docs: rec 14 expectile results

[AlexFiliakov]

docs: rec 14 expectile results

[github-actions]

Coverage Report

Name	Stmts	Miss	Cover
__init__.py	89	21	76%
_compare_strategies.py	98	3	97%
_run_analysis.py	227	10	96%
_version.py	1	0	100%
_warnings.py	5	0	100%
accrual_manager.py	156	1	99%
accuracy_validator.py	275	18	93%
adaptive_stopping.py	307	1	99%
batch_processor.py	315	3	99%
benchmarking.py	265	78	71%
bootstrap_analysis.py	262	1	99%
business_optimizer.py	513	7	99%
claim_development.py	395	36	91%
claim_liability.py	68	7	90%
config/__init__.py	18	4	78%
config/constants.py	2	0	100%
config/core.py	188	6	97%
config/exceptions.py	5	0	100%
config/insurance.py	64	0	100%
config/manufacturer.py	169	0	100%
config/market.py	76	0	100%
config/optimizer.py	34	0	100%
config/presets.py	60	0	100%
config/reporting.py	38	0	100%
config/simulation.py	49	0	100%
config/utils.py	13	0	100%
config_compat.py	22	7	68%
config_loader.py	128	5	96%
config_manager.py	218	12	94%
config_migrator.py	166	13	92%
convergence.py	168	3	98%
convergence_advanced.py	271	0	100%
convergence_plots.py	308	4	99%
decimal_utils.py	50	3	94%
decision_engine.py	886	19	98%
ergodic_analyzer.py	117	1	99%
ergodic_types.py	123	0	100%
examples/__init__.py	0	0	100%
examples/__main__.py	9	9	0%
examples/benchmark_parallel.py	142	142	0%
examples/demo_claim_development.py	120	120	0%
examples/demo_collateral_management.py	79	79	0%
examples/demo_config_practical.py	167	167	0%
examples/demo_config_v2.py	155	155	0%
examples/demo_excel_reports.py	105	105	0%
examples/demo_insurance_pricing.py	183	183	0%
examples/demo_manufacturer.py	69	69	0%
examples/demo_stochastic.py	144	144	0%
examples/improved_retention_optimization.py	129	129	0%
examples/simple_retention_optimization.py	114	114	0%
examples/test_notebook_comprehensive.py	113	1	99%
examples/test_notebook_fixes.py	57	5	91%
examples/test_smart_annotations.py	97	2	98%
excel_reporter.py	503	16	97%
exposure_base.py	267	6	98%
financial_statements.py	787	16	98%
gpu_backend.py	88	4	95%
gpu_mc_engine.py	320	12	96%
gpu_objective.py	251	13	95%
hjb_solver.py	729	32	96%
insurance.py	118	0	100%
insurance_accounting.py	104	0	100%
insurance_pricing.py	299	9	97%
insurance_program.py	601	12	98%
integrated_analysis.py	101	0	100%
internals.py	4	0	100%
ledger.py	359	2	99%
loss_distributions.py	413	3	99%
manufacturer.py	393	26	93%
manufacturer_balance_sheet.py	346	15	96%
manufacturer_claims.py	339	18	95%
manufacturer_income.py	93	10	89%
manufacturer_metrics.py	130	5	96%
manufacturer_solvency.py	187	10	95%
monte_carlo.py	780	13	98%
monte_carlo_worker.py	89	0	100%
optimal_control.py	307	3	99%
optimization.py	334	2	99%
parallel_executor.py	322	21	93%
parameter_sweep.py	303	9	97%
pareto_frontier.py	376	13	97%
performance_optimizer.py	274	14	95%
progress_monitor.py	174	3	98%
reporting/__init__.py	10	0	100%
reporting/cache_manager.py	440	4	99%
reporting/config.py	92	0	100%
reporting/executive_report.py	185	0	100%
reporting/formatters.py	227	0	100%
reporting/insight_extractor.py	219	0	100%
reporting/report_builder.py	223	6	97%
reporting/scenario_comparator.py	242	2	99%
reporting/table_generator.py	254	1	99%
reporting/technical_report.py	173	0	100%
reporting/validator.py	211	0	100%
result_aggregator.py	246	4	98%
risk_metrics.py	461	26	94%
ruin_probability.py	290	0	100%
safe_pickle.py	101	1	99%
scenario_analysis.py	65	0	100%
scenario_manager.py	162	1	99%
sensitivity.py	278	7	97%
sensitivity_visualization.py	184	1	99%
simulation.py	307	0	100%
statistical_tests.py	165	14	92%
stochastic_processes.py	73	0	100%
strategy_backtester.py	199	0	100%
summary_statistics.py	516	10	98%
tax_handler.py	105	7	93%
tests/__init__.py	0	0	100%
tests/conftest.py	36	2	94%
tests/integration/__init__.py	0	0	100%
tests/integration/test_claim_development_wrapper.py	19	0	100%
tests/integration/test_critical_integrations.py	428	104	76%
tests/integration/test_financial_integration.py	180	3	98%
tests/integration/test_fixtures.py	152	56	63%
tests/integration/test_helpers.py	163	114	30%
tests/integration/test_insurance_stack.py	249	1	99%
tests/integration/test_parallel_worker.py	10	0	100%
tests/integration/test_simulation_pipeline.py	311	76	76%
tests/test_accrual_integration.py	149	0	100%
tests/test_accrual_manager.py	252	0	100%
tests/test_accuracy_validator.py	322	0	100%
tests/test_adaptive_stopping.py	245	6	98%
tests/test_autocorrelation_fft_380.py	116	36	69%
tests/test_balance_sheet_cash_depreciation.py	150	0	100%
tests/test_balance_sheet_classification.py	109	0	100%
tests/test_batch_processor.py	344	0	100%
tests/test_batch_processor_coverage.py	272	0	100%
tests/test_benchmarking.py	348	293	16%
tests/test_bootstrap.py	416	0	100%
tests/test_bootstrap_analysis_coverage.py	108	0	100%
tests/test_bootstrap_ci_seed_bug400.py	23	0	100%
tests/test_business_optimizer.py	388	0	100%
tests/test_cache_manager.py	530	36	93%
tests/test_capex.py	145	0	100%
tests/test_cash_flow_statement.py	136	0	100%
tests/test_cash_reconciliation.py	116	0	100%
tests/test_claim_development.py	776	26	97%
tests/test_claim_reestimation_ledger.py	191	0	100%
tests/test_closing_entry_depreciation.py	163	0	100%
tests/test_cogs_opex_ledger_entries.py	113	0	100%
tests/test_config.py	243	0	100%
tests/test_config_compat.py	74	2	97%
tests/test_config_loader.py	228	1	99%
tests/test_config_manager.py	256	1	99%
tests/test_config_manager_coverage.py	201	0	100%
tests/test_config_manager_security.py	106	0	100%
tests/test_config_migrator.py	109	7	94%
tests/test_config_v2.py	348	0	100%
tests/test_config_v2_integration.py	24	0	100%
tests/test_config_validation.py	112	0	100%
tests/test_convergence_advanced.py	190	9	95%
tests/test_convergence_advanced_coverage.py	198	0	100%
tests/test_convergence_bug350.py	77	1	99%
tests/test_convergence_bug396.py	49	0	100%
tests/test_convergence_bug476.py	69	0	100%
tests/test_convergence_ess.py	250	9	96%
tests/test_convergence_extended.py	203	1	99%
tests/test_convergence_plots.py	177	0	100%
tests/test_coverage_gaps_batch1.py	299	0	100%
tests/test_coverage_gaps_batch2.py	381	0	100%
tests/test_coverage_gaps_batch3.py	364	0	100%
tests/test_coverage_gaps_batch4.py	369	1	99%
tests/test_coverage_gaps_parallel_executor.py	375	0	100%
tests/test_decision_engine.py	772	0	100%
tests/test_decision_engine_edge_cases.py	323	2	99%
tests/test_decision_engine_scenarios.py	197	5	97%
tests/test_deep_copy.py	252	0	100%
tests/test_depreciation_tracking.py	169	3	98%
tests/test_dividend_ledger_entries.py	143	5	97%
tests/test_dividend_phantom_payments.py	194	1	99%
tests/test_dta_dtl_and_capex.py	196	0	100%
tests/test_dta_valuation_allowance.py	254	0	100%
tests/test_dynamic_premium_scaling.py	109	0	100%
tests/test_end_to_end.py	191	41	79%
tests/test_equity_consistency.py	90	1	99%
tests/test_ergodic_analyzer.py	222	0	100%
tests/test_ergodic_analyzer_coverage.py	383	0	100%
tests/test_excel_reporter.py	278	6	98%
tests/test_execution_semantics.py	204	0	100%
tests/test_executive_visualizations.py	259	1	99%
tests/test_exposure_base.py	248	0	100%
tests/test_exposure_base_coverage.py	211	0	100%
tests/test_facility_limit_insolvency.py	112	0	100%
tests/test_figure_factory.py	347	0	100%
tests/test_financial_statements.py	541	3	99%
tests/test_financial_statements_coverage.py	320	0	100%
tests/test_fixtures.py	87	28	68%
tests/test_going_concern.py	373	0	100%
tests/test_gpu_backend.py	263	0	100%
tests/test_gpu_cpu_parity.py	77	0	100%
tests/test_gpu_mc_engine.py	407	0	100%
tests/test_gpu_objective.py	380	1	99%
tests/test_hjb_numerical.py	1119	0	100%
tests/test_hjb_solver.py	260	5	98%
tests/test_imports.py	90	3	97%
tests/test_industry_configs.py	150	0	100%
tests/test_industry_switching.py	94	0	100%
tests/test_insight_extractor.py	313	4	99%
tests/test_insurance.py	289	0	100%
tests/test_insurance_accounting.py	151	0	100%
tests/test_insurance_coverage.py	77	0	100%
tests/test_insurance_pricing.py	538	0	100%
tests/test_insurance_pricing_coverage.py	125	0	100%
tests/test_insurance_program.py	865	10	99%
tests/test_insurance_program_coverage.py	269	0	100%
tests/test_integration.py	245	38	84%
tests/test_issue_355_ruin_attribution.py	106	0	100%
tests/test_issue_357.py	131	0	100%
tests/test_jackknife_and_multi_bootstrap.py	146	0	100%
tests/test_lae_tracking.py	189	0	100%
tests/test_layer_pricing.py	225	0	100%
tests/test_ledger.py	463	0	100%
tests/test_ledger_coverage.py	119	0	100%
tests/test_limit_types.py	147	0	100%
tests/test_loss_cost_trends.py	99	0	100%
tests/test_loss_distributions.py	466	12	97%
tests/test_loss_distributions_coverage.py	111	0	100%
tests/test_manufacturer.py	791	2	99%
tests/test_manufacturer_coverage.py	210	2	99%
tests/test_manufacturer_methods.py	320	0	100%
tests/test_metrics_double_tax.py	82	0	100%
tests/test_misc_gaps_coverage.py	676	2	99%
tests/test_monte_carlo.py	559	96	83%
tests/test_monte_carlo_coverage.py	628	3	99%
tests/test_monte_carlo_extended.py	190	13	93%
tests/test_monte_carlo_parallel.py	211	7	97%
tests/test_monte_carlo_trajectory_storage.py	86	0	100%
tests/test_monte_carlo_worker_config.py	212	0	100%
tests/test_negative_cash_reclassification.py	143	0	100%
tests/test_nol_carryforward.py	313	0	100%
tests/test_optimal_control.py	327	0	100%
tests/test_optimization.py	410	14	97%
tests/test_optimization_coverage.py	136	4	97%
tests/test_optimizer_config.py	110	0	100%
tests/test_parallel_executor.py	304	173	43%
tests/test_parallel_executor_coverage.py	344	71	79%
tests/test_parallel_independence.py	112	0	100%
tests/test_parameter_combinations.py	303	20	93%
tests/test_parameter_sweep.py	283	8	97%
tests/test_pareto_frontier.py	183	1	99%
tests/test_pareto_frontier_coverage.py	171	1	99%
tests/test_performance.py	329	271	18%
tests/test_performance_optimizer.py	416	2	99%
tests/test_periodic_ruin_tracking.py	102	0	100%
tests/test_premium_amortization.py	97	0	100%
tests/test_pricing_scenarios.py	126	0	100%
tests/test_print_warnings_382.py	230	2	99%
tests/test_progress_callback.py	121	0	100%
tests/test_progress_monitor.py	228	0	100%
tests/test_progress_monitor_coverage.py	153	0	100%
tests/test_properties.py	107	0	100%
tests/test_recovery_accounting.py	154	0	100%
tests/test_report_builder_security.py	179	8	96%
tests/test_report_generation.py	367	21	94%
tests/test_reporting_coverage.py	878	7	99%
tests/test_reserve_development.py	286	0	100%
tests/test_result_aggregation.py	606	1	99%
tests/test_result_aggregator_coverage.py	133	0	100%
tests/test_retention_calculation.py	177	0	100%
tests/test_revenue_ar_accrual.py	85	0	100%
tests/test_risk_metrics.py	473	15	97%
tests/test_risk_metrics_coverage.py	487	0	100%
tests/test_roe_insurance.py	168	0	100%
tests/test_ruin_probability.py	331	10	97%
tests/test_ruin_probability_coverage.py	123	0	100%
tests/test_run_analysis.py	248	0	100%
tests/test_safe_pickle_coverage.py	310	0	100%
tests/test_scenario_batch.py	339	14	96%
tests/test_scenario_comparator.py	188	0	100%
tests/test_scenario_manager.py	290	0	100%
tests/test_sensitivity.py	272	0	100%
tests/test_sensitivity_coverage.py	204	1	99%
tests/test_sensitivity_visualization.py	176	0	100%
tests/test_setup.py	29	2	93%
tests/test_shared_memory_hmac.py	134	0	100%
tests/test_simulation.py	302	6	98%
tests/test_simulation_coverage.py	504	1	99%
tests/test_skipped_slow_tests.py	163	131	20%
tests/test_std_ddof1_bug478.py	66	0	100%
tests/test_stochastic.py	215	0	100%
tests/test_stochastic_claim_development.py	228	0	100%
tests/test_strategy_backtester_coverage.py	455	0	100%
tests/test_summary_statistics_coverage.py	707	0	100%
tests/test_table_generation.py	290	3	99%
tests/test_tax_handling.py	251	0	100%
tests/test_tax_nol_mutation_guard.py	104	0	100%
tests/test_technical_plots.py	448	3	99%
tests/test_trajectory_storage.py	341	21	94%
tests/test_trends.py	354	2	99%
tests/test_typed_scenario_results.py	221	0	100%
tests/test_validation_metrics_coverage.py	104	0	100%
tests/test_visualization.py	223	0	100%
tests/test_visualization_comprehensive.py	386	0	100%
tests/test_visualization_extended.py	517	3	99%
tests/test_visualization_factory.py	374	0	100%
tests/test_visualization_gaps_coverage.py	969	2	99%
tests/test_visualization_namespace.py	201	0	100%
tests/test_visualization_simple.py	189	1	99%
tests/test_walk_forward.py	497	23	95%
tests/test_working_capital_calculation.py	144	1	99%
tests/test_working_capital_changes.py	100	0	100%
tests/test_working_capital_timing.py	75	0	100%
trajectory_storage.py	242	3	99%
trends.py	197	3	98%
validation_metrics.py	124	0	100%
visualization/__init__.py	25	0	100%
visualization/annotations.py	283	11	96%
visualization/batch_plots.py	206	0	100%
visualization/core.py	70	0	100%
visualization/executive_plots.py	813	21	97%
visualization/export.py	97	5	95%
visualization/figure_factory.py	297	34	89%
visualization/improved_tower_plot.py	153	153	0%
visualization/interactive_plots.py	83	0	100%
visualization/style_manager.py	181	6	97%
visualization/technical_plots.py	811	42	95%
visualization_infra/__init__.py	3	0	100%
visualization_infra/figure_factory.py	256	10	96%
visualization_infra/style_manager.py	180	0	100%
visualization_legacy.py	678	678	0%
walk_forward_validator.py	396	16	96%
TOTAL	77875	4962	94%

Coverage threshold (80%): PASSED