{ "cells": [ { "cell_type": "markdown", "id": "85356ae0-b730-462e-aab0-4491cbf1b1d4", "metadata": {}, "source": [ "# Imports" ] }, { "cell_type": "code", "execution_count": 68, "id": "0881c073-a413-4082-b7d6-9096f2ad6b1e", "metadata": {}, "outputs": [], "source": [ "import os\n", "from pathlib import Path\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from scipy import stats\n", "\n", "from sklearn.base import BaseEstimator, TransformerMixin\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.preprocessing import StandardScaler, PolynomialFeatures\n", "from sklearn.linear_model import LinearRegression, Ridge, LassoCV\n", "from sklearn.feature_selection import SelectFromModel\n", "from sklearn.model_selection import KFold\n", "from sklearn.metrics import mean_absolute_error, root_mean_squared_error, r2_score\n", "\n", "import statsmodels.api as sm\n", "import pickle" ] }, { "cell_type": "markdown", "id": "e02b3464-1bc8-4521-8fad-35a65a82aa6a", "metadata": {}, "source": [ "# Configuration" ] }, { "cell_type": "code", "execution_count": 69, "id": "21128113-5b27-4e46-ab40-9a24627580f2", "metadata": {}, "outputs": [], "source": [ "REPO_ROOT = os.path.abspath(os.path.join(os.getcwd(), \"..\"))\n", "DATA_DIR = os.path.join(REPO_ROOT, \"Datasets_all\")\n", "\n", "OUT_DIR = Path(\"models\")\n", "OUT_DIR.mkdir(exist_ok=True)\n", "\n", "RANDOM_STATE = 42\n", "N_SPLITS = 5\n", "\n", "TRAIN_CSV = os.path.join(DATA_DIR, \"train.csv\")\n", "TEST_CSV = os.path.join(DATA_DIR, \"test.csv\")\n", "\n", "TARGET_COL = \"AimoScore\"\n", "DROP_FEATURES = [\"EstimatedScore\"] # EstimatedScore is excluded from input features as mentioned in slide 16 of lecture 2" ] }, { "cell_type": "markdown", "id": "12ad047b-82f5-49a5-8768-ac8144f4e619", "metadata": {}, "source": [ "# Load data" ] }, { "cell_type": "code", "execution_count": 70, "id": "856adeb4-1bf2-4828-bff1-8ee344e650b8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train shape: (1599, 42)\n", "Test shape : (400, 42)\n" ] } ], "source": [ "train_df = pd.read_csv(TRAIN_CSV)\n", "test_df = pd.read_csv(TEST_CSV)\n", "\n", "print(\"Train shape:\", train_df.shape)\n", "print(\"Test shape :\", test_df.shape)" ] }, { "cell_type": "code", "execution_count": 71, "id": "7d4a9dfb-ab3e-4195-9cd1-564e0f691c74", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['AimoScore', 'No_1_Angle_Deviation', 'No_2_Angle_Deviation',\n", " 'No_3_Angle_Deviation', 'No_4_Angle_Deviation', 'No_5_Angle_Deviation',\n", " 'No_6_Angle_Deviation', 'No_7_Angle_Deviation', 'No_8_Angle_Deviation',\n", " 'No_9_Angle_Deviation', 'No_10_Angle_Deviation',\n", " 'No_11_Angle_Deviation', 'No_12_Angle_Deviation',\n", " 'No_13_Angle_Deviation', 'No_1_NASM_Deviation', 'No_2_NASM_Deviation',\n", " 'No_3_NASM_Deviation', 'No_4_NASM_Deviation', 'No_5_NASM_Deviation',\n", " 'No_6_NASM_Deviation', 'No_7_NASM_Deviation', 'No_8_NASM_Deviation',\n", " 'No_9_NASM_Deviation', 'No_10_NASM_Deviation', 'No_11_NASM_Deviation',\n", " 'No_12_NASM_Deviation', 'No_13_NASM_Deviation', 'No_14_NASM_Deviation',\n", " 'No_15_NASM_Deviation', 'No_16_NASM_Deviation', 'No_17_NASM_Deviation',\n", " 'No_18_NASM_Deviation', 'No_19_NASM_Deviation', 'No_20_NASM_Deviation',\n", " 'No_21_NASM_Deviation', 'No_22_NASM_Deviation', 'No_23_NASM_Deviation',\n", " 'No_24_NASM_Deviation', 'No_25_NASM_Deviation', 'No_1_Time_Deviation',\n", " 'No_2_Time_Deviation', 'EstimatedScore'],\n", " dtype='object')\n" ] }, { "data": { "text/html": [ "
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AimoScoreNo_1_Angle_DeviationNo_2_Angle_DeviationNo_3_Angle_DeviationNo_4_Angle_DeviationNo_5_Angle_DeviationNo_6_Angle_DeviationNo_7_Angle_DeviationNo_8_Angle_DeviationNo_9_Angle_Deviation...No_19_NASM_DeviationNo_20_NASM_DeviationNo_21_NASM_DeviationNo_22_NASM_DeviationNo_23_NASM_DeviationNo_24_NASM_DeviationNo_25_NASM_DeviationNo_1_Time_DeviationNo_2_Time_DeviationEstimatedScore
00.9658480.8168340.2501200.3467240.1889050.1630800.1401240.1941650.5217600.156385...0.6709710.6566240.6422760.5528460.6489720.5781920.3089430.1487330.1511240.009087
10.4072820.2797700.1391680.3467240.3036820.9282640.6599710.9182210.5217600.561932...0.6709710.6566240.7881400.9086560.6489720.5781920.8919180.6848400.7116210.837877
20.8103370.2797700.0923000.3921570.7996170.7226210.7532280.7302730.5217600.156385...0.6709710.6566240.6422760.8962220.6489720.5781920.3089430.1487330.1865140.424199
30.6038260.9067430.4949780.5710190.7355330.7068390.1401240.6709710.5217600.156385...0.6709710.7642280.6661880.5528460.6489720.5781920.5523670.8115730.8201820.550933
40.1413380.6728840.5839310.3467240.8613100.5557150.8598760.4696320.7670970.358680...0.8995700.6566240.6422760.5528460.8823530.8163560.3089430.9827830.9827830.741750
\n", "

5 rows × 42 columns

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" ], "text/plain": [ " AimoScore No_1_Angle_Deviation No_2_Angle_Deviation \\\n", "0 0.965848 0.816834 0.250120 \n", "1 0.407282 0.279770 0.139168 \n", "2 0.810337 0.279770 0.092300 \n", "3 0.603826 0.906743 0.494978 \n", "4 0.141338 0.672884 0.583931 \n", "\n", " No_3_Angle_Deviation No_4_Angle_Deviation No_5_Angle_Deviation \\\n", "0 0.346724 0.188905 0.163080 \n", "1 0.346724 0.303682 0.928264 \n", "2 0.392157 0.799617 0.722621 \n", "3 0.571019 0.735533 0.706839 \n", "4 0.346724 0.861310 0.555715 \n", "\n", " No_6_Angle_Deviation No_7_Angle_Deviation No_8_Angle_Deviation \\\n", "0 0.140124 0.194165 0.521760 \n", "1 0.659971 0.918221 0.521760 \n", "2 0.753228 0.730273 0.521760 \n", "3 0.140124 0.670971 0.521760 \n", "4 0.859876 0.469632 0.767097 \n", "\n", " No_9_Angle_Deviation ... No_19_NASM_Deviation No_20_NASM_Deviation \\\n", "0 0.156385 ... 0.670971 0.656624 \n", "1 0.561932 ... 0.670971 0.656624 \n", "2 0.156385 ... 0.670971 0.656624 \n", "3 0.156385 ... 0.670971 0.764228 \n", "4 0.358680 ... 0.899570 0.656624 \n", "\n", " No_21_NASM_Deviation No_22_NASM_Deviation No_23_NASM_Deviation \\\n", "0 0.642276 0.552846 0.648972 \n", "1 0.788140 0.908656 0.648972 \n", "2 0.642276 0.896222 0.648972 \n", "3 0.666188 0.552846 0.648972 \n", "4 0.642276 0.552846 0.882353 \n", "\n", " No_24_NASM_Deviation No_25_NASM_Deviation No_1_Time_Deviation \\\n", "0 0.578192 0.308943 0.148733 \n", "1 0.578192 0.891918 0.684840 \n", "2 0.578192 0.308943 0.148733 \n", "3 0.578192 0.552367 0.811573 \n", "4 0.816356 0.308943 0.982783 \n", "\n", " No_2_Time_Deviation EstimatedScore \n", "0 0.151124 0.009087 \n", "1 0.711621 0.837877 \n", "2 0.186514 0.424199 \n", "3 0.820182 0.550933 \n", "4 0.982783 0.741750 \n", "\n", "[5 rows x 42 columns]" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(train_df.columns)\n", "train_df.head()" ] }, { "cell_type": "code", "execution_count": 72, "id": "d0cde5fe-4c9d-4c2c-9f1b-0600b8924676", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Missing expected cols: []\n", "Unexpected extra cols: []\n", "X_train: (1599, 40) y_train: (1599,)\n", "X_test : (400, 40) y_test : (400,)\n" ] } ], "source": [ "# USing copy so that we can later make changes/modify without changing the original data\n", "def split_xy(df: pd.DataFrame):\n", " drop_cols = [TARGET_COL] + [c for c in DROP_FEATURES if c in df.columns]\n", " X = df.drop(columns=drop_cols).copy()\n", " y = df[TARGET_COL].astype(float).copy()\n", " return X, y\n", "\n", "X_train_full, y_train_full = split_xy(train_df)\n", "X_test_full, y_test = split_xy(test_df)\n", "\n", "# Created to apply feature weight vector of slide 19 in correct order\n", "angle_cols = [f\"No_{i}_Angle_Deviation\" for i in range(1, 14)] # 13\n", "nasm_cols = [f\"No_{i}_NASM_Deviation\" for i in range(1, 26)] # 25\n", "time_cols = [f\"No_{i}_Time_Deviation\" for i in range(1, 3)] # 2\n", "expected_cols = angle_cols + nasm_cols + time_cols # 40\n", "\n", "missing = [c for c in expected_cols if c not in X_train_full.columns]\n", "extra = [c for c in X_train_full.columns if c not in expected_cols]\n", "print(\"Missing expected cols:\", missing)\n", "print(\"Unexpected extra cols:\", extra)\n", "\n", "X_train_full = X_train_full[expected_cols].copy()\n", "X_test_full = X_test_full[expected_cols].copy()\n", "\n", "print(\"X_train:\", X_train_full.shape, \"y_train:\", y_train_full.shape)\n", "print(\"X_test :\", X_test_full.shape, \"y_test :\", y_test.shape)\n" ] }, { "cell_type": "code", "execution_count": 73, "id": "a3c8256e-01f0-45ff-85d1-967a83ce5c7e", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "sns.histplot(y_train_full, bins=30, kde=True, ax=axes[0], edgecolor='black', alpha=0.7)\n", "axes[0].set_xlabel('AimoScore')\n", "axes[0].set_ylabel('Frequency')\n", "axes[0].set_title('Distribution of Target Variable (AimoScore)')\n", "axes[0].grid(True, alpha=0.3)\n", "\n", "sns.boxplot(x=y_train_full)\n", "axes[1].set_ylabel('AimoScore')\n", "axes[1].set_title('Boxplot of Target Variable')\n", "axes[1].grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "2ef3d8a7-67cc-490e-829d-62f82b5ad4d9", "metadata": {}, "source": [ "# Duplicate removal" ] }, { "cell_type": "code", "execution_count": 74, "id": "c6e1d2e4-ede4-4297-8951-f7382339f45f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After duplicate removal:: X_train: (1599, 35) X_test: (400, 35)\n" ] } ], "source": [ "def drop_duplicate_columns(X_train: pd.DataFrame, X_test: pd.DataFrame):\n", " keep_mask = ~X_train.T.duplicated()\n", " kept_cols = X_train.columns[keep_mask].tolist()\n", " return X_train[kept_cols].copy(), X_test[kept_cols].copy(), kept_cols\n", "\n", "X_train, X_test, kept_cols = drop_duplicate_columns(X_train_full, X_test_full)\n", "print(\"After duplicate removal:: X_train:\", X_train.shape, \"X_test:\", X_test.shape)\n", "\n", "# Results show that some of the features were duplicate which were\n", "# removed thus creating 35 columns insetead of 40 - Consistent with the slide no. 18" ] }, { "cell_type": "markdown", "id": "a3dc1701-69da-4c08-9d4d-e0dae685a719", "metadata": {}, "source": [ "# Correlation Transformer" ] }, { "cell_type": "code", "execution_count": 75, "id": "50af24e0-9c10-4837-a77a-3f1ddcdb1fc2", "metadata": {}, "outputs": [], "source": [ "# Finds similar features that are highly correlated and remove it\n", "class CorrelationFilter(BaseEstimator, TransformerMixin):\n", " def __init__(self, threshold=0.99):\n", " self.threshold = threshold\n", " self.keep_cols_ = None\n", "\n", " def fit(self, X, y=None):\n", " Xdf = pd.DataFrame(X) if not isinstance(X, pd.DataFrame) else X\n", " # calculates the correlation matrix and takes absolutte values since negative values are also calculated\n", " corr = Xdf.corr(numeric_only=True).abs()\n", " upper = corr.where(np.triu(np.ones(corr.shape), k=1).astype(bool))\n", " to_drop = [col for col in upper.columns if any(upper[col] >= self.threshold)]\n", " self.keep_cols_ = [c for c in Xdf.columns if c not in to_drop]\n", " return self\n", "\n", " # Applies transformation ad return result as pd dataframe\n", " def transform(self, X):\n", " Xdf = pd.DataFrame(X) if not isinstance(X, pd.DataFrame) else X\n", " return Xdf[self.keep_cols_].copy()" ] }, { "cell_type": "code", "execution_count": 76, "id": "8545e2a6-bb54-440b-8e0c-aa0669a0f3c5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 6))\n", "corr = X_train_full.iloc[:, :20].corr() \n", "sns.heatmap(corr, annot=False, cmap='coolwarm', center=0)\n", "plt.title('Feature Correlation Matrix (First 20 features)')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "bcaf3d15-13a6-49c7-b0c3-5921bc6505e0", "metadata": {}, "source": [ "# Symmetric Constraint Transformer" ] }, { "cell_type": "code", "execution_count": 77, "id": "dd28622b-e28e-4532-873a-65db76bb5ddd", "metadata": {}, "outputs": [], "source": [ "# Based on slide 20 of lecture 2 \n", "class SymmetryConstraintTransformer(BaseEstimator, TransformerMixin):\n", " def __init__(self, pairs):\n", " self.pairs = pairs\n", " self.feature_mapping_ = None\n", " \n", " def fit(self, X, y=None):\n", " Xdf = pd.DataFrame(X) if not isinstance(X, pd.DataFrame) else X\n", " self.feature_mapping_ = {}\n", " self.new_cols_ = []\n", " self.drop_cols_ = []\n", " \n", " for left, right in self.pairs:\n", " if left in Xdf.columns and right in Xdf.columns:\n", " new_name = f\"sym_{left}_{right}\"\n", " self.feature_mapping_[new_name] = (left, right)\n", " self.new_cols_.append(new_name)\n", " self.drop_cols_.extend([left, right])\n", " \n", " # Keep columns not part of any pair\n", " self.keep_cols_ = [c for c in Xdf.columns if c not in self.drop_cols_]\n", " \n", " return self\n", " \n", " def transform(self, X):\n", " Xdf = pd.DataFrame(X) if not isinstance(X, pd.DataFrame) else X\n", " Xout = Xdf[self.keep_cols_].copy() #KEep the remaining columns as it is\n", " \n", " # Add symmetric combined features\n", " for new_col, (left, right) in self.feature_mapping_.items():\n", " if left in Xdf.columns and right in Xdf.columns:\n", " Xout[new_col] = (Xdf[left] + Xdf[right]) / 2.0\n", " \n", " return Xout\n" ] }, { "cell_type": "code", "execution_count": 78, "id": "523ba487-6ef8-423b-a490-f4f64cf9b40f", "metadata": {}, "outputs": [], "source": [ "# Define symmetry pairs \n", "# FMS symmetric pairs [Slide 17 of lab2]\n", "fms_pairs = [\n", " (\"No_4_Angle_Deviation\", \"No_6_Angle_Deviation\"),\n", " (\"No_5_Angle_Deviation\", \"No_7_Angle_Deviation\"),\n", " (\"No_8_Angle_Deviation\", \"No_11_Angle_Deviation\"),\n", " (\"No_9_Angle_Deviation\", \"No_12_Angle_Deviation\"),\n", " (\"No_10_Angle_Deviation\", \"No_13_Angle_Deviation\"),\n", "]\n", "\n", "# NASM symmetry pairs [Slide 18 of lab2]\n", "nasm_pairs = [\n", " (\"No_1_NASM_Deviation\", \"No_2_NASM_Deviation\"),\n", " (\"No_4_NASM_Deviation\", \"No_5_NASM_Deviation\"),\n", " (\"No_8_NASM_Deviation\", \"No_9_NASM_Deviation\"),\n", " (\"No_11_NASM_Deviation\", \"No_12_NASM_Deviation\"),\n", " (\"No_13_NASM_Deviation\", \"No_14_NASM_Deviation\"),\n", " (\"No_15_NASM_Deviation\", \"No_16_NASM_Deviation\"),\n", " (\"No_18_NASM_Deviation\", \"No_19_NASM_Deviation\"),\n", "]\n", "\n", "sym_pairs = fms_pairs + nasm_pairs # 12 pairs total" ] }, { "cell_type": "markdown", "id": "49fed88d-1b0c-4b87-9118-6e27fb926638", "metadata": {}, "source": [ "# Weightd linear regression Transformer" ] }, { "cell_type": "code", "execution_count": 79, "id": "8796fc88-d6c6-4d7d-a31f-ab34ed5fdbe0", "metadata": {}, "outputs": [], "source": [ "# Referred from Slide 19 of lecture 2\n", "class FeatureWeightMultiplier(BaseEstimator, TransformerMixin):\n", " def __init__(self, full_weight_map):\n", " self.full_weight_map = full_weight_map\n", " self.current_weights_sqrt_ = None\n", "\n", " def fit(self, X, y=None):\n", " Xdf = pd.DataFrame(X) if not isinstance(X, pd.DataFrame) else X\n", " cols = Xdf.columns\n", " \n", " weights = []\n", " for c in cols:\n", " # 1. Check if it's a standard feature name\n", " if c in self.full_weight_map:\n", " weights.append(self.full_weight_map[c])\n", " # 2. Check if it's a symmetric feature\n", " elif str(c).startswith(\"sym_\"):\n", " # Extract the original feature name from the new symmetric name\n", " # (e.g., extracts \"No_10_Angle_Deviation\")\n", " parts = c.split(\"_\")\n", " original_feature_name = f\"{parts[1]}_{parts[2]}_{parts[3]}_{parts[4]}\"\n", " # Use the weight of the original feature (left and right have same weight)\n", " weights.append(self.full_weight_map.get(original_feature_name, 1.0))\n", " else:\n", " weights.append(1.0) # Fallback weight\n", " \n", " self.current_weights_sqrt_ = np.sqrt(np.array(weights, dtype=float))\n", " \n", " # Validation check\n", " if len(self.current_weights_sqrt_) != Xdf.shape[1]:\n", " raise ValueError(f\"Weight alignment failed. X has {Xdf.shape[1]} cols, weights has {len(self.current_weights_sqrt_)}\")\n", " \n", " return self\n", "\n", " def transform(self, X):\n", " Xdf = pd.DataFrame(X) if not isinstance(X, pd.DataFrame) else X\n", " Xw = Xdf.copy()\n", " Xw.iloc[:, :] = Xw.values * self.current_weights_sqrt_.reshape(1, -1)\n", " return Xw\n" ] }, { "cell_type": "code", "execution_count": 80, "id": "f5e4388e-34bc-495a-b2f5-290199aed9e3", "metadata": {}, "outputs": [], "source": [ "#Define weights (13 Angle + 25 NASM + 2 Time)\n", "FMS_WEIGHTS = [1,1,1,1,1,1,1,2,2,2,2,2,2] # 13\n", "NASM_WEIGHTS = [1,1,1,2,2] + [1,1,1,1,2,4,4,2,2,2,2,2,1,1,1,2,2,2,2,2] # 25\n", "TIME_WEIGHTS = [1,1] # 2\n", "\n", "FEATURE_WEIGHTS_40 = FMS_WEIGHTS + NASM_WEIGHTS + TIME_WEIGHTS\n", "\n", "weight_map = dict(zip(expected_cols, FEATURE_WEIGHTS_40))\n", "weights_kept = [weight_map[c] for c in kept_cols]" ] }, { "cell_type": "markdown", "id": "09226956-c727-4438-8b0f-c1a3f464a945", "metadata": {}, "source": [ "# Outlier removal" ] }, { "cell_type": "code", "execution_count": 81, "id": "e641de8f-6ebe-47c1-9469-0e1606432eb2", "metadata": {}, "outputs": [], "source": [ "def remove_outliers_iqr(X: pd.DataFrame, y: pd.Series, k=1.5):\n", " q1, q3 = np.percentile(y, [25, 75])\n", " iqr = q3 - q1\n", " lo, hi = q1 - k*iqr, q3 + k*iqr\n", " mask = (y >= lo) & (y <= hi)\n", " return X.loc[mask].copy(), y.loc[mask].copy()\n", "\n", "\n", "def remove_cooks_distance(X: pd.DataFrame, y: pd.Series, threshold=None):\n", " # Standardize for numerical stability\n", " Xs = (X - X.mean()) / (X.std(ddof=0) + 1e-12)\n", " Xs = sm.add_constant(Xs.values, has_constant=\"add\")\n", " model = sm.OLS(y.values, Xs).fit()\n", " infl = model.get_influence()\n", " cooks = infl.cooks_distance[0]\n", " n = len(y)\n", " if threshold is None:\n", " threshold = 4 / n\n", " mask = cooks <= threshold\n", " return X.loc[mask].copy(), y.loc[mask].copy()\n" ] }, { "cell_type": "markdown", "id": "65b5a72c-0b6e-43ea-b169-ac5c4bea1875", "metadata": {}, "source": [ "# Define model variants" ] }, { "cell_type": "code", "execution_count": 82, "id": "fe47fab7-bab4-4ec4-b5aa-c6e39f45647f", "metadata": {}, "outputs": [], "source": [ "def make_baseline():\n", " return Pipeline([\n", " (\"scaler\", StandardScaler()),\n", " (\"lr\", LinearRegression())\n", " ])\n", "\n", "def make_corr_filter_variant():\n", " return Pipeline([\n", " (\"corrfilter\", CorrelationFilter(threshold=0.99)),\n", " (\"scaler\", StandardScaler()),\n", " (\"lr\", LinearRegression())\n", " ])\n", "\n", "def make_feature_selection_variant():\n", " return Pipeline([\n", " (\"scaler\", StandardScaler()),\n", " (\"select\", SelectFromModel(LassoCV(cv=5, random_state=RANDOM_STATE), threshold=1e-8)),\n", " (\"lr\", LinearRegression())\n", " ])\n", "\n", "def make_combined_features_variant():\n", " return Pipeline([\n", " (\"scaler\", StandardScaler()),\n", " (\"poly\", PolynomialFeatures(degree=2, include_bias=False)),\n", " (\"ridge\", Ridge(alpha=1.0))\n", " ])\n", "\n", "def make_symmetry_variant():\n", " return Pipeline([\n", " (\"sym\", SymmetryConstraintTransformer(sym_pairs)),\n", " (\"scaler\", StandardScaler()),\n", " (\"lr\", LinearRegression())\n", " ])\n", "\n", "def make_weighted_variant():\n", " return Pipeline([\n", " (\"w\", FeatureWeightMultiplier(full_weight_map=weight_map)), \n", " (\"scaler\", StandardScaler()),\n", " (\"lr\", LinearRegression())\n", " ])\n", "\n", "def make_combine_all():\n", " return Pipeline([\n", " (\"corrfilter\", CorrelationFilter(threshold=0.95)),\n", " (\"sym\", SymmetryConstraintTransformer(sym_pairs)),\n", " (\"w\", FeatureWeightMultiplier(full_weight_map=weight_map)), \n", " (\"scaler\", StandardScaler()),\n", " (\"ridge\", Ridge(alpha=0.5))\n", " ])\n", "\n", "VARIANTS = {\n", " \"baseline\": make_baseline(),\n", " \"corr_filter\": make_corr_filter_variant(),\n", " \"feature_selection_lasso\": make_feature_selection_variant(),\n", " \"combined_poly2_ridge\": make_combined_features_variant(),\n", " \"symmetry_constraint\": make_symmetry_variant(),\n", " \"weighted_features\": make_weighted_variant(),\n", " \"combined_final\":make_combine_all(),\n", "}\n" ] }, { "cell_type": "markdown", "id": "5a83529d-736d-41b1-a13d-c176ba571c42", "metadata": {}, "source": [ "# Evaluation metrics" ] }, { "cell_type": "code", "execution_count": 83, "id": "a894567b-a035-4969-84c8-c920006d301a", "metadata": {}, "outputs": [], "source": [ "def compute_metrics(y_true, y_pred):\n", " # Computes metrics (actual score and model's prediction)\n", " rmse = root_mean_squared_error(y_true, y_pred)\n", " mae = mean_absolute_error(y_true, y_pred)\n", " rsquared = r2_score(y_true, y_pred)\n", " corr = np.corrcoef(y_true, y_pred)[0,1] if len(y_true) > 1 else np.nan\n", " return rmse, mae, rsquared, corr\n", "\n", "# Performs 5-fold cross validation technique\n", "def cv_evaluate_pipeline(name, pipe, X, y, cv):\n", " rmses, maes, r2s, corrs = [], [], [], []\n", " for tr_idx, va_idx in cv.split(X):\n", " X_tr, y_tr = X.iloc[tr_idx].copy(), y.iloc[tr_idx].copy()\n", " X_va, y_va = X.iloc[va_idx].copy(), y.iloc[va_idx].copy()\n", "\n", " pipe.fit(X_tr, y_tr)\n", " pred = pipe.predict(X_va)\n", " rmse, mae, r2, corr = compute_metrics(y_va, pred)\n", "\n", " rmses.append(rmse); maes.append(mae); r2s.append(r2); corrs.append(corr)\n", "\n", " return {\n", " \"variant\": name,\n", " \"cv_rmse_mean\": float(np.mean(rmses)),\n", " \"cv_rmse_std\": float(np.std(rmses)),\n", " \"cv_mae_mean\": float(np.mean(maes)),\n", " \"cv_r2_mean\": float(np.mean(r2s)),\n", " \"cv_corr_mean\": float(np.mean(corrs)),\n", " }\n", "\n", "\n", "def cv_evaluate_outlier_leverage_variant(X, y, cv):\n", " rmses, maes, r2s, corrs = [], [], [], []\n", " base = make_baseline()\n", "\n", " for tr_idx, va_idx in cv.split(X):\n", " X_tr, y_tr = X.iloc[tr_idx].copy(), y.iloc[tr_idx].copy()\n", " X_va, y_va = X.iloc[va_idx].copy(), y.iloc[va_idx].copy()\n", "\n", " X_tr2, y_tr2 = remove_outliers_iqr(X_tr, y_tr, k=1.5)\n", " X_tr3, y_tr3 = remove_cooks_distance(X_tr2, y_tr2, threshold=None)\n", "\n", " base.fit(X_tr3, y_tr3)\n", " pred = base.predict(X_va)\n", "\n", " rmse, mae, r2, corr = compute_metrics(y_va, pred)\n", " rmses.append(rmse); maes.append(mae); r2s.append(r2); corrs.append(corr)\n", "\n", " return {\n", " \"variant\": \"outlier_iqr_plus_cooks\",\n", " \"cv_rmse_mean\": float(np.mean(rmses)),\n", " \"cv_rmse_std\": float(np.std(rmses)),\n", " \"cv_mae_mean\": float(np.mean(maes)),\n", " \"cv_r2_mean\": float(np.mean(r2s)),\n", " \"cv_corr_mean\": float(np.mean(corrs)),\n", " }" ] }, { "cell_type": "markdown", "id": "6180f838-6fe8-4750-a7c1-6247752bdf36", "metadata": {}, "source": [ "# Run CV for all variants" ] }, { "cell_type": "code", "execution_count": 84, "id": "e0b68fab-01b8-42f1-a04a-c6002a4b02cf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING CROSS-VALIDATION\n", "\n", "Evaluating: baseline\n", "\n", "Evaluating: corr_filter\n", "\n", "Evaluating: feature_selection_lasso\n", "\n", "Evaluating: combined_poly2_ridge\n", "\n", "Evaluating: symmetry_constraint\n", "\n", "Evaluating: weighted_features\n", "\n", "Evaluating: combined_final\n", "\n", "Evaluating: outlier_iqr_plus_cooks\n", "CROSS-VALIDATION RESULTS\n", " variant cv_rmse_mean cv_rmse_std cv_mae_mean cv_r2_mean cv_corr_mean\n", "feature_selection_lasso 0.151695 0.004568 0.116166 0.540426 0.737099\n", " baseline 0.151879 0.004752 0.116166 0.539246 0.736446\n", " corr_filter 0.151879 0.004752 0.116166 0.539246 0.736446\n", " weighted_features 0.151879 0.004752 0.116166 0.539246 0.736446\n", " outlier_iqr_plus_cooks 0.153811 0.002662 0.116775 0.527597 0.730453\n", " combined_final 0.157517 0.003969 0.120353 0.505117 0.713059\n", " symmetry_constraint 0.157521 0.003967 0.120357 0.505096 0.713051\n", " combined_poly2_ridge 0.182525 0.012526 0.135565 0.330130 0.683560\n" ] } ], "source": [ "print(\"RUNNING CROSS-VALIDATION\")\n", "\n", "cv = KFold(n_splits=N_SPLITS, shuffle=True, random_state=RANDOM_STATE)\n", "\n", "results = []\n", "for name, pipe in VARIANTS.items():\n", " print(f\"\\nEvaluating: {name}\")\n", " results.append(cv_evaluate_pipeline(name, pipe, X_train, y_train_full, cv))\n", "\n", "print(f\"\\nEvaluating: outlier_iqr_plus_cooks\")\n", "results.append(cv_evaluate_outlier_leverage_variant(X_train, y_train_full, cv))\n", "\n", "results_df = pd.DataFrame(results)\n", "\n", "results_df = results_df.sort_values([\"cv_corr_mean\", \"cv_rmse_mean\", ], \n", " ascending=[False, True]).reset_index(drop=True)\n", "\n", "print(\"CROSS-VALIDATION RESULTS\")\n", "print(results_df.to_string(index=False))" ] }, { "cell_type": "code", "execution_count": 85, "id": "280c4f6d-4775-461c-b6a8-fb04c4ba81ff", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,4))\n", "plt.bar(results_df[\"variant\"], results_df[\"cv_rmse_mean\"], yerr=results_df[\"cv_rmse_std\"], capsize=4)\n", "plt.xticks(rotation=45, ha=\"right\")\n", "plt.title(\"CV RMSE (mean +/- std) by variant\")\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "3a247849-9eaa-4df7-a00c-b07a779cec5f", "metadata": {}, "source": [ "# Select champion variant" ] }, { "cell_type": "code", "execution_count": 86, "id": "65ee6037-fcd2-422a-a621-4c5c4abfe3ee", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CHAMPION VARIANT: feature_selection_lasso\n", "CV Correlation: 0.7371\n", "CV RMSE: 0.1517\n", "CV MAE: 0.1162\n", "CV R²: 0.5404\n" ] } ], "source": [ "champion_name = results_df.iloc[0][\"variant\"]\n", "print(f\"CHAMPION VARIANT: {champion_name}\")\n", "print(f\"CV Correlation: {results_df.iloc[0]['cv_corr_mean']:.4f}\")\n", "print(f\"CV RMSE: {results_df.iloc[0]['cv_rmse_mean']:.4f}\")\n", "print(f\"CV MAE: {results_df.iloc[0]['cv_mae_mean']:.4f}\")\n", "print(f\"CV R²: {results_df.iloc[0]['cv_r2_mean']:.4f}\")\n", "\n", "# Get the actual estimator for champion\n", "if champion_name == \"outlier_iqr_plus_cooks\":\n", " champion_pipe = make_baseline()\n", " # Clean entire training set once for final model\n", " X_tr2, y_tr2 = remove_outliers_iqr(X_train, y_train_full, k=1.5)\n", " X_tr3, y_tr3 = remove_cooks_distance(X_tr2, y_tr2, threshold=None)\n", " champion_pipe.fit(X_tr3, y_tr3)\n", "else:\n", " champion_pipe = VARIANTS[champion_name]\n", " champion_pipe.fit(X_train, y_train_full)\n" ] }, { "cell_type": "code", "execution_count": 87, "id": "709107ce-69e5-4986-8620-1c47be4bf62f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 6))\n", "y_pred = champion_pipe.predict(X_test)\n", "sns.regplot(x=y_test, y=y_pred, scatter_kws={'alpha':0.4}, line_kws={'color':'red'})\n", "\n", "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'k--', lw=2, label='Ideal Fit')\n", "plt.title(f'Champion variant Performance on Test Set\\nCorrelation')\n", "plt.xlabel('Actual Expert Score')\n", "plt.ylabel('Model Predicted Score')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0f24e9f6-8cfc-4822-bc8a-04151f164a72", "metadata": {}, "source": [ "\n", "# Final evaluation on testset" ] }, { "cell_type": "code", "execution_count": 88, "id": "b7379136-2c36-4e7c-bbe9-39b9028a80a2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TEST SET EVALUATION\n", "TEST RMSE: 0.1506\n", "TEST MAE : 0.1139\n", "TEST R² : 0.5138\n", "TEST Corr: 0.7216\n" ] } ], "source": [ "print(\"TEST SET EVALUATION\")\n", "\n", "test_pred = champion_pipe.predict(X_test)\n", "test_rmse, test_mae, test_r2, test_corr = compute_metrics(y_test, test_pred)\n", "\n", "print(f\"TEST RMSE: {test_rmse:.4f}\")\n", "print(f\"TEST MAE : {test_mae:.4f}\")\n", "print(f\"TEST R² : {test_r2:.4f}\")\n", "print(f\"TEST Corr: {test_corr:.4f}\")" ] }, { "cell_type": "code", "execution_count": 89, "id": "6fb208c1-abb0-4229-80ca-306f3f7296ca", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "train_pred = champion_pipe.predict(X_train)\n", "train_rmse, train_mae, train_r2, train_corr = compute_metrics(y_train_full, train_pred)\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 7), sharey=True)\n", "\n", "# Training Plot\n", "sns.regplot(x=y_train_full, y=train_pred, ax=axes[0], scatter_kws={'alpha':0.3}, line_kws={'color':'blue'})\n", "axes[0].plot([0, 1], [0, 1], 'k--', alpha=0.5)\n", "axes[0].set_title(f'Training Set Performance\\nCorr: {train_corr:.3f}')\n", "axes[0].set_xlabel('Actual Expert Score')\n", "axes[0].set_ylabel('Model Prediction')\n", "\n", "#Testing plot\n", "sns.regplot(x=y_test, y=test_pred, ax=axes[1], scatter_kws={'alpha':0.3, 'color':'orange'}, line_kws={'color':'red'})\n", "axes[1].plot([0, 1], [0, 1], 'k--', alpha=0.5)\n", "axes[1].set_title(f'Test Set Performance\\nCorr: {test_corr:.3f}')\n", "axes[1].set_xlabel('Actual Expert Score')\n", "plt.suptitle(f'Model Evaluation: {champion_name}', fontsize=14, fontweight='bold')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 94, "id": "7278b39c-1012-4a53-8db7-eafda9b2d0cb", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\DELL\\AppData\\Local\\Temp\\ipykernel_1688\\85960876.py:11: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x='Importance', y='Feature', data=importance_df, palette='magma')\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 6))\n", "\n", "final_step = champion_pipe.steps[-1][1]\n", "coeffs = np.abs(final_step.coef_)\n", "\n", "importance_df = pd.DataFrame({\n", " 'Feature': champion_pipe[:-1].get_feature_names_out(),\n", " 'Importance': coeffs\n", "}).sort_values(by='Importance', ascending=False).head(10)\n", "\n", "sns.barplot(x='Importance', y='Feature', data=importance_df, palette='magma')\n", "plt.title('Top 10 Most Important Movement Features')\n", "plt.xlabel('Absolute Coefficient (Weight)')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "1d5fd3da-f5dc-4f27-821c-72a593eaf726", "metadata": {}, "source": [ "# Save champion variant" ] }, { "cell_type": "code", "execution_count": 91, "id": "105af544-de53-4de5-8677-5dd9651487de", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved as Pickle: models\\champion_model_final_2.pkl\n" ] } ], "source": [ "artifact = {\n", " \"model\": champion_pipe,\n", " \"feature_columns\": kept_cols,\n", " \"target\": TARGET_COL,\n", " \"dropped\": DROP_FEATURES,\n", " \"train_metrics\": {\n", " \"cv_rmse_mean\": float(results_df.iloc[0]['cv_rmse_mean']),\n", " \"cv_r2_mean\": float(results_df.iloc[0]['cv_r2_mean']),\n", " \"cv_corr_mean\": float(results_df.iloc[0]['cv_corr_mean']),\n", " },\n", " \"test_metrics\": {\n", " \"rmse\": float(test_rmse),\n", " \"mae\": float(test_mae),\n", " \"r2\": float(test_r2),\n", " \"correlation\": float(test_corr)\n", " },\n", " \"overfitting_gap\": {\n", " \"r2_gap\": float(results_df.iloc[0]['cv_r2_mean'] - test_r2),\n", " }\n", "}\n", "out_path = OUT_DIR/\"champion_model_final_2.pkl\"\n", "with open(out_path, \"wb\") as f:\n", " pickle.dump(artifact, f)\n", "\n", "print(f\"Saved as Pickle: {out_path}\")" ] }, { "cell_type": "code", "execution_count": null, "id": "df577c8e-468d-4918-b1e1-4999299b0476", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.11" } }, "nbformat": 4, "nbformat_minor": 5 }