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Upload models_metadata.json with huggingface_hub

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+ {
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+ "best_model": {
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+ "name": "Gradient Boosting",
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+ "type": "MultiOutputRegressor"
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+ },
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+ "all_models": {
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+ "Random Forest": {
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+ "file_name": "random_forest.pkl",
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+ "model_type": "MultiOutputRegressor",
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+ "is_best_model": false
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+ },
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+ "Gradient Boosting": {
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+ "file_name": "gradient_boosting.pkl",
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+ "model_type": "MultiOutputRegressor",
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+ "is_best_model": true
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+ },
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+ "XGBoost": {
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+ "file_name": "xgboost.pkl",
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+ "model_type": "MultiOutputRegressor",
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+ "is_best_model": false
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+ },
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+ "Linear Regression": {
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+ "file_name": "linear_regression.pkl",
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+ "model_type": "MultiOutputRegressor",
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+ "is_best_model": false
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+ },
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+ "Ridge Regression": {
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+ "file_name": "ridge_regression.pkl",
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+ "model_type": "MultiOutputRegressor",
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+ "is_best_model": false
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+ },
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+ "Lasso Regression": {
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+ "file_name": "lasso_regression.pkl",
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+ "model_type": "MultiOutputRegressor",
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+ "is_best_model": false
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+ },
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+ "Support Vector Regression": {
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+ "file_name": "support_vector_regression.pkl",
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+ "model_type": "MultiOutputRegressor",
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+ "is_best_model": false
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+ },
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+ "K-Neighbors": {
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+ "file_name": "k-neighbors.pkl",
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+ "model_type": "MultiOutputRegressor",
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+ "is_best_model": false
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+ },
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+ "MultiLayer Perceptron": {
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+ "file_name": "multilayer_perceptron.pkl",
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+ "model_type": "MultiOutputRegressor",
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+ "is_best_model": false
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+ },
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+ "Extra Trees": {
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+ "file_name": "extra_trees.pkl",
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+ "model_type": "MultiOutputRegressor",
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+ "is_best_model": false
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+ }
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+ },
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+ "feature_columns": [
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+ "time_min",
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+ "temperature_c",
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+ "pressure_atm",
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+ "ph",
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+ "sample_encoded",
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+ "method_encoded"
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+ ],
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+ "target_columns": [
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+ "pectin_yield",
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+ "galacturonic_acid",
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+ "molecular_weight",
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+ "esterification_degree"
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+ ],
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+ "timestamp": "2025-11-21T15:09:03.896657",
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+ "performance_summary": {
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+ "Random Forest": {
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+ "average_r2": 0.9259113573589833,
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+ "average_mae": 978.0065368137342,
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+ "average_rmse": 1214.2913733491907
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+ },
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+ "Gradient Boosting": {
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+ "average_r2": 0.9427364450625025,
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+ "average_mae": 868.4402709872938,
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+ "average_rmse": 1074.2773136179212
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+ },
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+ "XGBoost": {
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+ "average_r2": 0.9202552568919424,
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+ "average_mae": 1074.230969811392,
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+ "average_rmse": 1327.1701873750499
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+ },
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+ "Linear Regression": {
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+ "average_r2": 0.6965037781193568,
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+ "average_mae": 3730.7549786515183,
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+ "average_rmse": 4818.582238981318
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+ },
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+ "Ridge Regression": {
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+ "average_r2": 0.5552634824964677,
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+ "average_mae": 3665.3100792936148,
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+ "average_rmse": 4850.509701616237
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+ },
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+ "Lasso Regression": {
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+ "average_r2": 0.3846292916175258,
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+ "average_mae": 3702.032509808647,
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+ "average_rmse": 4828.527973793558
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+ },
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+ "Support Vector Regression": {
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+ "average_r2": 0.48321382880503405,
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+ "average_mae": 6612.235998243185,
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+ "average_rmse": 7939.849714629312
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+ },
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+ "K-Neighbors": {
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+ "average_r2": 0.8683507702509604,
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+ "average_mae": 1287.512615,
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+ "average_rmse": 2230.119201717444
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+ },
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+ "MultiLayer Perceptron": {
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+ "average_r2": 0.8046401888399946,
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+ "average_mae": 4253.843137154152,
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+ "average_rmse": 5488.065210605732
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+ },
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+ "Extra Trees": {
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+ "average_r2": 0.9135049334580244,
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+ "average_mae": 1060.1740917797918,
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+ "average_rmse": 1314.6887230153202
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+ }
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+ }
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+ }