Navigation
Data + Feature Core
Data Tools
Load and slice Trading at the Close data before analysis.
load_data
get_stock_info
get_date_range
get_data_summary
filter_data
Feature Tools V1
Baseline imbalance, price, and temporal features.
calculate_imbalance_features
calculate_price_features
calculate_temporal_features
calculate_all_features
get_feature_info
Feature Tools V2
Microstructure + Imbalance
calculate_triplet_imbalance
calculate_pairwise_imbalance
calculate_microstructure_features
calculate_global_stock_features
Temporal Windows
calculate_temporal_shift
calculate_temporal_return
calculate_temporal_diff
generate_all_v2_features
Exports + Adjustments
apply_zero_sum_adjustment
export_features
verify_export
Analysis + Modeling
Analysis Tools
analyze_stock
analyze_target
calculate_correlation
compare_stocks
analyze_temporal_patterns
Model Tools
prepare_train_test
train_baseline
evaluate_model
get_feature_importance
create_cv_splits
train_lightgbm_fold
train_lightgbm_cv
predict_ensemble
apply_zero_sum_prediction
Advanced ML + Monitoring
SHAP + Optuna + Ensembles
compute_shap_values
get_shap_importance
explain_single_prediction
tune_hyperparameters
get_best_params
visualize_optimization
create_stacking_ensemble
train_stacking_meta
run_walk_forward
analyze_regime
Drift + Quality + Alerts
detect_ks_drift
calculate_psi
calculate_js_divergence
track_feature_drift
detect_multivariate_drift
detect_target_drift
detect_concept_drift
detect_covariate_shift
analyze_prediction_drift
track_missing_values
track_outlier_frequency
detect_structural_breaks_cusum
detect_structural_breaks_chow
fit_regime_hmm
generate_drift_alerts
get_monitoring_dashboard_data
Parallel + Synthesis
Parallel Execution
generate_all_v2_features_parallel
train_lightgbm_cv_parallel
tune_hyperparameters_parallel
run_walk_forward_parallel
track_feature_drift_parallel
Synthesis Capstone
run_synthesis_workflow
check_deployment_readiness
create_analysis_report
create_model_report
create_monitoring_report