added report html, updated readme, added figures and tables from scri…

…pts.
UBC-MDS · Dec 8, 2024 · 03fa59e · 03fa59e
1 parent 3469278
commit 03fa59e
Show file tree

Hide file tree

Showing 15 changed files with 3,378 additions and 2,425 deletions.
diff --git a/README.md b/README.md
@@ -83,7 +83,6 @@ python scripts/evaluate_models.py --test-data=data/processed/obesity_test_target
 
 ```
 quarto render report/obesity_level_predictor_report.qmd --to html
-quarto render report/obesity_level_predictor_report.qmd --to pdf
 ```
 
 ## Dependencies

diff --git a/data/processed/ObesityDataSet_processed_data.csv b/data/processed/ObesityDataSet_processed_data.csv
diff --git a/report/obesity_level_predictor_report.html b/report/obesity_level_predictor_report.html
diff --git a/report/obesity_level_predictor_report.ipynb b/report/obesity_level_predictor_report.ipynb
diff --git a/results/figures/Data_vali_targ_varib_dist.png b/results/figures/Data_vali_targ_varib_dist.png
diff --git a/results/figures/Obesity_test.png b/results/figures/Obesity_test.png
diff --git a/results/figures/categorical_feat_target_relationship.png b/results/figures/categorical_feat_target_relationship.png
diff --git a/results/figures/correlation_heatmap_chart.png b/results/figures/correlation_heatmap_chart.png
diff --git a/results/figures/numeric_feature_distribution.png b/results/figures/numeric_feature_distribution.png
diff --git a/results/figures/target_distribution_plot.png b/results/figures/target_distribution_plot.png
diff --git a/results/htmls/feature_feature_correlation.html b/results/htmls/feature_feature_correlation.html
diff --git a/results/htmls/feature_label_correlation.html b/results/htmls/feature_label_correlation.html
diff --git a/results/models/trained_pipelines.pkl b/results/models/trained_pipelines.pkl
diff --git a/results/tables/best_hyper_parameters.csv b/results/tables/best_hyper_parameters.csv
@@ -1,4 +1,4 @@
 Best Params,Best CV Accuracy
 "{'classifier__metric': 'manhattan', 'classifier__n_neighbors': 3, 'classifier__weights': 'distance'}",0.8705479452054794
 "{'classifier__C': 100, 'classifier__gamma': 0.01}",0.9547945205479452
-"{'classifier__estimator__max_depth': 7, 'classifier__learning_rate': 0.5, 'classifier__n_estimators': 150}",0.9726027397260275
+"{'classifier__estimator__max_depth': 8, 'classifier__learning_rate': 0.7, 'classifier__n_estimators': 100}",0.9746575342465753
diff --git a/results/tables/cross_validation_scores.csv b/results/tables/cross_validation_scores.csv
@@ -1,5 +1,5 @@
 KNN,SVM (RBF Kernel),AdaBoost + Decision Tree
-0.006 (+/- 0.003),0.053 (+/- 0.006),0.220 (+/- 0.005)
-0.022 (+/- 0.040),0.020 (+/- 0.001),0.006 (+/- 0.000)
+0.007 (+/- 0.003),0.032 (+/- 0.011),0.183 (+/- 0.008)
+0.017 (+/- 0.014),0.020 (+/- 0.007),0.005 (+/- 0.000)
 0.812 (+/- 0.035),0.898 (+/- 0.020),0.965 (+/- 0.007)
 0.880 (+/- 0.007),0.956 (+/- 0.003),1.000 (+/- 0.000)
-Original file line number
+Diff line change
@@ Expand Up @@
     ```
     quarto render report/obesity_level_predictor_report.qmd --to html
-    quarto render report/obesity_level_predictor_report.qmd --to pdf
     ```
     ## Dependencies
@@ Expand Down @@