_top15.pkl | Bin 0 -> 1068948 bytes models/final_model_random_forest_top30.pkl | Bin 0 -> 1587995 bytes models/kfold_cv_results.csv | 7 + models/scaler_final.pkl | Bin 0 -> 2650 bytes models/selected_features_top15.txt | 15 + models/selected_features_top30.txt | 30 + models/training_report_final.json | 104 + plots/final_model_test_results.png | Bin 0 -> 603846 bytes test3.ipynb | 0 18 files changed, 3347 insertions(+) create mode 100644 ML_Training_Pipeline_Complete.ipynb create mode 100644 data/splits/X_test.csv create mode 100644 data/splits/X_train.csv create mode 100644 data/splits/X_val.csv create mode 100644 data/splits/y_test.csv create mode 100644 data/splits/y_train.csv create mode 100644 data/splits/y_val.csv create mode 100644 models/columns_to_scale.txt create mode 100644 models/feature_selection_results.csv create mode 100644 models/final_model_random_forest_top15.pkl create mode 100644 models/final_model_random_forest_top30.pkl create mode 100644 models/kfold_cv_results.csv create mode 100644 models/scaler_final.pkl create mode 100644 models/selected_features_top15.txt create mode 100644 models/selected_features_top30.txt create mode 100644 models/training_report_final.json create mode 100644 plots/final_model_test_results.png create mode 100644 test3.ipynb diff --git a/ML_Training_Pipeline_Complete.ipynb b/ML_Training_Pipeline_Complete.ipynb new file mode 100644 index 0000000..51c5806 --- /dev/null +++ b/ML_Training_Pipeline_Complete.ipynb @@ -0,0 +1,2224 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "1432970a", + "metadata": {}, + "source": [ + "# 🤖 ML Pipeline HOÀN CHỈNH: Dự Đoán Số Lượng Nhân Sự\n", + "\n", + "**Mục tiêu:** Dự đoán số lượng nhân sự (`so_luong`) cần thiết cho mỗi ca làm việc\n", + "\n", + "**Dataset:** FINAL_DATASET_WITH_TEXT.xlsx (454 rows × 51 columns)\n", + "\n", + "**Features:** 47 features (không bao gồm 2 cột text)\n", + "\n", + "**Target:** `so_luong` (0-64 nhân sự)\n", + "\n", + "---\n", + "\n", + "## 📋 Pipeline Hoàn Chỉnh:\n", + "\n", + "1. ✅ **Import Libraries & Load Data** - Thiết lập môi trường\n", + "2. ✅ **Data Cleaning & Preprocessing** - Làm sạch và chuẩn hóa dữ liệu\n", + "3. ✅ **Feature Engineering** - Tạo features mới\n", + "4. ✅ **Train/Val/Test Split** - Chia dữ liệu (60/20/20)\n", + "5. ✅ **K-Fold Cross-Validation** - Đánh giá độ ổn định model\n", + "6. ✅ **Feature Selection** - Tìm best features (RF + MI + Correlation)\n", + "7. ✅ **Final Training** - Train model với best features\n", + "8. ✅ **Test Evaluation** - Đánh giá trên test set\n", + "9. ✅ **Save Model** - Lưu model + artifacts\n", + "\n", + "---\n", + "\n", + "**Version:** 2.0 - Complete Pipeline \n", + "**Date:** January 8, 2026" + ] + }, + { + "cell_type": "markdown", + "id": "552b4010", + "metadata": {}, + "source": [ + "# 1️⃣ Import Libraries & Load Data\n", + "\n", + "**Mục đích:** Thiết lập môi trường, import các thư viện cần thiết, và load dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "10157e9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✅ Libraries imported successfully!\n", + "📅 Date: 2026-01-08 17:52:31\n" + ] + } + ], + "source": [ + "# Import essential libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import warnings\n", + "import os\n", + "import pickle\n", + "import json\n", + "from datetime import datetime\n", + "\n", + "# Machine Learning libraries\n", + "from sklearn.model_selection import train_test_split, cross_val_score, GridSearchCV, KFold\n", + "from sklearn.preprocessing import StandardScaler, LabelEncoder, OneHotEncoder\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor\n", + "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n", + "from sklearn.feature_selection import SelectKBest, mutual_info_regression, RFE\n", + "import xgboost as xgb\n", + "import lightgbm as lgb\n", + "\n", + "# Configuration\n", + "warnings.filterwarnings('ignore')\n", + "plt.style.use('seaborn-v0_8-darkgrid')\n", + "sns.set_palette(\"husl\")\n", + "pd.set_option('display.max_columns', None)\n", + "pd.set_option('display.max_rows', 100)\n", + "\n", + "# Random seed for reproducibility\n", + "RANDOM_STATE = 42\n", + "np.random.seed(RANDOM_STATE)\n", + "\n", + "# Create folders for outputs\n", + "os.makedirs('data/cleaned', exist_ok=True)\n", + "os.makedirs('data/splits', exist_ok=True)\n", + "os.makedirs('models', exist_ok=True)\n", + "os.makedirs('plots', exist_ok=True)\n", + "\n", + "print(\"✅ Libraries imported successfully!\")\n", + "print(f\"📅 Date: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "8ecb54a2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "📂 Loading dataset...\n", + "✅ Dataset loaded successfully!\n", + "📊 Shape: (454, 51)\n", + "📋 Columns: ['ma_dia_diem', 'all_task_normal', 'all_task_dinhky', 'loai_ca', 'bat_dau', 'ket_thuc', 'tong_gio_lam', 'so_ca_cua_toa', 'so_luong', 'num_tasks']... (showing first 10)\n" + ] + }, + { + "data": { + "text/html": [ + "
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2101-1Kiểm tra nhân sự các vị trí Thay rác, đẩy khô,...Lau bảng biển, bình cứu hỏa , cây nước hành la...Hành chính06:30:0016:00:007.5624441.0258.0145.0134.065.075.062.057.045.089.090.05.041.025.030.04.012.039.016.00.5850.32880.30390.147410.010.000Tòa 5 tầngRất cao (Trên 40 người)10181700.00.02600.0348.06825.00.07009176.089.025894.0
3101-1Kiểm tra nhân sự các vị trí Thay rác, đẩy khô,...Lau bảng biển, bình cứu hỏa , cây nước hành la...Ca sáng06:00:0014:00:008.063441.0258.0145.0134.065.075.062.057.045.089.090.05.041.025.030.04.012.039.016.00.5850.32880.30390.147410.010.000Tòa 5 tầngRất cao (Trên 40 người)10181700.00.02600.0348.06825.00.07009176.089.025894.0
4101-1Kiểm tra nhân sự các vị trí Thay rác, đẩy khô,...Lau bảng biển, bình cứu hỏa , cây nước hành la...Ca chiều14:00:0022:00:008.065441.0258.0145.0134.065.075.062.057.045.089.090.05.041.025.030.04.012.039.016.00.5850.32880.30390.147410.010.000Tòa 5 tầngRất cao (Trên 40 người)10181700.00.02600.0348.06825.00.07009176.089.025894.0
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" + ], + "text/plain": [ + " ma_dia_diem all_task_normal \\\n", + "0 115-2 Làm sạch toàn bộ phòng giao dịch tầng 1 (kể cả... \n", + "1 115-5 NaN \n", + "2 101-1 Kiểm tra nhân sự các vị trí Thay rác, đẩy khô,... \n", + "3 101-1 Kiểm tra nhân sự các vị trí Thay rác, đẩy khô,... \n", + "4 101-1 Kiểm tra nhân sự các vị trí Thay rác, đẩy khô,... \n", + "\n", + " all_task_dinhky loai_ca bat_dau \\\n", + "0 NaN Part time 06:30:00 \n", + "1 NaN Hành chính 06:30:00 \n", + "2 Lau bảng biển, bình cứu hỏa , cây nước hành la... Hành chính 06:30:00 \n", + "3 Lau bảng biển, bình cứu hỏa , cây nước hành la... Ca sáng 06:00:00 \n", + "4 Lau bảng biển, bình cứu hỏa , cây nước hành la... Ca chiều 14:00:00 \n", + "\n", + " ket_thuc tong_gio_lam so_ca_cua_toa so_luong num_tasks \\\n", + "0 10:30:00 4.0 1 1 7.0 \n", + "1 16:00:00 8.0 1 1 NaN \n", + "2 16:00:00 7.5 6 24 441.0 \n", + "3 14:00:00 8.0 6 3 441.0 \n", + "4 22:00:00 8.0 6 5 441.0 \n", + "\n", + " num_cleaning_tasks num_trash_collection_tasks num_monitoring_tasks \\\n", + "0 7.0 1.0 2.0 \n", + "1 NaN NaN NaN \n", + "2 258.0 145.0 134.0 \n", + "3 258.0 145.0 134.0 \n", + "4 258.0 145.0 134.0 \n", + "\n", + " num_room_cleaning_tasks num_deep_cleaning_tasks num_maintenance_tasks \\\n", + "0 0.0 1.0 1.0 \n", + "1 NaN NaN NaN \n", + "2 65.0 75.0 62.0 \n", + "3 65.0 75.0 62.0 \n", + "4 65.0 75.0 62.0 \n", + "\n", + " num_support_tasks num_other_tasks num_wc_tasks num_hallway_tasks \\\n", + "0 0.0 0.0 4.0 0.0 \n", + "1 NaN NaN NaN NaN \n", + "2 57.0 45.0 89.0 90.0 \n", + "3 57.0 45.0 89.0 90.0 \n", + "4 57.0 45.0 89.0 90.0 \n", + "\n", + " num_lobby_tasks num_patient_room_tasks num_clinic_room_tasks \\\n", + "0 0.0 0.0 0.0 \n", + "1 NaN NaN NaN \n", + "2 5.0 41.0 25.0 \n", + "3 5.0 41.0 25.0 \n", + "4 5.0 41.0 25.0 \n", + "\n", + " num_surgery_room_tasks num_outdoor_tasks num_elevator_tasks \\\n", + "0 0.0 2.0 3.0 \n", + "1 NaN NaN NaN \n", + "2 30.0 4.0 12.0 \n", + "3 30.0 4.0 12.0 \n", + "4 30.0 4.0 12.0 \n", + "\n", + " num_office_tasks num_technical_room_tasks cleaning_ratio \\\n", + "0 1.0 0.0 1.000 \n", + "1 NaN NaN NaN \n", + "2 39.0 16.0 0.585 \n", + "3 39.0 16.0 0.585 \n", + "4 39.0 16.0 0.585 \n", + "\n", + " trash_collection_ratio monitoring_ratio room_cleaning_ratio \\\n", + "0 0.1429 0.2857 0.0000 \n", + "1 NaN NaN NaN \n", + "2 0.3288 0.3039 0.1474 \n", + "3 0.3288 0.3039 0.1474 \n", + "4 0.3288 0.3039 0.1474 \n", + "\n", + " area_diversity task_complexity_score loai_hinh \\\n", + "0 4.0 1.38 0 \n", + "1 NaN NaN 0 \n", + "2 10.0 10.00 0 \n", + "3 10.0 10.00 0 \n", + "4 10.0 10.00 0 \n", + "\n", + " ten_toa_thap muc_do_luu_luong so_tang \\\n", + "0 AGRIBANK CHI NHÁNH MỸ ĐÌNH Trung bình (11–20 người) 4 \n", + "1 AGRIBANK PGD SỐ 05 Trung bình (11–20 người) 1 \n", + "2 Tòa 5 tầng Rất cao (Trên 40 người) 10 \n", + "3 Tòa 5 tầng Rất cao (Trên 40 người) 10 \n", + "4 Tòa 5 tầng Rất cao (Trên 40 người) 10 \n", + "\n", + " so_cua_thang_may dien_tich_ngoai_canh dien_tich_sanh \\\n", + "0 0 0.0 0.0 \n", + "1 0 0.0 0.0 \n", + "2 18 1700.0 0.0 \n", + "3 18 1700.0 0.0 \n", + "4 18 1700.0 0.0 \n", + "\n", + " dien_tich_hanh_lang dien_tich_wc dien_tich_phong dien_tich_tham \\\n", + "0 0.0 15.0 290.0 0.0 \n", + "1 0.0 15.0 300.0 0.0 \n", + "2 2600.0 348.0 6825.0 0.0 \n", + "3 2600.0 348.0 6825.0 0.0 \n", + "4 2600.0 348.0 6825.0 0.0 \n", + "\n", + " doc_ham vien_phan_quang op_tuong op_chan_tuong ranh_thoat_nuoc \\\n", + "0 0 0 0.0 0.0 0 \n", + "1 0 0 0.0 0.0 0 \n", + "2 70 0 9176.0 89.0 25 \n", + "3 70 0 9176.0 89.0 25 \n", + "4 70 0 9176.0 89.0 25 \n", + "\n", + " dien_tich_kinh \n", + "0 20.0 \n", + "1 30.0 \n", + "2 894.0 \n", + "3 894.0 \n", + "4 894.0 " + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load dataset\n", + "print(\"📂 Loading dataset...\")\n", + "df = pd.read_excel('FINAL_DATASET_WITH_TEXT_BACKUP_20260105_213507.xlsx')\n", + "\n", + "print(f\"✅ Dataset loaded successfully!\")\n", + "print(f\"📊 Shape: {df.shape}\")\n", + "print(f\"📋 Columns: {df.columns.tolist()[:10]}... (showing first 10)\")\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "id": "9e49dd58", + "metadata": {}, + "source": [ + "# 2️⃣ Exploratory Data Analysis (EDA)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "b277092d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "================================================================================\n", + "📊 EXPLORATORY DATA ANALYSIS\n", + "================================================================================\n", + "\n", + "1. DATA INFO:\n", + " Shape: (454, 51)\n", + " Memory: 9.10 MB\n", + "\n", + "2. DATA TYPES:\n", + "float64 35\n", + "object 8\n", + "int64 8\n", + "Name: count, dtype: int64\n", + "\n", + "3. MISSING VALUES:\n", + " Missing Percentage\n", + "all_task_dinhky 168 37.00\n", + "all_task_normal 27 5.95\n", + "num_patient_room_tasks 22 4.85\n", + "area_diversity 22 4.85\n", + "room_cleaning_ratio 22 4.85\n", + "monitoring_ratio 22 4.85\n", + "trash_collection_ratio 22 4.85\n", + "cleaning_ratio 22 4.85\n", + "num_technical_room_tasks 22 4.85\n", + "num_office_tasks 22 4.85\n", + "num_elevator_tasks 22 4.85\n", + "num_outdoor_tasks 22 4.85\n", + "num_surgery_room_tasks 22 4.85\n", + "num_clinic_room_tasks 22 4.85\n", + "num_lobby_tasks 22 4.85\n", + "num_hallway_tasks 22 4.85\n", + "num_wc_tasks 22 4.85\n", + "num_other_tasks 22 4.85\n", + "num_support_tasks 22 4.85\n", + "num_maintenance_tasks 22 4.85\n", + "num_deep_cleaning_tasks 22 4.85\n", + "num_room_cleaning_tasks 22 4.85\n", + "num_monitoring_tasks 22 4.85\n", + "num_trash_collection_tasks 22 4.85\n", + "num_cleaning_tasks 22 4.85\n", + "num_tasks 22 4.85\n", + "task_complexity_score 22 4.85\n", + "\n", + "4. TARGET VARIABLE (so_luong):\n", + "count 454.000000\n", + "mean 4.484581\n", + "std 6.626822\n", + "min 0.000000\n", + "25% 1.000000\n", + "50% 2.000000\n", + "75% 5.000000\n", + "max 64.000000\n", + "Name: so_luong, dtype: float64\n", + " Zero values: 16\n", + " Skewness: 3.69\n", + " Kurtosis: 19.63\n" + ] + } + ], + "source": [ + "print(\"=\"*80)\n", + "print(\"📊 EXPLORATORY DATA ANALYSIS\")\n", + "print(\"=\"*80)\n", + "\n", + "print(\"\\n1. DATA INFO:\")\n", + "print(f\" Shape: {df.shape}\")\n", + "print(f\" Memory: {df.memory_usage(deep=True).sum() / 1024**2:.2f} MB\")\n", + "\n", + "print(\"\\n2. DATA TYPES:\")\n", + "print(df.dtypes.value_counts())\n", + "\n", + "print(\"\\n3. MISSING VALUES:\")\n", + "missing = df.isnull().sum()\n", + "missing_pct = (missing / len(df) * 100).round(2)\n", + "missing_df = pd.DataFrame({\n", + " 'Missing': missing[missing > 0],\n", + " 'Percentage': missing_pct[missing > 0]\n", + "}).sort_values('Missing', ascending=False)\n", + "print(missing_df)\n", + "\n", + "print(\"\\n4. TARGET VARIABLE (so_luong):\")\n", + "print(df['so_luong'].describe())\n", + "print(f\" Zero values: {(df['so_luong'] == 0).sum()}\")\n", + "print(f\" Skewness: {df['so_luong'].skew():.2f}\")\n", + "print(f\" Kurtosis: {df['so_luong'].kurt():.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "234dfda5", + "metadata": {}, + "source": [ + "# 4️⃣ Data Cleaning" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "cda6f5fc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "================================================================================\n", + "🧹 DATA CLEANING\n", + "================================================================================\n", + "\n", + "1. Handling missing values...\n", + " Filled num_tasks with 0\n", + " Filled num_cleaning_tasks with 0\n", + " Filled num_trash_collection_tasks with 0\n", + " Filled num_monitoring_tasks with 0\n", + " Filled num_room_cleaning_tasks with 0\n", + " Filled num_deep_cleaning_tasks with 0\n", + " Filled num_maintenance_tasks with 0\n", + " Filled num_support_tasks with 0\n", + " Filled num_other_tasks with 0\n", + " Filled num_wc_tasks with 0\n", + " Filled num_hallway_tasks with 0\n", + " Filled num_lobby_tasks with 0\n", + " Filled num_patient_room_tasks with 0\n", + " Filled num_clinic_room_tasks with 0\n", + " Filled num_surgery_room_tasks with 0\n", + " Filled num_outdoor_tasks with 0\n", + " Filled num_elevator_tasks with 0\n", + " Filled num_office_tasks with 0\n", + " Filled num_technical_room_tasks with 0\n", + " Filled cleaning_ratio with 0\n", + " Filled trash_collection_ratio with 0\n", + " Filled monitoring_ratio with 0\n", + " Filled room_cleaning_ratio with 0\n", + " Filled area_diversity with 0\n", + " Filled task_complexity_score with 0\n", + "\n", + "2. Analyzing target outliers...\n", + " Zero values: 16\n", + " Decision: KEEP all values (including zeros)\n", + "\n", + "3. Checking duplicates...\n", + " Duplicates found: 9\n", + "\n", + "4. Dropping unnecessary columns...\n", + " Dropped: ['ma_dia_diem', 'all_task_normal', 'all_task_dinhky', 'ten_toa_thap']\n", + "\n", + "5. Validation after cleaning:\n", + " Shape: (445, 47)\n", + " Missing values: 0\n", + "\n", + "✅ Saved: data/cleaned/CLEANED_DATA.csv\n" + ] + } + ], + "source": [ + "print(\"=\"*80)\n", + "print(\"🧹 DATA CLEANING\")\n", + "print(\"=\"*80)\n", + "\n", + "df_clean = df.copy()\n", + "\n", + "# 1. Handle missing values\n", + "print(\"\\n1. Handling missing values...\")\n", + "\n", + "# Task features: fill with 0\n", + "task_features = [col for col in df_clean.columns if col.startswith('num_') or col.endswith('_ratio') or col in ['area_diversity', 'task_complexity_score']]\n", + "for col in task_features:\n", + " if df_clean[col].isnull().sum() > 0:\n", + " df_clean[col] = df_clean[col].fillna(0)\n", + " print(f\" Filled {col} with 0\")\n", + "\n", + "# Building features: fill with median\n", + "building_features = [col for col in df_clean.columns if col.startswith('dien_tich_') or col in ['so_tang', 'so_cua_thang_may']]\n", + "for col in building_features:\n", + " if df_clean[col].isnull().sum() > 0:\n", + " median_val = df_clean[col].median()\n", + " df_clean[col] = df_clean[col].fillna(median_val)\n", + " print(f\" Filled {col} with median={median_val}\")\n", + "\n", + "# Categorical: fill with mode\n", + "cat_features = ['loai_hinh', 'muc_do_luu_luong']\n", + "for col in cat_features:\n", + " if col in df_clean.columns and df_clean[col].isnull().sum() > 0:\n", + " mode_val = df_clean[col].mode()[0]\n", + " df_clean[col] = df_clean[col].fillna(mode_val)\n", + " print(f\" Filled {col} with mode={mode_val}\")\n", + "\n", + "# 2. Handle outliers (keep all for now)\n", + "print(\"\\n2. Analyzing target outliers...\")\n", + "print(f\" Zero values: {(df_clean['so_luong'] == 0).sum()}\")\n", + "print(\" Decision: KEEP all values (including zeros)\")\n", + "\n", + "# 3. Remove duplicates\n", + "print(\"\\n3. Checking duplicates...\")\n", + "dups = df_clean.duplicated().sum()\n", + "print(f\" Duplicates found: {dups}\")\n", + "if dups > 0:\n", + " df_clean = df_clean.drop_duplicates()\n", + "\n", + "# 4. Drop unnecessary columns\n", + "print(\"\\n4. Dropping unnecessary columns...\")\n", + "cols_to_drop = ['ma_dia_diem', 'all_task_normal', 'all_task_dinhky', 'ten_toa_thap']\n", + "cols_to_drop = [col for col in cols_to_drop if col in df_clean.columns]\n", + "df_clean = df_clean.drop(columns=cols_to_drop)\n", + "print(f\" Dropped: {cols_to_drop}\")\n", + "\n", + "# 5. Validate\n", + "print(\"\\n5. Validation after cleaning:\")\n", + "print(f\" Shape: {df_clean.shape}\")\n", + "print(f\" Missing values: {df_clean.isnull().sum().sum()}\")\n", + "\n", + "# Save\n", + "df_clean.to_csv('data/cleaned/CLEANED_DATA.csv', index=False)\n", + "print(\"\\n✅ Saved: data/cleaned/CLEANED_DATA.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "ff3cc30f", + "metadata": {}, + "source": [ + "# 5️⃣ Feature Engineering" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "83c1bbba", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "================================================================================\n", + "⚙️ FEATURE ENGINEERING\n", + "================================================================================\n", + "\n", + "1. Creating time features...\n", + " ✅ Created time features\n", + "\n", + "2. Creating interaction features...\n", + " ✅ Created interaction features\n", + "\n", + "3. Creating aggregation features...\n", + " ✅ Created aggregation features\n", + "\n", + "4. Encoding categorical features...\n", + " ✅ One-hot encoded loai_ca\n", + " ✅ Label encoded loai_hinh\n", + " ✅ Label encoded muc_do_luu_luong\n", + "\n", + "✅ Feature engineering complete! Shape: (445, 64)\n", + "✅ Saved: data/cleaned/ENGINEERED_DATA.csv\n" + ] + } + ], + "source": [ + "print(\"=\"*80)\n", + "print(\"⚙️ FEATURE ENGINEERING\")\n", + "print(\"=\"*80)\n", + "\n", + "df_eng = df_clean.copy()\n", + "\n", + "# A. TIME FEATURES\n", + "print(\"\\n1. Creating time features...\")\n", + "\n", + "def parse_time(time_val):\n", + " if pd.isna(time_val):\n", + " return 0\n", + " \n", + " # If it's already a datetime object\n", + " if isinstance(time_val, pd.Timestamp) or hasattr(time_val, 'hour'):\n", + " return time_val.hour\n", + " \n", + " # If it's a string\n", + " if isinstance(time_val, str):\n", + " time_val = time_val.strip()\n", + " \n", + " # Format: \"2025-01-01 22:00:00\" or \"2025-01-01 22\"\n", + " if ' ' in time_val:\n", + " # Split by space and get the time part\n", + " parts = time_val.split(' ')\n", + " if len(parts) >= 2:\n", + " time_part = parts[1] # Get time part after space\n", + " if ':' in time_part:\n", + " return int(time_part.split(':')[0])\n", + " else:\n", + " return int(time_part)\n", + " \n", + " # Format: \"22:00:00\" or \"22:00\"\n", + " elif ':' in time_val:\n", + " return int(time_val.split(':')[0])\n", + " \n", + " # Try to parse as integer\n", + " try:\n", + " return int(float(time_val))\n", + " except:\n", + " return 0\n", + " \n", + " # If it's a number\n", + " if isinstance(time_val, (int, float)):\n", + " return int(time_val) if not np.isnan(time_val) else 0\n", + " \n", + " return 0\n", + "\n", + "df_eng['hour_start'] = df_eng['bat_dau'].apply(parse_time)\n", + "df_eng['hour_end'] = df_eng['ket_thuc'].apply(parse_time)\n", + "\n", + "def parse_work_hours(time_str):\n", + " if pd.isna(time_str):\n", + " return 8.0\n", + " if isinstance(time_str, str) and ':' in time_str:\n", + " parts = time_str.split(':')\n", + " return float(parts[0]) + float(parts[1])/60 if len(parts) > 1 else float(parts[0])\n", + " return 8.0\n", + "\n", + "df_eng['work_hours_numeric'] = df_eng['tong_gio_lam'].apply(parse_work_hours)\n", + "\n", + "# Shift indicators\n", + "df_eng['is_morning_shift'] = ((df_eng['hour_start'] >= 6) & (df_eng['hour_start'] < 12)).astype(int)\n", + "df_eng['is_afternoon_shift'] = ((df_eng['hour_start'] >= 12) & (df_eng['hour_start'] < 18)).astype(int)\n", + "df_eng['is_evening_shift'] = ((df_eng['hour_start'] >= 18) & (df_eng['hour_start'] < 24)).astype(int)\n", + "df_eng['is_night_shift'] = ((df_eng['hour_start'] >= 0) & (df_eng['hour_start'] < 6)).astype(int)\n", + "\n", + "print(\" ✅ Created time features\")\n", + "\n", + "# B. INTERACTION FEATURES\n", + "print(\"\\n2. Creating interaction features...\")\n", + "\n", + "df_eng['tasks_per_hour'] = df_eng['num_tasks'] / (df_eng['work_hours_numeric'] + 0.1)\n", + "df_eng['tasks_per_floor'] = df_eng['num_tasks'] / (df_eng['so_tang'] + 1)\n", + "df_eng['wc_per_floor'] = df_eng['num_wc_tasks'] / (df_eng['so_tang'] + 1)\n", + "df_eng['cleaning_workload'] = df_eng['num_cleaning_tasks'] * df_eng['area_diversity']\n", + "\n", + "print(\" ✅ Created interaction features\")\n", + "\n", + "# C. AGGREGATION FEATURES\n", + "print(\"\\n3. Creating aggregation features...\")\n", + "\n", + "area_cols = [col for col in df_eng.columns if col.startswith('dien_tich_')]\n", + "df_eng['total_area'] = df_eng[area_cols].sum(axis=1)\n", + "df_eng['area_per_floor'] = df_eng['total_area'] / (df_eng['so_tang'] + 1)\n", + "\n", + "special_cols = ['num_patient_room_tasks', 'num_surgery_room_tasks', 'num_clinic_room_tasks']\n", + "df_eng['has_special_areas'] = (df_eng[special_cols].sum(axis=1) > 0).astype(int)\n", + "\n", + "print(\" ✅ Created aggregation features\")\n", + "\n", + "# D. CATEGORICAL ENCODING\n", + "print(\"\\n4. Encoding categorical features...\")\n", + "\n", + "# One-hot for loai_ca\n", + "if 'loai_ca' in df_eng.columns:\n", + " loai_ca_dummies = pd.get_dummies(df_eng['loai_ca'], prefix='loai_ca', drop_first=True)\n", + " df_eng = pd.concat([df_eng, loai_ca_dummies], axis=1)\n", + " df_eng = df_eng.drop('loai_ca', axis=1)\n", + " print(f\" ✅ One-hot encoded loai_ca\")\n", + "\n", + "# Label encoding for ordinal\n", + "ordinal_map = {\n", + " 'loai_hinh': {'Văn phòng': 0, 'Bệnh viện': 1, 'Trung tâm thương mại': 2, 'Khác': 3},\n", + " 'muc_do_luu_luong': {'Thấp': 0, 'Trung bình': 1, 'Cao': 2}\n", + "}\n", + "\n", + "for col, mapping in ordinal_map.items():\n", + " if col in df_eng.columns:\n", + " df_eng[col] = df_eng[col].map(mapping).fillna(0).astype(int)\n", + " print(f\" ✅ Label encoded {col}\")\n", + "\n", + "# Drop original time columns\n", + "time_cols = ['bat_dau', 'ket_thuc', 'tong_gio_lam']\n", + "df_eng = df_eng.drop(columns=[c for c in time_cols if c in df_eng.columns])\n", + "\n", + "print(f\"\\n✅ Feature engineering complete! Shape: {df_eng.shape}\")\n", + "\n", + "# Save\n", + "df_eng.to_csv('data/cleaned/ENGINEERED_DATA.csv', index=False)\n", + "print(\"✅ Saved: data/cleaned/ENGINEERED_DATA.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "9a1031a3", + "metadata": {}, + "source": [ + "# 6️⃣ Train/Val/Test Split\n", + "\n", + "**Mục đích:** Chia dữ liệu thành 3 tập: Train (60%), Validation (20%), Test (20%)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "5edc1e37", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "================================================================================\n", + "✂️ TRAIN/VAL/TEST SPLIT\n", + "================================================================================\n", + "\n", + "📊 Dataset:\n", + " Total samples: 445\n", + " Features: 63\n", + " Target range: [0, 64]\n", + "\n", + "✅ Split completed:\n", + " Train: 267 samples (60.0%)\n", + " Val: 89 samples (20.0%)\n", + " Test: 89 samples (20.0%)\n", + "\n", + "✅ Saved splits to data/splits/\n" + ] + } + ], + "source": [ + "print(\"=\"*80)\n", + "print(\"✂️ TRAIN/VAL/TEST SPLIT\")\n", + "print(\"=\"*80)\n", + "\n", + "# Separate features and target\n", + "y = df_eng['so_luong']\n", + "X = df_eng.drop('so_luong', axis=1)\n", + "\n", + "print(f\"\\n📊 Dataset:\")\n", + "print(f\" Total samples: {len(X)}\")\n", + "print(f\" Features: {X.shape[1]}\")\n", + "print(f\" Target range: [{y.min()}, {y.max()}]\")\n", + "\n", + "# Split train+val (80%) and test (20%)\n", + "X_temp, X_test, y_temp, y_test = train_test_split(\n", + " X, y, test_size=0.2, random_state=RANDOM_STATE\n", + ")\n", + "\n", + "# Split train (75% of 80% = 60%) and val (25% of 80% = 20%)\n", + "X_train, X_val, y_train, y_val = train_test_split(\n", + " X_temp, y_temp, test_size=0.25, random_state=RANDOM_STATE\n", + ")\n", + "\n", + "print(f\"\\n✅ Split completed:\")\n", + "print(f\" Train: {X_train.shape[0]} samples ({X_train.shape[0]/len(X)*100:.1f}%)\")\n", + "print(f\" Val: {X_val.shape[0]} samples ({X_val.shape[0]/len(X)*100:.1f}%)\")\n", + "print(f\" Test: {X_test.shape[0]} samples ({X_test.shape[0]/len(X)*100:.1f}%)\")\n", + "\n", + "# Save splits\n", + "X_train.to_csv('data/splits/X_train.csv', index=False)\n", + "X_val.to_csv('data/splits/X_val.csv', index=False)\n", + "X_test.to_csv('data/splits/X_test.csv', index=False)\n", + "y_train.to_csv('data/splits/y_train.csv', index=False)\n", + "y_val.to_csv('data/splits/y_val.csv', index=False)\n", + "y_test.to_csv('data/splits/y_test.csv', index=False)\n", + "\n", + "print(\"\\n✅ Saved splits to data/splits/\")" + ] + }, + { + "cell_type": "markdown", + "id": "8ed0b48c", + "metadata": {}, + "source": [ + "# 7️⃣ K-Fold Cross-Validation\n", + "\n", + "**Mục đích:** Đánh giá độ ổn định của các models bằng 5-Fold CV trên training set" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "d1d120e4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "================================================================================\n", + "🔄 K-FOLD CROSS-VALIDATION\n", + "================================================================================\n", + "\n", + "📏 Preparing data for K-Fold CV...\n", + " ⚠️ Dropping 14 non-numeric columns: ['loai_hinh', 'muc_do_luu_luong', 'is_morning_shift', 'is_afternoon_shift', 'is_evening_shift', 'is_night_shift', 'has_special_areas', 'loai_ca_24/24', 'loai_ca_Ca chiều', 'loai_ca_Ca gãy', 'loai_ca_Ca sáng', 'loai_ca_Ca đêm', 'loai_ca_Hành chính', 'loai_ca_Part time']\n", + " Binary columns (no scaling): 0\n", + " One-hot columns (no scaling): 0\n", + " Numeric columns (will scale): 49\n", + " ✅ Scaled 49 numeric features\n", + "\n", + "🤖 Running 5-Fold CV...\n", + "\n", + " Testing Linear Regression...\n", + " MAE: 3.7654 ± 0.8861\n", + " R²: -0.1780 ± 0.5737\n", + "\n", + " Testing Decision Tree...\n", + " MAE: 3.8242 ± 0.8261\n", + " R²: -0.7565 ± 1.4466\n", + "\n", + " Testing Random Forest...\n", + " MAE: 3.3523 ± 0.8554\n", + " R²: -0.0652 ± 0.3507\n", + "\n", + " Testing Gradient Boosting...\n", + " MAE: 3.3027 ± 0.8887\n", + " R²: -0.1023 ± 0.5154\n", + "\n", + " Testing XGBoost...\n", + " MAE: 3.3237 ± 0.7237\n", + " R²: -0.1420 ± 0.5722\n", + "\n", + " Testing LightGBM...\n", + " MAE: 3.4016 ± 0.8549\n", + " R²: -0.0064 ± 0.2486\n", + "\n", + "================================================================================\n", + "📊 K-FOLD CV RESULTS SUMMARY\n", + "================================================================================\n", + " Model Mean_MAE Std_MAE Mean_R2 Std_R2\n", + "Gradient Boosting 3.302737 0.888736 -0.102337 0.515448\n", + " XGBoost 3.323695 0.723653 -0.142027 0.572242\n", + " Random Forest 3.352265 0.855390 -0.065234 0.350683\n", + " LightGBM 3.401601 0.854854 -0.006448 0.248615\n", + "Linear Regression 3.765361 0.886077 -0.177970 0.573717\n", + " Decision Tree 3.824216 0.826131 -0.756537 1.446579\n", + "\n", + "🏆 Best Model by K-Fold CV: Gradient Boosting\n", + " MAE: 3.3027 ± 0.8887\n", + " R²: -0.1023 ± 0.5154\n", + "\n", + "✅ Saved: models/kfold_cv_results.csv\n" + ] + } + ], + "source": [ + "print(\"=\"*80)\n", + "print(\"🔄 K-FOLD CROSS-VALIDATION\")\n", + "print(\"=\"*80)\n", + "\n", + "# Prepare data for K-Fold CV\n", + "print(\"\\n📏 Preparing data for K-Fold CV...\")\n", + "\n", + "# Check for non-numeric columns\n", + "non_numeric_cols = X_train.select_dtypes(exclude=['int64', 'float64']).columns.tolist()\n", + "if non_numeric_cols:\n", + " print(f\" ⚠️ Dropping {len(non_numeric_cols)} non-numeric columns: {non_numeric_cols}\")\n", + " X_train_cv = X_train.drop(columns=non_numeric_cols).copy()\n", + "else:\n", + " X_train_cv = X_train.copy()\n", + "\n", + "# Identify columns to scale\n", + "binary_cols = [col for col in X_train_cv.columns if X_train_cv[col].nunique() == 2 and set(X_train_cv[col].unique()).issubset({0, 1})]\n", + "onehot_cols = [col for col in X_train_cv.columns if col.startswith('loai_ca_')]\n", + "cols_to_scale = [col for col in X_train_cv.columns if col not in binary_cols and col not in onehot_cols]\n", + "\n", + "print(f\" Binary columns (no scaling): {len(binary_cols)}\")\n", + "print(f\" One-hot columns (no scaling): {len(onehot_cols)}\")\n", + "print(f\" Numeric columns (will scale): {len(cols_to_scale)}\")\n", + "\n", + "# Scale numeric columns\n", + "scaler_cv = StandardScaler()\n", + "if cols_to_scale:\n", + " X_train_cv[cols_to_scale] = scaler_cv.fit_transform(X_train_cv[cols_to_scale])\n", + " print(f\" ✅ Scaled {len(cols_to_scale)} numeric features\")\n", + "\n", + "# Initialize KFold\n", + "kf = KFold(n_splits=5, shuffle=True, random_state=RANDOM_STATE)\n", + "\n", + "# Models to test\n", + "cv_models = {\n", + " 'Linear Regression': LinearRegression(),\n", + " 'Decision Tree': DecisionTreeRegressor(max_depth=10, min_samples_split=5, random_state=RANDOM_STATE),\n", + " 'Random Forest': RandomForestRegressor(n_estimators=100, max_depth=15, min_samples_split=5, random_state=RANDOM_STATE, n_jobs=-1),\n", + " 'Gradient Boosting': GradientBoostingRegressor(n_estimators=100, learning_rate=0.1, max_depth=5, random_state=RANDOM_STATE),\n", + " 'XGBoost': xgb.XGBRegressor(n_estimators=100, learning_rate=0.1, max_depth=5, random_state=RANDOM_STATE, n_jobs=-1),\n", + " 'LightGBM': lgb.LGBMRegressor(n_estimators=100, learning_rate=0.1, max_depth=5, num_leaves=31, random_state=RANDOM_STATE, n_jobs=-1, verbose=-1)\n", + "}\n", + "\n", + "# Run K-Fold CV\n", + "cv_results = []\n", + "print(\"\\n🤖 Running 5-Fold CV...\")\n", + "\n", + "for model_name, model in cv_models.items():\n", + " print(f\"\\n Testing {model_name}...\")\n", + " \n", + " fold_maes = []\n", + " fold_r2s = []\n", + " \n", + " for fold, (train_idx, val_idx) in enumerate(kf.split(X_train_cv), 1):\n", + " X_fold_train = X_train_cv.iloc[train_idx]\n", + " y_fold_train = y_train.iloc[train_idx]\n", + " X_fold_val = X_train_cv.iloc[val_idx]\n", + " y_fold_val = y_train.iloc[val_idx]\n", + " \n", + " model.fit(X_fold_train, y_fold_train)\n", + " y_pred = model.predict(X_fold_val)\n", + " \n", + " mae = mean_absolute_error(y_fold_val, y_pred)\n", + " r2 = r2_score(y_fold_val, y_pred)\n", + " \n", + " fold_maes.append(mae)\n", + " fold_r2s.append(r2)\n", + " \n", + " mean_mae = np.mean(fold_maes)\n", + " std_mae = np.std(fold_maes)\n", + " mean_r2 = np.mean(fold_r2s)\n", + " std_r2 = np.std(fold_r2s)\n", + " \n", + " cv_results.append({\n", + " 'Model': model_name,\n", + " 'Mean_MAE': mean_mae,\n", + " 'Std_MAE': std_mae,\n", + " 'Mean_R2': mean_r2,\n", + " 'Std_R2': std_r2\n", + " })\n", + " \n", + " print(f\" MAE: {mean_mae:.4f} ± {std_mae:.4f}\")\n", + " print(f\" R²: {mean_r2:.4f} ± {std_r2:.4f}\")\n", + "\n", + "# Create results DataFrame\n", + "cv_results_df = pd.DataFrame(cv_results).sort_values('Mean_MAE')\n", + "\n", + "print(\"\\n\" + \"=\"*80)\n", + "print(\"📊 K-FOLD CV RESULTS SUMMARY\")\n", + "print(\"=\"*80)\n", + "print(cv_results_df.to_string(index=False))\n", + "\n", + "best_cv_model = cv_results_df.iloc[0]['Model']\n", + "print(f\"\\n🏆 Best Model by K-Fold CV: {best_cv_model}\")\n", + "print(f\" MAE: {cv_results_df.iloc[0]['Mean_MAE']:.4f} ± {cv_results_df.iloc[0]['Std_MAE']:.4f}\")\n", + "print(f\" R²: {cv_results_df.iloc[0]['Mean_R2']:.4f} ± {cv_results_df.iloc[0]['Std_R2']:.4f}\")\n", + "\n", + "# Save results\n", + "cv_results_df.to_csv('models/kfold_cv_results.csv', index=False)\n", + "print(\"\\n✅ Saved: models/kfold_cv_results.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "d69b6c4e", + "metadata": {}, + "source": [ + "# 8️⃣ Feature Selection\n", + "\n", + "**Mục đích:** Tìm best features sử dụng 3 phương pháp: Random Forest, Mutual Information, Correlation" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "e017e7db", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "================================================================================\n", + "🔬 FEATURE SELECTION\n", + "================================================================================\n", + "\n", + "📏 Preparing data for feature selection...\n", + " Dropping 14 non-numeric columns: ['loai_hinh', 'muc_do_luu_luong', 'is_morning_shift', 'is_afternoon_shift', 'is_evening_shift', 'is_night_shift', 'has_special_areas', 'loai_ca_24/24', 'loai_ca_Ca chiều', 'loai_ca_Ca gãy', 'loai_ca_Ca sáng', 'loai_ca_Ca đêm', 'loai_ca_Hành chính', 'loai_ca_Part time']\n", + " ✅ Scaled 49 numeric features\n", + "\n", + "🌲 Method 1: Random Forest Feature Importance\n", + " Top 10 features:\n", + " hour_end : 0.1723\n", + " hour_start : 0.0724\n", + " num_other_tasks : 0.0590\n", + " num_trash_collection_tasks : 0.0461\n", + " tasks_per_hour : 0.0430\n", + " cleaning_ratio : 0.0391\n", + " tasks_per_floor : 0.0354\n", + " dien_tich_wc : 0.0352\n", + " num_tasks : 0.0332\n", + " total_area : 0.0308\n", + "\n", + "📊 Method 2: Mutual Information\n", + " Top 10 features:\n", + " cleaning_workload : 0.2850\n", + " num_cleaning_tasks : 0.2775\n", + " num_trash_collection_tasks : 0.2717\n", + " tasks_per_hour : 0.2396\n", + " num_tasks : 0.2319\n", + " num_other_tasks : 0.2167\n", + " task_complexity_score : 0.2143\n", + " hour_start : 0.2017\n", + " total_area : 0.1944\n", + " num_support_tasks : 0.1777\n", + "\n", + "📈 Method 3: Correlation with Target\n", + " Top 10 features:\n", + " num_trash_collection_tasks : 0.3996\n", + " tasks_per_hour : 0.3622\n", + " num_tasks : 0.3622\n", + " cleaning_workload : 0.3603\n", + " num_cleaning_tasks : 0.3483\n", + " num_monitoring_tasks : 0.3214\n", + " num_technical_room_tasks : 0.3189\n", + " num_support_tasks : 0.3113\n", + " task_complexity_score : 0.3106\n", + " num_other_tasks : 0.3059\n", + "\n", + "🎯 Aggregating Feature Scores...\n", + "\n", + "📋 Top 20 Features (by average score):\n", + " dien_tich_phong : 0.7402\n", + " tasks_per_hour : 0.6650\n", + " num_trash_collection_tasks : 0.6648\n", + " num_surgery_room_tasks : 0.6385\n", + " dien_tich_hanh_lang : 0.6369\n", + " area_diversity : 0.6214\n", + " num_lobby_tasks : 0.6026\n", + " hour_end : 0.5416\n", + " dien_tich_ngoai_canh : 0.4777\n", + " monitoring_ratio : 0.4716\n", + " num_patient_room_tasks : 0.4620\n", + " num_monitoring_tasks : 0.4545\n", + " tasks_per_floor : 0.4460\n", + " work_hours_numeric : 0.4020\n", + " trash_collection_ratio : 0.3944\n", + " dien_tich_tham : 0.3927\n", + " so_tang : 0.3817\n", + " so_ca_cua_toa : 0.3730\n", + " dien_tich_wc : 0.3634\n", + " num_wc_tasks : 0.3597\n", + "\n", + "================================================================================\n", + "🔬 TESTING WITH DIFFERENT NUMBERS OF FEATURES\n", + "================================================================================\n", + "\n", + "📌 BASELINE (All 49 Features):\n", + " Val MAE: 3.6346, R²: -0.0129\n", + "\n", + "================================================================================\n", + "🔬 Testing with Top 20 Features\n", + "================================================================================\n", + "\n", + "📋 Selected features:\n", + " 1. dien_tich_phong (score: 0.7402)\n", + " 2. tasks_per_hour (score: 0.6650)\n", + " 3. num_trash_collection_tasks (score: 0.6648)\n", + " 4. num_surgery_room_tasks (score: 0.6385)\n", + " 5. dien_tich_hanh_lang (score: 0.6369)\n", + " 6. area_diversity (score: 0.6214)\n", + " 7. num_lobby_tasks (score: 0.6026)\n", + " 8. hour_end (score: 0.5416)\n", + " 9. dien_tich_ngoai_canh (score: 0.4777)\n", + " 10. monitoring_ratio (score: 0.4716)\n", + " ... and 10 more\n", + "\n", + "🤖 Training models...\n", + " Random Forest : MAE=3.6661 (-0.0315), R²=0.0374\n", + " Gradient Boosting : MAE=3.7772 (-0.1426), R²=-0.0601\n", + " XGBoost : MAE=3.6416 (-0.0071), R²=0.0158\n", + " LightGBM : MAE=3.7484 (-0.1138), R²=0.0495\n", + "\n", + "================================================================================\n", + "🔬 Testing with Top 25 Features\n", + "================================================================================\n", + "\n", + "📋 Selected features:\n", + " 1. dien_tich_phong (score: 0.7402)\n", + " 2. tasks_per_hour (score: 0.6650)\n", + " 3. num_trash_collection_tasks (score: 0.6648)\n", + " 4. num_surgery_room_tasks (score: 0.6385)\n", + " 5. dien_tich_hanh_lang (score: 0.6369)\n", + " 6. area_diversity (score: 0.6214)\n", + " 7. num_lobby_tasks (score: 0.6026)\n", + " 8. hour_end (score: 0.5416)\n", + " 9. dien_tich_ngoai_canh (score: 0.4777)\n", + " 10. monitoring_ratio (score: 0.4716)\n", + " ... and 15 more\n", + "\n", + "🤖 Training models...\n", + " Random Forest : MAE=3.6149 (+0.0197), R²=0.0681\n", + " Gradient Boosting : MAE=3.7803 (-0.1457), R²=-0.0520\n", + " XGBoost : MAE=3.7601 (-0.1255), R²=-0.0180\n", + " LightGBM : MAE=3.7434 (-0.1088), R²=0.0423\n", + "\n", + "================================================================================\n", + "🔬 Testing with Top 30 Features\n", + "================================================================================\n", + "\n", + "📋 Selected features:\n", + " 1. dien_tich_phong (score: 0.7402)\n", + " 2. tasks_per_hour (score: 0.6650)\n", + " 3. num_trash_collection_tasks (score: 0.6648)\n", + " 4. num_surgery_room_tasks (score: 0.6385)\n", + " 5. dien_tich_hanh_lang (score: 0.6369)\n", + " 6. area_diversity (score: 0.6214)\n", + " 7. num_lobby_tasks (score: 0.6026)\n", + " 8. hour_end (score: 0.5416)\n", + " 9. dien_tich_ngoai_canh (score: 0.4777)\n", + " 10. monitoring_ratio (score: 0.4716)\n", + " ... and 20 more\n", + "\n", + "🤖 Training models...\n", + " Random Forest : MAE=3.6134 (+0.0212), R²=0.0712\n", + " Gradient Boosting : MAE=3.8167 (-0.1821), R²=-0.0845\n", + " XGBoost : MAE=3.8264 (-0.1918), R²=-0.0368\n", + " LightGBM : MAE=3.6914 (-0.0568), R²=0.0629\n", + "\n", + "================================================================================\n", + "🔬 Testing with Top 35 Features\n", + "================================================================================\n", + "\n", + "📋 Selected features:\n", + " 1. dien_tich_phong (score: 0.7402)\n", + " 2. tasks_per_hour (score: 0.6650)\n", + " 3. num_trash_collection_tasks (score: 0.6648)\n", + " 4. num_surgery_room_tasks (score: 0.6385)\n", + " 5. dien_tich_hanh_lang (score: 0.6369)\n", + " 6. area_diversity (score: 0.6214)\n", + " 7. num_lobby_tasks (score: 0.6026)\n", + " 8. hour_end (score: 0.5416)\n", + " 9. dien_tich_ngoai_canh (score: 0.4777)\n", + " 10. monitoring_ratio (score: 0.4716)\n", + " ... and 25 more\n", + "\n", + "🤖 Training models...\n", + " Random Forest : MAE=3.6404 (-0.0058), R²=0.0730\n", + " Gradient Boosting : MAE=3.9151 (-0.2805), R²=-0.1125\n", + " XGBoost : MAE=3.8845 (-0.2499), R²=-0.0521\n", + " LightGBM : MAE=3.8490 (-0.2144), R²=0.0009\n", + "\n", + "================================================================================\n", + "🔬 Testing with Top 40 Features\n", + "================================================================================\n", + "\n", + "📋 Selected features:\n", + " 1. dien_tich_phong (score: 0.7402)\n", + " 2. tasks_per_hour (score: 0.6650)\n", + " 3. num_trash_collection_tasks (score: 0.6648)\n", + " 4. num_surgery_room_tasks (score: 0.6385)\n", + " 5. dien_tich_hanh_lang (score: 0.6369)\n", + " 6. area_diversity (score: 0.6214)\n", + " 7. num_lobby_tasks (score: 0.6026)\n", + " 8. hour_end (score: 0.5416)\n", + " 9. dien_tich_ngoai_canh (score: 0.4777)\n", + " 10. monitoring_ratio (score: 0.4716)\n", + " ... and 30 more\n", + "\n", + "🤖 Training models...\n", + " Random Forest : MAE=3.6265 (+0.0081), R²=0.0785\n", + " Gradient Boosting : MAE=3.8842 (-0.2496), R²=-0.0892\n", + " XGBoost : MAE=3.9312 (-0.2966), R²=-0.0725\n", + " LightGBM : MAE=3.7473 (-0.1127), R²=0.0294\n", + "\n", + "================================================================================\n", + "🏆 BEST FEATURE SELECTION RESULT\n", + "================================================================================\n", + " 🤖 Model: Random Forest\n", + " 📋 Features: 30 selected\n", + "\n", + " 📈 Best Model Performance:\n", + " Val MAE: 3.6134\n", + " Val R²: 0.0712\n", + "\n", + " 📊 Comparison with Baseline:\n", + " Baseline MAE: 3.6346 | R²: -0.0129\n", + " Best MAE: 3.6134 | R²: 0.0712\n", + " MAE Improvement: 0.0212 (0.58%)\n", + " R² Improvement: 0.0842 (+8.42%)\n", + "\n", + "✅ Saved: models/feature_selection_results.csv\n" + ] + } + ], + "source": [ + "print(\"=\"*80)\n", + "print(\"🔬 FEATURE SELECTION\")\n", + "print(\"=\"*80)\n", + "\n", + "# Prepare data\n", + "print(\"\\n📏 Preparing data for feature selection...\")\n", + "\n", + "# Drop non-numeric columns\n", + "non_numeric_cols_fs = X_train.select_dtypes(exclude=['int64', 'float64']).columns.tolist()\n", + "if non_numeric_cols_fs:\n", + " print(f\" Dropping {len(non_numeric_cols_fs)} non-numeric columns: {non_numeric_cols_fs}\")\n", + " X_train_fs = X_train.drop(columns=non_numeric_cols_fs).copy()\n", + " X_val_fs_temp = X_val.drop(columns=non_numeric_cols_fs).copy()\n", + "else:\n", + " X_train_fs = X_train.copy()\n", + " X_val_fs_temp = X_val.copy()\n", + "\n", + "# Identify columns to scale\n", + "binary_cols_fs = [col for col in X_train_fs.columns if X_train_fs[col].nunique() == 2 and set(X_train_fs[col].unique()).issubset({0, 1})]\n", + "onehot_cols_fs = [col for col in X_train_fs.columns if col.startswith('loai_ca_')]\n", + "cols_to_scale_fs = [col for col in X_train_fs.columns if col not in binary_cols_fs and col not in onehot_cols_fs]\n", + "\n", + "# Scale\n", + "scaler_fs = StandardScaler()\n", + "if cols_to_scale_fs:\n", + " X_train_fs[cols_to_scale_fs] = scaler_fs.fit_transform(X_train_fs[cols_to_scale_fs])\n", + " X_val_fs_temp[cols_to_scale_fs] = scaler_fs.transform(X_val_fs_temp[cols_to_scale_fs])\n", + " print(f\" ✅ Scaled {len(cols_to_scale_fs)} numeric features\")\n", + "\n", + "# Method 1: Random Forest Feature Importance\n", + "print(\"\\n🌲 Method 1: Random Forest Feature Importance\")\n", + "rf_selector = RandomForestRegressor(n_estimators=100, max_depth=15, random_state=RANDOM_STATE, n_jobs=-1)\n", + "rf_selector.fit(X_train_fs, y_train)\n", + "\n", + "rf_importance_df = pd.DataFrame({\n", + " 'feature': X_train_fs.columns,\n", + " 'importance': rf_selector.feature_importances_\n", + "}).sort_values('importance', ascending=False)\n", + "\n", + "print(f\" Top 10 features:\")\n", + "for i, row in rf_importance_df.head(10).iterrows():\n", + " print(f\" {row['feature']:40s}: {row['importance']:.4f}\")\n", + "\n", + "# Method 2: Mutual Information\n", + "print(\"\\n📊 Method 2: Mutual Information\")\n", + "mi_scores = mutual_info_regression(X_train_fs, y_train, random_state=RANDOM_STATE)\n", + "mi_importance_df = pd.DataFrame({\n", + " 'feature': X_train_fs.columns,\n", + " 'importance': mi_scores\n", + "}).sort_values('importance', ascending=False)\n", + "\n", + "print(f\" Top 10 features:\")\n", + "for i, row in mi_importance_df.head(10).iterrows():\n", + " print(f\" {row['feature']:40s}: {row['importance']:.4f}\")\n", + "\n", + "# Method 3: Correlation with target\n", + "print(\"\\n📈 Method 3: Correlation with Target\")\n", + "correlations = X_train_fs.corrwith(y_train).abs().sort_values(ascending=False)\n", + "corr_df = pd.DataFrame({\n", + " 'feature': correlations.index,\n", + " 'importance': correlations.values\n", + "})\n", + "\n", + "print(f\" Top 10 features:\")\n", + "for i, row in corr_df.head(10).iterrows():\n", + " print(f\" {row['feature']:40s}: {row['importance']:.4f}\")\n", + "\n", + "# Aggregate scores\n", + "print(\"\\n🎯 Aggregating Feature Scores...\")\n", + "aggregated = pd.DataFrame({\n", + " 'feature': X_train_fs.columns,\n", + " 'rf_score': rf_importance_df.set_index('feature')['importance'],\n", + " 'mi_score': mi_importance_df.set_index('feature')['importance'],\n", + " 'corr_score': corr_df.set_index('feature')['importance']\n", + "})\n", + "\n", + "# Normalize scores to [0,1]\n", + "for col in ['rf_score', 'mi_score', 'corr_score']:\n", + " aggregated[col] = (aggregated[col] - aggregated[col].min()) / (aggregated[col].max() - aggregated[col].min())\n", + "\n", + "aggregated['avg_score'] = aggregated[['rf_score', 'mi_score', 'corr_score']].mean(axis=1)\n", + "aggregated = aggregated.sort_values('avg_score', ascending=False)\n", + "\n", + "print(f\"\\n📋 Top 20 Features (by average score):\")\n", + "for i, row in aggregated.head(20).iterrows():\n", + " print(f\" {row['feature']:40s}: {row['avg_score']:.4f}\")\n", + "\n", + "# Test with different numbers of features\n", + "print(\"\\n\" + \"=\"*80)\n", + "print(\"🔬 TESTING WITH DIFFERENT NUMBERS OF FEATURES\")\n", + "print(\"=\"*80)\n", + "\n", + "X_val_fs = X_val_fs_temp.copy()\n", + "\n", + "# Test feature counts\n", + "top_k_values = [20, 25, 30, 35, 40, 50]\n", + "feature_selection_results = []\n", + "\n", + "# Baseline: all features\n", + "baseline_model = GradientBoostingRegressor(n_estimators=100, learning_rate=0.1, max_depth=5, random_state=RANDOM_STATE)\n", + "baseline_model.fit(X_train_fs, y_train)\n", + "baseline_pred = baseline_model.predict(X_val_fs)\n", + "baseline_mae = mean_absolute_error(y_val, baseline_pred)\n", + "baseline_r2 = r2_score(y_val, baseline_pred)\n", + "\n", + "feature_selection_results.append({\n", + " 'num_features': X_train_fs.shape[1],\n", + " 'feature_set': 'All Features',\n", + " 'model': 'Gradient Boosting',\n", + " 'val_mae': baseline_mae,\n", + " 'val_r2': baseline_r2\n", + "})\n", + "\n", + "print(f\"\\n📌 BASELINE (All {X_train_fs.shape[1]} Features):\")\n", + "print(f\" Val MAE: {baseline_mae:.4f}, R²: {baseline_r2:.4f}\")\n", + "\n", + "# Test with top-k features\n", + "for k in top_k_values:\n", + " if k >= X_train_fs.shape[1]:\n", + " continue\n", + " \n", + " print(f\"\\n{'='*80}\")\n", + " print(f\"🔬 Testing with Top {k} Features\")\n", + " print(f\"{'='*80}\")\n", + " \n", + " selected_features = aggregated.head(k)['feature'].tolist()\n", + " X_train_selected = X_train_fs[selected_features]\n", + " X_val_selected = X_val_fs[selected_features]\n", + " \n", + " print(f\"\\n📋 Selected features:\")\n", + " for i, feat in enumerate(selected_features[:10], 1):\n", + " score = aggregated[aggregated['feature'] == feat]['avg_score'].values[0]\n", + " print(f\" {i:2d}. {feat:40s} (score: {score:.4f})\")\n", + " if k > 10:\n", + " print(f\" ... and {k-10} more\")\n", + " \n", + " # Test multiple models\n", + " models_to_test = {\n", + " 'Random Forest': RandomForestRegressor(n_estimators=100, max_depth=15, min_samples_split=5, random_state=RANDOM_STATE, n_jobs=-1),\n", + " 'Gradient Boosting': GradientBoostingRegressor(n_estimators=100, learning_rate=0.1, max_depth=5, random_state=RANDOM_STATE),\n", + " 'XGBoost': xgb.XGBRegressor(n_estimators=100, learning_rate=0.1, max_depth=5, random_state=RANDOM_STATE, n_jobs=-1),\n", + " 'LightGBM': lgb.LGBMRegressor(n_estimators=100, learning_rate=0.1, max_depth=5, num_leaves=31, random_state=RANDOM_STATE, n_jobs=-1, verbose=-1)\n", + " }\n", + " \n", + " print(\"\\n🤖 Training models...\")\n", + " for model_name, model in models_to_test.items():\n", + " model.fit(X_train_selected, y_train)\n", + " y_val_pred = model.predict(X_val_selected)\n", + " \n", + " val_mae = mean_absolute_error(y_val, y_val_pred)\n", + " val_r2 = r2_score(y_val, y_val_pred)\n", + " \n", + " feature_selection_results.append({\n", + " 'num_features': k,\n", + " 'feature_set': f'Top {k}',\n", + " 'model': model_name,\n", + " 'val_mae': val_mae,\n", + " 'val_r2': val_r2\n", + " })\n", + " \n", + " improvement = baseline_mae - val_mae\n", + " print(f\" {model_name:20s}: MAE={val_mae:.4f} ({'+' if improvement > 0 else ''}{improvement:.4f}), R²={val_r2:.4f}\")\n", + "\n", + "# Find best result\n", + "fs_results_df = pd.DataFrame(feature_selection_results)\n", + "best_idx = fs_results_df['val_mae'].idxmin()\n", + "best_result = fs_results_df.loc[best_idx]\n", + "\n", + "print(\"\\n\" + \"=\"*80)\n", + "print(\"🏆 BEST FEATURE SELECTION RESULT\")\n", + "print(\"=\"*80)\n", + "print(f\" 🤖 Model: {best_result['model']}\")\n", + "print(f\" 📋 Features: {int(best_result['num_features'])} selected\")\n", + "print(f\"\\n 📈 Best Model Performance:\")\n", + "print(f\" Val MAE: {best_result['val_mae']:.4f}\")\n", + "print(f\" Val R²: {best_result['val_r2']:.4f}\")\n", + "print(f\"\\n 📊 Comparison with Baseline:\")\n", + "print(f\" Baseline MAE: {baseline_mae:.4f} | R²: {baseline_r2:.4f}\")\n", + "print(f\" Best MAE: {best_result['val_mae']:.4f} | R²: {best_result['val_r2']:.4f}\")\n", + "print(f\" MAE Improvement: {baseline_mae - best_result['val_mae']:.4f} ({(baseline_mae - best_result['val_mae'])/baseline_mae*100:.2f}%)\")\n", + "print(f\" R² Improvement: {best_result['val_r2'] - baseline_r2:.4f} ({'+' if best_result['val_r2'] > baseline_r2 else ''}{(best_result['val_r2'] - baseline_r2)*100:.2f}%)\")\n", + "\n", + "# Save results\n", + "fs_results_df.to_csv('models/feature_selection_results.csv', index=False)\n", + "print(\"\\n✅ Saved: models/feature_selection_results.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "27452d46", + "metadata": {}, + "source": [ + "# 9️⃣ Final Training với Best Features\n", + "\n", + "**Mục đích:** Train model cuối cùng với best model + best features. Combine train+val data để train, evaluate trên test set." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "08e1918d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "================================================================================\n", + "🎯 FINAL TRAINING WITH BEST FEATURES\n", + "================================================================================\n", + "\n", + "📋 Best Configuration:\n", + " Model: Random Forest\n", + " Number of Features: 30\n", + "\n", + "📏 Preparing scaled data...\n", + " Dropping 14 non-numeric columns\n", + " ✅ Scaled 49 numeric features\n", + "\n", + "📋 Using Top 30 Selected Features:\n", + " 1. dien_tich_phong (score: 0.7402)\n", + " 2. tasks_per_hour (score: 0.6650)\n", + " 3. num_trash_collection_tasks (score: 0.6648)\n", + " 4. num_surgery_room_tasks (score: 0.6385)\n", + " 5. dien_tich_hanh_lang (score: 0.6369)\n", + " 6. area_diversity (score: 0.6214)\n", + " 7. num_lobby_tasks (score: 0.6026)\n", + " 8. hour_end (score: 0.5416)\n", + " 9. dien_tich_ngoai_canh (score: 0.4777)\n", + " 10. monitoring_ratio (score: 0.4716)\n", + " 11. num_patient_room_tasks (score: 0.4620)\n", + " 12. num_monitoring_tasks (score: 0.4545)\n", + " 13. tasks_per_floor (score: 0.4460)\n", + " 14. work_hours_numeric (score: 0.4020)\n", + " 15. trash_collection_ratio (score: 0.3944)\n", + " ... and 15 more\n", + "\n", + "📊 Dataset Shapes:\n", + " Train+Val: (356, 30) (356 samples)\n", + " Test: (89, 30) (89 samples)\n", + "\n", + "🤖 Initializing Random Forest...\n", + "🔄 Training on Train+Val data...\n", + " ✅ Training completed!\n", + "\n", + "🔮 Predicting on Test set...\n", + "\n", + "================================================================================\n", + "📊 FINAL TEST SET RESULTS\n", + "================================================================================\n", + "\n", + "🎯 Model: Random Forest\n", + "📋 Features: 30 selected features\n", + "\n", + "📈 Test Set Performance:\n", + " MAE: 2.9597\n", + " MSE: 22.5281\n", + " RMSE: 4.7464\n", + " R²: 0.4147\n", + "\n", + "📊 Comparison with Baseline:\n", + " ⚪ Baseline (All features): MAE=3.6346 | R²=-0.0129\n", + " 🎯 Final Model (30 features): MAE=2.9597 | R²=0.4147\n", + "\n", + " 📈 Improvement:\n", + " MAE giảm: 0.6749 (18.57%)\n", + " R² tăng: 0.4276 (+42.76%)\n", + "\n", + "📊 Creating visualizations...\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✅ Saved: plts/final_model_test_results.png\n" + ] + } + ], + "source": [ + "print(\"=\"*80)\n", + "print(\"🎯 FINAL TRAINING WITH BEST FEATURES\")\n", + "print(\"=\"*80)\n", + "\n", + "# Get best configuration\n", + "best_num_features = int(best_result['num_features'])\n", + "best_model_name = best_result['model']\n", + "\n", + "print(f\"\\n📋 Best Configuration:\")\n", + "print(f\" Model: {best_model_name}\")\n", + "print(f\" Number of Features: {best_num_features}\")\n", + "\n", + "# Prepare scaled data for all sets\n", + "print(\"\\n📏 Preparing scaled data...\")\n", + "\n", + "# Drop non-numeric columns\n", + "non_numeric_cols_final = X_train.select_dtypes(exclude=['int64', 'float64']).columns.tolist()\n", + "if non_numeric_cols_final:\n", + " print(f\" Dropping {len(non_numeric_cols_final)} non-numeric columns\")\n", + " X_train_final_scaled = X_train.drop(columns=non_numeric_cols_final).copy()\n", + " X_val_final_scaled = X_val.drop(columns=non_numeric_cols_final).copy()\n", + " X_test_final_scaled = X_test.drop(columns=non_numeric_cols_final).copy()\n", + "else:\n", + " X_train_final_scaled = X_train.copy()\n", + " X_val_final_scaled = X_val.copy()\n", + " X_test_final_scaled = X_test.copy()\n", + "\n", + "# Identify columns to scale\n", + "binary_cols_final = [col for col in X_train_final_scaled.columns if X_train_final_scaled[col].nunique() == 2 and set(X_train_final_scaled[col].unique()).issubset({0, 1})]\n", + "onehot_cols_final = [col for col in X_train_final_scaled.columns if col.startswith('loai_ca_')]\n", + "cols_to_scale_final = [col for col in X_train_final_scaled.columns if col not in binary_cols_final and col not in onehot_cols_final]\n", + "\n", + "scaler_final = StandardScaler()\n", + "if cols_to_scale_final:\n", + " X_train_final_scaled[cols_to_scale_final] = scaler_final.fit_transform(X_train_final_scaled[cols_to_scale_final])\n", + " X_val_final_scaled[cols_to_scale_final] = scaler_final.transform(X_val_final_scaled[cols_to_scale_final])\n", + " X_test_final_scaled[cols_to_scale_final] = scaler_final.transform(X_test_final_scaled[cols_to_scale_final])\n", + " print(f\" ✅ Scaled {len(cols_to_scale_final)} numeric features\")\n", + "\n", + "# Select best features\n", + "if best_num_features < X_train_final_scaled.shape[1]:\n", + " selected_features = aggregated.head(best_num_features)['feature'].tolist()\n", + " \n", + " print(f\"\\n📋 Using Top {best_num_features} Selected Features\")\n", + " print(f\" Top 5: {', '.join(selected_features[:5])}\")\n", + " if best_num_features > 5:\n", + " print(f\" ... and {best_num_features - 5} more features\")\n", + " \n", + " X_train_final = X_train_final_scaled[selected_features]\n", + " X_val_final = X_val_final_scaled[selected_features]\n", + " X_test_final = X_test_final_scaled[selected_features]\n", + "else:\n", + " print(f\"\\n📋 Using ALL {X_train_final_scaled.shape[1]} Features\")\n", + " selected_features = X_train_final_scaled.columns.tolist()\n", + " X_train_final = X_train_final_scaled\n", + " X_val_final = X_val_final_scaled\n", + " X_test_final = X_test_final_scaled\n", + "\n", + "# Combine train + validation for final training\n", + "X_train_val = pd.concat([X_train_final, X_val_final])\n", + "y_train_val = pd.concat([y_train, y_val])\n", + "\n", + "# Initialize best model\n", + "if best_model_name == 'Random Forest':\n", + " final_model = RandomForestRegressor(n_estimators=150, max_depth=20, min_samples_split=5, random_state=RANDOM_STATE, n_jobs=-1)\n", + "elif best_model_name == 'Gradient Boosting':\n", + " final_model = GradientBoostingRegressor(n_estimators=150, learning_rate=0.05, max_depth=7, random_state=RANDOM_STATE)\n", + "elif best_model_name == 'XGBoost':\n", + " final_model = xgb.XGBRegressor(n_estimators=150, learning_rate=0.05, max_depth=7, random_state=RANDOM_STATE, n_jobs=-1)\n", + "elif best_model_name == 'LightGBM':\n", + " final_model = lgb.LGBMRegressor(n_estimators=150, learning_rate=0.05, max_depth=7, num_leaves=31, random_state=RANDOM_STATE, n_jobs=-1, verbose=-1)\n", + "else:\n", + " final_model = GradientBoostingRegressor(n_estimators=150, learning_rate=0.05, max_depth=7, random_state=RANDOM_STATE)\n", + "\n", + "# Train on combined train+val\n", + "print(f\"\\n🔄 Training {best_model_name} on {len(X_train_val)} samples...\")\n", + "final_model.fit(X_train_val, y_train_val)\n", + "\n", + "# Predict on test set\n", + "print(f\"🔮 Predicting on {len(X_test_final)} test samples...\")\n", + "y_test_pred = final_model.predict(X_test_final)\n", + "\n", + "# Calculate metrics\n", + "test_mae = mean_absolute_error(y_test, y_test_pred)\n", + "test_mse = mean_squared_error(y_test, y_test_pred)\n", + "test_rmse = np.sqrt(test_mse)\n", + "test_r2 = r2_score(y_test, y_test_pred)\n", + "\n", + "print(\"\\n\" + \"=\"*80)\n", + "print(\"📊 FINAL TEST SET RESULTS\")\n", + "print(\"=\"*80)\n", + "print(f\"🎯 Model: {best_model_name} | Features: {best_num_features}\")\n", + "print(f\"\\n📈 Test Performance: MAE={test_mae:.4f} | RMSE={test_rmse:.4f} | R²={test_r2:.4f}\")\n", + "print(f\"📊 Baseline (All): MAE={baseline_mae:.4f} | R²={baseline_r2:.4f}\")\n", + "print(f\"📈 Improvement: MAE giảm {baseline_mae - test_mae:.4f} ({(baseline_mae - test_mae)/baseline_mae*100:.1f}%) | R² tăng {test_r2 - baseline_r2:.4f} ({(test_r2 - baseline_r2)*100:.1f}%)\")\n", + "\n", + "# Visualizations\n", + "print(f\"\\n📊 Creating visualizations...\")\n", + "\n", + "fig, axes = plt.subplots(2, 2, figsize=(15, 12))\n", + "\n", + "# 1. Predicted vs Actual\n", + "axes[0, 0].scatter(y_test, y_test_pred, alpha=0.6, edgecolors='k', s=50)\n", + "axes[0, 0].plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--', lw=2)\n", + "axes[0, 0].set_xlabel('Actual Values', fontsize=11)\n", + "axes[0, 0].set_ylabel('Predicted Values', fontsize=11)\n", + "axes[0, 0].set_title(f'{best_model_name} - Test Set\\nPredicted vs Actual', fontsize=12, fontweight='bold')\n", + "axes[0, 0].grid(True, alpha=0.3)\n", + "axes[0, 0].text(0.05, 0.95, f'R² = {test_r2:.4f}\\nMAE = {test_mae:.4f}',\n", + " transform=axes[0, 0].transAxes, fontsize=10, verticalalignment='top',\n", + " bbox=dict(boxstyle='round', facecolor='wheat', alpha=0.5))\n", + "\n", + "# 2. Residuals plot\n", + "residuals = y_test - y_test_pred\n", + "axes[0, 1].scatter(y_test_pred, residuals, alpha=0.6, edgecolors='k', s=50)\n", + "axes[0, 1].axhline(y=0, color='r', linestyle='--', lw=2)\n", + "axes[0, 1].set_xlabel('Predicted Values', fontsize=11)\n", + "axes[0, 1].set_ylabel('Residuals', fontsize=11)\n", + "axes[0, 1].set_title('Residual Plot', fontsize=12, fontweight='bold')\n", + "axes[0, 1].grid(True, alpha=0.3)\n", + "\n", + "# 3. Residuals distribution\n", + "axes[1, 0].hist(residuals, bins=30, edgecolor='black', alpha=0.7, color='skyblue')\n", + "axes[1, 0].axvline(x=0, color='r', linestyle='--', lw=2)\n", + "axes[1, 0].set_xlabel('Residuals', fontsize=11)\n", + "axes[1, 0].set_ylabel('Frequency', fontsize=11)\n", + "axes[1, 0].set_title('Residual Distribution', fontsize=12, fontweight='bold')\n", + "axes[1, 0].grid(True, alpha=0.3)\n", + "\n", + "# 4. Feature importance (if available)\n", + "if hasattr(final_model, 'feature_importances_'):\n", + " feature_importance = pd.DataFrame({\n", + " 'feature': selected_features,\n", + " 'importance': final_model.feature_importances_\n", + " }).sort_values('importance', ascending=False).head(15)\n", + " \n", + " axes[1, 1].barh(range(len(feature_importance)), feature_importance['importance'], alpha=0.7)\n", + " axes[1, 1].set_yticks(range(len(feature_importance)))\n", + " axes[1, 1].set_yticklabels(feature_importance['feature'], fontsize=9)\n", + " axes[1, 1].set_xlabel('Importance', fontsize=11)\n", + " axes[1, 1].set_title('Top 15 Feature Importance', fontsize=12, fontweight='bold')\n", + " axes[1, 1].invert_yaxis()\n", + " axes[1, 1].grid(True, alpha=0.3, axis='x')\n", + "else:\n", + " axes[1, 1].text(0.5, 0.5, f'Test MAE: {test_mae:.4f}\\nTest R²: {test_r2:.4f}\\n{best_num_features} features used',\n", + " transform=axes[1, 1].transAxes, fontsize=14, ha='center', va='center',\n", + " bbox=dict(boxstyle='round', facecolor='lightblue', alpha=0.3))\n", + " axes[1, 1].axis('off')\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('plots/final_model_test_results.png', dpi=300, bbox_inches='tight')\n", + "plt.show()\n", + "\n", + "print(\"✅ Visualization saved!\")" + ] + }, + { + "cell_type": "markdown", + "id": "61aaae99", + "metadata": {}, + "source": [ + "# 🔟 Save Model & Artifacts\n", + "\n", + "**Mục đích:** Lưu model, scaler, selected features list, và training report để sử dụng sau này." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "bc3da137", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "================================================================================\n", + "💾 SAVING MODEL & ARTIFACTS\n", + "================================================================================\n", + "\n", + "✅ Saved model: models/final_model_random_forest_top15.pkl\n", + "✅ Saved scaler: models/scaler_final.pkl\n", + "✅ Saved features list: models/selected_features_top15.txt\n", + "✅ Saved columns to scale: models/columns_to_scale.txt\n", + "✅ Saved training report: models/training_report_final.json\n", + "\n", + "================================================================================\n", + "📋 TRAINING SUMMARY\n", + "================================================================================\n", + "\n", + "🎯 Model Configuration:\n", + " Model Type: Random Forest\n", + " Features Used: 15/57\n", + " Feature Reduction: 73.7%\n", + "\n", + "📊 Dataset:\n", + " Training Samples: 356 (Train+Val combined)\n", + " Test Samples: 89\n", + "\n", + "📈 Performance:\n", + " Test MAE: 3.0054\n", + " Test RMSE: 5.0646\n", + " Test R²: 0.3336\n", + "\n", + "🎯 Improvement:\n", + " Baseline Val MAE: 4.5372\n", + " Final Test MAE: 3.0054\n", + " Improvement: 1.5318 (33.76%)\n", + "\n", + "💾 Saved Files:\n", + " • models/final_model_random_forest_top15.pkl\n", + " • models/scaler_final.pkl\n", + " • models/selected_features_top15.txt\n", + " • models/columns_to_scale.txt\n", + " • models/training_report_final.json\n", + " • plots/final_model_test_results.png\n", + " • models/feature_selection_results.csv\n", + "\n", + "================================================================================\n", + "✅ PIPELINE COMPLETED SUCCESSFULLY!\n", + "================================================================================\n", + "\n", + "💡 Next Steps:\n", + " 1. Review test set predictions and error analysis\n", + " 2. Try hyperparameter tuning for further improvement\n", + " 3. Deploy model to production\n", + " 4. Monitor model performance over time\n" + ] + } + ], + "source": [ + "print(\"=\"*80)\n", + "print(\"💾 SAVING MODEL & ARTIFACTS\")\n", + "print(\"=\"*80)\n", + "\n", + "# 1. Save the trained model\n", + "model_filename = f'models/final_model_{best_model_name.lower().replace(\" \", \"_\")}_top{best_num_features}.pkl'\n", + "with open(model_filename, 'wb') as f:\n", + " pickle.dump(final_model, f)\n", + "print(f\"\\n✅ Saved model: {model_filename}\")\n", + "\n", + "# 2. Save the scaler\n", + "scaler_filename = 'models/scaler_final.pkl'\n", + "with open(scaler_filename, 'wb') as f:\n", + " pickle.dump(scaler_final, f)\n", + "print(f\"✅ Saved scaler: {scaler_filename}\")\n", + "\n", + "# 3. Save selected features list\n", + "features_filename = f'models/selected_features_top{best_num_features}.txt'\n", + "with open(features_filename, 'w', encoding='utf-8') as f:\n", + " f.write('\\n'.join(selected_features))\n", + "print(f\"✅ Saved features list: {features_filename}\")\n", + "\n", + "# 4. Save columns to scale list\n", + "cols_to_scale_filename = 'models/columns_to_scale.txt'\n", + "with open(cols_to_scale_filename, 'w', encoding='utf-8') as f:\n", + " f.write('\\n'.join(cols_to_scale_final))\n", + "print(f\"✅ Saved columns to scale: {cols_to_scale_filename}\")\n", + "\n", + "# 5. Save training report\n", + "report = {\n", + " 'timestamp': datetime.now().strftime('%Y-%m-%d %H:%M:%S'),\n", + " 'model_name': best_model_name,\n", + " 'num_features': best_num_features,\n", + " 'total_features_available': X_train_final_scaled.shape[1],\n", + " 'training_samples': len(X_train_val),\n", + " 'test_samples': len(y_test),\n", + " 'test_mae': float(test_mae),\n", + " 'test_mse': float(test_mse),\n", + " 'test_rmse': float(test_rmse),\n", + " 'test_r2': float(test_r2),\n", + " 'baseline_val_mae': float(baseline_mae),\n", + " 'improvement_vs_baseline': float(baseline_mae - test_mae),\n", + " 'improvement_pct': float((baseline_mae - test_mae) / baseline_mae * 100) if baseline_mae > 0 else 0,\n", + " 'k_fold_cv': 'Completed (5-fold)',\n", + " 'feature_selection_methods': ['Random Forest', 'Mutual Information', 'Correlation'],\n", + " 'selected_features': selected_features,\n", + " 'cols_to_scale': cols_to_scale_final\n", + "}\n", + "\n", + "report_filename = 'models/training_report_final.json'\n", + "with open(report_filename, 'w', encoding='utf-8') as f:\n", + " json.dump(report, f, indent=4, ensure_ascii=False)\n", + "print(f\"✅ Saved training report: {report_filename}\")\n", + "\n", + "# Print summary\n", + "print(\"\\n\" + \"=\"*80)\n", + "print(\"📋 TRAINING SUMMARY\")\n", + "print(\"=\"*80)\n", + "print(f\"\\n🎯 Model Configuration:\")\n", + "print(f\" Model Type: {best_model_name}\")\n", + "print(f\" Features Used: {best_num_features}/{X_train_final_scaled.shape[1]}\")\n", + "\n", + "print(f\"\\n📊 Dataset:\")\n", + "print(f\" Training Samples: {len(X_train_val)} (Train+Val combined)\")\n", + "print(f\" Test Samples: {len(y_test)}\")\n", + "\n", + "print(f\"\\n📈 Performance:\")\n", + "print(f\" Test MAE: {test_mae:.4f}\")\n", + "print(f\" Test RMSE: {test_rmse:.4f}\")\n", + "print(f\" Test R²: {test_r2:.4f}\")\n", + "\n", + "print(f\"\\n🎯 Improvement:\")\n", + "print(f\" Baseline Val MAE: {baseline_mae:.4f}\")\n", + "print(f\" Final Test MAE: {test_mae:.4f}\")\n", + "if baseline_mae > 0:\n", + " print(f\" Improvement: {baseline_mae - test_mae:.4f} ({(baseline_mae - test_mae)/baseline_mae*100:.2f}%)\")\n", + "\n", + "print(f\"\\n💾 Saved Files:\")\n", + "print(f\" • {model_filename}\")\n", + "print(f\" • {scaler_filename}\")\n", + "print(f\" • {features_filename}\")\n", + "print(f\" • {cols_to_scale_filename}\")\n", + "print(f\" • {report_filename}\")\n", + "print(f\" • plots/final_model_test_results.png\")\n", + "print(f\" • models/feature_selection_results.csv\")\n", + "print(f\" • models/kfold_cv_results.csv\")\n", + "\n", + "print(\"\\n\" + \"=\"*80)\n", + "print(\"✅ PIPELINE COMPLETED SUCCESSFULLY!\")\n", + "print(\"=\"*80)\n", + "print(\"\\n💡 Next Steps:\")\n", + "print(\" 1. Review test set predictions and error analysis\")\n", + "print(\" 2. Try hyperparameter tuning with GridSearchCV\")\n", + "print(\" 3. Consider ensemble methods (Voting/Stacking)\")\n", + "print(\" 4. Deploy model to production\")" + ] + }, + { + "cell_type": "markdown", + "id": "8af7c09d", + "metadata": {}, + "source": [ + "# 🎉 Pipeline Hoàn Thành!\n", + "\n", + "---\n", + "\n", + "## ✅ Đã Hoàn Thành:\n", + "\n", + "1. ✅ **Data Loading & Cleaning** - Load và làm sạch dữ liệu\n", + "2. ✅ **Feature Engineering** - Tạo features mới, encode categorical\n", + "3. ✅ **Train/Val/Test Split** - Chia dữ liệu 60/20/20\n", + "4. ✅ **K-Fold Cross-Validation** - Test độ ổn định với 5-fold CV\n", + "5. ✅ **Feature Selection** - Tìm best features với 3 phương pháp\n", + "6. ✅ **Final Training** - Train model với best configuration\n", + "7. ✅ **Test Evaluation** - Đánh giá trên test set\n", + "8. ✅ **Save Artifacts** - Lưu model, scaler, features, report\n", + "\n", + "---\n", + "\n", + "## 📊 Kết Quả Cuối Cùng:\n", + "\n", + "- **Model:** Best model được chọn qua feature selection\n", + "- **Features:** Best number of features được tối ưu hóa\n", + "- **Performance:** Test MAE, RMSE, R² được đo trên test set\n", + "- **Improvement:** So sánh với baseline model\n", + "\n", + "---\n", + "\n", + "## 💾 Files Đã Tạo:\n", + "\n", + "- `models/final_model_*.pkl` - Trained model\n", + "- `models/scaler_final.pkl` - Feature scaler\n", + "- `models/selected_features_top*.txt` - Danh sách features được chọn\n", + "- `models/columns_to_scale.txt` - Danh sách columns cần scale\n", + "- `models/training_report_final.json` - Báo cáo chi tiết\n", + "- `models/feature_selection_results.csv` - Kết quả feature selection\n", + "- `plots/final_model_test_results.png` - Visualizations\n", + "\n", + "---\n", + "\n", + "## 🚀 Cách Sử Dụng Model:\n", + "\n", + "```python\n", + "import pickle\n", + "import pandas as pd\n", + "\n", + "# Load model và artifacts\n", + "with open('models/final_model_*.pkl', 'rb') as f:\n", + " model = pickle.load(f)\n", + "\n", + "with open('models/scaler_final.pkl', 'rb') as f:\n", + " scaler = pickle.load(f)\n", + "\n", + "# Load selected features\n", + "with open('models/selected_features_top*.txt', 'r') as f:\n", + " selected_features = [line.strip() for line in f]\n", + "\n", + "# Load columns to scale\n", + "with open('models/columns_to_scale.txt', 'r') as f:\n", + " cols_to_scale = [line.strip() for line in f]\n", + "\n", + "# Prepare new data\n", + "new_data = pd.DataFrame(...) # Your new data\n", + "new_data_scaled = new_data.copy()\n", + "new_data_scaled[cols_to_scale] = scaler.transform(new_data[cols_to_scale])\n", + "new_data_selected = new_data_scaled[selected_features]\n", + "\n", + "# Predict\n", + "predictions = model.predict(new_data_selected)\n", + "```\n", + "\n", + "---\n", + "\n", + "## 💡 Recommendations:\n", + "\n", + "1. **Hyperparameter Tuning:** Sử dụng GridSearchCV hoặc RandomizedSearchCV\n", + "2. **Ensemble Methods:** Thử kết hợp nhiều models (Voting, Stacking)\n", + "3. **Error Analysis:** Phân tích các predictions sai nhiều nhất\n", + "4. **Feature Engineering:** Thêm features mới từ domain knowledge\n", + "5. **Data Collection:** Thu thập thêm data để cải thiện model\n", + "\n", + "---\n", + "\n", + "**Version:** 2.0 - Complete Pipeline \n", + "**Created:** January 8, 2026 \n", + "**Status:** ✅ COMPLETED" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/data/splits/X_test.csv b/data/splits/X_test.csv new file mode 100644 index 0000000..c371b27 --- /dev/null +++ b/data/splits/X_test.csv @@ -0,0 +1,90 @@ +so_ca_cua_toa,num_tasks,num_cleaning_tasks,num_trash_collection_tasks,num_monitoring_tasks,num_room_cleaning_tasks,num_deep_cleaning_tasks,num_maintenance_tasks,num_support_tasks,num_other_tasks,num_wc_tasks,num_hallway_tasks,num_lobby_tasks,num_patient_room_tasks,num_clinic_room_tasks,num_surgery_room_tasks,num_outdoor_tasks,num_elevator_tasks,num_office_tasks,num_technical_room_tasks,cleaning_ratio,trash_collection_ratio,monitoring_ratio,room_cleaning_ratio,area_diversity,task_complexity_score,loai_hinh,muc_do_luu_luong,so_tang,so_cua_thang_may,dien_tich_ngoai_canh,dien_tich_sanh,dien_tich_hanh_lang,dien_tich_wc,dien_tich_phong,dien_tich_tham,doc_ham,vien_phan_quang,op_tuong,op_chan_tuong,ranh_thoat_nuoc,dien_tich_kinh,hour_start,hour_end,work_hours_numeric,is_morning_shift,is_afternoon_shift,is_evening_shift,is_night_shift,tasks_per_hour,tasks_per_floor,wc_per_floor,cleaning_workload,total_area,area_per_floor,has_special_areas,loai_ca_24/24,loai_ca_Ca chiều,loai_ca_Ca 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a/data/splits/X_val.csv b/data/splits/X_val.csv new file mode 100644 index 0000000..0a5726a --- /dev/null +++ b/data/splits/X_val.csv @@ -0,0 +1,90 @@ 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+12 +2 +1 +7 +15 +1 +1 +1 +3 +3 +2 +3 +13 +5 +1 +14 +1 +4 +8 +2 +0 +2 +2 +5 +2 +15 diff --git a/data/splits/y_val.csv b/data/splits/y_val.csv new file mode 100644 index 0000000..d405b0c --- /dev/null +++ b/data/splits/y_val.csv @@ -0,0 +1,90 @@ +so_luong +2 +8 +1 +25 +1 +1 +1 +3 +0 +6 +7 +1 +0 +1 +64 +1 +1 +1 +16 +1 +5 +2 +0 +1 +2 +9 +39 +5 +1 +1 +1 +1 +1 +3 +2 +20 +1 +3 +11 +6 +1 +1 +4 +1 +1 +1 +1 +7 +1 +3 +20 +1 +12 +2 +8 +2 +2 +7 +0 +1 +4 +4 +1 +2 +3 +5 +1 +4 +1 +1 +16 +1 +2 +1 +7 +14 +1 +1 +1 +1 +1 +1 +1 +0 +5 +1 +5 +5 +4 diff --git a/models/columns_to_scale.txt b/models/columns_to_scale.txt new file mode 100644 index 0000000..9af1b7e --- /dev/null +++ b/models/columns_to_scale.txt @@ -0,0 +1,49 @@ +so_ca_cua_toa +num_tasks +num_cleaning_tasks +num_trash_collection_tasks +num_monitoring_tasks +num_room_cleaning_tasks +num_deep_cleaning_tasks +num_maintenance_tasks +num_support_tasks +num_other_tasks +num_wc_tasks +num_hallway_tasks +num_lobby_tasks +num_patient_room_tasks +num_clinic_room_tasks +num_surgery_room_tasks +num_outdoor_tasks +num_elevator_tasks +num_office_tasks +num_technical_room_tasks +cleaning_ratio +trash_collection_ratio +monitoring_ratio +room_cleaning_ratio +area_diversity +task_complexity_score +so_tang +so_cua_thang_may +dien_tich_ngoai_canh +dien_tich_sanh +dien_tich_hanh_lang +dien_tich_wc +dien_tich_phong +dien_tich_tham +doc_ham +vien_phan_quang +op_tuong +op_chan_tuong +ranh_thoat_nuoc +dien_tich_kinh +hour_start +hour_end +work_hours_numeric +tasks_per_hour +tasks_per_floor +wc_per_floor +cleaning_workload +total_area +area_per_floor \ No newline at end of file diff --git a/models/feature_selection_results.csv b/models/feature_selection_results.csv new file mode 100644 index 0000000..96661a8 --- /dev/null +++ b/models/feature_selection_results.csv @@ -0,0 +1,22 @@ +num_features,feature_set,model,val_mae,val_r2 +49,All Features,Gradient Boosting,3.634581261520732,-0.012930925436683394 +20,Top 20,Random Forest,3.666060757466078,0.03739430732677618 +20,Top 20,Gradient Boosting,3.7771892175715056,-0.06012882358872096 +20,Top 20,XGBoost,3.641647574774335,0.015787720680236816 +20,Top 20,LightGBM,3.748396263264872,0.049515999401856026 +25,Top 25,Random Forest,3.614868221684315,0.06809266983693418 +25,Top 25,Gradient Boosting,3.780284523284983,-0.05195262322328653 +25,Top 25,XGBoost,3.760102046004842,-0.01795041561126709 +25,Top 25,LightGBM,3.7433780829414327,0.04227330886423497 +30,Top 30,Random Forest,3.6134273351492454,0.0712211389609152 +30,Top 30,Gradient Boosting,3.8167183021556417,-0.08445111108289871 +30,Top 30,XGBoost,3.8263845290528256,-0.036774635314941406 +30,Top 30,LightGBM,3.6913964071303145,0.0628657702857146 +35,Top 35,Random Forest,3.6403561822073054,0.07301240475906845 +35,Top 35,Gradient Boosting,3.91511098479336,-0.11251667765570872 +35,Top 35,XGBoost,3.884480058477166,-0.052086710929870605 +35,Top 35,LightGBM,3.8490180856510774,0.0009015985532334625 +40,Top 40,Random 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--git a/models/selected_features_top15.txt b/models/selected_features_top15.txt new file mode 100644 index 0000000..1b5dae1 --- /dev/null +++ b/models/selected_features_top15.txt @@ -0,0 +1,15 @@ +op_chan_tuong +loai_hinh +so_cua_thang_may +num_hallway_tasks +cleaning_ratio +op_tuong +area_diversity +num_office_tasks +tong_gio_lam +num_tasks +dien_tich_ngoai_canh +num_clinic_room_tasks +doc_ham +num_elevator_tasks +num_maintenance_tasks \ No newline at end of file diff --git a/models/selected_features_top30.txt b/models/selected_features_top30.txt new file mode 100644 index 0000000..6010c46 --- /dev/null +++ b/models/selected_features_top30.txt @@ -0,0 +1,30 @@ +dien_tich_phong +tasks_per_hour +num_trash_collection_tasks +num_surgery_room_tasks +dien_tich_hanh_lang +area_diversity +num_lobby_tasks +hour_end +dien_tich_ngoai_canh +monitoring_ratio +num_patient_room_tasks +num_monitoring_tasks +tasks_per_floor +work_hours_numeric +trash_collection_ratio +dien_tich_tham +so_tang +so_ca_cua_toa +dien_tich_wc +num_wc_tasks +dien_tich_kinh +num_elevator_tasks +num_office_tasks +hour_start +cleaning_ratio +num_technical_room_tasks +ranh_thoat_nuoc +num_room_cleaning_tasks +num_deep_cleaning_tasks +num_tasks \ No newline at end of file diff --git a/models/training_report_final.json b/models/training_report_final.json new file mode 100644 index 0000000..ca41da4 --- /dev/null +++ b/models/training_report_final.json @@ -0,0 +1,104 @@ +{ + "timestamp": "2026-01-08 17:59:10", + "model_name": "Random Forest", + "num_features": 30, + "total_features_available": 49, + "training_samples": 356, + "test_samples": 89, + "test_mae": 2.959679790870802, + "test_mse": 22.52809628510788, + "test_rmse": 4.74637717476265, + "test_r2": 0.4146924609040473, + "baseline_val_mae": 3.634581261520732, + "improvement_vs_baseline": 0.6749014706499299, + "improvement_pct": 18.568892042533307, + "k_fold_cv": "Completed (5-fold)", + "feature_selection_methods": [ + "Random Forest", + "Mutual Information", + "Correlation" + ], + "selected_features": [ + "dien_tich_phong", + "tasks_per_hour", + "num_trash_collection_tasks", + "num_surgery_room_tasks", + "dien_tich_hanh_lang", + "area_diversity", + "num_lobby_tasks", + "hour_end", + "dien_tich_ngoai_canh", + "monitoring_ratio", + "num_patient_room_tasks", + "num_monitoring_tasks", + "tasks_per_floor", + "work_hours_numeric", + "trash_collection_ratio", + "dien_tich_tham", + "so_tang", + "so_ca_cua_toa", + "dien_tich_wc", + "num_wc_tasks", + "dien_tich_kinh", + "num_elevator_tasks", + "num_office_tasks", + "hour_start", + "cleaning_ratio", + "num_technical_room_tasks", + "ranh_thoat_nuoc", + "num_room_cleaning_tasks", + "num_deep_cleaning_tasks", + "num_tasks" + ], + "cols_to_scale": [ + "so_ca_cua_toa", + "num_tasks", + "num_cleaning_tasks", + "num_trash_collection_tasks", + "num_monitoring_tasks", + "num_room_cleaning_tasks", + "num_deep_cleaning_tasks", + "num_maintenance_tasks", + "num_support_tasks", + "num_other_tasks", + "num_wc_tasks", + "num_hallway_tasks", + "num_lobby_tasks", + "num_patient_room_tasks", + "num_clinic_room_tasks", + "num_surgery_room_tasks", + "num_outdoor_tasks", + "num_elevator_tasks", + "num_office_tasks", + "num_technical_room_tasks", + "cleaning_ratio", + "trash_collection_ratio", + "monitoring_ratio", + "room_cleaning_ratio", + "area_diversity", + "task_complexity_score", + "so_tang", + "so_cua_thang_may", + "dien_tich_ngoai_canh", + "dien_tich_sanh", + "dien_tich_hanh_lang", + "dien_tich_wc", + "dien_tich_phong", + "dien_tich_tham", + "doc_ham", + "vien_phan_quang", + "op_tuong", + "op_chan_tuong", + "ranh_thoat_nuoc", + "dien_tich_kinh", + "hour_start", + "hour_end", + "work_hours_numeric", + "tasks_per_hour", + "tasks_per_floor", + "wc_per_floor", + "cleaning_workload", + "total_area", + "area_per_floor" + ] +} \ No newline at end of file diff --git a/plots/final_model_test_results.png b/plots/final_model_test_results.png new file mode 100644 index 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