============================= test session starts ==============================
platform darwin -- Python 3.10.18, pytest-8.4.1, pluggy-1.6.0 -- /opt/anaconda3/envs/driada/bin/python
cachedir: .pytest_cache
rootdir: /Users/nikita/PycharmProjects/driada2
configfile: pytest.ini
plugins: timeout-2.4.0, cov-6.2.1, hydra-core-1.3.2
collecting ... collected 1715 items

tests/integration/test_integration.py::TestINTENSEToDRIntegration::test_intense_to_pca_pipeline PASSED [  0%]
tests/integration/test_integration.py::TestINTENSEToDRIntegration::test_intense_to_manifold_learning PASSED [  0%]
tests/integration/test_integration.py::TestINTENSEToDRIntegration::test_mvdata_experiment_integration PASSED [  0%]
tests/integration/test_integration.py::TestINTENSEToDRIntegration::test_dimensionality_estimation_integration PASSED [  0%]
tests/integration/test_integration.py::TestINTENSEToDRIntegration::test_memory_efficiency PASSED [  0%]
tests/integration/test_integration.py::TestINTENSEToDRIntegration::test_data_flow_validation PASSED [  0%]
tests/integration/test_integration.py::TestINTENSEToDRIntegration::test_error_handling_integration PASSED [  0%]
tests/integration/test_manifold_analysis.py::TestExperimentEmbeddings::test_store_embedding PASSED [  0%]
tests/integration/test_manifold_analysis.py::TestExperimentEmbeddings::test_get_embedding PASSED [  0%]
tests/integration/test_manifold_analysis.py::TestExperimentEmbeddings::test_embedding_validation PASSED [  0%]
tests/integration/test_manifold_analysis.py::TestExperimentEmbeddings::test_create_embedding PASSED [  0%]
tests/integration/test_manifold_analysis.py::TestExperimentEmbeddings::test_create_embedding_neuron_selection PASSED [  0%]
tests/integration/test_manifold_analysis.py::TestExperimentEmbeddings::test_create_embedding_errors PASSED [  0%]
tests/integration/test_manifold_analysis.py::TestExperimentEmbeddings::test_create_embedding_with_spikes PASSED [  0%]
tests/integration/test_manifold_analysis.py::TestExperimentEmbeddings::test_create_embedding_downsampling PASSED [  0%]
tests/integration/test_manifold_analysis.py::TestExperimentEmbeddings::test_create_embedding_dr_kwargs PASSED [  0%]
tests/integration/test_manifold_analysis.py::TestExperimentEmbeddings::test_create_embedding_subset_neurons PASSED [  0%]
tests/integration/test_manifold_analysis.py::TestExperimentEmbeddings::test_create_embedding_overwrite PASSED [  1%]
tests/integration/test_manifold_analysis.py::TestManifoldAnalysis::test_get_functional_organization PASSED [  1%]
tests/integration/test_manifold_analysis.py::TestManifoldAnalysis::test_get_functional_organization_no_selectivity PASSED [  1%]
tests/integration/test_manifold_analysis.py::TestManifoldAnalysis::test_compare_embeddings PASSED [  1%]
tests/integration/test_manifold_analysis.py::TestManifoldAnalysis::test_compare_embeddings_errors PASSED [  1%]
tests/integration/test_manifold_analysis.py::TestManifoldAnalysis::test_functional_organization_zero_variance PASSED [  1%]
tests/integration/test_manifold_analysis.py::TestEmbeddingSelectivity::test_compute_embedding_selectivity PASSED [  1%]
tests/integration/test_manifold_analysis.py::TestEmbeddingSelectivity::test_embedding_selectivity_multiple_methods PASSED [  1%]
tests/performance/test_rsa_performance.py::test_correlation_performance PASSED [  1%]
tests/performance/test_rsa_performance.py::test_euclidean_performance PASSED [  1%]
tests/performance/test_rsa_performance.py::test_mvdata_integration_performance PASSED [  1%]
tests/performance/test_rsa_performance.py::test_caching_performance PASSED [  1%]
tests/unit/dim_reduction/test_ae_vae_advanced.py::test_vae_latent_space_regularization PASSED [  1%]
tests/unit/dim_reduction/test_ae_vae_advanced.py::test_ae_correlation_loss PASSED [  1%]
tests/unit/dim_reduction/test_ae_vae_advanced.py::test_ae_vs_vae_reconstruction_quality PASSED [  1%]
tests/unit/dim_reduction/test_ae_vae_advanced.py::test_vae_encoder_unconstrained PASSED [  1%]
tests/unit/dim_reduction/test_autoencoder_data_loading.py::TestAutoencoderDataLoading::test_prepare_data_loaders PASSED [  1%]
tests/unit/dim_reduction/test_autoencoder_data_loading.py::TestAutoencoderDataLoading::test_ae_embedding_uses_helper PASSED [  2%]
tests/unit/dim_reduction/test_autoencoder_data_loading.py::TestAutoencoderDataLoading::test_vae_embedding_uses_helper PASSED [  2%]
tests/unit/dim_reduction/test_correct_cov_spectrum.py::TestCorrectCovSpectrum::test_basic_functionality PASSED [  2%]
tests/unit/dim_reduction/test_correct_cov_spectrum.py::TestCorrectCovSpectrum::test_negative_eigenvalues_handling PASSED [  2%]
tests/unit/dim_reduction/test_correct_cov_spectrum.py::TestCorrectCovSpectrum::test_warning_for_significant_negative_eigenvalues PASSED [  2%]
tests/unit/dim_reduction/test_correct_cov_spectrum.py::TestCorrectCovSpectrum::test_min_eigenvalue_parameter PASSED [  2%]
tests/unit/dim_reduction/test_correct_cov_spectrum.py::TestCorrectCovSpectrum::test_ensemble_size_parameter PASSED [  2%]
tests/unit/dim_reduction/test_correct_cov_spectrum.py::TestCorrectCovSpectrum::test_extreme_cases PASSED [  2%]
tests/unit/dim_reduction/test_correct_cov_spectrum.py::TestCorrectCovSpectrum::test_convergence_behavior PASSED [  2%]
tests/unit/dim_reduction/test_custom_metric.py::test_custom_metric_function PASSED [  2%]
tests/unit/dim_reduction/test_custom_metric.py::test_builtin_metric PASSED [  2%]
tests/unit/dim_reduction/test_custom_metric.py::test_invalid_metric PASSED [  2%]
tests/unit/dim_reduction/test_disconnected_graphs.py::TestDisconnectedGraphHandling::test_drmethod_property_values PASSED [  2%]
tests/unit/dim_reduction/test_disconnected_graphs.py::TestDisconnectedGraphHandling::test_umap_with_disconnected_graph PASSED [  2%]
tests/unit/dim_reduction/test_disconnected_graphs.py::TestDisconnectedGraphHandling::test_other_methods_with_preprocessing PASSED [  2%]
tests/unit/dim_reduction/test_disconnected_graphs.py::TestDisconnectedGraphHandling::test_connected_graph_works_for_all PASSED [  2%]
tests/unit/dim_reduction/test_disconnected_graphs.py::TestDisconnectedGraphHandling::test_direct_embedding_creation PASSED [  2%]
tests/unit/dim_reduction/test_disconnected_graphs.py::TestDisconnectedGraphHandling::test_preprocessing_interaction PASSED [  3%]
tests/unit/dim_reduction/test_disconnected_graphs.py::TestDisconnectedGraphHandling::test_handles_disconnected_graphs_property PASSED [  3%]
tests/unit/dim_reduction/test_dr.py::test_corrmat PASSED                 [  3%]
tests/unit/dim_reduction/test_dr.py::test_proximity_graph PASSED         [  3%]
tests/unit/dim_reduction/test_dr.py::test_pca PASSED                     [  3%]
tests/unit/dim_reduction/test_dr.py::test_le PASSED                      [  3%]
tests/unit/dim_reduction/test_dr.py::test_auto_le PASSED                 [  3%]
tests/unit/dim_reduction/test_dr.py::test_umap PASSED                    [  3%]
tests/unit/dim_reduction/test_dr.py::test_isomap PASSED                  [  3%]
tests/unit/dim_reduction/test_dr.py::test_tsne PASSED                    [  3%]
tests/unit/dim_reduction/test_dr.py::test_auto_dmaps PASSED              [  3%]
tests/unit/dim_reduction/test_dr.py::test_ae_simple PASSED               [  3%]
tests/unit/dim_reduction/test_dr.py::test_ae_corr PASSED                 [  3%]
tests/unit/dim_reduction/test_dr.py::test_check_data_for_errors_sparse PASSED [  3%]
tests/unit/dim_reduction/test_dr.py::test_check_data_for_errors_dense PASSED [  3%]
tests/unit/dim_reduction/test_dr.py::test_check_data_for_errors_valid_data PASSED [  3%]
tests/unit/dim_reduction/test_dr.py::test_check_data_for_errors_verbose PASSED [  3%]
tests/unit/dim_reduction/test_dr.py::test_mvdata_with_zero_columns PASSED [  4%]
tests/unit/dim_reduction/test_dr.py::test_mvdata_downsampling PASSED     [  4%]
tests/unit/dim_reduction/test_dr.py::test_mvdata_rescale_rows PASSED     [  4%]
tests/unit/dim_reduction/test_dr.py::test_mvdata_median_filter PASSED    [  4%]
tests/unit/dim_reduction/test_dr.py::test_corrmat_axis_1 PASSED          [  4%]
tests/unit/dim_reduction/test_dr.py::test_get_distmat_string_metric PASSED [  4%]
tests/unit/dim_reduction/test_dr.py::test_get_distmat_minkowski PASSED   [  4%]
tests/unit/dim_reduction/test_dr.py::test_get_distmat_l2_conversion PASSED [  4%]
tests/unit/dim_reduction/test_dr.py::test_get_embedding_no_params_error PASSED [  4%]
tests/unit/dim_reduction/test_dr.py::test_get_embedding_unknown_method_error PASSED [  4%]
tests/unit/dim_reduction/test_dr.py::test_get_proximity_graph_unknown_method PASSED [  4%]
tests/unit/dim_reduction/test_dr_defaults.py::TestDRMethodDefaults::test_drmethod_has_defaults PASSED [  4%]
tests/unit/dim_reduction/test_dr_defaults.py::TestMergeParamsWithDefaults::test_merge_with_no_user_params PASSED [  4%]
tests/unit/dim_reduction/test_dr_defaults.py::TestMergeParamsWithDefaults::test_merge_with_flat_user_params PASSED [  4%]
tests/unit/dim_reduction/test_dr_defaults.py::TestMergeParamsWithDefaults::test_merge_with_structured_params PASSED [  4%]
tests/unit/dim_reduction/test_dr_defaults.py::TestMergeParamsWithDefaults::test_invalid_method_raises_error PASSED [  4%]
tests/unit/dim_reduction/test_dr_defaults.py::TestMVDataSimplifiedAPI::test_simplified_api_pca PASSED [  4%]
tests/unit/dim_reduction/test_dr_defaults.py::TestMVDataSimplifiedAPI::test_simplified_api_graph_method PASSED [  5%]
tests/unit/dim_reduction/test_dr_defaults.py::TestMVDataSimplifiedAPI::test_simplified_api_tsne PASSED [  5%]
tests/unit/dim_reduction/test_dr_defaults.py::TestMVDataSimplifiedAPI::test_simplified_api_mds PASSED [  5%]
tests/unit/dim_reduction/test_dr_defaults.py::TestMVDataSimplifiedAPI::test_backward_compatibility PASSED [  5%]
tests/unit/dim_reduction/test_dr_defaults.py::TestMVDataSimplifiedAPI::test_error_handling PASSED [  5%]
tests/unit/dim_reduction/test_dr_defaults.py::TestParameterPropagation::test_umap_parameters PASSED [  5%]
tests/unit/dim_reduction/test_dr_defaults.py::TestParameterPropagation::test_graph_parameters PASSED [  5%]
tests/unit/dim_reduction/test_dr_defaults.py::test_get_embedding_graph_required_no_params PASSED [  5%]
tests/unit/dim_reduction/test_dr_defaults.py::test_get_embedding_weighted_graph_no_metric PASSED [  5%]
tests/unit/dim_reduction/test_dr_defaults.py::test_get_embedding_legacy_method_lookup PASSED [  5%]
tests/unit/dim_reduction/test_dr_defaults.py::test_get_embedding_nn_kwargs_extraction PASSED [  5%]
tests/unit/dim_reduction/test_dr_extended.py::test_mds PASSED            [  5%]
tests/unit/dim_reduction/test_dr_extended.py::test_lle PASSED            [  5%]
tests/unit/dim_reduction/test_dr_extended.py::test_hlle PASSED           [  5%]
tests/unit/dim_reduction/test_dr_extended.py::test_mvu PASSED            [  5%]
tests/unit/dim_reduction/test_dr_extended.py::test_vae PASSED            [  5%]
tests/unit/dim_reduction/test_dr_extended.py::test_dmaps PASSED          [  5%]
tests/unit/dim_reduction/test_dr_extended.py::test_dmaps_with_different_alpha PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_dmaps_with_different_t PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_dmaps_multiscale_structure PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_experiment_to_mvdata_pipeline PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_circular_manifold_extraction PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_2d_manifold_extraction PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_pca_performance[100-10] PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_pca_performance[500-50] PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_pca_performance[1000-100] PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_nonlinear_methods_performance[isomap] PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_nonlinear_methods_performance[le] PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_nonlinear_methods_performance[tsne] PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_linear_manifold_preservation PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_swiss_roll_unfolding PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_circle_preservation PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_graph_construction_methods PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_small_dataset PASSED  [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_high_dimensional_data PASSED [  6%]
tests/unit/dim_reduction/test_dr_extended.py::test_linear_vs_nonlinear_on_manifolds PASSED [  7%]
tests/unit/dim_reduction/test_dr_extended.py::test_dmaps_on_swiss_roll PASSED [  7%]
tests/unit/dim_reduction/test_eff_dim.py::TestEffDim::test_eff_dim_basic PASSED [  7%]
tests/unit/dim_reduction/test_eff_dim.py::TestEffDim::test_eff_dim_with_low_rank_data PASSED [  7%]
tests/unit/dim_reduction/test_eff_dim.py::TestEffDim::test_eff_dim_with_identity_covariance PASSED [  7%]
tests/unit/dim_reduction/test_eff_dim.py::TestEffDim::test_eff_dim_with_correction_small_ratio PASSED [  7%]
tests/unit/dim_reduction/test_eff_dim.py::TestEffDim::test_eff_dim_different_q_values PASSED [  7%]
tests/unit/dim_reduction/test_eff_dim.py::TestEffDim::test_eff_dim_warning_large_ratio PASSED [  7%]
tests/unit/dim_reduction/test_eff_dim.py::TestEffDim::test_eff_dim_correction_edge_cases PASSED [  7%]
tests/unit/dim_reduction/test_eff_dim.py::TestEffDim::test_eff_dim_single_dimension PASSED [  7%]
tests/unit/dim_reduction/test_eff_dim.py::TestEffDim::test_eff_dim_negative_eigenvalues PASSED [  7%]
tests/unit/dim_reduction/test_eff_dim.py::TestEffDim::test_eff_dim_correction_with_warnings PASSED [  7%]
tests/unit/dim_reduction/test_eff_dim.py::TestEffDim::test_eff_dim_extreme_cases PASSED [  7%]
tests/unit/dim_reduction/test_embedding_to_mvdata.py::TestEmbeddingToMVData::test_to_mvdata_basic_conversion PASSED [  7%]
tests/unit/dim_reduction/test_embedding_to_mvdata.py::TestEmbeddingToMVData::test_to_mvdata_validates_coords PASSED [  7%]
tests/unit/dim_reduction/test_embedding_to_mvdata.py::TestEmbeddingToMVData::test_recursive_embedding_pipeline PASSED [  7%]
tests/unit/dim_reduction/test_embedding_to_mvdata.py::TestEmbeddingToMVData::test_different_embedding_methods PASSED [  7%]
tests/unit/dim_reduction/test_embedding_to_mvdata.py::TestEmbeddingToMVData::test_to_mvdata_properties PASSED [  8%]
tests/unit/dim_reduction/test_embedding_to_mvdata.py::TestEmbeddingToMVData::test_to_mvdata_with_neural_methods PASSED [  8%]
tests/unit/dim_reduction/test_embedding_to_mvdata.py::TestEmbeddingToMVData::test_mvdata_methods_on_converted PASSED [  8%]
tests/unit/dim_reduction/test_eps_graph.py::TestEpsGraph::test_eps_graph_basic PASSED [  8%]
tests/unit/dim_reduction/test_eps_graph.py::TestEpsGraph::test_eps_graph_weighted PASSED [  8%]
tests/unit/dim_reduction/test_eps_graph.py::TestEpsGraph::test_eps_graph_too_sparse PASSED [  8%]
tests/unit/dim_reduction/test_eps_graph.py::TestEpsGraph::test_eps_graph_different_metrics PASSED [  8%]
tests/unit/dim_reduction/test_eps_graph.py::TestEpsGraph::test_eps_graph_dense_warning PASSED [  8%]
tests/unit/dim_reduction/test_flexible_ae.py::TestModularAutoencoder::test_initialization_default PASSED [  8%]
tests/unit/dim_reduction/test_flexible_ae.py::TestModularAutoencoder::test_initialization_with_losses PASSED [  8%]
tests/unit/dim_reduction/test_flexible_ae.py::TestModularAutoencoder::test_forward_pass PASSED [  8%]
tests/unit/dim_reduction/test_flexible_ae.py::TestModularAutoencoder::test_encode_decode PASSED [  8%]
tests/unit/dim_reduction/test_flexible_ae.py::TestModularAutoencoder::test_compute_loss PASSED [  8%]
tests/unit/dim_reduction/test_flexible_ae.py::TestModularAutoencoder::test_get_latent_representation PASSED [  8%]
tests/unit/dim_reduction/test_flexible_ae.py::TestModularAutoencoder::test_device_handling PASSED [  8%]
tests/unit/dim_reduction/test_flexible_ae.py::TestModularAutoencoder::test_encoder_decoder_config PASSED [  8%]
tests/unit/dim_reduction/test_flexible_ae.py::TestFlexibleVAE::test_initialization_default PASSED [  8%]
tests/unit/dim_reduction/test_flexible_ae.py::TestFlexibleVAE::test_initialization_with_losses PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae.py::TestFlexibleVAE::test_encode PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae.py::TestFlexibleVAE::test_reparameterize PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae.py::TestFlexibleVAE::test_forward_pass PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae.py::TestFlexibleVAE::test_compute_loss PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae.py::TestFlexibleVAE::test_get_latent_representation PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae.py::TestFlexibleVAE::test_tc_vae_configuration PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae_integration.py::TestFlexibleAEIntegration::test_basic_ae PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae_integration.py::TestFlexibleAEIntegration::test_ae_with_correlation_loss PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae_integration.py::TestFlexibleAEIntegration::test_ae_with_orthogonality_loss PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae_integration.py::TestFlexibleAEIntegration::test_basic_vae PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae_integration.py::TestFlexibleAEIntegration::test_beta_vae PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae_integration.py::TestFlexibleAEIntegration::test_vae_with_sparsity PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae_integration.py::TestFlexibleAEIntegration::test_swiss_roll_preservation PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae_integration.py::TestFlexibleAEIntegration::test_parameter_passing PASSED [  9%]
tests/unit/dim_reduction/test_flexible_ae_integration.py::TestFlexibleAEIntegration::test_multiple_losses_combination PASSED [  9%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphConstruction::test_knn_graph_construction PASSED [  9%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphConstruction::test_knn_graph_weighted PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphConstruction::test_knn_graph_different_metrics PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphConstruction::test_auto_knn_graph_construction PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphConstruction::test_umap_graph_construction PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphConstruction::test_graph_with_manhattan_metric PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphConstruction::test_graph_with_minkowski_metric PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphConstruction::test_graph_giant_component_extraction PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphConstruction::test_graph_too_many_nodes_lost_error PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphConstruction::test_checkpoint_validation PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphConstruction::test_checkpoint_with_no_adjacency_error PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphConstruction::test_checkpoint_with_dense_matrix_error PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphConstruction::test_distances_to_affinities_hk PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphConstruction::test_distances_to_affinities_error_conditions PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestIntrinsicDimension::test_get_int_dim_geodesic_method PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestIntrinsicDimension::test_get_int_dim_nn_method PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestIntrinsicDimension::test_get_int_dim_force_recompute PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestIntrinsicDimension::test_get_int_dim_fast_mode PASSED [ 10%]
tests/unit/dim_reduction/test_graph_construction.py::TestIntrinsicDimension::test_get_int_dim_nn_method_not_available PASSED [ 11%]
tests/unit/dim_reduction/test_graph_construction.py::TestIntrinsicDimension::test_get_int_dim_invalid_method PASSED [ 11%]
tests/unit/dim_reduction/test_graph_construction.py::TestIntrinsicDimension::test_get_int_dim_multiple_methods PASSED [ 11%]
tests/unit/dim_reduction/test_graph_construction.py::TestIntrinsicDimension::test_get_int_dim_with_lost_nodes PASSED [ 11%]
tests/unit/dim_reduction/test_graph_construction.py::TestEpsilonGraph::test_eps_graph_construction PASSED [ 11%]
tests/unit/dim_reduction/test_graph_construction.py::TestEpsilonGraph::test_eps_graph_weighted PASSED [ 11%]
tests/unit/dim_reduction/test_graph_construction.py::TestEpsilonGraph::test_eps_graph_too_sparse_error PASSED [ 11%]
tests/unit/dim_reduction/test_graph_construction.py::TestEpsilonGraph::test_eps_graph_dense_warning PASSED [ 11%]
tests/unit/dim_reduction/test_graph_construction.py::TestEpsilonGraph::test_eps_graph_different_metrics PASSED [ 11%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphMethods::test_scaling_method PASSED [ 11%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphMethods::test_custom_metric_function PASSED [ 11%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphMethods::test_get_int_dim_with_logger PASSED [ 11%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphMethods::test_lost_nodes_handling_with_knn_arrays PASSED [ 11%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphMethods::test_knn_indices_distances_none_for_non_knn_methods PASSED [ 11%]
tests/unit/dim_reduction/test_graph_construction.py::TestGraphMethods::test_neigh_distmat_initialization_for_eps_graph PASSED [ 11%]
tests/unit/dim_reduction/test_graph_preprocessing.py::TestGraphPreprocessing::test_default_preprocessing_for_connected_methods PASSED [ 11%]
tests/unit/dim_reduction/test_graph_preprocessing.py::TestGraphPreprocessing::test_default_preprocessing_for_disconnected_methods PASSED [ 11%]
tests/unit/dim_reduction/test_graph_preprocessing.py::TestGraphPreprocessing::test_user_override_preprocessing PASSED [ 12%]
tests/unit/dim_reduction/test_graph_preprocessing.py::TestGraphPreprocessing::test_proximity_graph_uses_preprocessing PASSED [ 12%]
tests/unit/dim_reduction/test_graph_preprocessing.py::TestGraphPreprocessing::test_preprocessing_options PASSED [ 12%]
tests/unit/dim_reduction/test_graph_preprocessing.py::TestGraphPreprocessing::test_handles_disconnected_property PASSED [ 12%]
tests/unit/dim_reduction/test_graph_preprocessing.py::TestGraphPreprocessing::test_backwards_compatibility PASSED [ 12%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_basic_functionality PASSED [ 12%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_linear_subspace PASSED [ 12%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_circle_manifold PASSED [ 12%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_sphere_manifold PASSED [ 12%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_swiss_roll PASSED [ 12%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_s_curve PASSED [ 12%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_different_k_values PASSED [ 12%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_noise_robustness PASSED [ 12%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_sample_size_scaling PASSED [ 12%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_edge_cases PASSED [ 12%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_graph_methods[sklearn] PASSED [ 12%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_graph_methods[pynndescent] PASSED [ 12%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_precomputed_graph_basic PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_precomputed_graph_error_no_input PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_precomputed_graph_error_both_inputs PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_precomputed_graph_validation PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_precomputed_graph_manifolds PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestNNDimension::test_precomputed_graph_extra_neighbors PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestCorrelationDimension::test_basic_functionality PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestCorrelationDimension::test_linear_subspace PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestCorrelationDimension::test_circle_manifold PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestCorrelationDimension::test_swiss_roll PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestCorrelationDimension::test_automatic_range_selection PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestCorrelationDimension::test_n_bins_sensitivity PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestCorrelationDimension::test_noise_robustness PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestCorrelationDimension::test_sample_size_effect PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestCorrelationDimension::test_edge_cases PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestCorrelationDimension::test_fractal_dimension PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_basic_functionality_with_data PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_basic_functionality_with_graph PASSED [ 13%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_error_no_input PASSED [ 14%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_error_both_inputs PASSED [ 14%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_linear_subspace PASSED [ 14%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_swiss_roll PASSED [ 14%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_sphere_manifold PASSED [ 14%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_full_vs_fast_mode PASSED [ 14%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_different_k_values PASSED [ 14%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_graph_with_sparse_matrix PASSED [ 14%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_subsampling_factor PASSED [ 14%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_small_sample_size PASSED [ 14%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_disconnected_graph_handling PASSED [ 14%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_circle_manifold PASSED [ 14%]
tests/unit/dim_reduction/test_intrinsic.py::TestGeodesicDimension::test_numerical_stability PASSED [ 14%]
tests/unit/dim_reduction/test_linear.py::TestPCADimension::test_basic_functionality PASSED [ 14%]
tests/unit/dim_reduction/test_linear.py::TestPCADimension::test_exact_linear_subspace PASSED [ 14%]
tests/unit/dim_reduction/test_linear.py::TestPCADimension::test_threshold_sensitivity PASSED [ 14%]
tests/unit/dim_reduction/test_linear.py::TestPCADimension::test_standardization_effect PASSED [ 14%]
tests/unit/dim_reduction/test_linear.py::TestPCADimension::test_noisy_manifold PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestPCADimension::test_high_dimensional_data PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestPCADimension::test_edge_cases PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestPCADimension::test_known_covariance_structure PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestPCADimensionProfile::test_basic_functionality PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestPCADimensionProfile::test_default_thresholds PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestPCADimensionProfile::test_custom_thresholds PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestPCADimensionProfile::test_consistency_with_pca_dimension PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestPCADimensionProfile::test_variance_explained_consistency PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestPCADimensionProfile::test_profile_visualization_data PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestEffectiveRank::test_basic_functionality PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestEffectiveRank::test_exact_rank_k_matrix PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestEffectiveRank::test_uniform_eigenvalues PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestEffectiveRank::test_exponential_eigenvalue_decay PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestEffectiveRank::test_comparison_with_pca_dimension PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestEffectiveRank::test_standardization_effect PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestEffectiveRank::test_manifold_data PASSED [ 15%]
tests/unit/dim_reduction/test_linear.py::TestEffectiveRank::test_edge_cases PASSED [ 16%]
tests/unit/dim_reduction/test_linear.py::TestEffectiveRank::test_entropy_interpretation PASSED [ 16%]
tests/unit/dim_reduction/test_linear.py::TestEffectiveRank::test_numerical_stability PASSED [ 16%]
tests/unit/dim_reduction/test_linear.py::TestIntegration::test_methods_on_same_data PASSED [ 16%]
tests/unit/dim_reduction/test_linear.py::TestIntegration::test_manifold_comparison PASSED [ 16%]
tests/unit/dim_reduction/test_losses.py::TestLossRegistry::test_registry_initialization PASSED [ 16%]
tests/unit/dim_reduction/test_losses.py::TestLossRegistry::test_create_loss PASSED [ 16%]
tests/unit/dim_reduction/test_losses.py::TestLossRegistry::test_register_custom_loss PASSED [ 16%]
tests/unit/dim_reduction/test_losses.py::TestLossRegistry::test_invalid_loss_name PASSED [ 16%]
tests/unit/dim_reduction/test_losses.py::TestLossRegistry::test_invalid_loss_class PASSED [ 16%]
tests/unit/dim_reduction/test_losses.py::TestReconstructionLoss::test_mse_loss PASSED [ 16%]
tests/unit/dim_reduction/test_losses.py::TestReconstructionLoss::test_bce_loss PASSED [ 16%]
tests/unit/dim_reduction/test_losses.py::TestReconstructionLoss::test_invalid_loss_type PASSED [ 16%]
tests/unit/dim_reduction/test_losses.py::TestCorrelationLoss::test_uncorrelated_features PASSED [ 16%]
tests/unit/dim_reduction/test_losses.py::TestCorrelationLoss::test_correlated_features PASSED [ 16%]
tests/unit/dim_reduction/test_losses.py::TestCorrelationLoss::test_single_feature PASSED [ 16%]
tests/unit/dim_reduction/test_losses.py::TestOrthogonalityLoss::test_no_external_data PASSED [ 16%]
tests/unit/dim_reduction/test_losses.py::TestOrthogonalityLoss::test_with_external_data PASSED [ 17%]
tests/unit/dim_reduction/test_losses.py::TestOrthogonalityLoss::test_correlated_with_external PASSED [ 17%]
tests/unit/dim_reduction/test_losses.py::TestBetaVAELoss::test_standard_kld PASSED [ 17%]
tests/unit/dim_reduction/test_losses.py::TestBetaVAELoss::test_beta_scaling PASSED [ 17%]
tests/unit/dim_reduction/test_losses.py::TestBetaVAELoss::test_missing_parameters PASSED [ 17%]
tests/unit/dim_reduction/test_losses.py::TestSparsityLoss::test_sparse_code PASSED [ 17%]
tests/unit/dim_reduction/test_losses.py::TestSparsityLoss::test_dense_code PASSED [ 17%]
tests/unit/dim_reduction/test_losses.py::TestMMDLoss::test_standard_normal_code PASSED [ 17%]
tests/unit/dim_reduction/test_losses.py::TestMMDLoss::test_shifted_code PASSED [ 17%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_compute_distance_matrix PASSED [ 17%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_knn_preservation_rate PASSED [ 17%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_trustworthiness_continuity PASSED [ 17%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_geodesic_distance_correlation PASSED [ 17%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_stress PASSED    [ 17%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_circular_structure_preservation PASSED [ 17%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_procrustes_analysis PASSED [ 17%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_manifold_preservation_score PASSED [ 17%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_error_handling PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_edge_cases PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_compute_distance_matrix_invalid_shape PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_compute_distance_matrix_metrics PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_trustworthiness_edge_cases PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_continuity_edge_cases PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_geodesic_distance_correlation_disconnected PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_geodesic_distance_correlation_pearson PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_stress_unnormalized PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_circular_structure_no_true_angles PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_procrustes_analysis_no_scaling PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_procrustes_analysis_no_reflection PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_procrustes_analysis_mismatched_shapes PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_manifold_preservation_score_custom_weights PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_manifold_preservation_score_nan_geodesic PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_circular_distance PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_extract_angles_from_embedding PASSED [ 18%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_compute_reconstruction_error_circular PASSED [ 19%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_compute_reconstruction_error_spatial PASSED [ 19%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_compute_reconstruction_error_invalid_type PASSED [ 19%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_train_simple_decoder_circular PASSED [ 19%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_train_simple_decoder_spatial PASSED [ 19%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_train_simple_decoder_mismatched_shapes PASSED [ 19%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_train_simple_decoder_invalid_type PASSED [ 19%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_compute_decoding_accuracy_circular PASSED [ 19%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_compute_decoding_accuracy_spatial PASSED [ 19%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_manifold_reconstruction_score_circular PASSED [ 19%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_manifold_reconstruction_score_spatial PASSED [ 19%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_manifold_reconstruction_score_custom_weights PASSED [ 19%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_compute_embedding_quality_circular PASSED [ 19%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_compute_embedding_alignment_metrics PASSED [ 19%]
tests/unit/dim_reduction/test_manifold_metrics.py::test_compute_embedding_quality_vs_decoding_accuracy PASSED [ 19%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestCriticalParameterMapping::test_nn_parameter_mapping PASSED [ 19%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestCriticalParameterMapping::test_k_parameter_mapping PASSED [ 19%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestCriticalParameterMapping::test_n_neighbors_still_works PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestCriticalParameterMapping::test_weighted_parameter_mapping PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestCriticalParameterMapping::test_dist_to_aff_parameter_mapping PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestCriticalParameterMapping::test_graph_preprocessing_parameter_mapping PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestCriticalParameterMapping::test_metric_name_direct_parameter PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestCriticalParameterMapping::test_n_components_alias PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestParameterMappingIntegration::test_nn_parameter_works_in_practice PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestParameterMappingIntegration::test_k_parameter_works_in_practice PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestParameterMappingIntegration::test_all_graph_methods_accept_nn PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestParameterMappingIntegration::test_n_components_works PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestParameterMappingIntegration::test_multiple_aliases_priority PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestParameterMappingForAllMethods::test_pca_parameters PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestParameterMappingForAllMethods::test_umap_parameters PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestParameterMappingForAllMethods::test_tsne_parameters PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestParameterMappingForAllMethods::test_lle_variants PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestRegressionPrevention::test_all_parameter_combinations PASSED [ 20%]
tests/unit/dim_reduction/test_parameter_mapping.py::TestRegressionPrevention::test_no_silent_parameter_loss PASSED [ 20%]
tests/unit/dim_reduction/test_sequences.py::TestDRSequence::test_single_step_sequence PASSED [ 20%]
tests/unit/dim_reduction/test_sequences.py::TestDRSequence::test_two_step_sequence PASSED [ 21%]
tests/unit/dim_reduction/test_sequences.py::TestDRSequence::test_mixed_methods_sequence PASSED [ 21%]
tests/unit/dim_reduction/test_sequences.py::TestDRSequence::test_default_params PASSED [ 21%]
tests/unit/dim_reduction/test_sequences.py::TestDRSequence::test_mixed_format_steps PASSED [ 21%]
tests/unit/dim_reduction/test_sequences.py::TestDRSequence::test_empty_steps_error PASSED [ 21%]
tests/unit/dim_reduction/test_sequences.py::TestDRSequence::test_invalid_step_format PASSED [ 21%]
tests/unit/dim_reduction/test_sequences.py::TestDRSequence::test_invalid_tuple_format PASSED [ 21%]
tests/unit/dim_reduction/test_sequences.py::TestDRSequence::test_preserves_labels PASSED [ 21%]
tests/unit/dim_reduction/test_sequences.py::TestDRSequence::test_large_sequence PASSED [ 21%]
tests/unit/dim_reduction/test_sequences.py::TestDRSequence::test_various_methods[pca-params0] PASSED [ 21%]
tests/unit/dim_reduction/test_sequences.py::TestDRSequence::test_various_methods[lle-params1] PASSED [ 21%]
tests/unit/dim_reduction/test_sequences.py::TestDRSequence::test_various_methods[le-params2] PASSED [ 21%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DRandomWalk::test_basic_generation PASSED [ 21%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DRandomWalk::test_custom_bounds PASSED [ 21%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DRandomWalk::test_step_size_effect PASSED [ 21%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DRandomWalk::test_momentum_effect PASSED [ 21%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DRandomWalk::test_reproducibility PASSED [ 21%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGaussianPlaceField::test_basic_response PASSED [ 22%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGaussianPlaceField::test_sigma_effect PASSED [ 22%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DManifoldNeurons::test_basic_generation PASSED [ 22%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DManifoldNeurons::test_grid_arrangement PASSED [ 22%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DManifoldNeurons::test_random_arrangement PASSED [ 22%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DManifoldNeurons::test_firing_rate_modulation PASSED [ 22%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DManifoldData::test_basic_generation PASSED [ 22%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DManifoldExp::test_return_info_false PASSED [ 22%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DManifoldExp::test_return_info_true PASSED [ 22%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DManifoldExp::test_basic_experiment PASSED [ 22%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DManifoldExp::test_intense_analysis_compatibility PASSED [ 22%]
tests/unit/experiment/synthetic/test_2d_spatial_manifold.py::TestGenerate2DManifoldExp::test_parameter_effects PASSED [ 22%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGenerate3DRandomWalk::test_basic_generation PASSED [ 22%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGenerate3DRandomWalk::test_custom_bounds PASSED [ 22%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGenerate3DRandomWalk::test_step_size_effect PASSED [ 22%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGenerate3DRandomWalk::test_momentum_effect PASSED [ 22%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGenerate3DRandomWalk::test_reproducibility PASSED [ 22%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGaussianPlaceField3D::test_basic_response PASSED [ 23%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGaussianPlaceField3D::test_sigma_effect PASSED [ 23%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGenerate3DManifoldNeurons::test_basic_generation PASSED [ 23%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGenerate3DManifoldNeurons::test_grid_arrangement PASSED [ 23%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGenerate3DManifoldNeurons::test_random_arrangement PASSED [ 23%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGenerate3DManifoldNeurons::test_firing_rate_modulation PASSED [ 23%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGenerate3DManifoldData::test_basic_generation PASSED [ 23%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGenerate3DManifoldExp::test_basic_experiment PASSED [ 23%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGenerate3DManifoldExp::test_intense_analysis_compatibility PASSED [ 23%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGenerate3DManifoldExp::test_parameter_effects PASSED [ 23%]
tests/unit/experiment/synthetic/test_3d_spatial_manifold.py::TestGenerate3DManifoldExp::test_default_neuron_count PASSED [ 23%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_circular_random_walk_basic PASSED [ 23%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_circular_random_walk_reproducibility PASSED [ 23%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_circular_random_walk_step_sizes PASSED [ 23%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_circular_random_walk_wrapping PASSED [ 23%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_von_mises_tuning_basic PASSED [ 23%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_von_mises_circular_symmetry PASSED [ 23%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_von_mises_kappa_effect PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_generate_circular_manifold_neurons_basic PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_generate_circular_manifold_neurons_coverage PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_generate_circular_manifold_neurons_tuning PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_generate_circular_manifold_neurons_noise PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_generate_circular_manifold_data_basic PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_generate_circular_manifold_data_calcium PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_generate_circular_manifold_exp_basic PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_generate_circular_manifold_exp_extra_features PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_generate_circular_manifold_exp_parameters PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_generate_circular_manifold_exp_reproducibility PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_various_sizes[10-20] PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_various_sizes[100-60] PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_various_sizes[200-30] PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_edge_cases PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_von_mises_edge_cases PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_integration_with_intense PASSED [ 24%]
tests/unit/experiment/synthetic/test_circular_manifold.py::test_linear_vs_circular_detection PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestGenerateMixedPopulationExpFast::test_basic_generation_fast PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestGenerateMixedPopulationExpFast::test_different_manifold_types_fast[2d_spatial] PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestGenerateMixedPopulationExpFast::test_different_manifold_types_fast[circular] PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestGenerateMixedPopulationExpFast::test_different_manifold_types_fast[3d_spatial] PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestGenerateMixedPopulationExpFast::test_feature_selective_params_fast PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestGenerateMixedPopulationExpFast::test_correlation_effects_minimal PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestGenerateMixedPopulationExpFast::test_calcium_signal_properties PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestGenerateMixedPopulationExpFast::test_edge_cases PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestGenerateMixedPopulationExpFast::test_feature_configuration PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestParameterValidation::test_invalid_manifold_fraction PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestParameterValidation::test_invalid_manifold_type PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestParameterValidation::test_invalid_neuron_count PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestIntegrationWithINTENSE::test_mixed_population_with_intense_minimal PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestPerformanceBenchmarks::test_generation_under_1s PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_population_optimized.py::TestPerformanceBenchmarks::test_multiple_generations_under_5s PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_selectivity.py::TestMultiselectivityPatterns::test_basic_pattern_generation PASSED [ 25%]
tests/unit/experiment/synthetic/test_mixed_selectivity.py::TestMultiselectivityPatterns::test_weight_modes PASSED [ 26%]
tests/unit/experiment/synthetic/test_mixed_selectivity.py::TestMultiselectivityPatterns::test_no_selectivity PASSED [ 26%]
tests/unit/experiment/synthetic/test_mixed_selectivity.py::TestMixedSelectiveSignal::test_signal_generation_basic PASSED [ 26%]
tests/unit/experiment/synthetic/test_mixed_selectivity.py::TestMixedSelectiveSignal::test_signal_with_continuous_features PASSED [ 26%]
tests/unit/experiment/synthetic/test_mixed_selectivity.py::TestSyntheticDataMixedSelectivity::test_data_generation_with_known_selectivity PASSED [ 26%]
tests/unit/experiment/synthetic/test_mixed_selectivity.py::TestGenerateSyntheticExpWithMixedSelectivity::test_basic_generation PASSED [ 26%]
tests/unit/experiment/synthetic/test_mixed_selectivity.py::TestGenerateSyntheticExpWithMixedSelectivity::test_detectability_of_mixed_selectivity PASSED [ 26%]
tests/unit/experiment/synthetic/test_mixed_selectivity.py::TestGenerateSyntheticExpWithMixedSelectivity::test_multifeature_generation PASSED [ 26%]
tests/unit/experiment/synthetic/test_mixed_selectivity.py::TestGenerateSyntheticExpWithMixedSelectivity::test_parameter_sensitivity PASSED [ 26%]
tests/unit/experiment/synthetic/test_mixed_selectivity.py::TestIntegrationWithAnalysisPipeline::test_full_pipeline_with_mixed_selectivity PASSED [ 26%]
tests/unit/experiment/synthetic/test_mixed_selectivity.py::test_generation_performance PASSED [ 26%]
tests/unit/experiment/synthetic/test_mixed_selectivity.py::test_edge_cases PASSED [ 26%]
tests/unit/experiment/synthetic/test_time_series.py::TestBinaryTimeSeries::test_generate_binary_time_series_basic PASSED [ 26%]
tests/unit/experiment/synthetic/test_time_series.py::TestBinaryTimeSeries::test_generate_binary_time_series_edge_cases PASSED [ 26%]
tests/unit/experiment/synthetic/test_time_series.py::TestBinaryTimeSeries::test_generate_binary_time_series_reproducibility PASSED [ 26%]
tests/unit/experiment/synthetic/test_time_series.py::TestBinaryTimeSeries::test_realistic_parameters PASSED [ 26%]
tests/unit/experiment/test_calcium_dynamics.py::test_validate_peak_rate PASSED [ 26%]
tests/unit/experiment/test_calcium_dynamics.py::test_circular_manifold_defaults PASSED [ 26%]
tests/unit/experiment/test_calcium_dynamics.py::test_2d_manifold_defaults PASSED [ 27%]
tests/unit/experiment/test_calcium_dynamics.py::test_3d_manifold_defaults PASSED [ 27%]
tests/unit/experiment/test_calcium_dynamics.py::test_mixed_population_defaults PASSED [ 27%]
tests/unit/experiment/test_calcium_dynamics.py::test_calcium_saturation_effect PASSED [ 27%]
tests/unit/experiment/test_calcium_dynamics.py::test_parameter_documentation PASSED [ 27%]
tests/unit/experiment/test_calcium_dynamics.py::test_default_values_are_realistic PASSED [ 27%]
tests/unit/experiment/test_create_embedding.py::TestCreateEmbedding::test_create_embedding_basic PASSED [ 27%]
tests/unit/experiment/test_create_embedding.py::TestCreateEmbedding::test_create_embedding_neuron_selection PASSED [ 27%]
tests/unit/experiment/test_create_embedding.py::TestCreateEmbedding::test_create_embedding_significant_neurons PASSED [ 27%]
tests/unit/experiment/test_create_embedding.py::TestCreateEmbedding::test_create_embedding_downsampling PASSED [ 27%]
tests/unit/experiment/test_create_embedding.py::TestCreateEmbedding::test_create_embedding_spike_data PASSED [ 27%]
tests/unit/experiment/test_create_embedding.py::TestCreateEmbedding::test_create_embedding_validation PASSED [ 27%]
tests/unit/experiment/test_create_embedding.py::TestCreateEmbedding::test_create_embedding_disconnected_graph_error PASSED [ 27%]
tests/unit/experiment/test_create_embedding.py::TestCreateEmbedding::test_create_embedding_metadata_storage PASSED [ 27%]
tests/unit/experiment/test_duplicate_behavior.py::test_duplicate_behavior_ignore PASSED [ 27%]
tests/unit/experiment/test_duplicate_behavior.py::test_duplicate_behavior_warn PASSED [ 27%]
tests/unit/experiment/test_duplicate_behavior.py::test_duplicate_behavior_raise PASSED [ 27%]
tests/unit/experiment/test_duplicate_behavior.py::test_duplicate_behavior_in_pipelines PASSED [ 28%]
tests/unit/experiment/test_duplicate_behavior.py::test_no_duplicates_all_behaviors PASSED [ 28%]
tests/unit/experiment/test_exp.py::test_creation PASSED                  [ 28%]
tests/unit/experiment/test_exp.py::test_intense_exp PASSED               [ 28%]
tests/unit/experiment/test_exp_base.py::TestDynamicFeatureValidation::test_check_dynamic_features_empty PASSED [ 28%]
tests/unit/experiment/test_exp_base.py::TestDynamicFeatureValidation::test_check_dynamic_features_valid_timeseries PASSED [ 28%]
tests/unit/experiment/test_exp_base.py::TestDynamicFeatureValidation::test_check_dynamic_features_valid_arrays PASSED [ 28%]
tests/unit/experiment/test_exp_base.py::TestDynamicFeatureValidation::test_check_dynamic_features_valid_multitimeseries PASSED [ 28%]
tests/unit/experiment/test_exp_base.py::TestDynamicFeatureValidation::test_check_dynamic_features_mismatched_lengths PASSED [ 28%]
tests/unit/experiment/test_exp_base.py::TestDynamicFeatureValidation::test_check_dynamic_features_2d_arrays PASSED [ 28%]
tests/unit/experiment/test_exp_base.py::TestDynamicFeatureValidation::test_check_dynamic_features_mixed_types PASSED [ 28%]
tests/unit/experiment/test_exp_base.py::TestDynamicFeatureValidation::test_check_dynamic_features_unsupported_type PASSED [ 28%]
tests/unit/experiment/test_exp_base.py::TestExperimentInitialization::test_init_no_calcium_data PASSED [ 28%]
tests/unit/experiment/test_exp_base.py::TestExperimentInitialization::test_init_minimal_valid PASSED [ 28%]
tests/unit/experiment/test_exp_base.py::TestExperimentInitialization::test_init_with_spikes PASSED [ 28%]
tests/unit/experiment/test_exp_base.py::TestExperimentInitialization::test_init_with_spike_reconstruction PASSED [ 28%]
tests/unit/experiment/test_exp_base.py::TestExperimentInitialization::test_init_with_bad_frames_mask PASSED [ 28%]
tests/unit/experiment/test_exp_base.py::TestExperimentInitialization::test_init_dynamic_feature_conversion PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentInitialization::test_init_exp_identificators PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentInitialization::test_checkpoint_transposed_data PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentInitialization::test_checkpoint_feature_shape_mismatch PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentInitialization::test_feature_attribute_conflict PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentInitialization::test_static_feature_conflict PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentInitialization::test_init_with_3d_feature PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_check_ds PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_process_cbunch PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_process_fbunch PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_process_fbunch_multifeatures PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_process_sbunch PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_build_pair_hash PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_get_feature_entropy PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_stats_table_initialization PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_hash_methods PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_spikes_detection PASSED [ 29%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_trim_data_with_bad_frames PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_data_hashes PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_multicell_shuffled_data PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_neuron_list_creation PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_set_selectivity_tables PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_update_neuron_feature_pair_stats PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_get_stats_slice PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_get_feature_entropy_multitimeseries PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_get_feature_entropy_errors PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_store_and_get_embedding PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_get_significant_neurons PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_get_significant_neurons_with_override PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_multicell_shuffled_spikes_error PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_get_neuron_feature_pair_stats PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_get_significance_slice PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_update_neuron_feature_pair_significance PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_add_multifeature_to_stats PASSED [ 30%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_compute_rdm PASSED [ 31%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_process_fbunch_with_stats_table PASSED [ 31%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_embedding_shape_validation PASSED [ 31%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_check_stats_relevance_multifeature PASSED [ 31%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_update_stats_force_update PASSED [ 31%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_check_ds_no_fps PASSED [ 31%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_trim_data_already_filtered PASSED [ 31%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_add_multifeature_already_exists PASSED [ 31%]
tests/unit/experiment/test_exp_base.py::TestExperimentMethods::test_get_stats_relevance_missing_feature PASSED [ 31%]
tests/unit/experiment/test_exp_build.py::TestLoadExpFromAlignedData::test_basic_loading PASSED [ 31%]
tests/unit/experiment/test_exp_build.py::TestLoadExpFromAlignedData::test_input_validation PASSED [ 31%]
tests/unit/experiment/test_exp_build.py::TestLoadExpFromAlignedData::test_missing_calcium PASSED [ 31%]
tests/unit/experiment/test_exp_build.py::TestLoadExpFromAlignedData::test_case_insensitive_keys PASSED [ 31%]
tests/unit/experiment/test_exp_build.py::TestLoadExpFromAlignedData::test_garbage_feature_removal PASSED [ 31%]
tests/unit/experiment/test_exp_build.py::TestLoadExpFromAlignedData::test_force_continuous PASSED [ 31%]
tests/unit/experiment/test_exp_build.py::TestLoadExpFromAlignedData::test_force_continuous_override PASSED [ 31%]
tests/unit/experiment/test_exp_build.py::TestLoadExpFromAlignedData::test_bad_frames_mask PASSED [ 31%]
tests/unit/experiment/test_exp_build.py::TestLoadExpFromAlignedData::test_static_features_defaults PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExpFromAlignedData::test_static_features_override PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExpFromAlignedData::test_reconstruct_spikes_parameter PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExpFromAlignedData::test_verbose_output PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExpFromAlignedData::test_empty_features_handling PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_load_from_existing_pickle PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_force_rebuild PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_download_from_gdrive PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_download_failure PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_non_iabs_source_requires_data_path PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_save_to_pickle_option PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_custom_paths PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_root_directory_creation PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_root_not_directory PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_generic_lab_loading PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_generic_lab_multidimensional_features PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_generic_lab_scalar_warning PASSED [ 32%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_generic_lab_non_numeric_warning PASSED [ 33%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_generic_lab_save_pickle PASSED [ 33%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_generic_lab_missing_calcium PASSED [ 33%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_generic_lab_invalid_npz PASSED [ 33%]
tests/unit/experiment/test_exp_build.py::TestLoadExperiment::test_generic_lab_file_not_found PASSED [ 33%]
tests/unit/experiment/test_exp_build.py::TestPickleFunctions::test_save_and_load_pickle PASSED [ 33%]
tests/unit/experiment/test_exp_build.py::TestPickleFunctions::test_save_pickle_verbose PASSED [ 33%]
tests/unit/experiment/test_exp_build.py::TestPickleFunctions::test_load_pickle_verbose PASSED [ 33%]
tests/unit/experiment/test_exp_build.py::TestPickleFunctions::test_load_nonexistent_pickle PASSED [ 33%]
tests/unit/experiment/test_exp_build.py::TestPickleFunctions::test_save_to_invalid_path PASSED [ 33%]
tests/unit/experiment/test_exp_build.py::TestEdgeCases::test_is_garbage_edge_cases PASSED [ 33%]
tests/unit/experiment/test_exp_build.py::TestEdgeCases::test_deepcopy_behavior PASSED [ 33%]
tests/unit/experiment/test_exp_build.py::TestEdgeCases::test_large_bad_frames_list PASSED [ 33%]
tests/unit/experiment/test_neuron.py::TestNeuronInitialization::test_init_basic PASSED [ 33%]
tests/unit/experiment/test_neuron.py::TestNeuronInitialization::test_init_without_spikes PASSED [ 33%]
tests/unit/experiment/test_neuron.py::TestNeuronInitialization::test_init_with_negative_calcium PASSED [ 33%]
tests/unit/experiment/test_neuron.py::TestNeuronInitialization::test_init_with_custom_parameters PASSED [ 33%]
tests/unit/experiment/test_neuron.py::TestNeuronInitialization::test_shuffle_mask_creation PASSED [ 33%]
tests/unit/experiment/test_neuron.py::TestNeuronInitialization::test_fit_individual_t_off PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestNeuronStaticMethods::test_spike_form PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestNeuronStaticMethods::test_get_restored_calcium PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestNeuronStaticMethods::test_calcium_preprocessing PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestNeuronMethods::test_reconstruct_spikes_not_implemented PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestNeuronMethods::test_get_mad PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestNeuronMethods::test_get_snr_with_spikes PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestNeuronMethods::test_get_snr_without_spikes PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestNeuronMethods::test_calc_snr_nan_handling PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestNeuronMethods::test_fit_t_off PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestNeuronMethods::test_get_t_off_caching PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestNeuronMethods::test_get_noise_ampl_caching PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestNeuronMethods::test_fit_t_off_high_value_warning PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestCalciumShuffling::test_shuffle_calcium_roll_based PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestCalciumShuffling::test_shuffle_calcium_roll_based_with_shift PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestCalciumShuffling::test_shuffle_calcium_chunks_based PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestCalciumShuffling::test_shuffle_calcium_waveform_based PASSED [ 34%]
tests/unit/experiment/test_neuron.py::TestCalciumShuffling::test_shuffle_calcium_return_timeseries PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestCalciumShuffling::test_shuffle_calcium_unknown_method PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestSpikeShuffling::test_shuffle_spikes_no_spike_data PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestSpikeShuffling::test_shuffle_spikes_isi_based PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestSpikeShuffling::test_shuffle_spikes_isi_based_no_events PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestSpikeShuffling::test_shuffle_spikes_isi_based_multi_valued PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestSpikeShuffling::test_shuffle_spikes_return_timeseries PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestSpikeShuffling::test_shuffle_spikes_unknown_method PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestIntegration::test_wavelet_spike_inference PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestIntegration::test_neuron_with_experiment_compatibility PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestWaveletSNR::test_wavelet_snr_without_reconstruction PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestWaveletSNR::test_wavelet_snr_with_no_events PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestWaveletSNR::test_wavelet_snr_with_valid_events PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestWaveletSNR::test_wavelet_snr_caching PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestWaveletSNR::test_wavelet_snr_event_at_start PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestWaveletSNR::test_wavelet_snr_event_at_end PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestWaveletSNR::test_wavelet_snr_sparse_high_amplitude_events PASSED [ 35%]
tests/unit/experiment/test_neuron.py::TestWaveletSNR::test_wavelet_snr_dense_low_amplitude_events PASSED [ 36%]
tests/unit/experiment/test_neuron.py::TestWaveletSNR::test_wavelet_snr_insufficient_baseline PASSED [ 36%]
tests/unit/experiment/test_neuron.py::TestWaveletSNR::test_wavelet_snr_too_few_events PASSED [ 36%]
tests/unit/experiment/test_neuron.py::TestWaveletSNR::test_wavelet_snr_zero_baseline_noise PASSED [ 36%]
tests/unit/experiment/test_neuron.py::TestWaveletSNR::test_wavelet_snr_initialization_cache PASSED [ 36%]
tests/unit/experiment/test_neuron.py::TestWaveletSNR::test_wavelet_snr_realistic_values PASSED [ 36%]
tests/unit/experiment/test_neuron_amplitudes.py::TestExtractEventAmplitudes::test_extract_single_event PASSED [ 36%]
tests/unit/experiment/test_neuron_amplitudes.py::TestExtractEventAmplitudes::test_extract_multiple_events PASSED [ 36%]
tests/unit/experiment/test_neuron_amplitudes.py::TestExtractEventAmplitudes::test_event_at_start_no_baseline PASSED [ 36%]
tests/unit/experiment/test_neuron_amplitudes.py::TestExtractEventAmplitudes::test_zero_baseline PASSED [ 36%]
tests/unit/experiment/test_neuron_amplitudes.py::TestExtractEventAmplitudes::test_negative_amplitude PASSED [ 36%]
tests/unit/experiment/test_neuron_amplitudes.py::TestExtractEventAmplitudes::test_varying_baselines PASSED [ 36%]
tests/unit/experiment/test_neuron_amplitudes.py::TestAmplitudesToPointEvents::test_peak_placement PASSED [ 36%]
tests/unit/experiment/test_neuron_amplitudes.py::TestAmplitudesToPointEvents::test_start_placement PASSED [ 36%]
tests/unit/experiment/test_neuron_amplitudes.py::TestAmplitudesToPointEvents::test_multiple_events PASSED [ 36%]
tests/unit/experiment/test_neuron_amplitudes.py::TestAmplitudesToPointEvents::test_zero_amplitude_skipped PASSED [ 36%]
tests/unit/experiment/test_neuron_amplitudes.py::TestAmplitudesToPointEvents::test_overlapping_events_sum PASSED [ 36%]
tests/unit/experiment/test_neuron_amplitudes.py::TestAmplitudesToPointEvents::test_invalid_placement PASSED [ 37%]
tests/unit/experiment/test_neuron_amplitudes.py::TestAmplitudesToPointEvents::test_continuous_dtype PASSED [ 37%]
tests/unit/experiment/test_neuron_amplitudes.py::TestReconstructSpikesWithAmplitudes::test_creates_events_sp_asp PASSED [ 37%]
tests/unit/experiment/test_neuron_amplitudes.py::TestReconstructSpikesWithAmplitudes::test_asp_has_amplitudes PASSED [ 37%]
tests/unit/experiment/test_neuron_amplitudes.py::TestReconstructSpikesWithAmplitudes::test_sp_is_binary_version_of_asp PASSED [ 37%]
tests/unit/experiment/test_neuron_amplitudes.py::TestReconstructSpikesWithAmplitudes::test_no_events_case PASSED [ 37%]
tests/unit/experiment/test_neuron_amplitudes.py::TestAmplitudeUsageInMethods::test_fit_t_off_uses_asp PASSED [ 37%]
tests/unit/experiment/test_neuron_amplitudes.py::TestAmplitudeUsageInMethods::test_get_noise_ampl_uses_asp PASSED [ 37%]
tests/unit/experiment/test_neuron_amplitudes.py::TestAmplitudeUsageInMethods::test_waveform_shuffling_uses_asp PASSED [ 37%]
tests/unit/experiment/test_neuron_amplitudes.py::TestAmplitudeUsageInMethods::test_backward_compatibility_with_sp_only PASSED [ 37%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_single_spike PASSED [ 37%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_multiple_spikes PASSED [ 37%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_amplitude_weighted_spikes PASSED [ 37%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_fast_kinetics PASSED [ 37%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_slow_kinetics PASSED [ 37%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_long_signal PASSED [ 37%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_no_spikes PASSED [ 37%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_output_length_matches_input PASSED [ 38%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_dense_spike_train PASSED [ 38%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_different_parameter_combinations PASSED [ 38%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_early_spike PASSED [ 38%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_late_spike PASSED [ 38%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_error_handling_empty_array PASSED [ 38%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_error_handling_invalid_parameters PASSED [ 38%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_performance_improvement PASSED [ 38%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestFFTConvolution::test_real_calcium_imaging_scenario PASSED [ 38%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestKernelLength::test_kernel_length_500_sufficient_for_typical_kinetics PASSED [ 38%]
tests/unit/experiment/test_neuron_fft_convolution.py::TestKernelLength::test_very_slow_kinetics_edge_case PASSED [ 38%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestReconstructionR2::test_perfect_reconstruction PASSED [ 38%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestReconstructionR2::test_noisy_reconstruction PASSED [ 38%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestReconstructionR2::test_r2_caching PASSED [ 38%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestReconstructionR2::test_r2_requires_asp PASSED [ 38%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestWaveletSNR::test_wavelet_snr_positive PASSED [ 38%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestWaveletSNR::test_wavelet_snr_high_quality PASSED [ 38%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestWaveletSNR::test_wavelet_snr_low_quality PASSED [ 39%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestWaveletSNR::test_wavelet_snr_caching PASSED [ 39%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestWaveletSNR::test_wavelet_snr_requires_events PASSED [ 39%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestQualityMetricsIntegration::test_all_metrics_on_good_signal PASSED [ 39%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestQualityMetricsIntegration::test_all_metrics_on_poor_signal PASSED [ 39%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestQualityMetricsIntegration::test_metrics_consistency PASSED [ 39%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestMetricsWithWrongWaveforms::test_wrong_decay_time_degrades_metrics PASSED [ 39%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestMetricsWithWrongWaveforms::test_faster_decay_than_true PASSED [ 39%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestMetricsWithWrongWaveforms::test_slower_decay_than_true PASSED [ 39%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestMetricsWithWrongWaveforms::test_metrics_rank_waveform_quality PASSED [ 39%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestMetricsWithWrongWaveforms::test_exponential_kernel_mismatch PASSED [ 39%]
tests/unit/experiment/test_neuron_quality_metrics.py::TestMetricsWithWrongWaveforms::test_step_kernel_mismatch PASSED [ 39%]
tests/unit/experiment/test_neuron_reconstructed.py::TestNeuronReconstructedProperty::test_reconstructed_returns_none_without_spikes PASSED [ 39%]
tests/unit/experiment/test_neuron_reconstructed.py::TestNeuronReconstructedProperty::test_reconstructed_returns_timeseries PASSED [ 39%]
tests/unit/experiment/test_neuron_reconstructed.py::TestNeuronReconstructedProperty::test_reconstructed_has_correct_length PASSED [ 39%]
tests/unit/experiment/test_neuron_reconstructed.py::TestNeuronReconstructedProperty::test_reconstructed_is_cached PASSED [ 39%]
tests/unit/experiment/test_neuron_reconstructed.py::TestNeuronReconstructedProperty::test_reconstructed_uses_optimal_t_off PASSED [ 39%]
tests/unit/experiment/test_neuron_reconstructed.py::TestNeuronReconstructedProperty::test_reconstructed_is_non_negative PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestNeuronReconstructedProperty::test_reconstructed_consistent_with_asp PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestGetReconstructedMethod::test_get_reconstructed_default_same_as_property PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestGetReconstructedMethod::test_get_reconstructed_force_recomputes PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestGetReconstructedMethod::test_get_reconstructed_custom_t_off PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestGetReconstructedMethod::test_get_reconstructed_custom_t_rise PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestGetReconstructedMethod::test_get_reconstructed_custom_spike_data PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestGetReconstructedMethod::test_get_reconstructed_custom_params_not_cached PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestGetReconstructedMethod::test_get_reconstructed_returns_none_without_asp PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestGetReconstructedMethod::test_get_reconstructed_with_only_spike_data PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestReconstructedEdgeCases::test_reconstructed_empty_calcium PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestReconstructedEdgeCases::test_reconstructed_after_failed_reconstruction PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestReconstructedEdgeCases::test_get_reconstructed_invalid_parameters PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestReconstructedIntegrationWithMetrics::test_reconstructed_consistent_with_r2 PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestReconstructedIntegrationWithMetrics::test_reconstructed_consistent_with_mae PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestReconstructedIntegrationWithMetrics::test_reconstructed_consistent_with_rmse PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestReconstructedDocumentation::test_docstring_example_basic PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestReconstructedDocumentation::test_docstring_example_force_reconstruction PASSED [ 40%]
tests/unit/experiment/test_neuron_reconstructed.py::TestReconstructedDocumentation::test_docstring_example_custom_decay PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_event_only_r2_basic PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_event_only_r2_vs_standard_r2 PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_event_only_r2_different_n_mad PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_event_only_r2_insufficient_data FAILED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_event_count_basic PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_event_count_matches_asp PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_event_count_without_reconstruction PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_baseline_noise_std_basic PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_baseline_noise_std_different_thresholds PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_baseline_noise_std_very_high_threshold PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_event_snr_basic PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_event_snr_positive_for_good_signal PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_event_snr_different_thresholds PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_event_snr_no_events PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_nmae_basic PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_nmae_vs_raw_mae PASSED [ 41%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_nmae_different_thresholds PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_nrmse_basic PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_nrmse_vs_raw_rmse PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_nrmse_greater_than_nmae PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_nrmse_different_thresholds PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_quality_metrics_integration PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_quality_metrics_reasonable_ranges PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_zero_baseline_noise_raises_error PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_ca_scaler_initialized PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_reconstructed_scaled_initialized_none PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_reconstructed_scaled_auto_cached_after_reconstruct PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_reconstructed_scaled_cleared_by_clear_cached_metrics PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_get_reconstruction_scaled_basic PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_get_reconstruction_scaled_returns_cached PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_get_reconstruction_scaled_uses_scaler_transform PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_get_reconstruction_scaled_can_exceed_01_range PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_get_reconstruction_scaled_without_reconstruction_raises PASSED [ 42%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_get_reconstruction_scaled_with_custom_kinetics FAILED [ 43%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_scaled_reconstruction_auto_updated_after_new_reconstruct PASSED [ 43%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_scaled_reconstruction_auto_updated_after_get_kinetics FAILED [ 43%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_scaled_reconstruction_consistency_with_scdata PASSED [ 43%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_compute_scaled_reconstruction_helper_called PASSED [ 43%]
tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_scaled_reconstruction_documentation_example PASSED [ 43%]
tests/unit/experiment/test_spike_reconstruction.py::test_events_to_ts_array_basic PASSED [ 43%]
tests/unit/experiment/test_spike_reconstruction.py::test_events_to_ts_array_multiple_neurons PASSED [ 43%]
tests/unit/experiment/test_spike_reconstruction.py::test_events_to_ts_array_edge_cases PASSED [ 43%]
tests/unit/experiment/test_spike_reconstruction.py::test_wavelet_spike_reconstruction PASSED [ 43%]
tests/unit/experiment/test_spike_reconstruction.py::test_experiment_with_spike_reconstruction PASSED [ 43%]
tests/unit/experiment/test_spike_reconstruction.py::test_spike_reconstruction_reproducibility PASSED [ 43%]
tests/unit/experiment/test_spike_reconstruction.py::test_wavelet_numba_python_compatibility PASSED [ 43%]
tests/unit/experiment/test_spike_reconstruction_refactor.py::test_reconstruct_spikes_wavelet_method PASSED [ 43%]
tests/unit/experiment/test_spike_reconstruction_refactor.py::test_reconstruct_spikes_threshold_method PASSED [ 43%]
tests/unit/experiment/test_spike_reconstruction_refactor.py::test_reconstruct_spikes_custom_method PASSED [ 43%]
tests/unit/experiment/test_spike_reconstruction_refactor.py::test_reconstruct_spikes_invalid_method PASSED [ 43%]
tests/unit/experiment/test_spike_reconstruction_refactor.py::test_wavelet_vs_threshold_comparison PASSED [ 44%]
tests/unit/experiment/test_spike_reconstruction_refactor.py::test_experiment_integration PASSED [ 44%]
tests/unit/experiment/test_spike_reconstruction_refactor.py::test_parameter_propagation PASSED [ 44%]
tests/unit/experiment/test_wavelet_imports.py::TestWaveletModuleImports::test_import_wavelet_ridge PASSED [ 44%]
tests/unit/experiment/test_wavelet_imports.py::TestWaveletModuleImports::test_import_wavelet_event_detection PASSED [ 44%]
tests/unit/experiment/test_wavelet_imports.py::TestWaveletModuleImports::test_wavelet_modules_have_functions PASSED [ 44%]
tests/unit/experiment/test_wavelet_imports.py::TestRidgeClass::test_ridge_class_python_mode PASSED [ 44%]
tests/unit/experiment/test_wavelet_imports.py::TestRidgeClass::test_ridge_class_numba_mode PASSED [ 44%]
tests/unit/experiment/test_wavelet_imports.py::TestRidgeClass::test_ridge_container PASSED [ 44%]
tests/unit/gdrive/test_download.py::test_download PASSED                 [ 44%]
tests/unit/gdrive/test_download.py::test_download_redflag PASSED         [ 44%]
tests/unit/gdrive/test_download.py::test_download_extension PASSED       [ 44%]
tests/unit/gdrive/test_download.py::test_download_whitelist PASSED       [ 44%]
tests/unit/gdrive/test_download.py::TestGDriveModuleImports::test_import_auth PASSED [ 44%]
tests/unit/gdrive/test_download.py::TestGDriveModuleImports::test_import_upload PASSED [ 44%]
tests/unit/gdrive/test_download.py::TestGDriveModuleImports::test_import_gdrive_utils PASSED [ 44%]
tests/unit/gdrive/test_download.py::TestGDriveModuleImports::test_download_functions PASSED [ 44%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_conditional_mi_ccc_markov_chain PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_conditional_mi_ccc_common_cause PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_conditional_mi_ccd_varying_correlation PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_conditional_mi_ccd_independence PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_conditional_mi_cdc_information_reduction PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_conditional_mi_cdc_chain_rule PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_conditional_mi_cdd_xor_relationship PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_conditional_mi_cdd_interaction_effect PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_conditional_mi_edge_cases PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_conditional_mi_error_handling PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_interaction_information_redundancy_continuous PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_interaction_information_synergy_xor PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_interaction_information_independence PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_interaction_information_chain_structure PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_interaction_information_mixed_discrete_continuous PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_interaction_information_formula_consistency PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_interaction_information_andgate PASSED [ 45%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_interaction_information_unique_information PASSED [ 46%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_interaction_information_numerical_stability PASSED [ 46%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_interaction_information_perfect_synergy PASSED [ 46%]
tests/unit/information/test_conditional_mi_and_interaction.py::test_downsampling_consistency PASSED [ 46%]
tests/unit/information/test_entropy.py::test_entropy_d PASSED            [ 46%]
tests/unit/information/test_entropy.py::test_probs_to_entropy PASSED     [ 46%]
tests/unit/information/test_entropy.py::test_joint_entropy_dd PASSED     [ 46%]
tests/unit/information/test_entropy.py::test_conditional_entropy_cdd PASSED [ 46%]
tests/unit/information/test_entropy.py::test_conditional_entropy_cd PASSED [ 46%]
tests/unit/information/test_entropy.py::test_joint_entropy_cdd PASSED    [ 46%]
tests/unit/information/test_entropy.py::test_joint_entropy_cd PASSED     [ 46%]
tests/unit/information/test_entropy.py::test_edge_cases_and_errors PASSED [ 46%]
tests/unit/information/test_entropy.py::test_consistency_relationships PASSED [ 46%]
tests/unit/information/test_entropy.py::test_numerical_stability PASSED  [ 46%]
tests/unit/information/test_entropy_auto_switch.py::TestAutoSwitch::test_entropy_d_auto_switch_small PASSED [ 46%]
tests/unit/information/test_entropy_auto_switch.py::TestAutoSwitch::test_entropy_d_auto_switch_large PASSED [ 46%]
tests/unit/information/test_entropy_auto_switch.py::TestAutoSwitch::test_entropy_d_consistency_across_threshold PASSED [ 46%]
tests/unit/information/test_entropy_auto_switch.py::TestAutoSwitch::test_joint_entropy_dd_always_jit PASSED [ 46%]
tests/unit/information/test_entropy_auto_switch.py::TestAutoSwitch::test_auto_switch_correctness PASSED [ 47%]
tests/unit/information/test_entropy_jit.py::TestEntropyJIT::test_entropy_d_jit_uniform PASSED [ 47%]
tests/unit/information/test_entropy_jit.py::TestEntropyJIT::test_entropy_d_jit_deterministic PASSED [ 47%]
tests/unit/information/test_entropy_jit.py::TestEntropyJIT::test_entropy_d_jit_binary PASSED [ 47%]
tests/unit/information/test_entropy_jit.py::TestEntropyJIT::test_entropy_d_jit_single_sample PASSED [ 47%]
tests/unit/information/test_entropy_jit.py::TestEntropyJIT::test_entropy_d_jit_edge_cases PASSED [ 47%]
tests/unit/information/test_entropy_jit.py::TestEntropyJIT::test_joint_entropy_dd_jit_independent PASSED [ 47%]
tests/unit/information/test_entropy_jit.py::TestEntropyJIT::test_joint_entropy_dd_jit_dependent PASSED [ 47%]
tests/unit/information/test_entropy_jit.py::TestEntropyJIT::test_joint_entropy_dd_jit_deterministic PASSED [ 47%]
tests/unit/information/test_entropy_jit.py::TestEntropyJIT::test_joint_entropy_dd_jit_mixed_types PASSED [ 47%]
tests/unit/information/test_entropy_jit.py::TestEntropyJIT::test_joint_entropy_dd_jit_unequal_states PASSED [ 47%]
tests/unit/information/test_entropy_jit.py::TestEntropyJIT::test_joint_entropy_dd_jit_single_sample PASSED [ 47%]
tests/unit/information/test_entropy_jit.py::TestJITPerformance::test_entropy_jit_faster_than_regular PASSED [ 47%]
tests/unit/information/test_entropy_jit.py::TestJITPerformance::test_joint_entropy_jit_consistency PASSED [ 47%]
tests/unit/information/test_gcmi.py::TestGCMIDemean::test_demean_single_row PASSED [ 47%]
tests/unit/information/test_gcmi.py::TestGCMIDemean::test_demean_multiple_rows PASSED [ 47%]
tests/unit/information/test_gcmi.py::TestGCMIDemean::test_demean_with_zeros PASSED [ 47%]
tests/unit/information/test_gcmi.py::TestGCMIDemean::test_demean_constant_row PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIDemean::test_demean_numerical_stability PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIEntropy::test_ent_g_univariate_standard_normal PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIEntropy::test_ent_g_univariate_scaled PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIEntropy::test_ent_g_multivariate_independent PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIEntropy::test_ent_g_multivariate_correlated PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIEntropy::test_ent_g_bias_correction PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIEntropy::test_ent_g_deterministic PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIEntropy::test_ent_g_input_validation PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIMutualInformation::test_mi_model_gd_perfect_dependence PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIMutualInformation::test_mi_model_gd_independence PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIMutualInformation::test_mi_model_gd_multivariate PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIMutualInformation::test_mi_model_gd_different_class_sizes PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIMutualInformation::test_mi_model_gd_many_classes PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIMutualInformation::test_mi_model_gd_demeaned PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIMutualInformation::test_mi_model_gd_input_validation PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIConditionalMI::test_gccmi_ccd_chain_structure PASSED [ 48%]
tests/unit/information/test_gcmi.py::TestGCMIConditionalMI::test_gccmi_ccd_common_cause PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIConditionalMI::test_gccmi_ccd_multivariate PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIConditionalMI::test_gccmi_ccd_independence_given_z PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIConditionalMI::test_gccmi_ccd_perfect_dependence PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIConditionalMI::test_gccmi_ccd_warning_repeated_values PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIConditionalMI::test_gccmi_ccd_input_validation PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIConsistency::test_conditional_mi_ccd_consistency PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIConsistency::test_mi_model_gd_consistency PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIStability::test_numerical_stability PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIStability::test_edge_cases PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIJIT::test_ctransform_correctness_1d PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIJIT::test_ctransform_correctness_2d PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIJIT::test_copnorm_correctness_1d PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIJIT::test_copnorm_correctness_2d PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIJIT::test_edge_cases PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIJIT::test_performance_improvement PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIJIT::test_integration_with_gcmi PASSED [ 49%]
tests/unit/information/test_gcmi.py::TestGCMIJIT::test_mi_gg_jit_correctness PASSED [ 50%]
tests/unit/information/test_gcmi.py::TestGCMIJIT::test_cmi_ggg_jit_correctness PASSED [ 50%]
tests/unit/information/test_gcmi.py::TestGCMIJIT::test_gcmi_cc_jit_correctness PASSED [ 50%]
tests/unit/information/test_gcmi.py::TestGCMIJIT::test_interaction_information_jit_consistency PASSED [ 50%]
tests/unit/information/test_gcmi.py::TestGCMIJIT::test_conditional_mi_integration PASSED [ 50%]
tests/unit/information/test_gcmi.py::TestGCMIEdgeCases::test_single_sample_class PASSED [ 50%]
tests/unit/information/test_gcmi.py::TestGCMIEdgeCases::test_empty_class PASSED [ 50%]
tests/unit/information/test_gcmi.py::TestGCMIEdgeCases::test_multiple_single_sample_classes PASSED [ 50%]
tests/unit/information/test_gcmi.py::TestGCMIEdgeCases::test_bias_correction_with_small_samples PASSED [ 50%]
tests/unit/information/test_gcmi.py::test_jit_availability PASSED        [ 50%]
tests/unit/information/test_info_base_functions.py::TestGetStatsFunction::test_get_valid_function PASSED [ 50%]
tests/unit/information/test_info_base_functions.py::TestGetStatsFunction::test_get_invalid_function PASSED [ 50%]
tests/unit/information/test_info_base_functions.py::TestCalcSignalRatio::test_basic_ratio PASSED [ 50%]
tests/unit/information/test_info_base_functions.py::TestCalcSignalRatio::test_zero_off_state PASSED [ 50%]
tests/unit/information/test_info_base_functions.py::TestCalcSignalRatio::test_both_zero PASSED [ 50%]
tests/unit/information/test_info_base_functions.py::TestCalcSignalRatio::test_all_ones PASSED [ 50%]
tests/unit/information/test_info_base_functions.py::TestGetSim::test_correlation_metric PASSED [ 50%]
tests/unit/information/test_info_base_functions.py::TestGetSim::test_shift_parameter PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetSim::test_downsampling PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetSim::test_numpy_array_input PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetMI::test_independent_variables PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetMI::test_dependent_variables PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetMI::test_shift_parameter PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetMI::test_gcmi_estimator PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetMI::test_mi_multidimensional_error PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetMI::test_mi_multi_single PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetMI::test_mi_multi_single_discrete PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetMI::test_mi_multi_multi PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetMI::test_mi_multi_single_ksg_error PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetMI::test_mi_multi_single_coincidence_warning PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetMI::test_mi_multi_single_with_shift PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetMI::test_mi_multi_multi_with_shift PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGetMI::test_mi_multi_single_discrete_with_shift PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGet1DMI::test_basic_1d_mi PASSED [ 51%]
tests/unit/information/test_info_base_functions.py::TestGet1DMI::test_coincidence_check PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestGet1DMI::test_1d_mi_discrete_discrete PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestGet1DMI::test_1d_mi_discrete_continuous PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestGet1DMI::test_1d_mi_continuous_discrete PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestGet1DMI::test_1d_mi_discrete_with_shift PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestGetTDMI::test_tdmi_basic PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestGetTDMI::test_tdmi_with_nn_parameter PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestGetMultiMI::test_multi_mi_basic PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestGetMultiMI::test_multi_mi_with_shift PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestAggregateMultipleTS::test_basic_aggregation PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestAggregateMultipleTS::test_with_noise PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestAggregateMultipleTS::test_different_types PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestConditionalMI::test_chain_dependency PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestConditionalMI::test_common_cause PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestInteractionInformation::test_redundant_information PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestInteractionInformation::test_synergistic_information PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestGetSimAdditional::test_sim_discrete_continuous_av PASSED [ 52%]
tests/unit/information/test_info_base_functions.py::TestGetSimAdditional::test_sim_discrete_continuous_error PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestGetSimAdditional::test_sim_discrete_discrete_error PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestGetSimAdditional::test_sim_multidimensional_error PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestGetSimAdditional::test_sim_fast_pearsonr PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestGetSimAdditional::test_sim_spearmanr PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestGetSimAdditional::test_sim_av_non_binary_error PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestConditionalMIAdditional::test_cmi_discrete_error PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestConditionalMIAdditional::test_cmi_cdc_case PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestConditionalMIAdditional::test_cmi_cdd_case PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestTheoreticalGaussianMI::test_1d_gaussian_independent PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestTheoreticalGaussianMI::test_1d_gaussian_correlated PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestTheoreticalGaussianMI::test_multivariate_gaussian PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestTheoreticalGaussianMI::test_perfect_linear_dependence PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestTheoreticalGaussianMI::test_ksg_k_parameter_stability PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestCopulaDownsampling::test_copula_downsampling_approximation_small_ds PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestCopulaDownsampling::test_copula_downsampling_with_rapidly_varying_signal PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestCopulaDownsampling::test_copula_transformation_preserves_rank_order PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestCopulaDownsampling::test_copula_downsampling_warning_for_large_ds PASSED [ 53%]
tests/unit/information/test_info_base_functions.py::TestCopulaDownsampling::test_copula_vs_exact_for_gaussian PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesInitialization::test_init_from_numpy_array PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesInitialization::test_init_from_timeseries_list PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesInitialization::test_init_discrete_data PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesInitialization::test_init_with_labels PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesInitialization::test_init_with_downsampling PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesInitialization::test_init_mixed_lengths_error PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesInitialization::test_init_mixed_types_error PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesInitialization::test_init_with_shuffle_mask PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesInitialization::test_init_missing_discrete_param PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesInitialization::test_init_wrong_dimensions PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesProperties::test_shape_property PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesProperties::test_data_attributes PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesProperties::test_discrete_attributes PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesProperties::test_binary_properties PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesProperties::test_continuous_scaling PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesProperties::test_rescale_rows PASSED [ 54%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesEntropy::test_get_entropy_continuous PASSED [ 55%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesEntropy::test_get_entropy_discrete PASSED [ 55%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesFilter::test_filter_gaussian PASSED [ 55%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesFilter::test_filter_none PASSED [ 55%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesFilter::test_filter_discrete_warning PASSED [ 55%]
tests/unit/information/test_info_base_multitimeseries.py::TestMultiTimeSeriesFilter::test_filter_preserves_attributes PASSED [ 55%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesTypeDetection::test_define_ts_type_discrete PASSED [ 55%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesTypeDetection::test_define_ts_type_continuous PASSED [ 55%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesTypeDetection::test_define_ts_type_short_series_warning PASSED [ 55%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesTypeDetection::test_define_ts_type_ambiguous PASSED [ 55%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInitialization::test_init_continuous_auto PASSED [ 55%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInitialization::test_init_discrete_auto PASSED [ 55%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInitialization::test_init_binary_data PASSED [ 55%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInitialization::test_init_explicit_type PASSED [ 55%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInitialization::test_init_with_shuffle_mask PASSED [ 55%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInitialization::test_init_scaling PASSED [ 55%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInitialization::test_init_list_input PASSED [ 55%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInitialization::test_init_empty_dicts PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesKDTree::test_get_kdtree_first_call PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesKDTree::test_compute_kdtree PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesKDTree::test_get_kdtree_query PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesKDTree::test_compute_kdtree_query PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesEntropy::test_get_entropy_continuous PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesEntropy::test_get_entropy_discrete PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesEntropy::test_get_entropy_with_downsampling PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesEntropy::test_entropy_caching PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesProperties::test_copula_normal_transform PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesProperties::test_discrete_no_copula PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesProperties::test_non_binary_discrete PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesProperties::test_edge_case_single_value PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesFilter::test_filter_gaussian PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesFilter::test_filter_savgol PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesFilter::test_filter_wavelet PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesFilter::test_filter_none PASSED [ 56%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesFilter::test_filter_discrete_warning PASSED [ 57%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesApproximateEntropy::test_approximate_entropy_random PASSED [ 57%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesApproximateEntropy::test_approximate_entropy_periodic PASSED [ 57%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesApproximateEntropy::test_approximate_entropy_custom_r PASSED [ 57%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesApproximateEntropy::test_approximate_entropy_discrete_error PASSED [ 57%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInputValidation::test_valid_input PASSED [ 57%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInputValidation::test_invalid_data_type PASSED [ 57%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInputValidation::test_multidimensional_data PASSED [ 57%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInputValidation::test_short_series PASSED [ 57%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInputValidation::test_nan_values PASSED [ 57%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInputValidation::test_inf_values PASSED [ 57%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInputValidation::test_shuffle_mask_validation PASSED [ 57%]
tests/unit/information/test_info_base_timeseries.py::TestTimeSeriesInputValidation::test_edge_cases PASSED [ 57%]
tests/unit/information/test_info_utils.py::TestDigammaFunctions::test_py_fast_digamma_single_values PASSED [ 57%]
tests/unit/information/test_info_utils.py::TestDigammaFunctions::test_py_fast_digamma_small_values PASSED [ 57%]
tests/unit/information/test_info_utils.py::TestDigammaFunctions::test_py_fast_digamma_arr PASSED [ 57%]
tests/unit/information/test_info_utils.py::TestDigammaFunctions::test_py_fast_digamma_arr_mixed PASSED [ 57%]
tests/unit/information/test_info_utils.py::TestDigammaFunctions::test_py_fast_digamma_arr_edge_cases PASSED [ 58%]
tests/unit/information/test_info_utils.py::TestDigammaFunctions::test_py_fast_digamma_consistency PASSED [ 58%]
tests/unit/information/test_info_utils.py::TestBinaryMIScore::test_binary_mi_score_independent PASSED [ 58%]
tests/unit/information/test_info_utils.py::TestBinaryMIScore::test_binary_mi_score_perfect_dependence PASSED [ 58%]
tests/unit/information/test_info_utils.py::TestBinaryMIScore::test_binary_mi_score_single_cluster PASSED [ 58%]
tests/unit/information/test_info_utils.py::TestBinaryMIScore::test_binary_mi_score_asymmetric PASSED [ 58%]
tests/unit/information/test_info_utils.py::TestBinaryMIScore::test_binary_mi_score_sparse PASSED [ 58%]
tests/unit/information/test_info_utils.py::TestBinaryMIScore::test_binary_mi_score_numerical_stability PASSED [ 58%]
tests/unit/information/test_info_utils.py::TestBinaryMIScore::test_binary_mi_score_multiclass PASSED [ 58%]
tests/unit/information/test_info_utils.py::TestBinaryMIScore::test_binary_mi_score_empty_contingency PASSED [ 58%]
tests/unit/information/test_info_utils.py::TestBinaryMIScore::test_binary_mi_score_xor_pattern PASSED [ 58%]
tests/unit/information/test_is_binary_attribute.py::TestIsBinaryAttribute::test_continuous_timeseries_has_is_binary PASSED [ 58%]
tests/unit/information/test_is_binary_attribute.py::TestIsBinaryAttribute::test_discrete_binary_timeseries_has_is_binary PASSED [ 58%]
tests/unit/information/test_is_binary_attribute.py::TestIsBinaryAttribute::test_discrete_nonbinary_timeseries_has_is_binary PASSED [ 58%]
tests/unit/information/test_is_binary_attribute.py::TestIsBinaryAttribute::test_autodetected_continuous_has_is_binary PASSED [ 58%]
tests/unit/information/test_is_binary_attribute.py::TestIsBinaryAttribute::test_autodetected_discrete_has_is_binary PASSED [ 58%]
tests/unit/information/test_is_binary_attribute.py::TestIsBinaryAttribute::test_type_specified_continuous_has_is_binary PASSED [ 58%]
tests/unit/information/test_is_binary_attribute.py::TestIsBinaryAttribute::test_type_specified_binary_has_is_binary PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGUtilities::test_add_noise PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGUtilities::test_add_noise_amplitude PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGUtilities::test_build_tree_low_dim PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGUtilities::test_build_tree_high_dim PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGUtilities::test_build_tree_leaf_size PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGUtilities::test_query_neighbors PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGUtilities::test_count_neighbors PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGUtilities::test_count_neighbors_varying_radii PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGUtilities::test_avgdigamma_basic PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGUtilities::test_avgdigamma_with_tree PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGUtilities::test_avgdigamma_single_dimension PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGUtilities::test_default_nn_constant PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGEdgeCases::test_empty_points PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGEdgeCases::test_single_point PASSED [ 59%]
tests/unit/information/test_ksg.py::TestKSGEdgeCases::test_duplicate_points PASSED [ 59%]
tests/unit/information/test_ksg_estimators.py::TestKSGEntropy::test_entropy_uniform PASSED [ 59%]
tests/unit/information/test_ksg_estimators.py::TestKSGEntropy::test_entropy_gaussian PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGEntropy::test_entropy_multivariate PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGEntropy::test_entropy_deterministic PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGEntropy::test_entropy_base_e_vs_base_2 PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGEntropy::test_entropy_1d_reshape PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGEntropy::test_entropy_different_k PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGConditionalEntropy::test_cond_entropy_independent PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGConditionalEntropy::test_cond_entropy_deterministic PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGConditionalEntropy::test_cond_entropy_partial_dependence PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGConditionalEntropy::test_cond_entropy_multivariate PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGMutualInformation::test_mi_independent PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGMutualInformation::test_mi_perfect_dependence PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGMutualInformation::test_mi_linear_correlation PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGMutualInformation::test_mi_multivariate PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGMutualInformation::test_conditional_mi PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGMutualInformation::test_mi_with_precomputed_trees PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGMutualInformation::test_mi_base_conversion PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestKSGMutualInformation::test_mi_assertion_errors PASSED [ 60%]
tests/unit/information/test_ksg_estimators.py::TestLNCCorrection::test_lnc_uniform_data PASSED [ 61%]
tests/unit/information/test_ksg_estimators.py::TestLNCCorrection::test_lnc_clustered_data PASSED [ 61%]
tests/unit/information/test_ksg_estimators.py::TestLNCCorrection::test_lnc_different_alpha PASSED [ 61%]
tests/unit/information/test_ksg_estimators.py::TestLNCCorrection::test_lnc_with_mi_estimation PASSED [ 61%]
tests/unit/information/test_ksg_estimators.py::TestHelperFunctions::test_build_tree PASSED [ 61%]
tests/unit/information/test_ksg_estimators.py::TestHelperFunctions::test_py_fast_digamma PASSED [ 61%]
tests/unit/information/test_ksg_estimators.py::TestKSGMixedType::test_nonparam_mi_cd_basic PASSED [ 61%]
tests/unit/information/test_ksg_estimators.py::TestKSGMixedType::test_nonparam_mi_cd_independent PASSED [ 61%]
tests/unit/information/test_ksg_estimators.py::TestKSGMixedType::test_nonparam_mi_dc_symmetry PASSED [ 61%]
tests/unit/information/test_ksg_estimators.py::TestKSGMixedType::test_comparison_with_gcmi PASSED [ 61%]
tests/unit/information/test_ksg_estimators.py::TestKSGMixedType::test_multidimensional_continuous PASSED [ 61%]
tests/unit/information/test_ksg_estimators.py::TestKSGMixedType::test_edge_cases PASSED [ 61%]
tests/unit/information/test_ksg_lnc_alpha.py::TestLNCAlphaSelection::test_exact_alpha_lookup PASSED [ 61%]
tests/unit/information/test_ksg_lnc_alpha.py::TestLNCAlphaSelection::test_interpolation PASSED [ 61%]
tests/unit/information/test_ksg_lnc_alpha.py::TestLNCAlphaSelection::test_extrapolation_low_d PASSED [ 61%]
tests/unit/information/test_ksg_lnc_alpha.py::TestLNCAlphaSelection::test_extrapolation_high_d PASSED [ 61%]
tests/unit/information/test_ksg_lnc_alpha.py::TestLNCAlphaSelection::test_nearest_k PASSED [ 61%]
tests/unit/information/test_ksg_lnc_alpha.py::TestLNCAlphaSelection::test_mi_with_auto_alpha PASSED [ 62%]
tests/unit/information/test_ksg_lnc_alpha.py::TestLNCAlphaSelection::test_conditional_mi_with_auto_alpha PASSED [ 62%]
tests/unit/information/test_ksg_lnc_alpha.py::TestAlphaBackwardCompatibility::test_default_alpha_changed PASSED [ 62%]
tests/unit/information/test_ksg_lnc_alpha.py::TestAlphaBackwardCompatibility::test_explicit_alpha_still_works PASSED [ 62%]
tests/unit/information/test_time_series_types.py::TestTimeSeriesTypeDetection::test_timeline_detection PASSED [ 62%]
tests/unit/information/test_time_series_types.py::TestTimeSeriesTypeDetection::test_binary_detection PASSED [ 62%]
tests/unit/information/test_time_series_types.py::TestTimeSeriesTypeDetection::test_categorical_detection PASSED [ 62%]
tests/unit/information/test_time_series_types.py::TestTimeSeriesTypeDetection::test_count_data_detection PASSED [ 62%]
tests/unit/information/test_time_series_types.py::TestTimeSeriesTypeDetection::test_continuous_linear_detection PASSED [ 62%]
tests/unit/information/test_time_series_types.py::TestTimeSeriesTypeDetection::test_circular_detection_with_ranges PASSED [ 62%]
tests/unit/information/test_time_series_types.py::TestTimeSeriesTypeDetection::test_circular_detection_with_wraparound PASSED [ 62%]
tests/unit/information/test_time_series_types.py::TestTimeSeriesTypeDetection::test_context_aware_detection PASSED [ 62%]
tests/unit/information/test_time_series_types.py::TestTimeSeriesTypeDetection::test_edge_cases PASSED [ 62%]
tests/unit/information/test_time_series_types.py::TestTimeSeriesTypeDetection::test_mixed_ambiguous_data PASSED [ 62%]
tests/unit/information/test_time_series_types.py::TestBackwardCompatibility::test_is_discrete_time_series PASSED [ 62%]
tests/unit/information/test_time_series_types.py::TestBackwardCompatibility::test_legacy_detect_ts_type PASSED [ 62%]
tests/unit/information/test_time_series_types.py::TestStatisticalProperties::test_extract_properties_basic PASSED [ 62%]
tests/unit/information/test_time_series_types.py::TestStatisticalProperties::test_extract_properties_entropy PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestStatisticalProperties::test_extract_properties_gaps PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestCircularDetection::test_detect_circular_by_range PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestCircularDetection::test_detect_circular_by_name PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestCircularDetection::test_detect_circular_wraparound PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestPeriodicityDetection::test_detect_periodicity_autocorrelation PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestPeriodicityDetection::test_detect_periodicity_fourier PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestSubtypeDetection::test_discrete_subtypes PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestSubtypeDetection::test_continuous_subtypes PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestIntegrationWithTimeSeries::test_timeseries_auto_detection PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestIntegrationWithTimeSeries::test_timeseries_legacy_method PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestAmbiguousTypeDetection::test_ambiguous_explicit_specification PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestAmbiguousTypeDetection::test_no_warning_when_forced PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestAmbiguousTypeDetection::test_string_shortcuts PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestAmbiguousTypeDetection::test_auto_detected_ambiguous PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestAmbiguousTypeDetection::test_ambiguous_properties PASSED [ 63%]
tests/unit/information/test_time_series_types.py::TestAmbiguousTypeDetection::test_ambiguous_discrete_noise PASSED [ 63%]
tests/unit/integration/test_manifold_analysis_coverage.py::TestManifoldAnalysisCoverage::test_functional_organization_with_full_selectivity PASSED [ 64%]
tests/unit/integration/test_manifold_analysis_coverage.py::TestManifoldAnalysisCoverage::test_functional_organization_no_significance_tables PASSED [ 64%]
tests/unit/integration/test_manifold_analysis_coverage.py::TestManifoldAnalysisCoverage::test_functional_organization_missing_metadata PASSED [ 64%]
tests/unit/integration/test_manifold_analysis_coverage.py::TestManifoldAnalysisCoverage::test_compare_embeddings_with_missing_neuron_participation PASSED [ 64%]
tests/unit/integration/test_manifold_analysis_coverage.py::TestManifoldAnalysisCoverage::test_compare_embeddings_empty_neuron_sets PASSED [ 64%]
tests/unit/integration/test_manifold_analysis_coverage.py::TestManifoldAnalysisCoverage::test_compare_embeddings_single_method_warning PASSED [ 64%]
tests/unit/integration/test_manifold_analysis_coverage.py::TestManifoldAnalysisCoverage::test_functional_organization_with_clusters PASSED [ 64%]
tests/unit/integration/test_manifold_analysis_coverage.py::TestManifoldAnalysisCoverage::test_create_embedding_edge_cases PASSED [ 64%]
tests/unit/integration/test_manifold_analysis_coverage.py::TestManifoldAnalysisCoverage::test_functional_organization_spike_data PASSED [ 64%]
tests/unit/intense/test_disentanglement.py::test_disentangle_pair_redundant PASSED [ 64%]
tests/unit/intense/test_disentanglement.py::test_disentangle_pair_redundant_verbose PASSED [ 64%]
tests/unit/intense/test_disentanglement.py::test_disentangle_pair_synergistic PASSED [ 64%]
tests/unit/intense/test_disentanglement.py::test_disentangle_pair_undistinguishable PASSED [ 64%]
tests/unit/intense/test_disentanglement.py::test_disentangle_pair_zero_mi PASSED [ 64%]
tests/unit/intense/test_disentanglement.py::test_disentangle_pair_dominant_feature PASSED [ 64%]
tests/unit/intense/test_disentanglement.py::test_disentangle_pair_downsampling PASSED [ 64%]
tests/unit/intense/test_disentanglement.py::test_disentangle_pair_discrete PASSED [ 64%]
tests/unit/intense/test_disentanglement.py::test_disentangle_all_selectivities_basic[medium] PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_disentangle_all_selectivities_cell_bunch[medium] PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_disentangle_all_selectivities_with_significance[small] PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_disentangle_all_selectivities_multifeature[small] PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_disentangle_all_selectivities_empty_neurons[small] PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_disentangle_all_selectivities_error_handling[small] PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_create_multifeature_map_valid[small] PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_create_multifeature_map_invalid[small] PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_create_multifeature_map_empty[small] PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_get_disentanglement_summary_basic PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_get_disentanglement_summary_with_significance PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_get_disentanglement_summary_empty PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_get_disentanglement_summary_redundant PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_disentangle_pair_short_timeseries PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_disentangle_pair_identical_timeseries PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_disentangle_pair_constant_timeseries PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_disentangle_pair_mixed_discrete_continuous PASSED [ 65%]
tests/unit/intense/test_disentanglement.py::test_disentangle_pair_high_downsampling PASSED [ 66%]
tests/unit/intense/test_disentanglement.py::test_default_multifeature_map PASSED [ 66%]
tests/unit/intense/test_intense.py::test_stage1 PASSED                   [ 66%]
tests/unit/intense/test_intense.py::test_two_stage PASSED                [ 66%]
tests/unit/intense/test_intense.py::test_mixed_dimensions PASSED         [ 66%]
tests/unit/intense/test_intense.py::test_mirror PASSED                   [ 66%]
tests/unit/intense/test_intense.py::test_two_stage_corr PASSED           [ 66%]
tests/unit/intense/test_intense.py::test_two_stage_avsignal PASSED       [ 66%]
tests/unit/intense/test_intense.py::test_calculate_optimal_delays PASSED [ 66%]
tests/unit/intense/test_intense.py::test_validate_time_series_bunches_empty PASSED [ 66%]
tests/unit/intense/test_intense.py::test_validate_metric PASSED          [ 66%]
tests/unit/intense/test_intense.py::test_validate_common_parameters PASSED [ 66%]
tests/unit/intense/test_intense.py::test_multicomp_correction PASSED     [ 66%]
tests/unit/intense/test_intense.py::test_intense_results PASSED          [ 66%]
tests/unit/intense/test_intense.py::test_stats_functions PASSED          [ 66%]
tests/unit/intense/test_intense.py::test_get_table_of_stats PASSED       [ 66%]
tests/unit/intense/test_intense.py::test_merge_stage_stats PASSED        [ 66%]
tests/unit/intense/test_intense.py::test_merge_stage_significance PASSED [ 66%]
tests/unit/intense/test_intense.py::test_scan_pairs PASSED               [ 67%]
tests/unit/intense/test_intense.py::test_scan_pairs_router PASSED        [ 67%]
tests/unit/intense/test_intense.py::test_intenseresults_save_load PASSED [ 67%]
tests/unit/intense/test_intense.py::test_validate_common_parameters_edge_cases PASSED [ 67%]
tests/unit/intense/test_intense.py::test_validate_metric_scipy_functions PASSED [ 67%]
tests/unit/intense/test_intense.py::test_get_mi_distr_pvalue_edge_cases PASSED [ 67%]
tests/unit/intense/test_intense.py::test_validate_time_series_bunches_mixed_dimensions PASSED [ 67%]
tests/unit/intense/test_intense.py::test_get_multicomp_correction_fdr PASSED [ 67%]
tests/unit/intense/test_intense.py::test_compute_cell_feat_significance_integration PASSED [ 67%]
tests/unit/intense/test_intense.py::test_stats_not_empty_stage2 PASSED   [ 67%]
tests/unit/intense/test_intense.py::test_parallel_mi_equality PASSED     [ 67%]
tests/unit/intense/test_intense.py::test_parallel_router PASSED          [ 67%]
tests/unit/intense/test_intense.py::test_optimal_delays_parallel PASSED  [ 67%]
tests/unit/intense/test_intense.py::test_criterion1_edge_cases PASSED    [ 67%]
tests/unit/intense/test_intense.py::test_criterion2_edge_cases PASSED    [ 67%]
tests/unit/intense/test_intense.py::test_compute_me_stats_stage2_only PASSED [ 67%]
tests/unit/intense/test_intense.py::test_correlation_detection_scaled[scaled_correlated_ts0] PASSED [ 67%]
tests/unit/intense/test_intense.py::test_correlation_detection_scaled[scaled_correlated_ts1] PASSED [ 68%]
tests/unit/intense/test_intense.py::test_correlation_detection_scaled[scaled_correlated_ts2] PASSED [ 68%]
tests/unit/intense/test_intense.py::test_get_calcium_feature_me_profile_cbunch_fbunch PASSED [ 68%]
tests/unit/intense/test_intense.py::test_intense_handles_no_significant_neurons PASSED [ 68%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_compute_cell_feat_significance_with_disentanglement_fast PASSED [ 68%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_compute_cell_feat_significance_continuous_fast[small] PASSED [ 68%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_compute_feat_feat_significance_fast[small] PASSED [ 68%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_compute_cell_cell_significance_fast[small] PASSED [ 68%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_mixed_selectivity_generation_fast PASSED [ 68%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_disentanglement_minimal PASSED [ 68%]
tests/unit/intense/test_intense_pipelines_optimized.py::TestEdgeCasesFast::test_empty_cell_bunch PASSED [ 68%]
tests/unit/intense/test_intense_pipelines_optimized.py::TestEdgeCasesFast::test_single_neuron PASSED [ 68%]
tests/unit/intense/test_intense_pipelines_optimized.py::TestEdgeCasesFast::test_single_feature PASSED [ 68%]
tests/unit/intense/test_intense_pipelines_optimized.py::TestPerformanceBenchmarks::test_all_functions_under_5s PASSED [ 68%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_compute_cell_cell_significance_comprehensive PASSED [ 68%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_compute_cell_cell_significance_with_spikes PASSED [ 68%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_compute_cell_cell_significance_error_cases PASSED [ 68%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_compute_embedding_selectivity_basic PASSED [ 69%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_compute_embedding_selectivity_multiple_methods PASSED [ 69%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_compute_embedding_selectivity_error_cases PASSED [ 69%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_compute_feat_feat_significance_edge_cases PASSED [ 69%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_compute_cell_feat_significance_error_paths PASSED [ 69%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_disentanglement_with_asymmetric_features PASSED [ 69%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_intense_with_ksg_estimator PASSED [ 69%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_intense_ksg_with_different_feature_types[small] PASSED [ 69%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_intense_ksg_with_different_feature_types[medium] PASSED [ 69%]
tests/unit/intense/test_intense_pipelines_optimized.py::test_intense_ksg_with_different_feature_types[large] PASSED [ 69%]
tests/unit/intense/test_plot_shadowed_groups.py::TestPlotShadowedGroups::test_single_group PASSED [ 69%]
tests/unit/intense/test_plot_shadowed_groups.py::TestPlotShadowedGroups::test_multiple_groups PASSED [ 69%]
tests/unit/intense/test_plot_shadowed_groups.py::TestPlotShadowedGroups::test_no_ones PASSED [ 69%]
tests/unit/intense/test_plot_shadowed_groups.py::TestPlotShadowedGroups::test_all_ones PASSED [ 69%]
tests/unit/intense/test_plot_shadowed_groups.py::TestPlotShadowedGroups::test_custom_label PASSED [ 69%]
tests/unit/intense/test_plot_shadowed_groups.py::TestPlotShadowedGroups::test_scaled_xvals PASSED [ 69%]
tests/unit/intense/test_plot_shadowed_groups.py::TestPlotShadowedGroups::test_empty_series PASSED [ 69%]
tests/unit/intense/test_plot_shadowed_groups.py::TestPlotShadowedGroups::test_single_element PASSED [ 70%]
tests/unit/intense/test_plot_shadowed_groups.py::TestPlotShadowedGroups::test_default_parameters PASSED [ 70%]
tests/unit/intense/test_stats.py::test_chebyshev_ineq PASSED             [ 70%]
tests/unit/intense/test_stats.py::test_get_lognormal_p PASSED            [ 70%]
tests/unit/intense/test_stats.py::test_get_gamma_p PASSED                [ 70%]
tests/unit/intense/test_stats.py::test_get_distribution_function PASSED  [ 70%]
tests/unit/intense/test_stats.py::test_get_mi_distr_pvalue PASSED        [ 70%]
tests/unit/intense/test_stats.py::test_get_mask PASSED                   [ 70%]
tests/unit/intense/test_stats.py::test_stats_not_empty PASSED            [ 70%]
tests/unit/intense/test_stats.py::test_criterion1 PASSED                 [ 70%]
tests/unit/intense/test_stats.py::test_criterion2 PASSED                 [ 70%]
tests/unit/intense/test_stats.py::test_get_all_nonempty_pvals PASSED     [ 70%]
tests/unit/intense/test_stats.py::test_get_table_of_stats PASSED         [ 70%]
tests/unit/intense/test_stats.py::test_merge_stage_stats PASSED          [ 70%]
tests/unit/intense/test_stats.py::test_merge_stage_significance PASSED   [ 70%]
tests/unit/intense/test_stats.py::test_edge_cases_and_numerical_stability PASSED [ 70%]
tests/unit/intense/test_stats.py::test_distribution_fitting_edge_cases PASSED [ 70%]
tests/unit/intense/test_visual_is_binary_fix.py::TestPlotNeuronFeatureDensityWithRealTimeSeries::test_continuous_feature_no_attribute_error PASSED [ 71%]
tests/unit/intense/test_visual_is_binary_fix.py::TestPlotNeuronFeatureDensityWithRealTimeSeries::test_binary_feature_works PASSED [ 71%]
tests/unit/intense/test_visual_is_binary_fix.py::TestPlotNeuronFeatureDensityWithRealTimeSeries::test_autodetected_continuous_feature PASSED [ 71%]
tests/unit/network/test_drawing.py::TestDegreeDistribution::test_draw_degree_distr_undirected PASSED [ 71%]
tests/unit/network/test_drawing.py::TestDegreeDistribution::test_draw_degree_distr_directed PASSED [ 71%]
tests/unit/network/test_drawing.py::TestDegreeDistribution::test_draw_degree_distr_cumulative PASSED [ 71%]
tests/unit/network/test_drawing.py::TestDegreeDistribution::test_draw_degree_distr_loglog PASSED [ 71%]
tests/unit/network/test_drawing.py::TestDegreeDistribution::test_draw_degree_distr_single_node_network PASSED [ 71%]
tests/unit/network/test_drawing.py::TestSpectrum::test_draw_spectrum_adjacency PASSED [ 71%]
tests/unit/network/test_drawing.py::TestSpectrum::test_draw_spectrum_laplacian PASSED [ 71%]
tests/unit/network/test_drawing.py::TestSpectrum::test_draw_spectrum_custom_colors PASSED [ 71%]
tests/unit/network/test_drawing.py::TestSpectrum::test_draw_spectrum_nbins PASSED [ 71%]
tests/unit/network/test_drawing.py::TestNetworkDrawing::test_draw_net_basic PASSED [ 71%]
tests/unit/network/test_drawing.py::TestNetworkDrawing::test_draw_net_with_colors PASSED [ 71%]
tests/unit/network/test_drawing.py::TestNetworkDrawing::test_draw_net_with_sizes PASSED [ 71%]
tests/unit/network/test_drawing.py::TestNetworkDrawing::test_draw_net_directed PASSED [ 71%]
tests/unit/network/test_drawing.py::TestNetworkDrawing::test_draw_net_single_node PASSED [ 71%]
tests/unit/network/test_drawing.py::TestShowMat::test_show_mat_adjacency PASSED [ 72%]
tests/unit/network/test_drawing.py::TestShowMat::test_show_mat_laplacian PASSED [ 72%]
tests/unit/network/test_drawing.py::TestShowMat::test_show_mat_directed PASSED [ 72%]
tests/unit/network/test_drawing.py::TestShowMat::test_show_mat_binary PASSED [ 72%]
tests/unit/network/test_drawing.py::TestLEMEmbedding::test_plot_lem_2d PASSED [ 72%]
tests/unit/network/test_drawing.py::TestLEMEmbedding::test_plot_lem_3d PASSED [ 72%]
tests/unit/network/test_drawing.py::TestLEMEmbedding::test_plot_lem_with_colors PASSED [ 72%]
tests/unit/network/test_drawing.py::TestLEMEmbedding::test_plot_lem_disconnected PASSED [ 72%]
tests/unit/network/test_drawing.py::TestEdgeCases::test_single_node PASSED [ 72%]
tests/unit/network/test_drawing.py::TestEdgeCases::test_self_loops PASSED [ 72%]
tests/unit/network/test_graph_utils.py::TestGetGiantCC::test_fully_connected_graph PASSED [ 72%]
tests/unit/network/test_graph_utils.py::TestGetGiantCC::test_disconnected_graph PASSED [ 72%]
tests/unit/network/test_graph_utils.py::TestGetGiantCC::test_directed_graph PASSED [ 72%]
tests/unit/network/test_graph_utils.py::TestGetGiantCC::test_single_node_graph PASSED [ 72%]
tests/unit/network/test_graph_utils.py::TestGetGiantCC::test_empty_graph PASSED [ 72%]
tests/unit/network/test_graph_utils.py::TestGetGiantCC::test_karate_club_example PASSED [ 72%]
tests/unit/network/test_graph_utils.py::TestGetGiantSCC::test_strongly_connected_graph PASSED [ 72%]
tests/unit/network/test_graph_utils.py::TestGetGiantSCC::test_multiple_sccs PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestGetGiantSCC::test_undirected_graph_error PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestGetGiantSCC::test_docstring_example PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestGetGiantSCC::test_empty_directed_graph PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveSelfloops::test_remove_single_selfloop PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveSelfloops::test_remove_multiple_selfloops PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveSelfloops::test_directed_graph_selfloops PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveSelfloops::test_no_selfloops PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveSelfloops::test_original_graph_unchanged PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveIsolatesAndSelfloops::test_remove_both PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveIsolatesAndSelfloops::test_node_with_only_selfloop PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveIsolatesAndSelfloops::test_directed_graph PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveIsolatesAndSelfloops::test_docstring_example PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveIsolates::test_remove_single_isolate PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveIsolates::test_remove_multiple_isolates PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveIsolates::test_no_isolates PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveIsolates::test_all_isolates PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveIsolates::test_selfloop_not_isolated PASSED [ 73%]
tests/unit/network/test_graph_utils.py::TestRemoveIsolates::test_docstring_example PASSED [ 74%]
tests/unit/network/test_graph_utils.py::TestSmallWorldIndex::test_small_world_network PASSED [ 74%]
tests/unit/network/test_graph_utils.py::TestSmallWorldIndex::test_regular_lattice PASSED [ 74%]
tests/unit/network/test_graph_utils.py::TestSmallWorldIndex::test_random_graph PASSED [ 74%]
tests/unit/network/test_graph_utils.py::TestSmallWorldIndex::test_disconnected_graph_error PASSED [ 74%]
tests/unit/network/test_graph_utils.py::TestSmallWorldIndex::test_directed_graph_error PASSED [ 74%]
tests/unit/network/test_graph_utils.py::TestSmallWorldIndex::test_maslov_sneppen_not_implemented PASSED [ 74%]
tests/unit/network/test_graph_utils.py::TestSmallWorldIndex::test_zero_nrand PASSED [ 74%]
tests/unit/network/test_graph_utils.py::TestSmallWorldIndex::test_docstring_example PASSED [ 74%]
tests/unit/network/test_gromov_hyperbolicity.py::TestGromovHyperbolicity::test_tree_hyperbolicity PASSED [ 74%]
tests/unit/network/test_gromov_hyperbolicity.py::TestGromovHyperbolicity::test_cycle_hyperbolicity PASSED [ 74%]
tests/unit/network/test_gromov_hyperbolicity.py::TestGromovHyperbolicity::test_complete_graph_hyperbolicity PASSED [ 74%]
tests/unit/network/test_gromov_hyperbolicity.py::TestGromovHyperbolicity::test_grid_hyperbolicity PASSED [ 74%]
tests/unit/network/test_gromov_hyperbolicity.py::TestGromovHyperbolicity::test_return_list_option PASSED [ 74%]
tests/unit/network/test_gromov_hyperbolicity.py::TestGromovHyperbolicity::test_no_networkx_graph_error PASSED [ 74%]
tests/unit/network/test_gromov_hyperbolicity.py::TestGromovHyperbolicity::test_directed_graph PASSED [ 74%]
tests/unit/network/test_gromov_hyperbolicity.py::TestGromovHyperbolicity::test_small_graph_samples PASSED [ 74%]
tests/unit/network/test_gromov_hyperbolicity.py::TestGromovHyperbolicity::test_disconnected_graph_error PASSED [ 75%]
tests/unit/network/test_matrix_utils.py::TestMatrixUtilsBranching::test_is_sparse PASSED [ 75%]
tests/unit/network/test_matrix_utils.py::TestMatrixUtilsBranching::test_get_laplacian PASSED [ 75%]
tests/unit/network/test_matrix_utils.py::TestMatrixUtilsBranching::test_get_inv_sqrt_diag_matrix PASSED [ 75%]
tests/unit/network/test_matrix_utils.py::TestMatrixUtilsBranching::test_get_norm_laplacian PASSED [ 75%]
tests/unit/network/test_matrix_utils.py::TestMatrixUtilsBranching::test_get_inv_diag_matrix PASSED [ 75%]
tests/unit/network/test_matrix_utils.py::TestMatrixUtilsBranching::test_get_trans_matrix PASSED [ 75%]
tests/unit/network/test_matrix_utils.py::TestMatrixUtilsBranching::test_get_rw_laplacian PASSED [ 75%]
tests/unit/network/test_matrix_utils.py::TestMatrixUtilsBranching::test_get_symmetry_index PASSED [ 75%]
tests/unit/network/test_matrix_utils.py::TestMatrixUtilsBranching::test_isolated_nodes_handling PASSED [ 75%]
tests/unit/network/test_matrix_utils.py::TestMatrixUtilsBranching::test_type_preservation PASSED [ 75%]
tests/unit/network/test_matrix_utils.py::TestMatrixUtilsBranching::test_different_sparse_formats PASSED [ 75%]
tests/unit/network/test_network.py::test_init_from_adj PASSED            [ 75%]
tests/unit/network/test_network.py::test_init_from_graph PASSED          [ 75%]
tests/unit/network/test_network.py::test_remove_isolates PASSED          [ 75%]
tests/unit/network/test_network.py::test_take_giant_cс PASSED            [ 75%]
tests/unit/network/test_network.py::test_take_giant_scc PASSED           [ 75%]
tests/unit/network/test_network.py::test_diagonalize PASSED              [ 76%]
tests/unit/network/test_network.py::test_assign_random_weights PASSED    [ 76%]
tests/unit/network/test_network.py::test_matrix_utils_edge_cases PASSED  [ 76%]
tests/unit/network/test_network.py::test_turn_to_partially_directed_weighted PASSED [ 76%]
tests/unit/network/test_network.py::TestNetworkModuleImports::test_import_drawing PASSED [ 76%]
tests/unit/network/test_network.py::TestNetworkModuleImports::test_import_quantum PASSED [ 76%]
tests/unit/network/test_network.py::TestNetworkModuleImports::test_import_spectral PASSED [ 76%]
tests/unit/network/test_network.py::TestNetworkModuleImports::test_import_randomization PASSED [ 76%]
tests/unit/network/test_network.py::TestHelperFunctions::test_check_matrix_type_valid PASSED [ 76%]
tests/unit/network/test_network.py::TestHelperFunctions::test_check_matrix_type_invalid PASSED [ 76%]
tests/unit/network/test_network.py::TestHelperFunctions::test_check_adjacency_valid PASSED [ 76%]
tests/unit/network/test_network.py::TestHelperFunctions::test_check_adjacency_invalid PASSED [ 76%]
tests/unit/network/test_network.py::TestHelperFunctions::test_check_directed_valid PASSED [ 76%]
tests/unit/network/test_network.py::TestHelperFunctions::test_check_directed_invalid PASSED [ 76%]
tests/unit/network/test_network.py::TestHelperFunctions::test_check_weights_and_directions PASSED [ 76%]
tests/unit/network/test_network.py::TestHelperFunctions::test_select_construction_pipeline PASSED [ 76%]
tests/unit/network/test_network.py::TestNetworkInitialization::test_init_with_node_attributes PASSED [ 76%]
tests/unit/network/test_network.py::TestNetworkInitialization::test_init_without_nx_graph_creation PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkInitialization::test_init_with_preprocessing_none PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkInitialization::test_init_invalid_preprocessing PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkInitialization::test_directed_detection PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkInitialization::test_weighted_detection PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkMethods::test_is_connected PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkMethods::test_get_degree_distr PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkMethods::test_randomize_methods PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkMethods::test_get_node_degrees PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkMethods::test_get_matrix_caching PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkMethods::test_diagonalize_methods PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkMethods::test_calculate_ipr PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkMethods::test_calculate_z_values PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkMethods::test_thermodynamic_methods PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkMethods::test_thermodynamic_directed_network PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkMethods::test_estrada_methods PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkMethods::test_localization_signatures PASSED [ 77%]
tests/unit/network/test_network.py::TestNetworkMethods::test_construct_lem_embedding PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkMethods::test_construct_lem_embedding_directed_error PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkMethods::test_construct_lem_embedding_disconnected_error PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkEdgeCases::test_graph_with_selfloops PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkEdgeCases::test_isolated_nodes_in_connected_component PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkEdgeCases::test_complex_eigenvalues_directed PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkEdgeCases::test_invalid_matrix_mode PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkEdgeCases::test_degree_distribution_edge_cases PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkEdgeCases::test_node_degrees_uniform_case PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkEdgeCases::test_diagonalize_errors PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkEdgeCases::test_diagonalize_laplacian_components PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkEdgeCases::test_complex_eigenvectors_undirected_error PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkWithRealGraphs::test_karate_club_network PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkWithRealGraphs::test_directed_graph_from_nx PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkWithRealGraphs::test_weighted_graph_from_nx PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkWithRealGraphs::test_network_with_node_positions PASSED [ 78%]
tests/unit/network/test_network.py::TestNetworkWithRealGraphs::test_preprocessing_with_verbose_output PASSED [ 78%]
tests/unit/network/test_network.py::TestCheckWeightsAndDirections::test_sparse_matrix_unweighted_undirected_valid PASSED [ 79%]
tests/unit/network/test_network.py::TestCheckWeightsAndDirections::test_sparse_matrix_weighted_mismatch PASSED [ 79%]
tests/unit/network/test_network.py::TestCheckWeightsAndDirections::test_sparse_matrix_directed_mismatch PASSED [ 79%]
tests/unit/network/test_network.py::TestCheckWeightsAndDirections::test_dense_matrix_valid PASSED [ 79%]
tests/unit/network/test_network.py::TestCheckWeightsAndDirections::test_symmetric_but_marked_directed PASSED [ 79%]
tests/unit/network/test_network.py::TestCheckWeightsAndDirections::test_unweighted_but_marked_weighted PASSED [ 79%]
tests/unit/network/test_network.py::TestCheckWeightsAndDirections::test_sparse_efficiency_no_conversion PASSED [ 79%]
tests/unit/network/test_network.py::TestCalculateDirectionalityFraction::test_fully_symmetric_matrix PASSED [ 79%]
tests/unit/network/test_network.py::TestCalculateDirectionalityFraction::test_fully_directed_matrix PASSED [ 79%]
tests/unit/network/test_network.py::TestCalculateDirectionalityFraction::test_weighted_asymmetric_edges PASSED [ 79%]
tests/unit/network/test_network.py::TestCalculateDirectionalityFraction::test_partially_directed_matrix PASSED [ 79%]
tests/unit/network/test_network.py::TestCalculateDirectionalityFraction::test_sparse_matrix_efficiency PASSED [ 79%]
tests/unit/network/test_network.py::TestCalculateDirectionalityFraction::test_empty_graph PASSED [ 79%]
tests/unit/network/test_network.py::TestCalculateDirectionalityFraction::test_self_loops_ignored PASSED [ 79%]
tests/unit/network/test_network.py::TestCalculateDirectionalityFraction::test_tolerance_in_weight_comparison PASSED [ 79%]
tests/unit/network/test_partial_directions.py::TestPartialDirections::test_calculate_directionality_fraction_undirected PASSED [ 79%]
tests/unit/network/test_partial_directions.py::TestPartialDirections::test_calculate_directionality_fraction_directed PASSED [ 79%]
tests/unit/network/test_partial_directions.py::TestPartialDirections::test_calculate_directionality_fraction_partial PASSED [ 80%]
tests/unit/network/test_partial_directions.py::TestPartialDirections::test_calculate_directionality_fraction_empty PASSED [ 80%]
tests/unit/network/test_partial_directions.py::TestPartialDirections::test_calculate_directionality_fraction_self_loops PASSED [ 80%]
tests/unit/network/test_partial_directions.py::TestPartialDirections::test_select_construction_pipeline_with_adj PASSED [ 80%]
tests/unit/network/test_partial_directions.py::TestPartialDirections::test_select_construction_pipeline_with_graph PASSED [ 80%]
tests/unit/network/test_partial_directions.py::TestPartialDirections::test_network_init_with_partial_directions PASSED [ 80%]
tests/unit/network/test_partial_directions.py::TestPartialDirections::test_network_init_override_directionality PASSED [ 80%]
tests/unit/network/test_partial_directions.py::TestPartialDirections::test_backward_compatibility PASSED [ 80%]
tests/unit/network/test_partial_directions.py::TestPartialDirections::test_real_world_network_constraint PASSED [ 80%]
tests/unit/network/test_partial_directions.py::TestPartialDirections::test_complex_partial_graph PASSED [ 80%]
tests/unit/network/test_quantum.py::TestRenyiDivergence::test_identical_states PASSED [ 80%]
tests/unit/network/test_quantum.py::TestRenyiDivergence::test_orthogonal_pure_states PASSED [ 80%]
tests/unit/network/test_quantum.py::TestRenyiDivergence::test_classical_states PASSED [ 80%]
tests/unit/network/test_quantum.py::TestRenyiDivergence::test_q_equals_one PASSED [ 80%]
tests/unit/network/test_quantum.py::TestRenyiDivergence::test_invalid_q PASSED [ 80%]
tests/unit/network/test_quantum.py::TestRenyiDivergence::test_mixed_states PASSED [ 80%]
tests/unit/network/test_quantum.py::TestGetDensityMatrix::test_complete_graph PASSED [ 80%]
tests/unit/network/test_quantum.py::TestGetDensityMatrix::test_path_graph PASSED [ 80%]
tests/unit/network/test_quantum.py::TestGetDensityMatrix::test_normalized_laplacian PASSED [ 81%]
tests/unit/network/test_quantum.py::TestGetDensityMatrix::test_varying_temperature PASSED [ 81%]
tests/unit/network/test_quantum.py::TestGetDensityMatrix::test_disconnected_graph PASSED [ 81%]
tests/unit/network/test_quantum.py::TestManualEntropy::test_uniform_distribution PASSED [ 81%]
tests/unit/network/test_quantum.py::TestManualEntropy::test_deterministic_distribution PASSED [ 81%]
tests/unit/network/test_quantum.py::TestManualEntropy::test_binary_distribution PASSED [ 81%]
tests/unit/network/test_quantum.py::TestManualEntropy::test_zero_probabilities PASSED [ 81%]
tests/unit/network/test_quantum.py::TestManualEntropy::test_very_small_probabilities PASSED [ 81%]
tests/unit/network/test_quantum.py::TestManualEntropy::test_eigenvalues_input PASSED [ 81%]
tests/unit/network/test_quantum.py::TestJSDivergence::test_identical_graphs PASSED [ 81%]
tests/unit/network/test_quantum.py::TestJSDivergence::test_different_graphs PASSED [ 81%]
tests/unit/network/test_quantum.py::TestJSDivergence::test_symmetry PASSED [ 81%]
tests/unit/network/test_quantum.py::TestJSDivergence::test_metric_property PASSED [ 81%]
tests/unit/network/test_quantum.py::TestJSDivergence::test_varying_temperature PASSED [ 81%]
tests/unit/network/test_quantum.py::TestJSDivergence::test_return_modes PASSED [ 81%]
tests/unit/network/test_quantum.py::TestJSDivergence::test_numerical_stability PASSED [ 81%]
tests/unit/network/test_quantum.py::TestIntegration::test_density_matrix_properties PASSED [ 81%]
tests/unit/network/test_quantum.py::TestIntegration::test_divergence_consistency PASSED [ 82%]
tests/unit/network/test_randomization.py::TestValidation::test_validate_adjacency_matrix_valid PASSED [ 82%]
tests/unit/network/test_randomization.py::TestValidation::test_validate_adjacency_matrix_invalid PASSED [ 82%]
tests/unit/network/test_randomization.py::TestIOMPreserving::test_iom_basic PASSED [ 82%]
tests/unit/network/test_randomization.py::TestIOMPreserving::test_iom_preserves_degree_sequence PASSED [ 82%]
tests/unit/network/test_randomization.py::TestIOMPreserving::test_iom_weighted PASSED [ 82%]
tests/unit/network/test_randomization.py::TestIOMPreserving::test_iom_with_logging PASSED [ 82%]
tests/unit/network/test_randomization.py::TestIOMPreserving::test_iom_progress_bar PASSED [ 82%]
tests/unit/network/test_randomization.py::TestIOMPreserving::test_iom_reproducibility PASSED [ 82%]
tests/unit/network/test_randomization.py::TestIOMPreserving::test_iom_small_graph_warning PASSED [ 82%]
tests/unit/network/test_randomization.py::TestCompleteGraphRandomization::test_complete_basic PASSED [ 82%]
tests/unit/network/test_randomization.py::TestCompleteGraphRandomization::test_complete_partial_shuffle PASSED [ 82%]
tests/unit/network/test_randomization.py::TestCompleteGraphRandomization::test_complete_symmetry_preserved PASSED [ 82%]
tests/unit/network/test_randomization.py::TestCompleteGraphRandomization::test_complete_invalid_input PASSED [ 82%]
tests/unit/network/test_randomization.py::TestCompleteGraphRandomization::test_complete_invalid_p PASSED [ 82%]
tests/unit/network/test_randomization.py::TestCompleteGraphRandomization::test_complete_sparse_input PASSED [ 82%]
tests/unit/network/test_randomization.py::TestDenseGraphRandomization::test_dense_basic PASSED [ 82%]
tests/unit/network/test_randomization.py::TestDenseGraphRandomization::test_dense_complete_graph PASSED [ 83%]
tests/unit/network/test_randomization.py::TestDenseGraphRandomization::test_dense_gap_filling PASSED [ 83%]
tests/unit/network/test_randomization.py::TestDenseGraphRandomization::test_dense_sparse_input PASSED [ 83%]
tests/unit/network/test_randomization.py::TestHelperFunctions::test_get_single_double_edges_lists PASSED [ 83%]
tests/unit/network/test_randomization.py::TestHelperFunctions::test_legacy_function_deprecation PASSED [ 83%]
tests/unit/network/test_randomization.py::TestUnifiedAPI::test_unified_iom PASSED [ 83%]
tests/unit/network/test_randomization.py::TestUnifiedAPI::test_unified_complete PASSED [ 83%]
tests/unit/network/test_randomization.py::TestUnifiedAPI::test_unified_dense PASSED [ 83%]
tests/unit/network/test_randomization.py::TestUnifiedAPI::test_unified_invalid_method PASSED [ 83%]
tests/unit/network/test_randomization.py::TestUnifiedAPI::test_unified_logging PASSED [ 83%]
tests/unit/network/test_randomization.py::TestEdgeCases::test_empty_graph PASSED [ 83%]
tests/unit/network/test_randomization.py::TestEdgeCases::test_single_edge_graph PASSED [ 83%]
tests/unit/network/test_randomization.py::TestEdgeCases::test_self_loops_ignored PASSED [ 83%]
tests/unit/network/test_spectral.py::TestFreeEntropy::test_empty_spectrum_raises PASSED [ 83%]
tests/unit/network/test_spectral.py::TestFreeEntropy::test_negative_t_raises PASSED [ 83%]
tests/unit/network/test_spectral.py::TestFreeEntropy::test_zero_spectrum PASSED [ 83%]
tests/unit/network/test_spectral.py::TestFreeEntropy::test_single_eigenvalue PASSED [ 83%]
tests/unit/network/test_spectral.py::TestFreeEntropy::test_increasing_temperature PASSED [ 84%]
tests/unit/network/test_spectral.py::TestFreeEntropy::test_positive_spectrum PASSED [ 84%]
tests/unit/network/test_spectral.py::TestFreeEntropy::test_large_eigenvalues PASSED [ 84%]
tests/unit/network/test_spectral.py::TestFreeEntropy::test_negative_eigenvalues PASSED [ 84%]
tests/unit/network/test_spectral.py::TestQEntropy::test_empty_spectrum_raises PASSED [ 84%]
tests/unit/network/test_spectral.py::TestQEntropy::test_negative_t_raises PASSED [ 84%]
tests/unit/network/test_spectral.py::TestQEntropy::test_q_equals_one PASSED [ 84%]
tests/unit/network/test_spectral.py::TestQEntropy::test_q_zero_raises PASSED [ 84%]
tests/unit/network/test_spectral.py::TestQEntropy::test_negative_q_raises PASSED [ 84%]
tests/unit/network/test_spectral.py::TestQEntropy::test_q_limit_zero PASSED [ 84%]
tests/unit/network/test_spectral.py::TestQEntropy::test_q_limit_infinity PASSED [ 84%]
tests/unit/network/test_spectral.py::TestQEntropy::test_renyi_ordering PASSED [ 84%]
tests/unit/network/test_spectral.py::TestQEntropy::test_uniform_spectrum PASSED [ 84%]
tests/unit/network/test_spectral.py::TestQEntropy::test_imaginary_entropy_detection PASSED [ 84%]
tests/unit/network/test_spectral.py::TestSpectralEntropy::test_empty_spectrum_raises PASSED [ 84%]
tests/unit/network/test_spectral.py::TestSpectralEntropy::test_negative_t_raises PASSED [ 84%]
tests/unit/network/test_spectral.py::TestSpectralEntropy::test_zero_entropy PASSED [ 84%]
tests/unit/network/test_spectral.py::TestSpectralEntropy::test_maximum_entropy PASSED [ 85%]
tests/unit/network/test_spectral.py::TestSpectralEntropy::test_entropy_bounds PASSED [ 85%]
tests/unit/network/test_spectral.py::TestSpectralEntropy::test_temperature_effect PASSED [ 85%]
tests/unit/network/test_spectral.py::TestSpectralEntropy::test_verbose_mode PASSED [ 85%]
tests/unit/network/test_spectral.py::TestSpectralEntropy::test_degenerate_spectrum PASSED [ 85%]
tests/unit/network/test_spectral.py::TestSpectralEntropy::test_numerical_stability PASSED [ 85%]
tests/unit/network/test_spectral.py::TestSpectralEntropy::test_trimming_zeros PASSED [ 85%]
tests/unit/network/test_spectral.py::TestIntegration::test_consistency_between_functions PASSED [ 85%]
tests/unit/network/test_spectral.py::TestIntegration::test_realistic_laplacian_spectrum PASSED [ 85%]
tests/unit/network/test_spectral.py::TestIntegration::test_complete_graph_spectrum PASSED [ 85%]
tests/unit/network/test_turn_to_partially_directed.py::TestTurnToPartiallyDirected::test_dense_fully_undirected PASSED [ 85%]
tests/unit/network/test_turn_to_partially_directed.py::TestTurnToPartiallyDirected::test_sparse_fully_undirected PASSED [ 85%]
tests/unit/network/test_turn_to_partially_directed.py::TestTurnToPartiallyDirected::test_dense_fully_directed PASSED [ 85%]
tests/unit/network/test_turn_to_partially_directed.py::TestTurnToPartiallyDirected::test_sparse_fully_directed PASSED [ 85%]
tests/unit/network/test_turn_to_partially_directed.py::TestTurnToPartiallyDirected::test_dense_partial_directed PASSED [ 85%]
tests/unit/network/test_turn_to_partially_directed.py::TestTurnToPartiallyDirected::test_sparse_partial_directed PASSED [ 85%]
tests/unit/network/test_turn_to_partially_directed.py::TestTurnToPartiallyDirected::test_weighted_matrix PASSED [ 85%]
tests/unit/network/test_turn_to_partially_directed.py::TestTurnToPartiallyDirected::test_self_loops_removed PASSED [ 86%]
tests/unit/network/test_turn_to_partially_directed.py::TestTurnToPartiallyDirected::test_empty_matrix PASSED [ 86%]
tests/unit/network/test_turn_to_partially_directed.py::TestTurnToPartiallyDirected::test_invalid_input PASSED [ 86%]
tests/unit/network/test_turn_to_partially_directed.py::TestTurnToPartiallyDirected::test_directed_none_equivalent_to_zero PASSED [ 86%]
tests/unit/network/test_turn_to_partially_directed.py::TestTurnToPartiallyDirected::test_sparse_formats PASSED [ 86%]
tests/unit/rsa/test_rsa_core.py::TestComputeRDM::test_compute_rdm_basic PASSED [ 86%]
tests/unit/rsa/test_rsa_core.py::TestComputeRDM::test_compute_rdm_with_mvdata PASSED [ 86%]
tests/unit/rsa/test_rsa_core.py::TestComputeRDM::test_compute_rdm_euclidean PASSED [ 86%]
tests/unit/rsa/test_rsa_core.py::TestComputeRDM::test_compute_rdm_from_timeseries_labels PASSED [ 86%]
tests/unit/rsa/test_rsa_core.py::TestComputeRDM::test_compute_rdm_from_trials PASSED [ 86%]
tests/unit/rsa/test_rsa_core.py::TestCompareRDMs::test_compare_rdms_identical PASSED [ 86%]
tests/unit/rsa/test_rsa_core.py::TestCompareRDMs::test_compare_rdms_different PASSED [ 86%]
tests/unit/rsa/test_rsa_core.py::TestCompareRDMs::test_compare_rdms_wrong_shape PASSED [ 86%]
tests/unit/rsa/test_rsa_core.py::TestBootstrap::test_bootstrap_rdm_comparison PASSED [ 86%]
tests/unit/rsa/test_rsa_core.py::TestUnifiedAPI::test_unified_with_numpy_patterns PASSED [ 86%]
tests/unit/rsa/test_rsa_core.py::TestUnifiedAPI::test_unified_with_numpy_timeseries PASSED [ 86%]
tests/unit/rsa/test_rsa_core.py::TestUnifiedAPI::test_unified_with_mvdata PASSED [ 86%]
tests/unit/rsa/test_rsa_core.py::TestUnifiedAPI::test_unified_with_trial_structure PASSED [ 86%]
tests/unit/rsa/test_rsa_core.py::TestJITFunctions::test_jit_euclidean_distance PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestJITFunctions::test_jit_manhattan_distance PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestJITFunctions::test_jit_average_patterns PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestMVDataMetrics::test_mvdata_euclidean_metric PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestMVDataMetrics::test_mvdata_cosine_metric PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestMVDataMetrics::test_mvdata_cityblock_metric PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestMedianAveraging::test_median_averaging_timeseries PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestMedianAveraging::test_median_averaging_trials PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestMedianAveraging::test_invalid_average_method PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestEmbeddingSupport::test_compute_rdm_unified_with_embedding PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestEmbeddingSupport::test_rsa_compare_with_embeddings PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestEmbeddingSupport::test_embedding_with_labels_error PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestRSACompare::test_rsa_compare_arrays PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestRSACompare::test_rsa_compare_mvdata PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestRSACompare::test_rsa_compare_experiments PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestRSACompare::test_rsa_compare_experiments_no_items_error PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestRSACompare::test_rsa_compare_mixed_types_error PASSED [ 87%]
tests/unit/rsa/test_rsa_core.py::TestRSACompare::test_rsa_compare_different_metrics PASSED [ 88%]
tests/unit/rsa/test_rsa_core.py::TestRSACompare::test_rsa_compare_different_comparisons PASSED [ 88%]
tests/unit/rsa/test_rsa_jit.py::TestJITCorrelationDistance::test_correlation_distance_basic PASSED [ 88%]
tests/unit/rsa/test_rsa_jit.py::TestJITCorrelationDistance::test_correlation_distance_identical PASSED [ 88%]
tests/unit/rsa/test_rsa_jit.py::TestJITCorrelationDistance::test_correlation_distance_zero_variance PASSED [ 88%]
tests/unit/rsa/test_rsa_jit.py::TestJITCorrelationDistance::test_correlation_distance_numerical_stability PASSED [ 88%]
tests/unit/rsa/test_rsa_jit.py::TestJITAveragePatterns::test_average_patterns_basic PASSED [ 88%]
tests/unit/rsa/test_rsa_jit.py::TestJITAveragePatterns::test_average_patterns_unbalanced PASSED [ 88%]
tests/unit/rsa/test_rsa_jit.py::TestJITAveragePatterns::test_average_patterns_missing_label PASSED [ 88%]
tests/unit/rsa/test_rsa_jit.py::TestJITDistanceFunctions::test_euclidean_distance_known_values PASSED [ 88%]
tests/unit/rsa/test_rsa_jit.py::TestJITDistanceFunctions::test_manhattan_distance_known_values PASSED [ 88%]
tests/unit/rsa/test_rsa_jit.py::TestJITDistanceFunctions::test_distance_functions_high_dimensional PASSED [ 88%]
tests/unit/rsa/test_rsa_jit.py::TestJITDistanceFunctions::test_distance_functions_edge_cases PASSED [ 88%]
tests/unit/rsa/test_rsa_jit.py::TestJITPerformance::test_jit_warmup PASSED [ 88%]
tests/unit/rsa/test_rsa_jit.py::TestJITPerformance::test_jit_consistency_with_numpy PASSED [ 88%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDM::test_plot_rdm_basic PASSED [ 88%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDM::test_plot_rdm_with_labels PASSED [ 88%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDM::test_plot_rdm_with_values PASSED [ 89%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDM::test_plot_rdm_no_dendrogram PASSED [ 89%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDM::test_plot_rdm_existing_axes PASSED [ 89%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDM::test_plot_rdm_custom_colormap PASSED [ 89%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDM::test_plot_rdm_edge_cases PASSED [ 89%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDMComparison::test_plot_comparison_basic PASSED [ 89%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDMComparison::test_plot_comparison_with_titles PASSED [ 89%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDMComparison::test_plot_comparison_with_labels PASSED [ 89%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDMComparison::test_plot_comparison_single_rdm PASSED [ 89%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDMComparison::test_plot_comparison_different_sizes_error PASSED [ 89%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDMComparison::test_plot_comparison_custom_figure_size PASSED [ 89%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDMComparison::test_plot_comparison_small_rdms PASSED [ 89%]
tests/unit/rsa/test_rsa_visual.py::TestPlotRDMComparison::test_plot_comparison_custom_colormap PASSED [ 89%]
tests/unit/rsa/test_rsa_visual.py::TestPlotIntegration::test_plot_from_correlation_rdm PASSED [ 89%]
tests/unit/rsa/test_rsa_visual.py::TestPlotIntegration::test_plot_multiple_metrics PASSED [ 89%]
tests/unit/test_api_imports.py::test_main_package_import PASSED          [ 89%]
tests/unit/test_api_imports.py::test_main_exports PASSED                 [ 89%]
tests/unit/test_api_imports.py::test_submodule_imports PASSED            [ 90%]
tests/unit/test_api_imports.py::test_intense_module_exports PASSED       [ 90%]
tests/unit/test_api_imports.py::test_information_module_exports PASSED   [ 90%]
tests/unit/test_api_imports.py::test_experiment_module_exports PASSED    [ 90%]
tests/unit/test_api_imports.py::test_no_internal_leakage PASSED          [ 90%]
tests/unit/test_api_imports.py::test_convenience_imports PASSED          [ 90%]
tests/unit/test_api_imports.py::test_dim_reduction_imports PASSED        [ 90%]
tests/unit/test_api_imports.py::test_network_module_imports PASSED       [ 90%]
tests/unit/test_api_imports.py::test_integration_module_imports PASSED   [ 90%]
tests/unit/utils/test_correlation_matrix.py::TestCorrelationMatrix::test_identity_correlation PASSED [ 90%]
tests/unit/utils/test_correlation_matrix.py::TestCorrelationMatrix::test_perfect_correlation PASSED [ 90%]
tests/unit/utils/test_correlation_matrix.py::TestCorrelationMatrix::test_matches_numpy_corrcoef PASSED [ 90%]
tests/unit/utils/test_correlation_matrix.py::TestCorrelationMatrix::test_single_observation PASSED [ 90%]
tests/unit/utils/test_correlation_matrix.py::TestCorrelationMatrix::test_zero_variance PASSED [ 90%]
tests/unit/utils/test_correlation_matrix.py::TestCorrelationMatrix::test_orthogonal_vectors PASSED [ 90%]
tests/unit/utils/test_correlation_matrix.py::TestCorrelationMatrix::test_partial_correlation PASSED [ 90%]
tests/unit/utils/test_correlation_matrix.py::TestNormCrossCorr::test_perfect_correlation_same_signal PASSED [ 90%]
tests/unit/utils/test_correlation_matrix.py::TestNormCrossCorr::test_perfect_anticorrelation PASSED [ 91%]
tests/unit/utils/test_correlation_matrix.py::TestNormCrossCorr::test_no_correlation_random PASSED [ 91%]
tests/unit/utils/test_correlation_matrix.py::TestNormCrossCorr::test_shifted_signal_detection PASSED [ 91%]
tests/unit/utils/test_correlation_matrix.py::TestNormCrossCorr::test_amplitude_offset_invariance PASSED [ 91%]
tests/unit/utils/test_correlation_matrix.py::TestNormCrossCorr::test_constant_signals_edge_case PASSED [ 91%]
tests/unit/utils/test_correlation_matrix.py::TestNormCrossCorr::test_different_modes PASSED [ 91%]
tests/unit/utils/test_correlation_matrix.py::TestNormCrossCorr::test_empty_signals PASSED [ 91%]
tests/unit/utils/test_correlation_matrix.py::TestNormCrossCorr::test_single_value_signals PASSED [ 91%]
tests/unit/utils/test_data_utils.py::TestRemoveOutliers::test_zscore_method PASSED [ 91%]
tests/unit/utils/test_data_utils.py::TestRemoveOutliers::test_iqr_method PASSED [ 91%]
tests/unit/utils/test_data_utils.py::TestRemoveOutliers::test_mad_method PASSED [ 91%]
tests/unit/utils/test_data_utils.py::TestRemoveOutliers::test_mad_with_identical_values PASSED [ 91%]
tests/unit/utils/test_data_utils.py::TestRemoveOutliers::test_quantile_method PASSED [ 91%]
tests/unit/utils/test_data_utils.py::TestRemoveOutliers::test_isolation_method_fallback PASSED [ 91%]
tests/unit/utils/test_data_utils.py::TestRemoveOutliers::test_invalid_method PASSED [ 91%]
tests/unit/utils/test_data_utils.py::TestRemoveOutliers::test_empty_data PASSED [ 91%]
tests/unit/utils/test_data_utils.py::TestRemoveOutliers::test_single_value PASSED [ 91%]
tests/unit/utils/test_data_utils.py::TestRemoveOutliers::test_return_indices PASSED [ 92%]
tests/unit/utils/test_data_utils.py::TestRemoveOutliers::test_2d_data_flattening PASSED [ 92%]
tests/unit/utils/test_data_utils.py::TestCorrelatedGaussianData::test_default_correlations PASSED [ 92%]
tests/unit/utils/test_data_utils.py::TestCorrelatedGaussianData::test_custom_correlations PASSED [ 92%]
tests/unit/utils/test_data_utils.py::TestRescale::test_rescale_basic PASSED [ 92%]
tests/unit/utils/test_data_utils.py::TestRescale::test_rescale_negative_values PASSED [ 92%]
tests/unit/utils/test_data_utils.py::TestRescale::test_rescale_constant_values PASSED [ 92%]
tests/unit/utils/test_gif.py::TestEraseAll::test_erase_all_basic PASSED  [ 92%]
tests/unit/utils/test_gif.py::TestEraseAll::test_erase_all_empty_signature PASSED [ 92%]
tests/unit/utils/test_gif.py::TestEraseAll::test_erase_all_nonexistent_directory PASSED [ 92%]
tests/unit/utils/test_gif.py::TestEraseAll::test_erase_all_no_matching_files PASSED [ 92%]
tests/unit/utils/test_gif.py::TestSaveImageSeries::test_save_image_series_with_titles PASSED [ 92%]
tests/unit/utils/test_gif.py::TestSaveImageSeries::test_save_image_series_without_titles PASSED [ 92%]
tests/unit/utils/test_gif.py::TestSaveImageSeries::test_save_image_series_creates_directory PASSED [ 92%]
tests/unit/utils/test_gif.py::TestSaveImageSeries::test_save_image_series_different_extension PASSED [ 92%]
tests/unit/utils/test_gif.py::TestCreateGifFromImageSeries::test_create_gif_basic PASSED [ 92%]
tests/unit/utils/test_gif.py::TestCreateGifFromImageSeries::test_create_gif_with_erase PASSED [ 92%]
tests/unit/utils/test_gif.py::TestCreateGifFromImageSeries::test_create_gif_custom_duration PASSED [ 93%]
tests/unit/utils/test_gif.py::TestCreateGifFromImageSeries::test_create_gif_no_matching_images PASSED [ 93%]
tests/unit/utils/test_gif.py::TestCreateGifFromImageSeries::test_create_gif_sorted_order PASSED [ 93%]
tests/unit/utils/test_gif.py::TestIntegration::test_full_workflow PASSED [ 93%]
tests/unit/utils/test_matrix.py::TestIsPositiveDefinite::test_positive_definite_matrix PASSED [ 93%]
tests/unit/utils/test_matrix.py::TestIsPositiveDefinite::test_identity_matrix PASSED [ 93%]
tests/unit/utils/test_matrix.py::TestIsPositiveDefinite::test_not_positive_definite_matrix PASSED [ 93%]
tests/unit/utils/test_matrix.py::TestIsPositiveDefinite::test_singular_matrix PASSED [ 93%]
tests/unit/utils/test_matrix.py::TestIsPositiveDefinite::test_random_spd_matrix PASSED [ 93%]
tests/unit/utils/test_matrix.py::TestNearestPD::test_already_pd_matrix PASSED [ 93%]
tests/unit/utils/test_matrix.py::TestNearestPD::test_symmetric_not_pd PASSED [ 93%]
tests/unit/utils/test_matrix.py::TestNearestPD::test_non_symmetric_matrix PASSED [ 93%]
tests/unit/utils/test_matrix.py::TestNearestPD::test_negative_eigenvalues PASSED [ 93%]
tests/unit/utils/test_matrix.py::TestNearestPD::test_near_singular_matrix PASSED [ 93%]
tests/unit/utils/test_matrix.py::TestNearestPD::test_frobenius_norm_minimization PASSED [ 93%]
tests/unit/utils/test_matrix.py::TestNearestPD::test_iterative_correction PASSED [ 93%]
tests/unit/utils/test_naming.py::test_construct_session_name_old_track PASSED [ 93%]
tests/unit/utils/test_naming.py::test_construct_session_name_standard_track PASSED [ 93%]
tests/unit/utils/test_naming.py::test_generic_lab_explicit_name PASSED   [ 94%]
tests/unit/utils/test_naming.py::test_generic_lab_multiple_parameters PASSED [ 94%]
tests/unit/utils/test_naming.py::test_generic_lab_animal_id_session PASSED [ 94%]
tests/unit/utils/test_naming.py::test_generic_lab_date_parameter PASSED  [ 94%]
tests/unit/utils/test_naming.py::test_generic_lab_partial_parameters PASSED [ 94%]
tests/unit/utils/test_naming.py::test_generic_lab_empty_params PASSED    [ 94%]
tests/unit/utils/test_naming.py::test_generic_lab_timestamp_with_params PASSED [ 94%]
tests/unit/utils/test_naming.py::test_generic_lab_priority_order PASSED  [ 94%]
tests/unit/utils/test_naming.py::test_generic_lab_string_conversion PASSED [ 94%]
tests/unit/utils/test_naming.py::test_different_data_sources PASSED      [ 94%]
tests/unit/utils/test_output.py::TestCapturing::test_capture_single_print PASSED [ 94%]
tests/unit/utils/test_output.py::TestCapturing::test_capture_multiple_prints PASSED [ 94%]
tests/unit/utils/test_output.py::TestCapturing::test_capture_empty PASSED [ 94%]
tests/unit/utils/test_output.py::TestCapturing::test_capture_with_newlines PASSED [ 94%]
tests/unit/utils/test_output.py::TestCapturing::test_stdout_restored PASSED [ 94%]
tests/unit/utils/test_output.py::TestCapturing::test_capture_exception_handling PASSED [ 94%]
tests/unit/utils/test_output.py::TestCapturing::test_capture_extends_list PASSED [ 94%]
tests/unit/utils/test_output.py::TestShowOutput::test_show_empty_output PASSED [ 95%]
tests/unit/utils/test_output.py::TestShowOutput::test_show_single_line PASSED [ 95%]
tests/unit/utils/test_output.py::TestShowOutput::test_show_multiple_lines PASSED [ 95%]
tests/unit/utils/test_output.py::TestShowOutput::test_show_output_with_empty_strings PASSED [ 95%]
tests/unit/utils/test_output.py::TestIntegration::test_capture_and_show PASSED [ 95%]
tests/unit/utils/test_plot.py::TestMakeBeautiful::test_make_beautiful_basic PASSED [ 95%]
tests/unit/utils/test_plot.py::TestMakeBeautiful::test_make_beautiful_custom_params PASSED [ 95%]
tests/unit/utils/test_plot.py::TestMakeBeautiful::test_make_beautiful_with_title PASSED [ 95%]
tests/unit/utils/test_plot.py::TestMakeBeautiful::test_make_beautiful_with_legend PASSED [ 95%]
tests/unit/utils/test_plot.py::TestMakeBeautiful::test_make_beautiful_legend_frame PASSED [ 95%]
tests/unit/utils/test_plot.py::TestMakeBeautiful::test_make_beautiful_legend_location PASSED [ 95%]
tests/unit/utils/test_plot.py::TestMakeBeautiful::test_make_beautiful_tight_layout PASSED [ 95%]
tests/unit/utils/test_plot.py::TestMakeBeautiful::test_make_beautiful_remove_origin_tick PASSED [ 95%]
tests/unit/utils/test_plot.py::TestMakeBeautiful::test_make_beautiful_dpi PASSED [ 95%]
tests/unit/utils/test_plot.py::TestCreateDefaultFigure::test_create_default_figure_basic PASSED [ 95%]
tests/unit/utils/test_plot.py::TestCreateDefaultFigure::test_create_default_figure_custom_size PASSED [ 95%]
tests/unit/utils/test_plot.py::TestCreateDefaultFigure::test_create_default_figure_style_kwargs PASSED [ 95%]
tests/unit/utils/test_plot.py::TestCreateDefaultFigure::test_create_default_figure_subplots PASSED [ 96%]
tests/unit/utils/test_plot.py::TestCreateDefaultFigure::test_create_default_figure_subplots_no_squeeze PASSED [ 96%]
tests/unit/utils/test_plot.py::TestCreateDefaultFigure::test_create_default_figure_shared_axes PASSED [ 96%]
tests/unit/utils/test_plot.py::TestPlotMat::test_plot_mat_basic PASSED   [ 96%]
tests/unit/utils/test_plot.py::TestPlotMat::test_plot_mat_existing_axis PASSED [ 96%]
tests/unit/utils/test_plot.py::TestPlotMat::test_plot_mat_no_colorbar PASSED [ 96%]
tests/unit/utils/test_plot.py::TestPlotMat::test_plot_mat_custom_params PASSED [ 96%]
tests/unit/utils/test_plot.py::TestPlotMat::test_plot_mat_imshow_kwargs PASSED [ 96%]
tests/unit/utils/test_plot.py::TestIntegration::test_full_workflow PASSED [ 96%]
tests/unit/utils/test_plot.py::TestIntegration::test_single_vs_multiple_axes PASSED [ 96%]
tests/unit/utils/test_spatial.py::TestOccupancyMap::test_compute_occupancy_map_basic PASSED [ 96%]
tests/unit/utils/test_spatial.py::TestOccupancyMap::test_compute_occupancy_map_smoothing PASSED [ 96%]
tests/unit/utils/test_spatial.py::TestOccupancyMap::test_compute_occupancy_map_min_occupancy PASSED [ 96%]
tests/unit/utils/test_spatial.py::TestOccupancyMap::test_compute_occupancy_map_auto_bounds PASSED [ 96%]
tests/unit/utils/test_spatial.py::TestRateMap::test_compute_rate_map_basic PASSED [ 96%]
tests/unit/utils/test_spatial.py::TestRateMap::test_compute_rate_map_smoothing PASSED [ 96%]
tests/unit/utils/test_spatial.py::TestRateMap::test_compute_rate_map_no_spikes PASSED [ 96%]
tests/unit/utils/test_spatial.py::TestPlaceFields::test_extract_place_fields_single_field PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestPlaceFields::test_extract_place_fields_multiple PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestPlaceFields::test_extract_place_fields_size_threshold PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpatialInformation::test_compute_spatial_information_rate_uniform PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpatialInformation::test_compute_spatial_information_rate_localized PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpatialInformation::test_compute_spatial_information_rate_no_firing PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpatialDecoding::test_compute_spatial_decoding_accuracy_perfect PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpatialDecoding::test_compute_spatial_decoding_accuracy_random PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpatialDecoding::test_compute_spatial_decoding_accuracy_with_logger PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpatialMI::test_compute_spatial_information_arrays PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpatialMI::test_compute_spatial_information_timeseries PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpatialMI::test_compute_spatial_information_multitimeseries PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpatialMI::test_compute_spatial_information_invalid_positions PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpeedFiltering::test_filter_by_speed_basic PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpeedFiltering::test_filter_by_speed_no_movement PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpeedFiltering::test_filter_by_speed_smoothing PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpatialAnalysisPipeline::test_analyze_spatial_coding_basic PASSED [ 97%]
tests/unit/utils/test_spatial.py::TestSpatialAnalysisPipeline::test_analyze_spatial_coding_with_speed_filter PASSED [ 98%]
tests/unit/utils/test_spatial.py::TestSpatialAnalysisPipeline::test_analyze_spatial_coding_with_logger PASSED [ 98%]
tests/unit/utils/test_spatial.py::TestComputeSpatialMetrics::test_compute_spatial_metrics_all PASSED [ 98%]
tests/unit/utils/test_spatial.py::TestComputeSpatialMetrics::test_compute_spatial_metrics_subset PASSED [ 98%]
tests/unit/utils/test_spatial.py::TestComputeSpatialMetrics::test_compute_spatial_metrics_with_kwargs PASSED [ 98%]
tests/unit/utils/test_utils_signals.py::test_brownian_single_path PASSED [ 98%]
tests/unit/utils/test_utils_signals.py::test_brownian_multiple_paths PASSED [ 98%]
tests/unit/utils/test_utils_signals.py::test_brownian_with_parameters PASSED [ 98%]
tests/unit/utils/test_utils_signals.py::test_approximate_entropy_regular_signal PASSED [ 98%]
tests/unit/utils/test_utils_signals.py::test_approximate_entropy_random_signal PASSED [ 98%]
tests/unit/utils/test_utils_signals.py::test_approximate_entropy_sine_wave PASSED [ 98%]
tests/unit/utils/test_utils_signals.py::test_timeseries_approximate_entropy_continuous PASSED [ 98%]
tests/unit/utils/test_utils_signals.py::test_timeseries_approximate_entropy_discrete_raises PASSED [ 98%]
tests/unit/utils/test_utils_signals.py::test_filter_1d_timeseries_gaussian PASSED [ 98%]
tests/unit/utils/test_utils_signals.py::test_filter_1d_timeseries_savgol PASSED [ 98%]
tests/unit/utils/test_utils_signals.py::test_filter_signals_2d PASSED    [ 98%]
tests/unit/utils/test_utils_signals.py::test_adaptive_filter_signals PASSED [ 98%]
tests/unit/visualization/test_visual_complete_mocked.py::TestVisualFunctionsCompletelyMocked::test_plot_pc_activity PASSED [ 99%]
tests/unit/visualization/test_visual_complete_mocked.py::TestVisualFunctionsCompletelyMocked::test_plot_neuron_feature_density_continuous PASSED [ 99%]
tests/unit/visualization/test_visual_complete_mocked.py::TestVisualFunctionsCompletelyMocked::test_plot_neuron_feature_density_binary PASSED [ 99%]
tests/unit/visualization/test_visual_complete_mocked.py::TestVisualFunctionsCompletelyMocked::test_plot_neuron_feature_pair PASSED [ 99%]
tests/unit/visualization/test_visual_complete_mocked.py::TestVisualFunctionsCompletelyMocked::test_plot_disentanglement_heatmap PASSED [ 99%]
tests/unit/visualization/test_visual_complete_mocked.py::TestVisualFunctionsCompletelyMocked::test_plot_disentanglement_summary PASSED [ 99%]
tests/unit/visualization/test_visual_complete_mocked.py::TestVisualFunctionsCompletelyMocked::test_plot_selectivity_heatmap PASSED [ 99%]
tests/unit/visualization/test_visual_complete_mocked.py::TestVisualFunctionsCompletelyMocked::test_edge_cases PASSED [ 99%]
tests/unit/visualization/test_visual_complete_mocked.py::TestVisualFunctionsCompletelyMocked::test_spikes_with_binary_raises_error PASSED [ 99%]
tests/unit/visualization/test_visual_complete_mocked.py::TestPerformanceWithCompleteMocking::test_all_functions_are_fast PASSED [ 99%]
tests/unit/visualization/test_visual_utils.py::TestVisualUtils::test_default_dpi PASSED [ 99%]
tests/unit/visualization/test_visual_utils.py::TestVisualUtils::test_plot_embedding_comparison PASSED [ 99%]
tests/unit/visualization/test_visual_utils.py::TestVisualUtils::test_plot_trajectories PASSED [ 99%]
tests/unit/visualization/test_visual_utils.py::TestVisualUtils::test_plot_component_interpretation PASSED [ 99%]
tests/unit/visualization/test_visual_utils.py::TestVisualUtils::test_plot_embeddings_grid PASSED [ 99%]
tests/unit/visualization/test_visual_utils.py::TestVisualUtils::test_plot_neuron_selectivity_summary PASSED [ 99%]
tests/unit/visualization/test_visual_utils.py::TestVisualUtils::test_plot_component_selectivity_heatmap PASSED [ 99%]
tests/unit/visualization/test_visual_utils.py::TestVisualUtils::test_configurable_dpi PASSED [100%]

=================================== FAILURES ===================================
___________ TestQualityMetrics.test_event_only_r2_insufficient_data ____________
tests/unit/experiment/test_neuron_reconstructed.py:375: in test_event_only_r2_insufficient_data
    neuron.get_reconstruction_r2(event_only=True, n_mad=10.0)
src/driada/experiment/neuron.py:1373: in get_reconstruction_r2
    event_r2 = Neuron._calculate_event_r2(
src/driada/experiment/neuron.py:3226: in _calculate_event_r2
    raise ValueError(
E   ValueError: Either event_mask or wvt_ridges must be provided for event R² calculation. Run reconstruct_spikes() with create_event_regions=True to populate neuron.events.

During handling of the above exception, another exception occurred:
tests/unit/experiment/test_neuron_reconstructed.py:374: in test_event_only_r2_insufficient_data
    with pytest.raises(ValueError, match="Insufficient event data"):
E   AssertionError: Regex pattern did not match.
E    Regex: 'Insufficient event data'
E    Input: 'Either event_mask or wvt_ridges must be provided for event R² calculation. Run reconstruct_spikes() with create_event_regions=True to populate neuron.events.'
_ TestScaledReconstruction.test_get_reconstruction_scaled_with_custom_kinetics _
tests/unit/experiment/test_neuron_reconstructed.py:691: in test_get_reconstruction_scaled_with_custom_kinetics
    assert np.array_equal(sample_neuron._reconstructed_scaled, recon_default)
E   assert False
E    +  where False = <function array_equal at 0x104e03c30>(array([-2.19420808e-10, -2.19420824e-10, -2.19420793e-10, -2.19420840e-10,\n       -2.19420824e-10, -2.19420808e-10, -2.19420824e-10, -2.19420808e-10,\n        5.01755473e-02,  7.36491051e-02,  8.42030702e-02,  8.85128188e-02,\n        8.98113944e-02,  8.96645259e-02,  8.88303697e-02,  8.76759324e-02,\n        8.63787678e-02,  8.50246703e-02,  8.36549935e-02,  8.22895690e-02,\n        8.09378073e-02,  7.96040748e-02,  7.82902977e-02,  7.69972234e-02,\n        7.57250317e-02,  7.44736300e-02,  7.32427972e-02,  7.20322525e-02,\n        7.08416895e-02,  6.96707916e-02,  6.85192406e-02,  6.73867201e-02,\n        6.62729170e-02,  6.51775227e-02,  6.41002333e-02,  6.30407498e-02,\n        6.19987779e-02,  6.09740283e-02,  5.99662162e-02,  5.89750619e-02,\n        5.80002898e-02,  5.70416294e-02,  5.60988142e-02,  5.51715823e-02,\n        5.42596763e-02,  5.33628427e-02,  5.24808325e-02,  5.16134006e-02,\n        5.07603061e-02,  4.99213121e-02,  4.90961854e-02,  4.82846968e-02,\n        4.74866209e-02,  4.67017361e-02,  4.59298243e-02,  4.51706711e-02,\n        4.44240656e-02,  4.36898004e-02,  4.29676715e-02,  4.22574783e-02,\n        4.15590236e-02,  4.08721134e-02,  4.01965568e-02,  3.95321661e-02,\n        3.88787569e-02,  3.82361476e-02,  3.76041596e-02,  3.69826175e-02,\n        3.63713486e-02,  3.57701831e-02,  3.51789540e-02,  3.45974970e-02,\n        3.40256507e-02,  3.34632561e-02,  3.29101572e-02,  3.23662001e-02,\n        3.18312339e-02,  3.13051098e-02,  3.07876819e-02,  3.02788063e-02,\n        2.97783416e-02,  2.92861489e-02,  2.88020914e-02,  2.83260347e-02,\n        2.78578466e-02,  2.73973969e-02,  9.00534115e-02,  1.19132186e-01,\n        1.31968560e-01,  1.36958440e-01,  1.38168104e-01,  1.37566746e-01,\n        1.36107831e-01,  1.34252852e-01,  1.32225016e-01,  1.30132122e-01,\n        1.28026076e-01,  3.21423455e-01,  4.10809143e-01,  4.49886891e-01,\n        4.64667326e-01,  4.67747729e-01,  4.65228550e-01,  4.60063474e-01,\n        4.53682041e-01,  4.46775583e-01,  4.39677892e-01,  4.32549597e-01,\n        4.25467479e-01,  4.18467716e-01,  4.11566841e-01,  4.04771887e-01,\n        3.98085300e-01,  3.91507323e-01,  3.85037145e-01,  3.78673462e-01,\n        3.72414744e-01,  3.66259368e-01,  3.60205681e-01,  3.54252028e-01,\n        3.48396768e-01,  3.42638282e-01,  3.36974971e-01,  3.31405266e-01,\n        3.25927620e-01,  3.20540510e-01,  3.15242442e-01,  3.10031943e-01,\n        3.04907565e-01,  2.99867887e-01,  2.94911506e-01,  2.90037048e-01,\n        2.85243157e-01,  2.80528503e-01,  2.75891774e-01,  2.71331684e-01,\n        2.66846966e-01,  2.62436374e-01,  2.58098682e-01,  2.53832686e-01,\n        2.49637201e-01,  2.45511061e-01,  2.41453120e-01,  2.37462251e-01,\n        2.33537345e-01,  2.29677312e-01,  2.25881080e-01,  2.22147594e-01,\n        2.18475817e-01,  2.14864730e-01,  2.11313328e-01,  2.07820626e-01,\n        2.04385653e-01,  2.01007456e-01,  1.97685094e-01,  1.94417647e-01,\n        1.91204206e-01,  1.88043879e-01,  1.84935787e-01,  1.81879067e-01,\n        1.78872870e-01,  1.75916362e-01,  1.73008720e-01,  1.70149138e-01,\n        1.67336820e-01,  1.64570985e-01,  1.61850866e-01,  1.59175707e-01,\n        1.56544764e-01,  1.53957306e-01,  1.51412616e-01,  1.48909985e-01,\n        1.46448720e-01,  1.44028135e-01,  1.41647560e-01,  1.39306332e-01,\n        1.37003800e-01,  1.34739327e-01,  1.32512282e-01,  1.30322046e-01,\n        1.28168012e-01,  1.26049581e-01,  1.23966165e-01,  1.21917185e-01,\n        1.19902071e-01,  1.17920264e-01,  1.15971213e-01,  1.14054378e-01,\n        1.12169225e-01,  1.10315230e-01,  1.08491880e-01,  1.06698667e-01,\n        1.04935093e-01,  1.03200669e-01,  1.01494912e-01,  9.98173482e-02,\n        9.81675126e-02,  9.65449463e-02,  9.49491987e-02,  9.33798265e-02,\n        9.18363937e-02,  9.03184716e-02,  8.88256386e-02,  8.73574799e-02,\n        8.59135878e-02,  8.44935611e-02,  8.30970054e-02,  8.17235327e-02,\n        8.03727615e-02,  7.90443166e-02,  7.77378289e-02,  7.64529356e-02,\n        7.51892798e-02,  7.39465103e-02,  7.27242820e-02,  7.15222553e-02,\n        7.03400964e-02,  6.91774769e-02,  6.80340737e-02,  6.69095694e-02,\n        6.58036515e-02,  6.47160128e-02,  6.36463512e-02,  6.25943695e-02,\n        6.15597756e-02,  6.05422820e-02,  5.95416061e-02,  1.01012912e-01,\n        1.19906914e-01,  1.27885153e-01,  1.30595657e-01,  1.30773765e-01,\n        1.29744045e-01,  1.28147750e-01,  1.26295172e-01,  1.24336302e-01,\n        1.22343494e-01,  1.20351505e-01,  1.18376883e-01,  1.16427364e-01,\n        1.14506417e-01,  1.12615453e-01,  1.10754888e-01,  1.08924660e-01,\n        1.07124482e-01,  1.05353962e-01,  1.03612658e-01,  1.01900113e-01,\n        1.00215863e-01,  9.85594452e-02,  9.69304033e-02,  9.53282858e-02,\n        9.37526484e-02,  9.22030537e-02,  9.06790714e-02,  1.92648743e-01,\n        2.39580234e-01,  2.59894217e-01,  2.67355780e-01,  2.68631479e-01,\n        2.66949661e-01,  2.63873359e-01,  2.60159011e-01,  2.56172386e-01,\n        2.52090039e-01,  2.47996887e-01,  2.43933474e-01,  2.39918859e-01,\n        2.35961704e-01,  2.32065647e-01,  2.28231899e-01,  2.24460507e-01,\n        2.20750961e-01,  2.17102492e-01,  2.13514211e-01,  2.09985184e-01,\n        2.06514459e-01,  2.03101088e-01,  1.99744128e-01,  1.96442651e-01,\n        1.93195741e-01,  1.90002497e-01,  1.86862032e-01,  1.83773474e-01,\n        1.80735966e-01,  1.77748663e-01,  1.74810736e-01,  1.71921369e-01,\n        1.69079759e-01,  1.66285116e-01,  1.63536665e-01,  1.60833642e-01,\n        1.58175295e-01,  1.55560888e-01,  1.52989692e-01,  1.50460995e-01,\n        1.47974094e-01,  1.45528297e-01,  2.94480658e-01,  3.62924525e-01,\n        3.92434718e-01,  4.03147289e-01,  4.04814284e-01,  4.02158197e-01,\n        3.97465442e-01,  3.91842512e-01,  3.85824416e-01,  3.79669373e-01,\n        3.73501553e-01,  3.67380214e-01,  3.61333187e-01,  3.55373098e-01,\n        3.49505217e-01,  3.43731271e-01,  3.38051282e-01,  3.32464458e-01,\n        3.26969630e-01,  3.21565455e-01,  3.16250522e-01,  3.11023398e-01,\n        3.05882651e-01,  3.00826864e-01,  2.95854638e-01,  2.90964593e-01,\n        2.86155372e-01,  2.81425640e-01,  2.76774084e-01,  2.72199411e-01,\n        2.67700350e-01,  2.63275653e-01,  2.58924089e-01,  2.54644450e-01,\n        2.50435548e-01,  2.46296212e-01,  2.42225294e-01,  2.38221662e-01,\n        2.34284204e-01,  2.30411827e-01,  2.26603454e-01,  2.22858029e-01,\n        2.19174509e-01,  2.15551873e-01,  2.11989114e-01,  2.08485242e-01,\n        2.05039284e-01,  2.01650283e-01,  1.98317297e-01,  1.95039401e-01,\n        1.91815683e-01,  1.88645248e-01,  1.85527217e-01,  1.82460722e-01,\n        1.79444911e-01,  1.76478948e-01,  1.73562007e-01,  1.70693279e-01,\n        1.67871968e-01,  1.65097288e-01,  1.62368470e-01,  1.59684755e-01,\n        1.57045398e-01,  1.54449666e-01,  1.51896838e-01,  1.49386204e-01,\n        1.46917067e-01,  1.44488742e-01,  1.42100553e-01,  1.39751837e-01,\n        1.37441943e-01,  1.35170227e-01,  1.36125660e-01,  1.35420607e-01,\n        1.33930587e-01,  1.32079347e-01,  1.30071817e-01,  1.28006947e-01,\n        1.25932363e-01,  1.23870832e-01,  1.21833089e-01,  1.19824045e-01,\n        1.17845794e-01,  1.15899073e-01,  1.13983961e-01,  1.12100230e-01,\n        1.10247500e-01,  1.08425330e-01,  1.06633246e-01,  1.04870768e-01,\n        1.03137413e-01,  1.01432705e-01,  9.97561716e-02,  9.81073479e-02,\n        9.64857765e-02,  9.48910070e-02,  9.33225967e-02,  9.17801099e-02,\n        9.02631181e-02,  8.87712000e-02,  8.73039412e-02,  8.58609339e-02,\n        8.44417775e-02,  8.30460777e-02,  8.16734468e-02,  8.03235034e-02,\n        7.89958727e-02,  7.76901858e-02,  7.64060799e-02,  7.51431985e-02,\n        7.39011907e-02,  7.26797114e-02,  7.14784215e-02,  7.02969871e-02,\n        6.91350801e-02,  6.79923777e-02,  6.68685625e-02,  6.57633224e-02,\n        6.46763503e-02,  6.36073442e-02,  6.25560073e-02,  6.15220475e-02,\n        6.05051775e-02,  5.95051148e-02,  5.85215818e-02,  5.75543051e-02,\n        5.66030161e-02,  5.56674506e-02,  5.47473485e-02,  7.54553852e-02,\n        8.46765955e-02,  8.83474487e-02,  8.93430950e-02,  8.90559169e-02,\n        8.81601111e-02,  8.69820194e-02,  8.56795010e-02,  8.43288130e-02,\n        8.29666910e-02,  8.16107315e-02,  8.02692641e-02,  7.89461332e-02,\n        7.76430137e-02,  7.63605329e-02,  7.50988138e-02,  7.38577379e-02,\n        7.26370729e-02,  7.14365342e-02,  1.57495668e-01,  1.97147754e-01,\n        2.14355828e-01,  2.20726001e-01,  2.21879233e-01,  2.20537538e-01,\n        2.18018817e-01,  2.14960884e-01,  2.11672159e-01,  2.08301525e-01,\n        2.04920601e-01,  2.01563590e-01,  1.98246582e-01,  1.94976899e-01,\n        1.91757626e-01,  1.88589804e-01,  1.85473490e-01,  1.82408270e-01,\n        1.79393514e-01,  1.76428491e-01,  1.73512429e-01,  1.70644542e-01,\n        1.67824046e-01,  1.65050164e-01,  1.62322127e-01,  1.59639179e-01,\n        1.57000576e-01,  1.54405585e-01,  1.51853486e-01,  1.49343568e-01,\n        1.46875136e-01,  1.44447504e-01,  1.42059997e-01,  1.39711951e-01,\n        1.37402716e-01,  1.35131649e-01,  1.32898119e-01,  1.30701506e-01,\n        1.28541201e-01,  1.26416601e-01,  1.24327119e-01,  1.22272172e-01,\n        1.20251191e-01,  1.18263614e-01,  1.16308888e-01,  1.14386471e-01,\n        1.12495829e-01,  1.10636437e-01,  1.08807777e-01,  1.07009343e-01,\n        1.05240634e-01,  2.73204146e-01,  3.50885338e-01,  3.84898353e-01,\n        3.97820081e-01,  4.00584813e-01,  3.98487683e-01,  3.94092471e-01,\n        3.88640023e-01,  3.82730431e-01,  3.76653443e-01,  3.70524344e-01,\n        3.64458529e-01,  3.58462852e-01,  3.52551687e-01,  3.46731157e-01,\n        3.41003410e-01,  3.35368677e-01,  3.29826274e-01,  3.24375091e-01,\n        3.19013819e-01,  3.13741070e-01,  3.08555428e-01,  3.03455475e-01,\n        2.98439807e-01,  2.93507036e-01,  2.88655794e-01,  2.83884734e-01,\n        2.79192533e-01,  2.74577886e-01,  2.70039513e-01,  2.65576153e-01,\n        2.61186565e-01,  2.56869531e-01,  2.52623851e-01,  2.48448346e-01,\n        2.44341856e-01,  2.40303240e-01,  2.36331377e-01,  2.32425163e-01,\n        2.28583513e-01,  2.24805360e-01,  2.21089654e-01,  2.17435363e-01,\n        2.13841473e-01,  2.10306984e-01,  2.06830916e-01,  2.03412301e-01,\n        2.00050192e-01,  1.96743653e-01,  1.93491766e-01,  1.90293629e-01,\n        1.87148352e-01,  1.84055061e-01,  1.81012899e-01,  1.78021019e-01,\n        1.75078590e-01,  1.72184796e-01,  1.69338831e-01,  1.66539907e-01,\n        1.63787244e-01,  1.61080079e-01,  1.58417659e-01,  1.55799246e-01,\n        1.53224111e-01,  1.50691539e-01,  1.48200827e-01,  1.45751283e-01,\n        1.43342226e-01,  1.40972987e-01,  1.38642909e-01,  1.36351343e-01,\n        1.34097654e-01,  1.31881214e-01,  1.29701410e-01,  1.27557634e-01,\n        1.25449292e-01,  1.23375797e-01,  1.21336575e-01,  1.19331057e-01,\n        1.17358689e-01,  1.15418920e-01,  1.18215180e-01,  1.18539655e-01,\n        1.17683926e-01,  1.16273299e-01,  1.14610368e-01,  1.12841423e-01,\n        1.11037057e-01,  1.09200801e-01,  1.07410120e-01,  1.05641689e-01,\n        1.03898928e-01,  1.02183249e-01,  1.00495093e-01,  9.88344348e-02,\n        9.72010292e-02,  9.55945267e-02,  9.40145313e-02,  9.24606286e-02,\n        9.08382517e-02,  8.93368324e-02,  8.78602268e-02,  8.64080261e-02,\n        8.49798276e-02,  8.35752349e-02,  8.21938579e-02,  8.08353130e-02,\n        7.94992228e-02,  7.81852162e-02,  7.68929283e-02,  7.56220000e-02,\n        7.43720783e-02,  1.05756170e-01,  1.19804686e-01,  1.25475643e-01,\n        1.27107605e-01,  1.26801676e-01,  1.25575238e-01,  1.23920766e-01,\n        1.22076501e-01,  1.20157546e-01,  1.18219367e-01,  1.16288549e-01,\n        1.14377695e-01,  1.12492635e-01,  1.10635929e-01,  1.08808553e-01,\n        1.07010724e-01,  1.05242291e-01,  1.03502934e-01,  1.01792252e-01,\n        1.00109808e-01,  9.84551545e-02,  9.68278419e-02,  9.52274223e-02,\n        9.36534533e-02,  9.21054988e-02,  9.05831293e-02,  8.90859220e-02,\n        8.76134614e-02,  8.61653383e-02,  8.47411505e-02,  8.33405025e-02,\n        8.19630052e-02,  8.06082758e-02,  7.92759382e-02,  7.79656222e-02,\n        7.66769638e-02,  7.54096051e-02,  7.41631939e-02,  7.29373842e-02,\n        7.17318352e-02,  7.05462123e-02,  6.93801859e-02,  6.82334323e-02,\n        6.71056329e-02,  6.59964743e-02,  6.49056486e-02,  6.38328525e-02,\n        6.27777883e-02,  6.17401627e-02,  6.07196876e-02,  5.97160794e-02,\n        5.87290594e-02,  5.77583535e-02,  5.68036919e-02,  5.58648094e-02,\n        1.39013646e-01,  1.77436926e-01,  1.94227648e-01,  2.00570565e-01,\n        2.01882594e-01,  2.00786971e-01,  1.98553797e-01,  1.95797782e-01,\n        1.92816199e-01,  1.89752579e-01,  1.86675991e-01,  1.83619447e-01,\n        1.80598501e-01,  1.77620259e-01,  1.74687743e-01,  1.71802001e-01,\n        1.68963135e-01,  1.66170794e-01,  1.63424413e-01,  1.60723333e-01,\n        1.58066852e-01,  1.55454258e-01,  1.52884835e-01,  1.50357875e-01,\n        1.47872681e-01,  1.45428561e-01,  1.43024839e-01,  1.40660847e-01,\n        1.38335928e-01,  1.36049436e-01,  1.33800737e-01,  1.31589205e-01,\n        1.29414227e-01,  3.06000597e-01,  3.87509782e-01,  4.23034123e-01,\n        4.36350748e-01,  4.38975201e-01,  4.36484053e-01,  4.31577314e-01,\n        4.25561723e-01,  4.19069199e-01,  4.12404821e-01,  4.05715381e-01,\n        3.99071015e-01,  3.92504748e-01,  3.86031648e-01,  3.79658096e-01,\n        3.73386286e-01,  3.67216393e-01,  3.61147634e-01,  3.55178774e-01,\n        3.49308371e-01,  3.43534902e-01,  3.37856813e-01,  3.32272553e-01,\n        3.26780581e-01,  3.21379378e-01,  3.16067446e-01,  3.10843312e-01,\n        3.05705525e-01,  3.00652657e-01,  2.95662860e-01,  2.90775982e-01,\n        2.85969878e-01,  2.81243212e-01,  2.76594670e-01,  2.72022963e-01,\n        2.67526819e-01,  2.63104989e-01,  2.58756246e-01,  2.54479382e-01,\n        2.50273207e-01,  2.46136555e-01,  2.42068276e-01,  2.38067239e-01,\n        2.34132334e-01,  2.30262467e-01,  2.26456563e-01,  2.22713565e-01,\n        2.19032434e-01,  2.15412146e-01,  2.11851696e-01,  2.08350096e-01,\n        2.04906372e-01,  2.01519567e-01,  1.98188742e-01,  1.94912970e-01,\n        1.91691342e-01,  1.88522963e-01,  1.85357123e-01,  1.82293439e-01,\n        1.79280393e-01,  1.76317149e-01,  1.73402883e-01,  1.70536785e-01,\n        1.67718060e-01,  1.64945924e-01,  1.62219608e-01,  1.59538354e-01,\n        1.56901417e-01,  1.54308064e-01,  1.51757576e-01,  1.49249244e-01,\n        1.46782371e-01,  1.44356272e-01,  1.41970273e-01,  1.39623711e-01,\n        1.37315934e-01,  1.35046301e-01,  1.32814182e-01,  1.30618957e-01,\n        1.28460015e-01,  1.26336758e-01,  1.24248595e-01,  1.22194946e-01,\n        1.20175241e-01,  1.18188919e-01,  1.16235428e-01,  1.14314226e-01,\n        1.12424778e-01,  1.10566560e-01,  1.08739055e-01,  1.06941757e-01,\n        1.05174165e-01,  1.03435789e-01,  1.01726146e-01,  1.00044760e-01,\n        9.83911658e-02,  9.67649029e-02,  1.02265849e-01,  1.04014639e-01,\n        1.03961179e-01,  1.02976777e-01,  1.01665509e-01,  1.00174407e-01,\n        9.86103494e-02,  9.70248694e-02,  9.54426976e-02,  9.38755862e-02,\n        9.23290051e-02,  9.08053849e-02,  8.93056877e-02,  8.78301678e-02,\n        8.63787406e-02,  8.49511601e-02,  8.35471061e-02,  8.21662254e-02,\n        8.08081524e-02,  7.94725186e-02,  7.81589570e-02,  7.68671048e-02,\n        7.55966041e-02,  7.43471025e-02,  7.31182532e-02,  7.19097149e-02,\n        7.07211519e-02,  6.95522341e-02,  6.84026368e-02,  6.72720406e-02,\n        6.61601316e-02,  6.50666008e-02,  6.39911445e-02,  6.29334639e-02,\n        6.18932652e-02,  6.08702595e-02,  5.98641626e-02,  5.88746951e-02,\n        5.79015819e-02,  5.69445530e-02,  5.60033423e-02,  5.50776885e-02,\n        5.41673343e-02,  5.32720270e-02,  5.23915179e-02,  5.15255623e-02,\n        5.06739196e-02,  4.98363534e-02,  4.90126309e-02,  4.82025234e-02,\n        4.74058057e-02,  4.66222567e-02,  4.58516586e-02,  4.50937973e-02,\n        4.43484624e-02,  4.36154468e-02,  4.28945469e-02,  4.21855623e-02,\n        4.14882963e-02,  4.08025551e-02,  4.01281482e-02,  3.94648882e-02,\n        3.88125910e-02,  3.81710753e-02,  3.75401629e-02,  3.69196786e-02,\n        3.63094500e-02,  3.57093075e-02,  3.51190846e-02,  3.45386172e-02,\n        3.39677441e-02,  3.34063066e-02,  3.28541489e-02,  3.23111176e-02,\n        3.17770618e-02,  3.12502971e-02,  3.07337751e-02,  3.02257905e-02,\n        2.97262021e-02,  2.92348712e-02,  2.87516613e-02,  2.82764381e-02,\n        2.78090697e-02,  2.73494262e-02,  2.68973799e-02,  2.64528054e-02,\n        2.60155789e-02,  2.55855792e-02,  2.51626868e-02,  2.47467842e-02,\n        2.43377558e-02,  2.39354881e-02,  2.35398693e-02,  2.31507894e-02,\n        2.27681405e-02,  2.23918163e-02,  2.20217121e-02,  2.16577252e-02,\n        2.12997545e-02,  2.09477005e-02,  2.06014655e-02,  2.02609532e-02,\n        1.99260691e-02,  1.95967201e-02,  1.92728148e-02,  1.89542632e-02,\n        1.86409768e-02,  1.83328686e-02,  1.80298529e-02,  1.77318456e-02,\n        1.74387640e-02,  1.71505266e-02,  1.68670533e-02,  1.65882654e-02,\n        1.63140855e-02,  1.60444374e-02,  1.57792462e-02,  1.55184382e-02,\n        1.52619409e-02,  1.50096832e-02,  1.47615950e-02,  1.45176073e-02,\n        1.42776523e-02,  1.40416635e-02,  1.38095752e-02,  1.35813230e-02,\n        1.33568435e-02,  1.31360743e-02,  1.29189541e-02,  1.27054225e-02,\n        1.24954204e-02,  1.22888892e-02,  1.20753631e-02,  1.18757749e-02,\n        1.16794856e-02,  1.14864407e-02,  1.12965865e-02,  1.11098704e-02,\n        1.09262404e-02,  1.07456455e-02,  1.05680356e-02,  1.03933613e-02,\n        1.02215742e-02,  1.00526264e-02,  9.88647111e-03,  9.72306211e-03,\n        9.56235403e-03,  9.40430221e-03,  9.24886277e-03,  9.09599251e-03,\n        8.94564897e-03,  8.75577637e-03,  8.61105612e-03,  8.46872787e-03,\n        8.32875211e-03,  8.19108994e-03,  8.05570313e-03,  7.92255407e-03,\n        7.79160576e-03,  7.66282184e-03,  7.53616653e-03,  7.41160465e-03,\n        7.28910160e-03,  7.16862334e-03,  7.05013642e-03,  6.93360791e-03,\n        6.81900545e-03,  6.70629720e-03,  6.59545185e-03,  6.48643862e-03,\n        6.37922721e-03,  6.27378786e-03,  6.17009126e-03,  6.06810862e-03,\n        5.96781160e-03,  5.86917235e-03,  5.77216346e-03,  5.67675799e-03,\n        5.58292943e-03,  5.49065172e-03,  5.39989922e-03,  5.31064673e-03,\n        5.22286946e-03,  5.13654302e-03,  5.05164343e-03,  4.96814710e-03,\n        4.88603085e-03,  4.80527186e-03,  4.72584770e-03,  4.64773630e-03,\n        4.57091597e-03,  4.49536537e-03,  4.42106352e-03,  4.34798976e-03,\n        4.27612381e-03,  4.20544569e-03,  4.13593579e-03,  4.06757478e-03,\n        4.00034368e-03,  3.93422381e-03,  3.86919680e-03,  3.80524460e-03,\n        3.66062182e-03,  3.60011706e-03,  3.54061236e-03,  3.48209118e-03]), array([-2.19420808e-10, -2.19420793e-10, -2.19420824e-10, -2.19420840e-10,\n       -2.19420793e-10, -2.19420808e-10, -2.19420808e-10, -2.19420840e-10,\n        5.21060164e-02,  7.57642432e-02,  8.58076096e-02,  8.93521712e-02,\n        8.98113944e-02,  8.88222393e-02,  8.71693069e-02,  8.52282513e-02,\n        8.31785318e-02,  8.11054922e-02,  7.90493383e-02,  7.70286379e-02,\n        7.50515951e-02,  7.31214598e-02,  7.12391222e-02,  6.94043580e-02,\n        6.76164245e-02,  6.58743469e-02,  6.41770549e-02,  6.25234478e-02,\n        6.09124257e-02,  5.93429034e-02,  5.78138177e-02,  5.63241294e-02,\n        5.48728247e-02,  5.34589152e-02,  5.20814376e-02,  5.07394535e-02,\n        4.94320482e-02,  4.81583309e-02,  4.69174334e-02,  4.57085102e-02,\n        4.45307374e-02,  4.33833123e-02,  4.22654529e-02,  4.11763974e-02,\n        4.01154037e-02,  3.90817487e-02,  3.80747278e-02,  3.70936549e-02,\n        3.61378614e-02,  3.52066958e-02,  3.42995236e-02,  3.34157265e-02,\n        3.25547023e-02,  3.17158641e-02,  3.08986403e-02,  3.01024739e-02,\n        2.93268224e-02,  2.85711571e-02,  2.78349630e-02,  2.71177385e-02,\n        2.64189948e-02,  2.57382556e-02,  2.50750570e-02,  2.44289471e-02,\n        2.37994855e-02,  2.31862433e-02,  2.25888026e-02,  2.20067561e-02,\n        2.14397072e-02,  2.08872695e-02,  2.03490664e-02,  1.98247313e-02,\n        1.93139067e-02,  1.88162446e-02,  1.83314057e-02,  1.78590597e-02,\n        1.73988847e-02,  1.69505670e-02,  1.65138011e-02,  1.60882894e-02,\n        1.56737419e-02,  1.52698760e-02,  1.48764165e-02,  1.44930954e-02,\n        1.41196513e-02,  1.37558297e-02,  7.89383055e-02,  1.08349390e-01,\n        1.20645130e-01,  1.24775594e-01,  1.25033884e-01,  1.23478688e-01,\n        1.21096634e-01,  1.18359999e-01,  1.15494299e-01,  1.12606679e-01,\n        1.09747518e-01,  3.09953133e-01,  3.99383497e-01,  4.35833920e-01,\n        4.47030612e-01,  4.46272518e-01,  4.39936393e-01,  4.31077778e-01,\n        4.21158780e-01,  4.10877065e-01,  4.00563614e-01,  3.90373568e-01,\n        3.80377793e-01,  3.70606810e-01,  3.61071873e-01,  3.51775079e-01,\n        3.42714217e-01,  3.33885089e-01,  3.25282629e-01,  3.16901428e-01,\n        3.08735995e-01,  3.00780868e-01,  2.93030677e-01,  2.85480165e-01,\n        2.78124197e-01,  2.70957765e-01,  2.63975988e-01,  2.57174111e-01,\n        2.50547497e-01,  2.44091630e-01,  2.37802113e-01,  2.31674657e-01,\n        2.25705088e-01,  2.19889337e-01,  2.14223440e-01,  2.08703537e-01,\n        2.03325866e-01,  1.98086761e-01,  1.92982652e-01,  1.88010061e-01,\n        1.83165599e-01,  1.78445964e-01,  1.73847941e-01,  1.69368395e-01,\n        1.65004273e-01,  1.60752602e-01,  1.56610484e-01,  1.52575096e-01,\n        1.48643688e-01,  1.44813581e-01,  1.41082164e-01,  1.37446895e-01,\n        1.33905296e-01,  1.30454953e-01,  1.27093516e-01,  1.23818692e-01,\n        1.20628252e-01,  1.17520019e-01,  1.14491877e-01,  1.11541760e-01,\n        1.08667660e-01,  1.05867616e-01,  1.03139721e-01,  1.00482117e-01,\n        9.78929902e-02,  9.53705780e-02,  9.29131609e-02,  9.05190641e-02,\n        8.81866561e-02,  8.59143474e-02,  8.37005893e-02,  8.15438732e-02,\n        7.94427292e-02,  7.73957256e-02,  7.54014671e-02,  7.34585948e-02,\n        7.15657845e-02,  6.97217464e-02,  6.79252236e-02,  6.61749919e-02,\n        6.44698585e-02,  6.28086613e-02,  6.11902683e-02,  5.96135764e-02,\n        5.80775113e-02,  5.65810259e-02,  5.51231006e-02,  5.37027417e-02,\n        5.23189812e-02,  5.09708761e-02,  4.96575077e-02,  4.83779809e-02,\n        4.71314237e-02,  4.59169866e-02,  4.47338419e-02,  4.35811834e-02,\n        4.24582255e-02,  4.13642029e-02,  4.02983699e-02,  3.92600004e-02,\n        3.82483865e-02,  3.72628390e-02,  3.63026861e-02,  3.53672734e-02,\n        3.44559636e-02,  3.35681356e-02,  3.27031842e-02,  3.18605201e-02,\n        3.10395689e-02,  3.02397712e-02,  2.94605819e-02,  2.87014700e-02,\n        2.79619182e-02,  2.72414224e-02,  2.65394917e-02,  2.58556477e-02,\n        2.51894243e-02,  2.45403675e-02,  2.39080349e-02,  2.32919957e-02,\n        2.26918300e-02,  2.21071288e-02,  2.15374936e-02,  2.09825362e-02,\n        2.04418785e-02,  1.99151518e-02,  1.94019974e-02,  1.89020654e-02,\n        1.84150152e-02,  1.79405149e-02,  1.74782410e-02,  6.11167642e-02,\n        8.06961332e-02,  8.87667557e-02,  9.13495059e-02,  9.13323643e-02,\n        9.01001485e-02,  8.83164699e-02,  8.62989214e-02,  8.41990947e-02,\n        8.20889533e-02,  8.00022743e-02,  7.79545321e-02,  7.59524383e-02,\n        7.39985182e-02,  7.20933067e-02,  7.02364009e-02,  6.84269649e-02,\n        6.66639717e-02,  6.49463188e-02,  6.32728831e-02,  6.16425469e-02,\n        6.00542100e-02,  5.85067952e-02,  5.69992505e-02,  5.55305498e-02,\n        5.40996926e-02,  5.27057041e-02,  5.13476344e-02,  1.57473900e-01,\n        2.04971238e-01,  2.24426186e-01,  2.30512117e-01,  2.30267204e-01,\n        2.27066260e-01,  2.22526441e-01,  2.17421625e-01,  2.12121127e-01,\n        2.06800206e-01,  2.01541060e-01,  1.96381282e-01,  1.91337114e-01,\n        1.86414599e-01,  1.81614930e-01,  1.76937018e-01,  1.72378723e-01,\n        1.67937441e-01,  1.63610386e-01,  1.59394725e-01,  1.55287640e-01,\n        1.51286360e-01,  1.47388169e-01,  1.43590418e-01,  1.39890521e-01,\n        1.36285958e-01,  1.32774273e-01,  1.29353074e-01,  1.26020029e-01,\n        1.22772866e-01,  1.19609373e-01,  1.16527394e-01,  1.13524829e-01,\n        1.10599630e-01,  1.07749806e-01,  1.04973412e-01,  1.02268559e-01,\n        9.96334011e-02,  9.70661437e-02,  9.45650368e-02,  9.21283761e-02,\n        8.97545009e-02,  8.74417934e-02,  2.42369792e-01,  3.11541279e-01,\n        3.39699234e-01,  3.48308232e-01,  3.47663795e-01,  3.42702531e-01,\n        3.35789893e-01,  3.28057753e-01,  3.20046181e-01,  3.12011377e-01,\n        3.04073409e-01,  2.96287107e-01,  2.88676065e-01,  2.81248966e-01,\n        2.74007400e-01,  2.66949626e-01,  2.60072366e-01,  2.53371667e-01,\n        2.46843316e-01,  2.40483032e-01,  2.34286563e-01,  2.28249724e-01,\n        2.22368420e-01,  2.16638652e-01,  2.11056520e-01,  2.05618221e-01,\n        2.00320049e-01,  1.95158396e-01,  1.90129742e-01,  1.85230663e-01,\n        1.80457817e-01,  1.75807954e-01,  1.71277905e-01,  1.66864581e-01,\n        1.62564975e-01,  1.58376157e-01,  1.54295273e-01,  1.50319541e-01,\n        1.46446252e-01,  1.42672766e-01,  1.38996512e-01,  1.35414984e-01,\n        1.31925741e-01,  1.28526406e-01,  1.25214661e-01,  1.21988251e-01,\n        1.18844975e-01,  1.15782692e-01,  1.12799315e-01,  1.09892811e-01,\n        1.07061199e-01,  1.04302550e-01,  1.01614982e-01,  9.89966650e-02,\n        9.64458144e-02,  9.39606916e-02,  9.15396031e-02,  8.91808988e-02,\n        8.68829714e-02,  8.46442547e-02,  8.24632231e-02,  8.03383903e-02,\n        7.82683081e-02,  7.62515658e-02,  7.42867889e-02,  7.23726385e-02,\n        7.05078102e-02,  6.86910329e-02,  6.69210685e-02,  6.51967109e-02,\n        6.35167849e-02,  6.18801456e-02,  6.35979957e-02,  6.35485380e-02,\n        6.26736258e-02,  6.14245870e-02,  6.00174068e-02,  5.85551659e-02,\n        5.70867870e-02,  5.56352206e-02,  5.42109698e-02,  5.28185779e-02,\n        5.14597416e-02,  5.01348043e-02,  4.88434721e-02,  4.75851571e-02,\n        4.63591422e-02,  4.51646590e-02,  4.40009257e-02,  4.28671648e-02,\n        4.17626110e-02,  4.06865152e-02,  3.96381457e-02,  3.86167888e-02,\n        3.76217489e-02,  3.66523481e-02,  3.57079258e-02,  3.47878384e-02,\n        3.38914590e-02,  3.30181765e-02,  3.21673960e-02,  3.13385375e-02,\n        3.05310363e-02,  2.97443420e-02,  2.89779184e-02,  2.82312433e-02,\n        2.75038079e-02,  2.67951163e-02,  2.61046855e-02,  2.54320452e-02,\n        2.47767367e-02,  2.41383136e-02,  2.35163408e-02,  2.29103944e-02,\n        2.23200615e-02,  2.17449396e-02,  2.11846370e-02,  2.06387717e-02,\n        2.01069717e-02,  1.95888746e-02,  1.90841274e-02,  1.85923860e-02,\n        1.81133153e-02,  1.76465888e-02,  1.71918885e-02,  1.67489045e-02,\n        1.63173349e-02,  1.58968855e-02,  1.54872699e-02,  3.75326820e-02,\n        4.73345969e-02,  5.12819789e-02,  5.24397844e-02,  5.22781000e-02,\n        5.15017950e-02,  5.04485948e-02,  4.92800785e-02,  4.80733210e-02,\n        4.68648629e-02,  4.56718080e-02,  4.45019446e-02,  4.33586027e-02,\n        4.22429832e-02,  4.11552759e-02,  4.00951955e-02,  3.90622382e-02,\n        3.80558051e-02,  3.70752605e-02,  1.26716307e-01,  1.66919996e-01,\n        1.83475604e-01,  1.88755150e-01,  1.88693001e-01,  1.86134741e-01,\n        1.82443981e-01,  1.78273310e-01,  1.73934210e-01,  1.69574540e-01,\n        1.65263690e-01,  1.61033444e-01,  1.56897576e-01,  1.52861262e-01,\n        1.48925585e-01,  1.45089704e-01,  1.41351887e-01,  1.37710011e-01,\n        1.34161797e-01,  1.30704924e-01,  1.27337083e-01,  1.24056002e-01,\n        1.20859455e-01,  1.17745270e-01,  1.14711325e-01,  1.11755555e-01,\n        1.08875946e-01,  1.06070536e-01,  1.03337413e-01,  1.00674714e-01,\n        9.80806249e-02,  9.55533779e-02,  9.30912506e-02,  9.06925650e-02,\n        8.83556864e-02,  8.60790222e-02,  8.38610209e-02,  8.17001710e-02,\n        7.95949997e-02,  7.75440725e-02,  7.55459916e-02,  7.35993953e-02,\n        7.17029570e-02,  6.98553843e-02,  6.80554181e-02,  6.63018317e-02,\n        6.45934300e-02,  6.29290488e-02,  6.13075537e-02,  5.97278397e-02,\n        5.81888303e-02,  2.32921667e-01,  3.11477448e-01,  3.44022891e-01,\n        3.54624841e-01,  3.54827330e-01,  3.50165938e-01,  3.43293436e-01,\n        3.35479480e-01,  3.27330185e-01,  3.19133368e-01,  3.11023982e-01,\n        3.03064494e-01,  2.95281656e-01,  2.87685711e-01,  2.80278943e-01,\n        2.73059883e-01,  2.66025329e-01,  2.59171312e-01,  2.52493556e-01,\n        2.45987699e-01,  2.39649399e-01,  2.33474379e-01,  2.27458454e-01,\n        2.21597531e-01,  2.15887624e-01,  2.10324841e-01,  2.04905395e-01,\n        1.99625590e-01,  1.94481831e-01,  1.89470611e-01,  1.84588515e-01,\n        1.79832216e-01,  1.75198472e-01,  1.70684127e-01,  1.66286103e-01,\n        1.62001403e-01,  1.57827107e-01,  1.53760370e-01,  1.49798421e-01,\n        1.45938560e-01,  1.42178156e-01,  1.38514646e-01,  1.34945534e-01,\n        1.31468388e-01,  1.28080837e-01,  1.24780574e-01,  1.21565348e-01,\n        1.18432969e-01,  1.15381303e-01,  1.12408268e-01,  1.09511841e-01,\n        1.06690045e-01,  1.03940959e-01,  1.01262708e-01,  9.86534685e-02,\n        9.61114610e-02,  9.36349535e-02,  9.12222583e-02,  8.88717311e-02,\n        8.65817700e-02,  8.43508144e-02,  8.21773439e-02,  8.00598773e-02,\n        7.79969715e-02,  7.59872208e-02,  7.40292553e-02,  7.21217408e-02,\n        7.02633773e-02,  6.84528983e-02,  6.66890700e-02,  6.49706903e-02,\n        6.32965882e-02,  6.16656227e-02,  6.00766824e-02,  5.85286844e-02,\n        5.70205736e-02,  5.55513224e-02,  5.41199295e-02,  5.27254193e-02,\n        5.13668415e-02,  5.00432703e-02,  5.36387522e-02,  5.46004743e-02,\n        5.43181704e-02,  5.34581378e-02,  5.23395772e-02,  5.11151621e-02,\n        4.98576779e-02,  4.86013064e-02,  4.73627161e-02,  4.61489028e-02,\n        4.49629412e-02,  4.38058951e-02,  4.26778743e-02,  4.15785409e-02,\n        4.05073525e-02,  3.94636784e-02,  3.84468549e-02,  3.74562119e-02,\n        3.64902045e-02,  3.55499643e-02,  3.46339492e-02,  3.37415359e-02,\n        3.28721170e-02,  3.20251002e-02,  3.11999084e-02,  3.03959793e-02,\n        2.96127650e-02,  2.88497318e-02,  2.81063598e-02,  2.73821422e-02,\n        2.66765855e-02,  5.98573390e-02,  7.45651671e-02,  8.04407952e-02,\n        8.21091081e-02,  8.17883749e-02,  8.05421729e-02,  7.88800701e-02,\n        7.70458353e-02,  7.51557242e-02,  7.32648289e-02,  7.13989122e-02,\n        6.95696820e-02,  6.77821193e-02,  6.60379942e-02,  6.43375515e-02,\n        6.26803204e-02,  6.10655015e-02,  5.94921528e-02,  5.79592778e-02,\n        5.64658685e-02,  5.50109246e-02,  5.35934629e-02,  5.22125215e-02,\n        5.08671611e-02,  4.95564659e-02,  4.82795430e-02,  4.70355225e-02,\n        4.58235565e-02,  4.46428193e-02,  4.34925062e-02,  4.23718332e-02,\n        4.12800367e-02,  4.02163725e-02,  3.91801158e-02,  3.81705603e-02,\n        3.71870181e-02,  3.62288188e-02,  3.52953096e-02,  3.43858540e-02,\n        3.34998325e-02,  3.26366411e-02,  3.17956916e-02,  3.09764108e-02,\n        3.01782405e-02,  2.94006367e-02,  2.86430695e-02,  2.79050224e-02,\n        2.71859927e-02,  2.64854903e-02,  2.58030377e-02,  2.51381699e-02,\n        2.44904337e-02,  2.38593878e-02,  2.32446021e-02,  2.26456576e-02,\n        1.09368966e-01,  1.48441297e-01,  1.64715744e-01,  1.70115316e-01,\n        1.70359117e-01,  1.68189617e-01,  1.64921113e-01,  1.61182697e-01,\n        1.57274731e-01,  1.53339893e-01,  1.49445235e-01,  1.45621563e-01,\n        1.41882324e-01,  1.38232673e-01,  1.34673819e-01,  1.31205110e-01,\n        1.27825032e-01,  1.24531690e-01,  1.21323036e-01,  1.18196977e-01,\n        1.15151428e-01,  1.12184334e-01,  1.09293685e-01,  1.06477515e-01,\n        1.03733907e-01,  1.01060992e-01,  9.84569504e-02,  9.59200069e-02,\n        9.34484327e-02,  9.10405436e-02,  8.86946986e-02,  8.64092991e-02,\n        8.41827876e-02,  2.67615380e-01,  3.49772782e-01,  3.83488477e-01,\n        3.94108465e-01,  3.93790153e-01,  3.88363066e-01,  3.80620656e-01,\n        3.71899740e-01,  3.62838320e-01,  3.53739192e-01,  3.44744401e-01,\n        3.35918945e-01,  3.27290940e-01,  3.18870880e-01,  3.10660883e-01,\n        3.02659125e-01,  2.94861961e-01,  2.87264945e-01,  2.79863315e-01,\n        2.72652229e-01,  2.65626867e-01,  2.58782487e-01,  2.52114447e-01,\n        2.45618214e-01,  2.39289364e-01,  2.33123589e-01,  2.27116686e-01,\n        2.21264562e-01,  2.15563231e-01,  2.10008614e-01,  2.04597314e-01,\n        1.99325448e-01,  1.94189422e-01,  1.89185736e-01,  1.84310981e-01,\n        1.79561833e-01,  1.74935057e-01,  1.70427499e-01,  1.66036087e-01,\n        1.61757829e-01,  1.57589810e-01,  1.53529187e-01,  1.49573195e-01,\n        1.45719137e-01,  1.41964387e-01,  1.38306385e-01,  1.34742640e-01,\n        1.31270721e-01,  1.27888264e-01,  1.24592962e-01,  1.21382571e-01,\n        1.18254902e-01,  1.15207824e-01,  1.12239260e-01,  1.09347186e-01,\n        1.06529634e-01,  1.03784681e-01,  1.01109991e-01,  9.85046861e-02,\n        9.59665123e-02,  9.34937397e-02,  9.10846832e-02,  8.87377008e-02,\n        8.64511933e-02,  8.42236023e-02,  8.20534097e-02,  7.99391365e-02,\n        7.78793419e-02,  7.58726221e-02,  7.39176095e-02,  7.20129718e-02,\n        7.01574109e-02,  6.83496624e-02,  6.65884942e-02,  6.48727060e-02,\n        6.32011287e-02,  6.15726229e-02,  5.99860789e-02,  5.84404154e-02,\n        5.69345791e-02,  5.54675438e-02,  5.40383096e-02,  5.26459025e-02,\n        5.12893736e-02,  4.99677985e-02,  4.86802764e-02,  4.74259300e-02,\n        4.62039043e-02,  4.50133666e-02,  4.38535056e-02,  4.27235307e-02,\n        4.16226720e-02,  4.05501791e-02,  3.95053211e-02,  3.84873861e-02,\n        3.74956802e-02,  3.65295277e-02,  4.29617797e-02,  4.53926454e-02,\n        4.59205039e-02,  4.55510560e-02,  4.47681285e-02,  4.38020895e-02,\n        4.27634048e-02,  4.17046846e-02,  4.06507899e-02,  3.96132770e-02,\n        3.85973283e-02,  3.76050773e-02,  3.66372036e-02,  3.56936981e-02,\n        3.47742300e-02,  3.38783224e-02,  3.30054366e-02,  3.21550122e-02,\n        3.13264863e-02,  3.05193020e-02,  2.97329131e-02,  2.89667855e-02,\n        2.82203980e-02,  2.74932424e-02,  2.67848231e-02,  2.60946577e-02,\n        2.54222758e-02,  2.47672191e-02,  2.41290413e-02,  2.35073074e-02,\n        2.29015937e-02,  2.23114875e-02,  2.17365866e-02,  2.11764992e-02,\n        2.06308436e-02,  2.00992479e-02,  1.95813498e-02,  1.90767965e-02,\n        1.85852440e-02,  1.81063573e-02,  1.76398102e-02,  1.71852845e-02,\n        1.67424707e-02,  1.63110668e-02,  1.58907790e-02,  1.54813207e-02,\n        1.50824129e-02,  1.46937839e-02,  1.43151686e-02,  1.39463091e-02,\n        1.35869541e-02,  1.32368585e-02,  1.28957839e-02,  1.25634978e-02,\n        1.22397737e-02,  1.19243910e-02,  1.16171348e-02,  1.13177956e-02,\n        1.10261696e-02,  1.07420579e-02,  1.04652669e-02,  1.01956079e-02,\n        9.93289734e-03,  9.67695601e-03,  9.42760953e-03,  9.18468797e-03,\n        8.94802578e-03,  8.71746167e-03,  8.49283851e-03,  8.27400323e-03,\n        8.06080669e-03,  7.85310358e-03,  7.65075237e-03,  7.45361516e-03,\n        7.26155758e-03,  7.07443439e-03,  6.89214718e-03,  6.71455697e-03,\n        6.54154273e-03,  6.37298656e-03,  6.20877358e-03,  6.04879188e-03,\n        5.89293243e-03,  5.74108903e-03,  5.59315817e-03,  5.44903906e-03,\n        5.30863347e-03,  5.17184571e-03,  5.03858257e-03,  4.90875323e-03,\n        4.78226920e-03,  4.65904429e-03,  4.53899452e-03,  4.42203808e-03,\n        4.30809526e-03,  4.19708841e-03,  4.08894188e-03,  3.98358196e-03,\n        3.88093685e-03,  3.78093661e-03,  3.68351307e-03,  3.58859985e-03,\n        3.49613226e-03,  3.40604729e-03,  3.31828354e-03,  3.23278121e-03,\n        3.14948201e-03,  3.06832919e-03,  2.98926743e-03,  2.91224287e-03,\n        2.83720299e-03,  2.76409668e-03,  2.69287409e-03,  2.62348670e-03,\n        2.55588722e-03,  2.49002958e-03,  2.42586889e-03,  2.36336143e-03,\n        2.30246461e-03,  2.24313691e-03,  2.18533792e-03,  2.12902823e-03,\n        2.07416948e-03,  2.02072427e-03,  1.96865619e-03,  1.91792975e-03,\n        1.86851038e-03,  1.82036440e-03,  1.77345900e-03,  1.72776221e-03,\n        1.68324290e-03,  1.63987071e-03,  1.59751873e-03,  1.55635540e-03,\n        1.51625273e-03,  1.47718338e-03,  1.43912074e-03,  1.40203886e-03,\n        1.36591247e-03,  1.33071695e-03,  1.29642831e-03,  1.26302319e-03,\n        1.23047882e-03,  1.19877302e-03,  1.16788419e-03,  1.13779127e-03,\n        1.10847375e-03,  1.07991166e-03,  1.05208554e-03,  1.02497640e-03,\n        9.98565795e-04,  9.72442684e-04,  9.47385713e-04,  9.22974385e-04,\n        8.99192065e-04,  8.76022545e-04,  8.53450035e-04,  8.31459152e-04,\n        8.10034908e-04,  7.89162704e-04,  7.68828314e-04,  7.49017882e-04,\n        7.29717905e-04,  7.10915232e-04,  6.92597048e-04,  6.74750869e-04,\n        6.57364534e-04,  6.40426192e-04,  6.23924302e-04,  6.07847616e-04,\n        5.92185179e-04,  5.76926317e-04,  5.62060630e-04,  5.47577988e-04,\n        5.33468520e-04,  5.19722612e-04,  5.06330895e-04,  4.93284243e-04,\n        4.80573764e-04,  4.68190797e-04,  4.56126902e-04,  4.44373858e-04,\n        4.32923656e-04,  4.21768490e-04,  4.10900761e-04,  4.00313060e-04,\n        3.89998174e-04,  3.79949071e-04,  3.70158904e-04,  3.60621001e-04,\n        3.51328861e-04,  3.42276152e-04,  3.33456704e-04,  3.24864507e-04,\n        3.16493706e-04,  3.08338596e-04,  3.00393618e-04,  2.92653360e-04,\n        2.85112544e-04,  2.77766033e-04,  2.70608820e-04,  2.63636028e-04,\n        2.56078373e-04,  2.49479987e-04,  2.43051621e-04,  2.36788896e-04]))
E    +    where <function array_equal at 0x104e03c30> = np.array_equal
E    +    and   array([-2.19420808e-10, -2.19420824e-10, -2.19420793e-10, -2.19420840e-10,\n       -2.19420824e-10, -2.19420808e-10, -2.19420824e-10, -2.19420808e-10,\n        5.01755473e-02,  7.36491051e-02,  8.42030702e-02,  8.85128188e-02,\n        8.98113944e-02,  8.96645259e-02,  8.88303697e-02,  8.76759324e-02,\n        8.63787678e-02,  8.50246703e-02,  8.36549935e-02,  8.22895690e-02,\n        8.09378073e-02,  7.96040748e-02,  7.82902977e-02,  7.69972234e-02,\n        7.57250317e-02,  7.44736300e-02,  7.32427972e-02,  7.20322525e-02,\n        7.08416895e-02,  6.96707916e-02,  6.85192406e-02,  6.73867201e-02,\n        6.62729170e-02,  6.51775227e-02,  6.41002333e-02,  6.30407498e-02,\n        6.19987779e-02,  6.09740283e-02,  5.99662162e-02,  5.89750619e-02,\n        5.80002898e-02,  5.70416294e-02,  5.60988142e-02,  5.51715823e-02,\n        5.42596763e-02,  5.33628427e-02,  5.24808325e-02,  5.16134006e-02,\n        5.07603061e-02,  4.99213121e-02,  4.90961854e-02,  4.82846968e-02,\n        4.74866209e-02,  4.67017361e-02,  4.59298243e-02,  4.51706711e-02,\n        4.44240656e-02,  4.36898004e-02,  4.29676715e-02,  4.22574783e-02,\n        4.15590236e-02,  4.08721134e-02,  4.01965568e-02,  3.95321661e-02,\n        3.88787569e-02,  3.82361476e-02,  3.76041596e-02,  3.69826175e-02,\n        3.63713486e-02,  3.57701831e-02,  3.51789540e-02,  3.45974970e-02,\n        3.40256507e-02,  3.34632561e-02,  3.29101572e-02,  3.23662001e-02,\n        3.18312339e-02,  3.13051098e-02,  3.07876819e-02,  3.02788063e-02,\n        2.97783416e-02,  2.92861489e-02,  2.88020914e-02,  2.83260347e-02,\n        2.78578466e-02,  2.73973969e-02,  9.00534115e-02,  1.19132186e-01,\n        1.31968560e-01,  1.36958440e-01,  1.38168104e-01,  1.37566746e-01,\n        1.36107831e-01,  1.34252852e-01,  1.32225016e-01,  1.30132122e-01,\n        1.28026076e-01,  3.21423455e-01,  4.10809143e-01,  4.49886891e-01,\n        4.64667326e-01,  4.67747729e-01,  4.65228550e-01,  4.60063474e-01,\n        4.53682041e-01,  4.46775583e-01,  4.39677892e-01,  4.32549597e-01,\n        4.25467479e-01,  4.18467716e-01,  4.11566841e-01,  4.04771887e-01,\n        3.98085300e-01,  3.91507323e-01,  3.85037145e-01,  3.78673462e-01,\n        3.72414744e-01,  3.66259368e-01,  3.60205681e-01,  3.54252028e-01,\n        3.48396768e-01,  3.42638282e-01,  3.36974971e-01,  3.31405266e-01,\n        3.25927620e-01,  3.20540510e-01,  3.15242442e-01,  3.10031943e-01,\n        3.04907565e-01,  2.99867887e-01,  2.94911506e-01,  2.90037048e-01,\n        2.85243157e-01,  2.80528503e-01,  2.75891774e-01,  2.71331684e-01,\n        2.66846966e-01,  2.62436374e-01,  2.58098682e-01,  2.53832686e-01,\n        2.49637201e-01,  2.45511061e-01,  2.41453120e-01,  2.37462251e-01,\n        2.33537345e-01,  2.29677312e-01,  2.25881080e-01,  2.22147594e-01,\n        2.18475817e-01,  2.14864730e-01,  2.11313328e-01,  2.07820626e-01,\n        2.04385653e-01,  2.01007456e-01,  1.97685094e-01,  1.94417647e-01,\n        1.91204206e-01,  1.88043879e-01,  1.84935787e-01,  1.81879067e-01,\n        1.78872870e-01,  1.75916362e-01,  1.73008720e-01,  1.70149138e-01,\n        1.67336820e-01,  1.64570985e-01,  1.61850866e-01,  1.59175707e-01,\n        1.56544764e-01,  1.53957306e-01,  1.51412616e-01,  1.48909985e-01,\n        1.46448720e-01,  1.44028135e-01,  1.41647560e-01,  1.39306332e-01,\n        1.37003800e-01,  1.34739327e-01,  1.32512282e-01,  1.30322046e-01,\n        1.28168012e-01,  1.26049581e-01,  1.23966165e-01,  1.21917185e-01,\n        1.19902071e-01,  1.17920264e-01,  1.15971213e-01,  1.14054378e-01,\n        1.12169225e-01,  1.10315230e-01,  1.08491880e-01,  1.06698667e-01,\n        1.04935093e-01,  1.03200669e-01,  1.01494912e-01,  9.98173482e-02,\n        9.81675126e-02,  9.65449463e-02,  9.49491987e-02,  9.33798265e-02,\n        9.18363937e-02,  9.03184716e-02,  8.88256386e-02,  8.73574799e-02,\n        8.59135878e-02,  8.44935611e-02,  8.30970054e-02,  8.17235327e-02,\n        8.03727615e-02,  7.90443166e-02,  7.77378289e-02,  7.64529356e-02,\n        7.51892798e-02,  7.39465103e-02,  7.27242820e-02,  7.15222553e-02,\n        7.03400964e-02,  6.91774769e-02,  6.80340737e-02,  6.69095694e-02,\n        6.58036515e-02,  6.47160128e-02,  6.36463512e-02,  6.25943695e-02,\n        6.15597756e-02,  6.05422820e-02,  5.95416061e-02,  1.01012912e-01,\n        1.19906914e-01,  1.27885153e-01,  1.30595657e-01,  1.30773765e-01,\n        1.29744045e-01,  1.28147750e-01,  1.26295172e-01,  1.24336302e-01,\n        1.22343494e-01,  1.20351505e-01,  1.18376883e-01,  1.16427364e-01,\n        1.14506417e-01,  1.12615453e-01,  1.10754888e-01,  1.08924660e-01,\n        1.07124482e-01,  1.05353962e-01,  1.03612658e-01,  1.01900113e-01,\n        1.00215863e-01,  9.85594452e-02,  9.69304033e-02,  9.53282858e-02,\n        9.37526484e-02,  9.22030537e-02,  9.06790714e-02,  1.92648743e-01,\n        2.39580234e-01,  2.59894217e-01,  2.67355780e-01,  2.68631479e-01,\n        2.66949661e-01,  2.63873359e-01,  2.60159011e-01,  2.56172386e-01,\n        2.52090039e-01,  2.47996887e-01,  2.43933474e-01,  2.39918859e-01,\n        2.35961704e-01,  2.32065647e-01,  2.28231899e-01,  2.24460507e-01,\n        2.20750961e-01,  2.17102492e-01,  2.13514211e-01,  2.09985184e-01,\n        2.06514459e-01,  2.03101088e-01,  1.99744128e-01,  1.96442651e-01,\n        1.93195741e-01,  1.90002497e-01,  1.86862032e-01,  1.83773474e-01,\n        1.80735966e-01,  1.77748663e-01,  1.74810736e-01,  1.71921369e-01,\n        1.69079759e-01,  1.66285116e-01,  1.63536665e-01,  1.60833642e-01,\n        1.58175295e-01,  1.55560888e-01,  1.52989692e-01,  1.50460995e-01,\n        1.47974094e-01,  1.45528297e-01,  2.94480658e-01,  3.62924525e-01,\n        3.92434718e-01,  4.03147289e-01,  4.04814284e-01,  4.02158197e-01,\n        3.97465442e-01,  3.91842512e-01,  3.85824416e-01,  3.79669373e-01,\n        3.73501553e-01,  3.67380214e-01,  3.61333187e-01,  3.55373098e-01,\n        3.49505217e-01,  3.43731271e-01,  3.38051282e-01,  3.32464458e-01,\n        3.26969630e-01,  3.21565455e-01,  3.16250522e-01,  3.11023398e-01,\n        3.05882651e-01,  3.00826864e-01,  2.95854638e-01,  2.90964593e-01,\n        2.86155372e-01,  2.81425640e-01,  2.76774084e-01,  2.72199411e-01,\n        2.67700350e-01,  2.63275653e-01,  2.58924089e-01,  2.54644450e-01,\n        2.50435548e-01,  2.46296212e-01,  2.42225294e-01,  2.38221662e-01,\n        2.34284204e-01,  2.30411827e-01,  2.26603454e-01,  2.22858029e-01,\n        2.19174509e-01,  2.15551873e-01,  2.11989114e-01,  2.08485242e-01,\n        2.05039284e-01,  2.01650283e-01,  1.98317297e-01,  1.95039401e-01,\n        1.91815683e-01,  1.88645248e-01,  1.85527217e-01,  1.82460722e-01,\n        1.79444911e-01,  1.76478948e-01,  1.73562007e-01,  1.70693279e-01,\n        1.67871968e-01,  1.65097288e-01,  1.62368470e-01,  1.59684755e-01,\n        1.57045398e-01,  1.54449666e-01,  1.51896838e-01,  1.49386204e-01,\n        1.46917067e-01,  1.44488742e-01,  1.42100553e-01,  1.39751837e-01,\n        1.37441943e-01,  1.35170227e-01,  1.36125660e-01,  1.35420607e-01,\n        1.33930587e-01,  1.32079347e-01,  1.30071817e-01,  1.28006947e-01,\n        1.25932363e-01,  1.23870832e-01,  1.21833089e-01,  1.19824045e-01,\n        1.17845794e-01,  1.15899073e-01,  1.13983961e-01,  1.12100230e-01,\n        1.10247500e-01,  1.08425330e-01,  1.06633246e-01,  1.04870768e-01,\n        1.03137413e-01,  1.01432705e-01,  9.97561716e-02,  9.81073479e-02,\n        9.64857765e-02,  9.48910070e-02,  9.33225967e-02,  9.17801099e-02,\n        9.02631181e-02,  8.87712000e-02,  8.73039412e-02,  8.58609339e-02,\n        8.44417775e-02,  8.30460777e-02,  8.16734468e-02,  8.03235034e-02,\n        7.89958727e-02,  7.76901858e-02,  7.64060799e-02,  7.51431985e-02,\n        7.39011907e-02,  7.26797114e-02,  7.14784215e-02,  7.02969871e-02,\n        6.91350801e-02,  6.79923777e-02,  6.68685625e-02,  6.57633224e-02,\n        6.46763503e-02,  6.36073442e-02,  6.25560073e-02,  6.15220475e-02,\n        6.05051775e-02,  5.95051148e-02,  5.85215818e-02,  5.75543051e-02,\n        5.66030161e-02,  5.56674506e-02,  5.47473485e-02,  7.54553852e-02,\n        8.46765955e-02,  8.83474487e-02,  8.93430950e-02,  8.90559169e-02,\n        8.81601111e-02,  8.69820194e-02,  8.56795010e-02,  8.43288130e-02,\n        8.29666910e-02,  8.16107315e-02,  8.02692641e-02,  7.89461332e-02,\n        7.76430137e-02,  7.63605329e-02,  7.50988138e-02,  7.38577379e-02,\n        7.26370729e-02,  7.14365342e-02,  1.57495668e-01,  1.97147754e-01,\n        2.14355828e-01,  2.20726001e-01,  2.21879233e-01,  2.20537538e-01,\n        2.18018817e-01,  2.14960884e-01,  2.11672159e-01,  2.08301525e-01,\n        2.04920601e-01,  2.01563590e-01,  1.98246582e-01,  1.94976899e-01,\n        1.91757626e-01,  1.88589804e-01,  1.85473490e-01,  1.82408270e-01,\n        1.79393514e-01,  1.76428491e-01,  1.73512429e-01,  1.70644542e-01,\n        1.67824046e-01,  1.65050164e-01,  1.62322127e-01,  1.59639179e-01,\n        1.57000576e-01,  1.54405585e-01,  1.51853486e-01,  1.49343568e-01,\n        1.46875136e-01,  1.44447504e-01,  1.42059997e-01,  1.39711951e-01,\n        1.37402716e-01,  1.35131649e-01,  1.32898119e-01,  1.30701506e-01,\n        1.28541201e-01,  1.26416601e-01,  1.24327119e-01,  1.22272172e-01,\n        1.20251191e-01,  1.18263614e-01,  1.16308888e-01,  1.14386471e-01,\n        1.12495829e-01,  1.10636437e-01,  1.08807777e-01,  1.07009343e-01,\n        1.05240634e-01,  2.73204146e-01,  3.50885338e-01,  3.84898353e-01,\n        3.97820081e-01,  4.00584813e-01,  3.98487683e-01,  3.94092471e-01,\n        3.88640023e-01,  3.82730431e-01,  3.76653443e-01,  3.70524344e-01,\n        3.64458529e-01,  3.58462852e-01,  3.52551687e-01,  3.46731157e-01,\n        3.41003410e-01,  3.35368677e-01,  3.29826274e-01,  3.24375091e-01,\n        3.19013819e-01,  3.13741070e-01,  3.08555428e-01,  3.03455475e-01,\n        2.98439807e-01,  2.93507036e-01,  2.88655794e-01,  2.83884734e-01,\n        2.79192533e-01,  2.74577886e-01,  2.70039513e-01,  2.65576153e-01,\n        2.61186565e-01,  2.56869531e-01,  2.52623851e-01,  2.48448346e-01,\n        2.44341856e-01,  2.40303240e-01,  2.36331377e-01,  2.32425163e-01,\n        2.28583513e-01,  2.24805360e-01,  2.21089654e-01,  2.17435363e-01,\n        2.13841473e-01,  2.10306984e-01,  2.06830916e-01,  2.03412301e-01,\n        2.00050192e-01,  1.96743653e-01,  1.93491766e-01,  1.90293629e-01,\n        1.87148352e-01,  1.84055061e-01,  1.81012899e-01,  1.78021019e-01,\n        1.75078590e-01,  1.72184796e-01,  1.69338831e-01,  1.66539907e-01,\n        1.63787244e-01,  1.61080079e-01,  1.58417659e-01,  1.55799246e-01,\n        1.53224111e-01,  1.50691539e-01,  1.48200827e-01,  1.45751283e-01,\n        1.43342226e-01,  1.40972987e-01,  1.38642909e-01,  1.36351343e-01,\n        1.34097654e-01,  1.31881214e-01,  1.29701410e-01,  1.27557634e-01,\n        1.25449292e-01,  1.23375797e-01,  1.21336575e-01,  1.19331057e-01,\n        1.17358689e-01,  1.15418920e-01,  1.18215180e-01,  1.18539655e-01,\n        1.17683926e-01,  1.16273299e-01,  1.14610368e-01,  1.12841423e-01,\n        1.11037057e-01,  1.09200801e-01,  1.07410120e-01,  1.05641689e-01,\n        1.03898928e-01,  1.02183249e-01,  1.00495093e-01,  9.88344348e-02,\n        9.72010292e-02,  9.55945267e-02,  9.40145313e-02,  9.24606286e-02,\n        9.08382517e-02,  8.93368324e-02,  8.78602268e-02,  8.64080261e-02,\n        8.49798276e-02,  8.35752349e-02,  8.21938579e-02,  8.08353130e-02,\n        7.94992228e-02,  7.81852162e-02,  7.68929283e-02,  7.56220000e-02,\n        7.43720783e-02,  1.05756170e-01,  1.19804686e-01,  1.25475643e-01,\n        1.27107605e-01,  1.26801676e-01,  1.25575238e-01,  1.23920766e-01,\n        1.22076501e-01,  1.20157546e-01,  1.18219367e-01,  1.16288549e-01,\n        1.14377695e-01,  1.12492635e-01,  1.10635929e-01,  1.08808553e-01,\n        1.07010724e-01,  1.05242291e-01,  1.03502934e-01,  1.01792252e-01,\n        1.00109808e-01,  9.84551545e-02,  9.68278419e-02,  9.52274223e-02,\n        9.36534533e-02,  9.21054988e-02,  9.05831293e-02,  8.90859220e-02,\n        8.76134614e-02,  8.61653383e-02,  8.47411505e-02,  8.33405025e-02,\n        8.19630052e-02,  8.06082758e-02,  7.92759382e-02,  7.79656222e-02,\n        7.66769638e-02,  7.54096051e-02,  7.41631939e-02,  7.29373842e-02,\n        7.17318352e-02,  7.05462123e-02,  6.93801859e-02,  6.82334323e-02,\n        6.71056329e-02,  6.59964743e-02,  6.49056486e-02,  6.38328525e-02,\n        6.27777883e-02,  6.17401627e-02,  6.07196876e-02,  5.97160794e-02,\n        5.87290594e-02,  5.77583535e-02,  5.68036919e-02,  5.58648094e-02,\n        1.39013646e-01,  1.77436926e-01,  1.94227648e-01,  2.00570565e-01,\n        2.01882594e-01,  2.00786971e-01,  1.98553797e-01,  1.95797782e-01,\n        1.92816199e-01,  1.89752579e-01,  1.86675991e-01,  1.83619447e-01,\n        1.80598501e-01,  1.77620259e-01,  1.74687743e-01,  1.71802001e-01,\n        1.68963135e-01,  1.66170794e-01,  1.63424413e-01,  1.60723333e-01,\n        1.58066852e-01,  1.55454258e-01,  1.52884835e-01,  1.50357875e-01,\n        1.47872681e-01,  1.45428561e-01,  1.43024839e-01,  1.40660847e-01,\n        1.38335928e-01,  1.36049436e-01,  1.33800737e-01,  1.31589205e-01,\n        1.29414227e-01,  3.06000597e-01,  3.87509782e-01,  4.23034123e-01,\n        4.36350748e-01,  4.38975201e-01,  4.36484053e-01,  4.31577314e-01,\n        4.25561723e-01,  4.19069199e-01,  4.12404821e-01,  4.05715381e-01,\n        3.99071015e-01,  3.92504748e-01,  3.86031648e-01,  3.79658096e-01,\n        3.73386286e-01,  3.67216393e-01,  3.61147634e-01,  3.55178774e-01,\n        3.49308371e-01,  3.43534902e-01,  3.37856813e-01,  3.32272553e-01,\n        3.26780581e-01,  3.21379378e-01,  3.16067446e-01,  3.10843312e-01,\n        3.05705525e-01,  3.00652657e-01,  2.95662860e-01,  2.90775982e-01,\n        2.85969878e-01,  2.81243212e-01,  2.76594670e-01,  2.72022963e-01,\n        2.67526819e-01,  2.63104989e-01,  2.58756246e-01,  2.54479382e-01,\n        2.50273207e-01,  2.46136555e-01,  2.42068276e-01,  2.38067239e-01,\n        2.34132334e-01,  2.30262467e-01,  2.26456563e-01,  2.22713565e-01,\n        2.19032434e-01,  2.15412146e-01,  2.11851696e-01,  2.08350096e-01,\n        2.04906372e-01,  2.01519567e-01,  1.98188742e-01,  1.94912970e-01,\n        1.91691342e-01,  1.88522963e-01,  1.85357123e-01,  1.82293439e-01,\n        1.79280393e-01,  1.76317149e-01,  1.73402883e-01,  1.70536785e-01,\n        1.67718060e-01,  1.64945924e-01,  1.62219608e-01,  1.59538354e-01,\n        1.56901417e-01,  1.54308064e-01,  1.51757576e-01,  1.49249244e-01,\n        1.46782371e-01,  1.44356272e-01,  1.41970273e-01,  1.39623711e-01,\n        1.37315934e-01,  1.35046301e-01,  1.32814182e-01,  1.30618957e-01,\n        1.28460015e-01,  1.26336758e-01,  1.24248595e-01,  1.22194946e-01,\n        1.20175241e-01,  1.18188919e-01,  1.16235428e-01,  1.14314226e-01,\n        1.12424778e-01,  1.10566560e-01,  1.08739055e-01,  1.06941757e-01,\n        1.05174165e-01,  1.03435789e-01,  1.01726146e-01,  1.00044760e-01,\n        9.83911658e-02,  9.67649029e-02,  1.02265849e-01,  1.04014639e-01,\n        1.03961179e-01,  1.02976777e-01,  1.01665509e-01,  1.00174407e-01,\n        9.86103494e-02,  9.70248694e-02,  9.54426976e-02,  9.38755862e-02,\n        9.23290051e-02,  9.08053849e-02,  8.93056877e-02,  8.78301678e-02,\n        8.63787406e-02,  8.49511601e-02,  8.35471061e-02,  8.21662254e-02,\n        8.08081524e-02,  7.94725186e-02,  7.81589570e-02,  7.68671048e-02,\n        7.55966041e-02,  7.43471025e-02,  7.31182532e-02,  7.19097149e-02,\n        7.07211519e-02,  6.95522341e-02,  6.84026368e-02,  6.72720406e-02,\n        6.61601316e-02,  6.50666008e-02,  6.39911445e-02,  6.29334639e-02,\n        6.18932652e-02,  6.08702595e-02,  5.98641626e-02,  5.88746951e-02,\n        5.79015819e-02,  5.69445530e-02,  5.60033423e-02,  5.50776885e-02,\n        5.41673343e-02,  5.32720270e-02,  5.23915179e-02,  5.15255623e-02,\n        5.06739196e-02,  4.98363534e-02,  4.90126309e-02,  4.82025234e-02,\n        4.74058057e-02,  4.66222567e-02,  4.58516586e-02,  4.50937973e-02,\n        4.43484624e-02,  4.36154468e-02,  4.28945469e-02,  4.21855623e-02,\n        4.14882963e-02,  4.08025551e-02,  4.01281482e-02,  3.94648882e-02,\n        3.88125910e-02,  3.81710753e-02,  3.75401629e-02,  3.69196786e-02,\n        3.63094500e-02,  3.57093075e-02,  3.51190846e-02,  3.45386172e-02,\n        3.39677441e-02,  3.34063066e-02,  3.28541489e-02,  3.23111176e-02,\n        3.17770618e-02,  3.12502971e-02,  3.07337751e-02,  3.02257905e-02,\n        2.97262021e-02,  2.92348712e-02,  2.87516613e-02,  2.82764381e-02,\n        2.78090697e-02,  2.73494262e-02,  2.68973799e-02,  2.64528054e-02,\n        2.60155789e-02,  2.55855792e-02,  2.51626868e-02,  2.47467842e-02,\n        2.43377558e-02,  2.39354881e-02,  2.35398693e-02,  2.31507894e-02,\n        2.27681405e-02,  2.23918163e-02,  2.20217121e-02,  2.16577252e-02,\n        2.12997545e-02,  2.09477005e-02,  2.06014655e-02,  2.02609532e-02,\n        1.99260691e-02,  1.95967201e-02,  1.92728148e-02,  1.89542632e-02,\n        1.86409768e-02,  1.83328686e-02,  1.80298529e-02,  1.77318456e-02,\n        1.74387640e-02,  1.71505266e-02,  1.68670533e-02,  1.65882654e-02,\n        1.63140855e-02,  1.60444374e-02,  1.57792462e-02,  1.55184382e-02,\n        1.52619409e-02,  1.50096832e-02,  1.47615950e-02,  1.45176073e-02,\n        1.42776523e-02,  1.40416635e-02,  1.38095752e-02,  1.35813230e-02,\n        1.33568435e-02,  1.31360743e-02,  1.29189541e-02,  1.27054225e-02,\n        1.24954204e-02,  1.22888892e-02,  1.20753631e-02,  1.18757749e-02,\n        1.16794856e-02,  1.14864407e-02,  1.12965865e-02,  1.11098704e-02,\n        1.09262404e-02,  1.07456455e-02,  1.05680356e-02,  1.03933613e-02,\n        1.02215742e-02,  1.00526264e-02,  9.88647111e-03,  9.72306211e-03,\n        9.56235403e-03,  9.40430221e-03,  9.24886277e-03,  9.09599251e-03,\n        8.94564897e-03,  8.75577637e-03,  8.61105612e-03,  8.46872787e-03,\n        8.32875211e-03,  8.19108994e-03,  8.05570313e-03,  7.92255407e-03,\n        7.79160576e-03,  7.66282184e-03,  7.53616653e-03,  7.41160465e-03,\n        7.28910160e-03,  7.16862334e-03,  7.05013642e-03,  6.93360791e-03,\n        6.81900545e-03,  6.70629720e-03,  6.59545185e-03,  6.48643862e-03,\n        6.37922721e-03,  6.27378786e-03,  6.17009126e-03,  6.06810862e-03,\n        5.96781160e-03,  5.86917235e-03,  5.77216346e-03,  5.67675799e-03,\n        5.58292943e-03,  5.49065172e-03,  5.39989922e-03,  5.31064673e-03,\n        5.22286946e-03,  5.13654302e-03,  5.05164343e-03,  4.96814710e-03,\n        4.88603085e-03,  4.80527186e-03,  4.72584770e-03,  4.64773630e-03,\n        4.57091597e-03,  4.49536537e-03,  4.42106352e-03,  4.34798976e-03,\n        4.27612381e-03,  4.20544569e-03,  4.13593579e-03,  4.06757478e-03,\n        4.00034368e-03,  3.93422381e-03,  3.86919680e-03,  3.80524460e-03,\n        3.66062182e-03,  3.60011706e-03,  3.54061236e-03,  3.48209118e-03]) = <driada.experiment.neuron.Neuron object at 0x29f0cffd0>._reconstructed_scaled
_ TestScaledReconstruction.test_scaled_reconstruction_auto_updated_after_get_kinetics _
tests/unit/experiment/test_neuron_reconstructed.py:718: in test_scaled_reconstruction_auto_updated_after_get_kinetics
    sample_neuron.get_kinetics(
src/driada/experiment/neuron.py:2123: in get_kinetics
    result = self.optimize_kinetics(
E   TypeError: driada.experiment.neuron.Neuron.optimize_kinetics() got multiple values for keyword argument 'update_reconstruction'
================================ tests coverage ================================
______________ coverage: platform darwin, python 3.10.18-final-0 _______________

Name                                                       Stmts   Miss Branch BrPart   Cover   Missing
-------------------------------------------------------------------------------------------------------
src/driada/gdrive/config_template.py                           1      1      0      0   0.00%   10
src/driada/rsa/core_jit.py                                    95     85     58      0   6.54%   56-137, 183-198, 241-254, 298-310
src/driada/information/gcmi_jit_utils.py                     234    211     76      0   7.42%   60-88, 143-149, 219-264, 329-330, 396-402, 480-539, 623-723, 785-801, 878-891, 978-1023
src/driada/information/entropy_jit.py                         49     42      8      0  12.28%   45-79, 112-162
src/driada/gdrive/auth.py                                     22     19      2      0  12.50%   54-72, 109-115
src/driada/gdrive/upload.py                                   37     29     10      0  17.02%   25-29, 100-141
src/driada/gdrive/download.py                                173    120     76      9  29.72%   77, 88, 109, 120-121, 208-245, 262, 350-464, 541, 545-563, 572, 583-619
src/driada/information/gcmi.py                               286    182    104     11  39.23%   92-93, 156-159, 232-233, 274-284, 334-351, 424-455, 538-583, 658, 707-768, 851, 857, 869-886, 978-1029, 1137, 1145, 1161-1162, 1174-1192
src/driada/information/info_utils.py                          51     27     16      3  40.30%   36-70, 107-138, 178, 180, 192
src/driada/gdrive/gdrive_utils.py                             73     35     30      3  41.75%   51, 105, 109->122, 118-119, 123, 185-244, 280-286
src/driada/rsa/integration.py                                 46     24     22      7  42.65%   84, 86-91, 97, 106, 112-133, 193-195, 312, 318-330
src/driada/experiment/synthetic/core.py                       68     34     42      9  46.36%   66-67, 70, 72, 74, 164, 166, 168, 170, 173-184, 205, 282-309
src/driada/experiment/wavelet_event_detection.py             255    113    104     18  51.25%   62-76, 133-225, 277, 279, 281, 283, 326-335, 407, 467-468, 581, 583, 587, 593, 598, 682, 684, 687, 798-835, 885, 888, 892, 897
src/driada/utils/jit.py                                       27     13      4      0  51.61%   20-60, 215-221
src/driada/dim_reduction/sequences.py                         68     28     38      5  57.55%   128->132, 148-149, 169, 194, 200-202, 207, 259-301
src/driada/network/drawing.py                                143     55     60     11  59.61%   89-92, 95-99, 163, 166, 211-220, 287-344, 391, 398, 470-471, 474, 480, 530->533, 539
src/driada/experiment/wavelet_ridge.py                       128     44     32      7  63.12%   62, 70-73, 137-159, 187-193, 212, 233-243, 498, 500, 502, 504, 509
src/driada/experiment/neuron.py                             1045    332    426     97  65.53%   17-28, 144-148, 233, 271, 273, 305-308, 380-381, 391-397, 402-409, 477, 483, 488->490, 496, 500-501, 569, 571, 589-591, 595-597, 604-623, 645->647, 667->671, 670, 738, 750, 757-760, 778, 786, 794, 796-798, 902, 920-925, 952->951, 960, 982, 1018-1021, 1028->1030, 1033-1119, 1172, 1197->1210, 1201-1205, 1255, 1257->1259, 1261, 1284, 1291, 1295, 1299, 1367->1373, 1369, 1380, 1387, 1422-1428, 1508->1510, 1511, 1514->1516, 1554, 1602-1624, 1669-1690, 1727->1731, 1770, 1773, 1812, 1823, 1827, 1934, 1936, 1950->1948, 1956, 2004, 2044, 2120, 2207, 2210, 2240, 2244, 2255-2257, 2262, 2351, 2358-2361, 2381-2382, 2419, 2458, 2462, 2465, 2467, 2611-2621, 2633, 2762, 2783-2787, 2825, 2829, 2833, 2870, 2871->exit, 2874-2875, 2984, 3003, 3019, 3026, 3062-3063, 3081-3106, 3111-3113, 3126, 3156-3177, 3212->3231, 3215, 3224, 3233, 3240, 3281-3322
src/driada/network/randomization.py                          321    105    106     10  69.32%   76, 79, 398, 405, 409-410, 464, 479, 558, 608-685, 690-754
src/driada/utils/visual.py                                   341     74    190     67  71.19%   81, 83, 85->88, 92->96, 100->104, 104->107, 121, 126->133, 129, 160->174, 169-172, 200->215, 213, 240->239, 245->239, 341, 343, 345, 347->350, 352->355, 359, 375, 394->393, 398->393, 451, 504, 506, 509, 511->514, 516->519, 523, 530, 551-554, 584->521, 607, 661->665, 668, 672, 675->674, 678, 683, 689->692, 694, 696, 708, 713-720, 737-742, 751-753, 758, 808, 816, 818->835, 848-849, 876, 921, 924, 928, 932, 937-941, 946, 951, 954->957, 959, 963-985, 991
src/driada/dim_reduction/losses.py                           232     55     46      8  73.02%   18-21, 106-108, 385, 462-463, 473, 537, 680, 825-830, 852-867, 899-925, 1037-1038, 1077-1102, 1239, 1244, 1293
src/driada/utils/data.py                                     330     76    178     45  73.43%   76, 78->73, 84, 138, 202, 206, 210, 215, 217, 293, 296, 298, 301, 303, 376, 383, 387-400, 456, 505-507, 564-573, 666-688, 741, 758, 762, 781->776, 786->776, 816->804, 819, 829-830, 868, 976-977, 1049, 1052, 1106-1111, 1156, 1160, 1162, 1168, 1214, 1218, 1220, 1224, 1226, 1229, 1231-1236, 1275, 1277, 1283
src/driada/experiment/synthetic/experiment_generators.py     324     69    178     24  74.30%   165, 167, 169, 172, 187-205, 213, 217->219, 235, 248, 257, 296, 320, 325, 415->420, 637, 640, 668->680, 770->811, 816->852, 853-880, 884->950, 969-974, 981-1006, 1135-1166
src/driada/dimensionality/effective.py                        47     10     24      8  74.65%   57, 63, 66, 73, 92-95, 150, 157, 169
src/driada/information/ksg.py                                233     49    122     37  74.65%   94, 113, 127-135, 183, 185, 215, 219, 254-265, 299, 302, 340, 344, 395, 397, 399, 401, 415, 418, 499, 506, 508, 510, 567, 570->572, 576, 680, 682, 688, 813, 815, 817, 819, 823, 838-840, 890, 892, 898, 925->921, 927->921
src/driada/utils/signals.py                                  106     19     48     14  74.68%   26-28, 93, 104->109, 184, 186, 235, 298, 315, 319, 323, 341-342, 359-363, 372, 411, 456
src/driada/dimensionality/utils.py                            50     10     14      0  75.00%   32-47
src/driada/dim_reduction/mvu.py                               67     11     22      4  76.40%   8-10, 127, 218, 241-248, 255->276
src/driada/dim_reduction/embedding.py                        523     96    172     46  78.13%   20-22, 214, 231-233, 331->334, 386, 457-458, 509, 511, 516-517, 585, 587, 643, 645, 652, 715, 717, 736, 795, 797, 805-806, 862, 873, 887, 900, 915-924, 978, 992-993, 1009-1010, 1045-1046, 1055-1056, 1085, 1087, 1094-1095, 1106-1107, 1145, 1151-1158, 1302-1303, 1315->1319, 1342, 1397-1404, 1471-1474, 1494->1413, 1511-1516, 1538->1541, 1641-1642, 1670, 1760, 1765-1766, 1769->1772, 1932, 1940-1941, 1955->1959, 1961, 2007, 2011, 2089-2103, 2106, 2109->2113, 2144-2157, 2234-2237
src/driada/intense/visual.py                                 313     50     98     31  78.83%   112, 123-130, 138-143, 146->153, 157, 165->173, 167->173, 271->274, 280-281, 295, 463->465, 465->467, 467->470, 476-482, 488, 499->503, 509->555, 511-531, 688->698, 718->722, 722->724, 834-836, 896->895, 910, 1091, 1095-1098, 1105-1107, 1112-1115, 1121, 1125->1127, 1127->1138
src/driada/experiment/spike_reconstruction.py                 73     10     24      8  81.44%   121, 129-130, 200, 207, 209, 292, 305, 312, 314
src/driada/experiment/exp_build.py                           169     24    106     10  82.55%   203->206, 210->213, 239-240, 247-248, 267-284, 502, 506-509, 513, 591-595, 648->651, 772-780
src/driada/experiment/synthetic/manifold_spatial_3d.py       140     16     68     19  83.17%   66, 70, 72, 75, 77, 79->82, 156, 258, 261, 268, 280->291, 412, 414, 416->419, 422, 426, 431, 446, 467
src/driada/experiment/exp_base.py                            558     76    324     48  83.22%   90, 433, 509->508, 511, 597, 599, 692, 697, 803, 824, 830, 868, 882, 896-901, 1070-1075, 1100->exit, 1141, 1144, 1150->exit, 1192, 1195, 1202->1204, 1257-1268, 1287, 1298->1304, 1334, 1370-1371, 1380->exit, 1408-1409, 1415, 1459-1460, 1498-1505, 1540, 1553-1561, 1594, 1602, 1615-1623, 1667, 1787->1793, 1812-1813, 1816-1817, 1819->1826, 1870, 1931, 1954-1959, 2199->2206, 2210, 2227, 2250-2251, 2345
src/driada/intense/intense_base.py                           436     64    242     33  83.33%   25-27, 65-70, 78, 91, 95, 99, 159-160, 200, 206, 212, 218, 383, 498, 549-558, 664, 688, 705-717, 751-775, 923, 1480, 1486, 1492, 1511, 1550->1563, 1557-1561, 1700->exit, 1884, 1891, 1896, 1901, 1904, 1916, 1919, 1925->1933, 1931
src/driada/rsa/core.py                                       212     26    110     23  83.54%   64->81, 88-89, 139, 190, 202, 215, 224->199, 248->239, 255, 357-358, 377-383, 387, 506, 519, 702, 708-710, 725-731, 740, 751-752, 890->894, 896->898, 898->900, 935
src/driada/experiment/synthetic/mixed_selectivity.py         173     18     92     23  84.53%   75, 77->80, 98, 185, 189->192, 202, 346, 355, 361, 518, 522, 524->527, 532, 546, 552->547, 560, 569, 570->567, 582-589, 598, 640->639, 647->636, 670
src/driada/utils/naming.py                                    24      3     16      1  85.00%   106-109
src/driada/dim_reduction/graph.py                            219     23     94     20  85.62%   185, 187, 206-207, 211, 233, 286->exit, 289, 296, 317, 321, 348-349, 351->357, 354-355, 357->363, 360-361, 364, 426, 436, 498, 538, 540, 748, 769->796
src/driada/dimensionality/intrinsic.py                       139     15     62     13  86.07%   130, 160, 173, 186-187, 275, 279-280, 292, 300, 302, 314, 320, 469, 484
src/driada/information/time_series_types.py                  253     28    132     21  86.23%   179-180, 184, 188, 192, 233, 427, 434, 443->453, 453->466, 462->466, 535->540, 560->578, 566->578, 591-592, 635->639, 666, 673, 674->678, 707, 712, 781, 801->809, 804->809, 908-930
src/driada/experiment/synthetic/time_series.py               104     10     42     10  86.30%   53, 138, 143, 194, 196, 200, 249, 295, 297, 356
src/driada/utils/spatial.py                                  197     20     74     15  86.35%   28-31, 82, 173, 201->211, 281, 419, 422, 538-543, 605, 608, 610, 632, 726, 729, 853, 857->862
src/driada/information/entropy.py                             76      8     20      5  86.46%   19-20, 66, 149-153, 212, 269->266, 272
src/driada/intense/pipelines.py                              299     28    176     26  86.53%   247, 259, 265, 270-280, 302-310, 317, 327, 367, 380-381, 456->460, 494->498, 499, 502->510, 677->679, 766->770, 773->752, 971->984, 974-976, 1035->1027, 1037->1041, 1043, 1044->1027, 1237, 1314->1313, 1319->1321, 1355, 1365->1364
src/driada/information/info_base.py                          495     51    244     36  86.87%   199-217, 234, 320, 337, 339, 408-412, 432-438, 625, 627, 969, 983, 989, 1036, 1129, 1339, 1393-1398, 1524, 1668-1677, 1790-1793, 1805, 1850->1857, 1853->1855, 1859->exit, 1892, 1897->1910, 1905, 1911, 2008, 2016, 2021-2023, 2026, 2063, 2169->2164, 2201-2206, 2242-2250
src/driada/experiment/synthetic/manifold_spatial_2d.py       132     12     64     13  87.24%   65, 69, 71, 74, 76, 150, 152, 242, 245, 252, 263->271, 392, 394
src/driada/experiment/synthetic/utils.py                      12      1      4      1  87.50%   54
src/driada/integration/manifold_analysis.py                   88      8     50      5  87.68%   171, 175, 396-399, 409, 458
src/driada/network/spectral.py                                49      4     18      4  88.06%   58, 135, 206, 213
src/driada/experiment/synthetic/manifold_circular.py         100      8     40      8  88.57%   53, 61, 115, 117, 119, 121, 502, 505
src/driada/dim_reduction/neural.py                           135      9     26      9  88.82%   112, 117, 255, 260, 391, 396, 925, 1015, 1020
src/driada/dim_reduction/dr_base.py                           90      7     54      5  88.89%   240, 299-303, 432->438, 443, 480
src/driada/intense/disentanglement.py                        150     12     72     10  89.19%   101, 113, 119, 208, 231-236, 245, 254->266, 275, 277, 278->221
src/driada/dimensionality/linear.py                           58      4     18      4  89.47%   60, 65, 163, 232
src/driada/dim_reduction/manifold_metrics.py                 366     26    140     26  89.72%   213, 304, 308, 381, 385, 411, 456, 469, 510, 522, 619->623, 633->635, 704, 776, 778, 780, 813, 962, 964, 985, 1149, 1156, 1165, 1475-1477, 1553, 1557
src/driada/dim_reduction/data.py                             125     10     72      8  89.85%   184, 190-192, 228, 236, 312-313, 392->395, 417, 461
src/driada/network/matrix_utils.py                           311     26    124     10  90.34%   52, 220, 260, 299-314, 358, 370->372, 417, 583-587, 628, 702, 806-816
src/driada/dim_reduction/flexible_ae.py                      126      7     24      7  90.67%   18-21, 104->exit, 121, 123, 132->exit, 389->exit, 652->exit, 833
src/driada/utils/plot.py                                      78      3     50      8  91.41%   128->158, 131, 133, 161->170, 192->197, 208->211, 211->216, 370
src/driada/network/net_base.py                               478     25    218     17  92.53%   231, 631-638, 648, 651->654, 730, 853, 872, 924-932, 1080, 1212->1216, 1279, 1283, 1304, 1325, 1478, 1483, 1825->1829
src/driada/utils/neural.py                                    42      1     14      3  92.86%   188, 211->208, 224->229
src/driada/network/quantum.py                                 40      2      8      0  95.83%   274-275
src/driada/intense/stats.py                                  117      2     50      2  97.60%   169-171, 392->398, 423->425
src/driada/network/graph_utils.py                             46      0     10      1  98.21%   279->284
src/driada/rsa/visual.py                                      83      0     34      2  98.29%   147->152, 187->196
-------------------------------------------------------------------------------------------------------
TOTAL                                                      11958   2605   5244    928  75.37%

3 files skipped due to complete coverage.
Coverage HTML written to dir htmlcov
Coverage XML written to file coverage.xml
=========================== short test summary info ============================
FAILED tests/unit/experiment/test_neuron_reconstructed.py::TestQualityMetrics::test_event_only_r2_insufficient_data - AssertionError: Regex pattern did not match.
 Regex: 'Insufficient event data'
 Input: 'Either event_mask or wvt_ridges must be provided for event R² calculation. Run reconstruct_spikes() with create_event_regions=True to populate neuron.events.'
FAILED tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_get_reconstruction_scaled_with_custom_kinetics - assert False
 +  where False = <function array_equal at 0x104e03c30>(array([-2.19420808e-10, -2.19420824e-10, -2.19420793e-10, -2.19420840e-10,\n       -2.19420824e-10, -2.19420808e-10, -2.19420824e-10, -2.19420808e-10,\n        5.01755473e-02,  7.36491051e-02,  8.42030702e-02,  8.85128188e-02,\n        8.98113944e-02,  8.96645259e-02,  8.88303697e-02,  8.76759324e-02,\n        8.63787678e-02,  8.50246703e-02,  8.36549935e-02,  8.22895690e-02,\n        8.09378073e-02,  7.96040748e-02,  7.82902977e-02,  7.69972234e-02,\n        7.57250317e-02,  7.44736300e-02,  7.32427972e-02,  7.20322525e-02,\n        7.08416895e-02,  6.96707916e-02,  6.85192406e-02,  6.73867201e-02,\n        6.62729170e-02,  6.51775227e-02,  6.41002333e-02,  6.30407498e-02,\n        6.19987779e-02,  6.09740283e-02,  5.99662162e-02,  5.89750619e-02,\n        5.80002898e-02,  5.70416294e-02,  5.60988142e-02,  5.51715823e-02,\n        5.42596763e-02,  5.33628427e-02,  5.24808325e-02,  5.16134006e-02,\n        5.07603061e-02,  4.99213121e-02,  4.90961854e-02,  4.82846968e-02,\n        4.74866209e-02,  4.67017361e-02,  4.59298243e-02,  4.51706711e-02,\n        4.44240656e-02,  4.36898004e-02,  4.29676715e-02,  4.22574783e-02,\n        4.15590236e-02,  4.08721134e-02,  4.01965568e-02,  3.95321661e-02,\n        3.88787569e-02,  3.82361476e-02,  3.76041596e-02,  3.69826175e-02,\n        3.63713486e-02,  3.57701831e-02,  3.51789540e-02,  3.45974970e-02,\n        3.40256507e-02,  3.34632561e-02,  3.29101572e-02,  3.23662001e-02,\n        3.18312339e-02,  3.13051098e-02,  3.07876819e-02,  3.02788063e-02,\n        2.97783416e-02,  2.92861489e-02,  2.88020914e-02,  2.83260347e-02,\n        2.78578466e-02,  2.73973969e-02,  9.00534115e-02,  1.19132186e-01,\n        1.31968560e-01,  1.36958440e-01,  1.38168104e-01,  1.37566746e-01,\n        1.36107831e-01,  1.34252852e-01,  1.32225016e-01,  1.30132122e-01,\n        1.28026076e-01,  3.21423455e-01,  4.10809143e-01,  4.49886891e-01,\n        4.64667326e-01,  4.67747729e-01,  4.65228550e-01,  4.60063474e-01,\n        4.53682041e-01,  4.46775583e-01,  4.39677892e-01,  4.32549597e-01,\n        4.25467479e-01,  4.18467716e-01,  4.11566841e-01,  4.04771887e-01,\n        3.98085300e-01,  3.91507323e-01,  3.85037145e-01,  3.78673462e-01,\n        3.72414744e-01,  3.66259368e-01,  3.60205681e-01,  3.54252028e-01,\n        3.48396768e-01,  3.42638282e-01,  3.36974971e-01,  3.31405266e-01,\n        3.25927620e-01,  3.20540510e-01,  3.15242442e-01,  3.10031943e-01,\n        3.04907565e-01,  2.99867887e-01,  2.94911506e-01,  2.90037048e-01,\n        2.85243157e-01,  2.80528503e-01,  2.75891774e-01,  2.71331684e-01,\n        2.66846966e-01,  2.62436374e-01,  2.58098682e-01,  2.53832686e-01,\n        2.49637201e-01,  2.45511061e-01,  2.41453120e-01,  2.37462251e-01,\n        2.33537345e-01,  2.29677312e-01,  2.25881080e-01,  2.22147594e-01,\n        2.18475817e-01,  2.14864730e-01,  2.11313328e-01,  2.07820626e-01,\n        2.04385653e-01,  2.01007456e-01,  1.97685094e-01,  1.94417647e-01,\n        1.91204206e-01,  1.88043879e-01,  1.84935787e-01,  1.81879067e-01,\n        1.78872870e-01,  1.75916362e-01,  1.73008720e-01,  1.70149138e-01,\n        1.67336820e-01,  1.64570985e-01,  1.61850866e-01,  1.59175707e-01,\n        1.56544764e-01,  1.53957306e-01,  1.51412616e-01,  1.48909985e-01,\n        1.46448720e-01,  1.44028135e-01,  1.41647560e-01,  1.39306332e-01,\n        1.37003800e-01,  1.34739327e-01,  1.32512282e-01,  1.30322046e-01,\n        1.28168012e-01,  1.26049581e-01,  1.23966165e-01,  1.21917185e-01,\n        1.19902071e-01,  1.17920264e-01,  1.15971213e-01,  1.14054378e-01,\n        1.12169225e-01,  1.10315230e-01,  1.08491880e-01,  1.06698667e-01,\n        1.04935093e-01,  1.03200669e-01,  1.01494912e-01,  9.98173482e-02,\n        9.81675126e-02,  9.65449463e-02,  9.49491987e-02,  9.33798265e-02,\n        9.18363937e-02,  9.03184716e-02,  8.88256386e-02,  8.73574799e-02,\n        8.59135878e-02,  8.44935611e-02,  8.30970054e-02,  8.17235327e-02,\n        8.03727615e-02,  7.90443166e-02,  7.77378289e-02,  7.64529356e-02,\n        7.51892798e-02,  7.39465103e-02,  7.27242820e-02,  7.15222553e-02,\n        7.03400964e-02,  6.91774769e-02,  6.80340737e-02,  6.69095694e-02,\n        6.58036515e-02,  6.47160128e-02,  6.36463512e-02,  6.25943695e-02,\n        6.15597756e-02,  6.05422820e-02,  5.95416061e-02,  1.01012912e-01,\n        1.19906914e-01,  1.27885153e-01,  1.30595657e-01,  1.30773765e-01,\n        1.29744045e-01,  1.28147750e-01,  1.26295172e-01,  1.24336302e-01,\n        1.22343494e-01,  1.20351505e-01,  1.18376883e-01,  1.16427364e-01,\n        1.14506417e-01,  1.12615453e-01,  1.10754888e-01,  1.08924660e-01,\n        1.07124482e-01,  1.05353962e-01,  1.03612658e-01,  1.01900113e-01,\n        1.00215863e-01,  9.85594452e-02,  9.69304033e-02,  9.53282858e-02,\n        9.37526484e-02,  9.22030537e-02,  9.06790714e-02,  1.92648743e-01,\n        2.39580234e-01,  2.59894217e-01,  2.67355780e-01,  2.68631479e-01,\n        2.66949661e-01,  2.63873359e-01,  2.60159011e-01,  2.56172386e-01,\n        2.52090039e-01,  2.47996887e-01,  2.43933474e-01,  2.39918859e-01,\n        2.35961704e-01,  2.32065647e-01,  2.28231899e-01,  2.24460507e-01,\n        2.20750961e-01,  2.17102492e-01,  2.13514211e-01,  2.09985184e-01,\n        2.06514459e-01,  2.03101088e-01,  1.99744128e-01,  1.96442651e-01,\n        1.93195741e-01,  1.90002497e-01,  1.86862032e-01,  1.83773474e-01,\n        1.80735966e-01,  1.77748663e-01,  1.74810736e-01,  1.71921369e-01,\n        1.69079759e-01,  1.66285116e-01,  1.63536665e-01,  1.60833642e-01,\n        1.58175295e-01,  1.55560888e-01,  1.52989692e-01,  1.50460995e-01,\n        1.47974094e-01,  1.45528297e-01,  2.94480658e-01,  3.62924525e-01,\n        3.92434718e-01,  4.03147289e-01,  4.04814284e-01,  4.02158197e-01,\n        3.97465442e-01,  3.91842512e-01,  3.85824416e-01,  3.79669373e-01,\n        3.73501553e-01,  3.67380214e-01,  3.61333187e-01,  3.55373098e-01,\n        3.49505217e-01,  3.43731271e-01,  3.38051282e-01,  3.32464458e-01,\n        3.26969630e-01,  3.21565455e-01,  3.16250522e-01,  3.11023398e-01,\n        3.05882651e-01,  3.00826864e-01,  2.95854638e-01,  2.90964593e-01,\n        2.86155372e-01,  2.81425640e-01,  2.76774084e-01,  2.72199411e-01,\n        2.67700350e-01,  2.63275653e-01,  2.58924089e-01,  2.54644450e-01,\n        2.50435548e-01,  2.46296212e-01,  2.42225294e-01,  2.38221662e-01,\n        2.34284204e-01,  2.30411827e-01,  2.26603454e-01,  2.22858029e-01,\n        2.19174509e-01,  2.15551873e-01,  2.11989114e-01,  2.08485242e-01,\n        2.05039284e-01,  2.01650283e-01,  1.98317297e-01,  1.95039401e-01,\n        1.91815683e-01,  1.88645248e-01,  1.85527217e-01,  1.82460722e-01,\n        1.79444911e-01,  1.76478948e-01,  1.73562007e-01,  1.70693279e-01,\n        1.67871968e-01,  1.65097288e-01,  1.62368470e-01,  1.59684755e-01,\n        1.57045398e-01,  1.54449666e-01,  1.51896838e-01,  1.49386204e-01,\n        1.46917067e-01,  1.44488742e-01,  1.42100553e-01,  1.39751837e-01,\n        1.37441943e-01,  1.35170227e-01,  1.36125660e-01,  1.35420607e-01,\n        1.33930587e-01,  1.32079347e-01,  1.30071817e-01,  1.28006947e-01,\n        1.25932363e-01,  1.23870832e-01,  1.21833089e-01,  1.19824045e-01,\n        1.17845794e-01,  1.15899073e-01,  1.13983961e-01,  1.12100230e-01,\n        1.10247500e-01,  1.08425330e-01,  1.06633246e-01,  1.04870768e-01,\n        1.03137413e-01,  1.01432705e-01,  9.97561716e-02,  9.81073479e-02,\n        9.64857765e-02,  9.48910070e-02,  9.33225967e-02,  9.17801099e-02,\n        9.02631181e-02,  8.87712000e-02,  8.73039412e-02,  8.58609339e-02,\n        8.44417775e-02,  8.30460777e-02,  8.16734468e-02,  8.03235034e-02,\n        7.89958727e-02,  7.76901858e-02,  7.64060799e-02,  7.51431985e-02,\n        7.39011907e-02,  7.26797114e-02,  7.14784215e-02,  7.02969871e-02,\n        6.91350801e-02,  6.79923777e-02,  6.68685625e-02,  6.57633224e-02,\n        6.46763503e-02,  6.36073442e-02,  6.25560073e-02,  6.15220475e-02,\n        6.05051775e-02,  5.95051148e-02,  5.85215818e-02,  5.75543051e-02,\n        5.66030161e-02,  5.56674506e-02,  5.47473485e-02,  7.54553852e-02,\n        8.46765955e-02,  8.83474487e-02,  8.93430950e-02,  8.90559169e-02,\n        8.81601111e-02,  8.69820194e-02,  8.56795010e-02,  8.43288130e-02,\n        8.29666910e-02,  8.16107315e-02,  8.02692641e-02,  7.89461332e-02,\n        7.76430137e-02,  7.63605329e-02,  7.50988138e-02,  7.38577379e-02,\n        7.26370729e-02,  7.14365342e-02,  1.57495668e-01,  1.97147754e-01,\n        2.14355828e-01,  2.20726001e-01,  2.21879233e-01,  2.20537538e-01,\n        2.18018817e-01,  2.14960884e-01,  2.11672159e-01,  2.08301525e-01,\n        2.04920601e-01,  2.01563590e-01,  1.98246582e-01,  1.94976899e-01,\n        1.91757626e-01,  1.88589804e-01,  1.85473490e-01,  1.82408270e-01,\n        1.79393514e-01,  1.76428491e-01,  1.73512429e-01,  1.70644542e-01,\n        1.67824046e-01,  1.65050164e-01,  1.62322127e-01,  1.59639179e-01,\n        1.57000576e-01,  1.54405585e-01,  1.51853486e-01,  1.49343568e-01,\n        1.46875136e-01,  1.44447504e-01,  1.42059997e-01,  1.39711951e-01,\n        1.37402716e-01,  1.35131649e-01,  1.32898119e-01,  1.30701506e-01,\n        1.28541201e-01,  1.26416601e-01,  1.24327119e-01,  1.22272172e-01,\n        1.20251191e-01,  1.18263614e-01,  1.16308888e-01,  1.14386471e-01,\n        1.12495829e-01,  1.10636437e-01,  1.08807777e-01,  1.07009343e-01,\n        1.05240634e-01,  2.73204146e-01,  3.50885338e-01,  3.84898353e-01,\n        3.97820081e-01,  4.00584813e-01,  3.98487683e-01,  3.94092471e-01,\n        3.88640023e-01,  3.82730431e-01,  3.76653443e-01,  3.70524344e-01,\n        3.64458529e-01,  3.58462852e-01,  3.52551687e-01,  3.46731157e-01,\n        3.41003410e-01,  3.35368677e-01,  3.29826274e-01,  3.24375091e-01,\n        3.19013819e-01,  3.13741070e-01,  3.08555428e-01,  3.03455475e-01,\n        2.98439807e-01,  2.93507036e-01,  2.88655794e-01,  2.83884734e-01,\n        2.79192533e-01,  2.74577886e-01,  2.70039513e-01,  2.65576153e-01,\n        2.61186565e-01,  2.56869531e-01,  2.52623851e-01,  2.48448346e-01,\n        2.44341856e-01,  2.40303240e-01,  2.36331377e-01,  2.32425163e-01,\n        2.28583513e-01,  2.24805360e-01,  2.21089654e-01,  2.17435363e-01,\n        2.13841473e-01,  2.10306984e-01,  2.06830916e-01,  2.03412301e-01,\n        2.00050192e-01,  1.96743653e-01,  1.93491766e-01,  1.90293629e-01,\n        1.87148352e-01,  1.84055061e-01,  1.81012899e-01,  1.78021019e-01,\n        1.75078590e-01,  1.72184796e-01,  1.69338831e-01,  1.66539907e-01,\n        1.63787244e-01,  1.61080079e-01,  1.58417659e-01,  1.55799246e-01,\n        1.53224111e-01,  1.50691539e-01,  1.48200827e-01,  1.45751283e-01,\n        1.43342226e-01,  1.40972987e-01,  1.38642909e-01,  1.36351343e-01,\n        1.34097654e-01,  1.31881214e-01,  1.29701410e-01,  1.27557634e-01,\n        1.25449292e-01,  1.23375797e-01,  1.21336575e-01,  1.19331057e-01,\n        1.17358689e-01,  1.15418920e-01,  1.18215180e-01,  1.18539655e-01,\n        1.17683926e-01,  1.16273299e-01,  1.14610368e-01,  1.12841423e-01,\n        1.11037057e-01,  1.09200801e-01,  1.07410120e-01,  1.05641689e-01,\n        1.03898928e-01,  1.02183249e-01,  1.00495093e-01,  9.88344348e-02,\n        9.72010292e-02,  9.55945267e-02,  9.40145313e-02,  9.24606286e-02,\n        9.08382517e-02,  8.93368324e-02,  8.78602268e-02,  8.64080261e-02,\n        8.49798276e-02,  8.35752349e-02,  8.21938579e-02,  8.08353130e-02,\n        7.94992228e-02,  7.81852162e-02,  7.68929283e-02,  7.56220000e-02,\n        7.43720783e-02,  1.05756170e-01,  1.19804686e-01,  1.25475643e-01,\n        1.27107605e-01,  1.26801676e-01,  1.25575238e-01,  1.23920766e-01,\n        1.22076501e-01,  1.20157546e-01,  1.18219367e-01,  1.16288549e-01,\n        1.14377695e-01,  1.12492635e-01,  1.10635929e-01,  1.08808553e-01,\n        1.07010724e-01,  1.05242291e-01,  1.03502934e-01,  1.01792252e-01,\n        1.00109808e-01,  9.84551545e-02,  9.68278419e-02,  9.52274223e-02,\n        9.36534533e-02,  9.21054988e-02,  9.05831293e-02,  8.90859220e-02,\n        8.76134614e-02,  8.61653383e-02,  8.47411505e-02,  8.33405025e-02,\n        8.19630052e-02,  8.06082758e-02,  7.92759382e-02,  7.79656222e-02,\n        7.66769638e-02,  7.54096051e-02,  7.41631939e-02,  7.29373842e-02,\n        7.17318352e-02,  7.05462123e-02,  6.93801859e-02,  6.82334323e-02,\n        6.71056329e-02,  6.59964743e-02,  6.49056486e-02,  6.38328525e-02,\n        6.27777883e-02,  6.17401627e-02,  6.07196876e-02,  5.97160794e-02,\n        5.87290594e-02,  5.77583535e-02,  5.68036919e-02,  5.58648094e-02,\n        1.39013646e-01,  1.77436926e-01,  1.94227648e-01,  2.00570565e-01,\n        2.01882594e-01,  2.00786971e-01,  1.98553797e-01,  1.95797782e-01,\n        1.92816199e-01,  1.89752579e-01,  1.86675991e-01,  1.83619447e-01,\n        1.80598501e-01,  1.77620259e-01,  1.74687743e-01,  1.71802001e-01,\n        1.68963135e-01,  1.66170794e-01,  1.63424413e-01,  1.60723333e-01,\n        1.58066852e-01,  1.55454258e-01,  1.52884835e-01,  1.50357875e-01,\n        1.47872681e-01,  1.45428561e-01,  1.43024839e-01,  1.40660847e-01,\n        1.38335928e-01,  1.36049436e-01,  1.33800737e-01,  1.31589205e-01,\n        1.29414227e-01,  3.06000597e-01,  3.87509782e-01,  4.23034123e-01,\n        4.36350748e-01,  4.38975201e-01,  4.36484053e-01,  4.31577314e-01,\n        4.25561723e-01,  4.19069199e-01,  4.12404821e-01,  4.05715381e-01,\n        3.99071015e-01,  3.92504748e-01,  3.86031648e-01,  3.79658096e-01,\n        3.73386286e-01,  3.67216393e-01,  3.61147634e-01,  3.55178774e-01,\n        3.49308371e-01,  3.43534902e-01,  3.37856813e-01,  3.32272553e-01,\n        3.26780581e-01,  3.21379378e-01,  3.16067446e-01,  3.10843312e-01,\n        3.05705525e-01,  3.00652657e-01,  2.95662860e-01,  2.90775982e-01,\n        2.85969878e-01,  2.81243212e-01,  2.76594670e-01,  2.72022963e-01,\n        2.67526819e-01,  2.63104989e-01,  2.58756246e-01,  2.54479382e-01,\n        2.50273207e-01,  2.46136555e-01,  2.42068276e-01,  2.38067239e-01,\n        2.34132334e-01,  2.30262467e-01,  2.26456563e-01,  2.22713565e-01,\n        2.19032434e-01,  2.15412146e-01,  2.11851696e-01,  2.08350096e-01,\n        2.04906372e-01,  2.01519567e-01,  1.98188742e-01,  1.94912970e-01,\n        1.91691342e-01,  1.88522963e-01,  1.85357123e-01,  1.82293439e-01,\n        1.79280393e-01,  1.76317149e-01,  1.73402883e-01,  1.70536785e-01,\n        1.67718060e-01,  1.64945924e-01,  1.62219608e-01,  1.59538354e-01,\n        1.56901417e-01,  1.54308064e-01,  1.51757576e-01,  1.49249244e-01,\n        1.46782371e-01,  1.44356272e-01,  1.41970273e-01,  1.39623711e-01,\n        1.37315934e-01,  1.35046301e-01,  1.32814182e-01,  1.30618957e-01,\n        1.28460015e-01,  1.26336758e-01,  1.24248595e-01,  1.22194946e-01,\n        1.20175241e-01,  1.18188919e-01,  1.16235428e-01,  1.14314226e-01,\n        1.12424778e-01,  1.10566560e-01,  1.08739055e-01,  1.06941757e-01,\n        1.05174165e-01,  1.03435789e-01,  1.01726146e-01,  1.00044760e-01,\n        9.83911658e-02,  9.67649029e-02,  1.02265849e-01,  1.04014639e-01,\n        1.03961179e-01,  1.02976777e-01,  1.01665509e-01,  1.00174407e-01,\n        9.86103494e-02,  9.70248694e-02,  9.54426976e-02,  9.38755862e-02,\n        9.23290051e-02,  9.08053849e-02,  8.93056877e-02,  8.78301678e-02,\n        8.63787406e-02,  8.49511601e-02,  8.35471061e-02,  8.21662254e-02,\n        8.08081524e-02,  7.94725186e-02,  7.81589570e-02,  7.68671048e-02,\n        7.55966041e-02,  7.43471025e-02,  7.31182532e-02,  7.19097149e-02,\n        7.07211519e-02,  6.95522341e-02,  6.84026368e-02,  6.72720406e-02,\n        6.61601316e-02,  6.50666008e-02,  6.39911445e-02,  6.29334639e-02,\n        6.18932652e-02,  6.08702595e-02,  5.98641626e-02,  5.88746951e-02,\n        5.79015819e-02,  5.69445530e-02,  5.60033423e-02,  5.50776885e-02,\n        5.41673343e-02,  5.32720270e-02,  5.23915179e-02,  5.15255623e-02,\n        5.06739196e-02,  4.98363534e-02,  4.90126309e-02,  4.82025234e-02,\n        4.74058057e-02,  4.66222567e-02,  4.58516586e-02,  4.50937973e-02,\n        4.43484624e-02,  4.36154468e-02,  4.28945469e-02,  4.21855623e-02,\n        4.14882963e-02,  4.08025551e-02,  4.01281482e-02,  3.94648882e-02,\n        3.88125910e-02,  3.81710753e-02,  3.75401629e-02,  3.69196786e-02,\n        3.63094500e-02,  3.57093075e-02,  3.51190846e-02,  3.45386172e-02,\n        3.39677441e-02,  3.34063066e-02,  3.28541489e-02,  3.23111176e-02,\n        3.17770618e-02,  3.12502971e-02,  3.07337751e-02,  3.02257905e-02,\n        2.97262021e-02,  2.92348712e-02,  2.87516613e-02,  2.82764381e-02,\n        2.78090697e-02,  2.73494262e-02,  2.68973799e-02,  2.64528054e-02,\n        2.60155789e-02,  2.55855792e-02,  2.51626868e-02,  2.47467842e-02,\n        2.43377558e-02,  2.39354881e-02,  2.35398693e-02,  2.31507894e-02,\n        2.27681405e-02,  2.23918163e-02,  2.20217121e-02,  2.16577252e-02,\n        2.12997545e-02,  2.09477005e-02,  2.06014655e-02,  2.02609532e-02,\n        1.99260691e-02,  1.95967201e-02,  1.92728148e-02,  1.89542632e-02,\n        1.86409768e-02,  1.83328686e-02,  1.80298529e-02,  1.77318456e-02,\n        1.74387640e-02,  1.71505266e-02,  1.68670533e-02,  1.65882654e-02,\n        1.63140855e-02,  1.60444374e-02,  1.57792462e-02,  1.55184382e-02,\n        1.52619409e-02,  1.50096832e-02,  1.47615950e-02,  1.45176073e-02,\n        1.42776523e-02,  1.40416635e-02,  1.38095752e-02,  1.35813230e-02,\n        1.33568435e-02,  1.31360743e-02,  1.29189541e-02,  1.27054225e-02,\n        1.24954204e-02,  1.22888892e-02,  1.20753631e-02,  1.18757749e-02,\n        1.16794856e-02,  1.14864407e-02,  1.12965865e-02,  1.11098704e-02,\n        1.09262404e-02,  1.07456455e-02,  1.05680356e-02,  1.03933613e-02,\n        1.02215742e-02,  1.00526264e-02,  9.88647111e-03,  9.72306211e-03,\n        9.56235403e-03,  9.40430221e-03,  9.24886277e-03,  9.09599251e-03,\n        8.94564897e-03,  8.75577637e-03,  8.61105612e-03,  8.46872787e-03,\n        8.32875211e-03,  8.19108994e-03,  8.05570313e-03,  7.92255407e-03,\n        7.79160576e-03,  7.66282184e-03,  7.53616653e-03,  7.41160465e-03,\n        7.28910160e-03,  7.16862334e-03,  7.05013642e-03,  6.93360791e-03,\n        6.81900545e-03,  6.70629720e-03,  6.59545185e-03,  6.48643862e-03,\n        6.37922721e-03,  6.27378786e-03,  6.17009126e-03,  6.06810862e-03,\n        5.96781160e-03,  5.86917235e-03,  5.77216346e-03,  5.67675799e-03,\n        5.58292943e-03,  5.49065172e-03,  5.39989922e-03,  5.31064673e-03,\n        5.22286946e-03,  5.13654302e-03,  5.05164343e-03,  4.96814710e-03,\n        4.88603085e-03,  4.80527186e-03,  4.72584770e-03,  4.64773630e-03,\n        4.57091597e-03,  4.49536537e-03,  4.42106352e-03,  4.34798976e-03,\n        4.27612381e-03,  4.20544569e-03,  4.13593579e-03,  4.06757478e-03,\n        4.00034368e-03,  3.93422381e-03,  3.86919680e-03,  3.80524460e-03,\n        3.66062182e-03,  3.60011706e-03,  3.54061236e-03,  3.48209118e-03]), array([-2.19420808e-10, -2.19420793e-10, -2.19420824e-10, -2.19420840e-10,\n       -2.19420793e-10, -2.19420808e-10, -2.19420808e-10, -2.19420840e-10,\n        5.21060164e-02,  7.57642432e-02,  8.58076096e-02,  8.93521712e-02,\n        8.98113944e-02,  8.88222393e-02,  8.71693069e-02,  8.52282513e-02,\n        8.31785318e-02,  8.11054922e-02,  7.90493383e-02,  7.70286379e-02,\n        7.50515951e-02,  7.31214598e-02,  7.12391222e-02,  6.94043580e-02,\n        6.76164245e-02,  6.58743469e-02,  6.41770549e-02,  6.25234478e-02,\n        6.09124257e-02,  5.93429034e-02,  5.78138177e-02,  5.63241294e-02,\n        5.48728247e-02,  5.34589152e-02,  5.20814376e-02,  5.07394535e-02,\n        4.94320482e-02,  4.81583309e-02,  4.69174334e-02,  4.57085102e-02,\n        4.45307374e-02,  4.33833123e-02,  4.22654529e-02,  4.11763974e-02,\n        4.01154037e-02,  3.90817487e-02,  3.80747278e-02,  3.70936549e-02,\n        3.61378614e-02,  3.52066958e-02,  3.42995236e-02,  3.34157265e-02,\n        3.25547023e-02,  3.17158641e-02,  3.08986403e-02,  3.01024739e-02,\n        2.93268224e-02,  2.85711571e-02,  2.78349630e-02,  2.71177385e-02,\n        2.64189948e-02,  2.57382556e-02,  2.50750570e-02,  2.44289471e-02,\n        2.37994855e-02,  2.31862433e-02,  2.25888026e-02,  2.20067561e-02,\n        2.14397072e-02,  2.08872695e-02,  2.03490664e-02,  1.98247313e-02,\n        1.93139067e-02,  1.88162446e-02,  1.83314057e-02,  1.78590597e-02,\n        1.73988847e-02,  1.69505670e-02,  1.65138011e-02,  1.60882894e-02,\n        1.56737419e-02,  1.52698760e-02,  1.48764165e-02,  1.44930954e-02,\n        1.41196513e-02,  1.37558297e-02,  7.89383055e-02,  1.08349390e-01,\n        1.20645130e-01,  1.24775594e-01,  1.25033884e-01,  1.23478688e-01,\n        1.21096634e-01,  1.18359999e-01,  1.15494299e-01,  1.12606679e-01,\n        1.09747518e-01,  3.09953133e-01,  3.99383497e-01,  4.35833920e-01,\n        4.47030612e-01,  4.46272518e-01,  4.39936393e-01,  4.31077778e-01,\n        4.21158780e-01,  4.10877065e-01,  4.00563614e-01,  3.90373568e-01,\n        3.80377793e-01,  3.70606810e-01,  3.61071873e-01,  3.51775079e-01,\n        3.42714217e-01,  3.33885089e-01,  3.25282629e-01,  3.16901428e-01,\n        3.08735995e-01,  3.00780868e-01,  2.93030677e-01,  2.85480165e-01,\n        2.78124197e-01,  2.70957765e-01,  2.63975988e-01,  2.57174111e-01,\n        2.50547497e-01,  2.44091630e-01,  2.37802113e-01,  2.31674657e-01,\n        2.25705088e-01,  2.19889337e-01,  2.14223440e-01,  2.08703537e-01,\n        2.03325866e-01,  1.98086761e-01,  1.92982652e-01,  1.88010061e-01,\n        1.83165599e-01,  1.78445964e-01,  1.73847941e-01,  1.69368395e-01,\n        1.65004273e-01,  1.60752602e-01,  1.56610484e-01,  1.52575096e-01,\n        1.48643688e-01,  1.44813581e-01,  1.41082164e-01,  1.37446895e-01,\n        1.33905296e-01,  1.30454953e-01,  1.27093516e-01,  1.23818692e-01,\n        1.20628252e-01,  1.17520019e-01,  1.14491877e-01,  1.11541760e-01,\n        1.08667660e-01,  1.05867616e-01,  1.03139721e-01,  1.00482117e-01,\n        9.78929902e-02,  9.53705780e-02,  9.29131609e-02,  9.05190641e-02,\n        8.81866561e-02,  8.59143474e-02,  8.37005893e-02,  8.15438732e-02,\n        7.94427292e-02,  7.73957256e-02,  7.54014671e-02,  7.34585948e-02,\n        7.15657845e-02,  6.97217464e-02,  6.79252236e-02,  6.61749919e-02,\n        6.44698585e-02,  6.28086613e-02,  6.11902683e-02,  5.96135764e-02,\n        5.80775113e-02,  5.65810259e-02,  5.51231006e-02,  5.37027417e-02,\n        5.23189812e-02,  5.09708761e-02,  4.96575077e-02,  4.83779809e-02,\n        4.71314237e-02,  4.59169866e-02,  4.47338419e-02,  4.35811834e-02,\n        4.24582255e-02,  4.13642029e-02,  4.02983699e-02,  3.92600004e-02,\n        3.82483865e-02,  3.72628390e-02,  3.63026861e-02,  3.53672734e-02,\n        3.44559636e-02,  3.35681356e-02,  3.27031842e-02,  3.18605201e-02,\n        3.10395689e-02,  3.02397712e-02,  2.94605819e-02,  2.87014700e-02,\n        2.79619182e-02,  2.72414224e-02,  2.65394917e-02,  2.58556477e-02,\n        2.51894243e-02,  2.45403675e-02,  2.39080349e-02,  2.32919957e-02,\n        2.26918300e-02,  2.21071288e-02,  2.15374936e-02,  2.09825362e-02,\n        2.04418785e-02,  1.99151518e-02,  1.94019974e-02,  1.89020654e-02,\n        1.84150152e-02,  1.79405149e-02,  1.74782410e-02,  6.11167642e-02,\n        8.06961332e-02,  8.87667557e-02,  9.13495059e-02,  9.13323643e-02,\n        9.01001485e-02,  8.83164699e-02,  8.62989214e-02,  8.41990947e-02,\n        8.20889533e-02,  8.00022743e-02,  7.79545321e-02,  7.59524383e-02,\n        7.39985182e-02,  7.20933067e-02,  7.02364009e-02,  6.84269649e-02,\n        6.66639717e-02,  6.49463188e-02,  6.32728831e-02,  6.16425469e-02,\n        6.00542100e-02,  5.85067952e-02,  5.69992505e-02,  5.55305498e-02,\n        5.40996926e-02,  5.27057041e-02,  5.13476344e-02,  1.57473900e-01,\n        2.04971238e-01,  2.24426186e-01,  2.30512117e-01,  2.30267204e-01,\n        2.27066260e-01,  2.22526441e-01,  2.17421625e-01,  2.12121127e-01,\n        2.06800206e-01,  2.01541060e-01,  1.96381282e-01,  1.91337114e-01,\n        1.86414599e-01,  1.81614930e-01,  1.76937018e-01,  1.72378723e-01,\n        1.67937441e-01,  1.63610386e-01,  1.59394725e-01,  1.55287640e-01,\n        1.51286360e-01,  1.47388169e-01,  1.43590418e-01,  1.39890521e-01,\n        1.36285958e-01,  1.32774273e-01,  1.29353074e-01,  1.26020029e-01,\n        1.22772866e-01,  1.19609373e-01,  1.16527394e-01,  1.13524829e-01,\n        1.10599630e-01,  1.07749806e-01,  1.04973412e-01,  1.02268559e-01,\n        9.96334011e-02,  9.70661437e-02,  9.45650368e-02,  9.21283761e-02,\n        8.97545009e-02,  8.74417934e-02,  2.42369792e-01,  3.11541279e-01,\n        3.39699234e-01,  3.48308232e-01,  3.47663795e-01,  3.42702531e-01,\n        3.35789893e-01,  3.28057753e-01,  3.20046181e-01,  3.12011377e-01,\n        3.04073409e-01,  2.96287107e-01,  2.88676065e-01,  2.81248966e-01,\n        2.74007400e-01,  2.66949626e-01,  2.60072366e-01,  2.53371667e-01,\n        2.46843316e-01,  2.40483032e-01,  2.34286563e-01,  2.28249724e-01,\n        2.22368420e-01,  2.16638652e-01,  2.11056520e-01,  2.05618221e-01,\n        2.00320049e-01,  1.95158396e-01,  1.90129742e-01,  1.85230663e-01,\n        1.80457817e-01,  1.75807954e-01,  1.71277905e-01,  1.66864581e-01,\n        1.62564975e-01,  1.58376157e-01,  1.54295273e-01,  1.50319541e-01,\n        1.46446252e-01,  1.42672766e-01,  1.38996512e-01,  1.35414984e-01,\n        1.31925741e-01,  1.28526406e-01,  1.25214661e-01,  1.21988251e-01,\n        1.18844975e-01,  1.15782692e-01,  1.12799315e-01,  1.09892811e-01,\n        1.07061199e-01,  1.04302550e-01,  1.01614982e-01,  9.89966650e-02,\n        9.64458144e-02,  9.39606916e-02,  9.15396031e-02,  8.91808988e-02,\n        8.68829714e-02,  8.46442547e-02,  8.24632231e-02,  8.03383903e-02,\n        7.82683081e-02,  7.62515658e-02,  7.42867889e-02,  7.23726385e-02,\n        7.05078102e-02,  6.86910329e-02,  6.69210685e-02,  6.51967109e-02,\n        6.35167849e-02,  6.18801456e-02,  6.35979957e-02,  6.35485380e-02,\n        6.26736258e-02,  6.14245870e-02,  6.00174068e-02,  5.85551659e-02,\n        5.70867870e-02,  5.56352206e-02,  5.42109698e-02,  5.28185779e-02,\n        5.14597416e-02,  5.01348043e-02,  4.88434721e-02,  4.75851571e-02,\n        4.63591422e-02,  4.51646590e-02,  4.40009257e-02,  4.28671648e-02,\n        4.17626110e-02,  4.06865152e-02,  3.96381457e-02,  3.86167888e-02,\n        3.76217489e-02,  3.66523481e-02,  3.57079258e-02,  3.47878384e-02,\n        3.38914590e-02,  3.30181765e-02,  3.21673960e-02,  3.13385375e-02,\n        3.05310363e-02,  2.97443420e-02,  2.89779184e-02,  2.82312433e-02,\n        2.75038079e-02,  2.67951163e-02,  2.61046855e-02,  2.54320452e-02,\n        2.47767367e-02,  2.41383136e-02,  2.35163408e-02,  2.29103944e-02,\n        2.23200615e-02,  2.17449396e-02,  2.11846370e-02,  2.06387717e-02,\n        2.01069717e-02,  1.95888746e-02,  1.90841274e-02,  1.85923860e-02,\n        1.81133153e-02,  1.76465888e-02,  1.71918885e-02,  1.67489045e-02,\n        1.63173349e-02,  1.58968855e-02,  1.54872699e-02,  3.75326820e-02,\n        4.73345969e-02,  5.12819789e-02,  5.24397844e-02,  5.22781000e-02,\n        5.15017950e-02,  5.04485948e-02,  4.92800785e-02,  4.80733210e-02,\n        4.68648629e-02,  4.56718080e-02,  4.45019446e-02,  4.33586027e-02,\n        4.22429832e-02,  4.11552759e-02,  4.00951955e-02,  3.90622382e-02,\n        3.80558051e-02,  3.70752605e-02,  1.26716307e-01,  1.66919996e-01,\n        1.83475604e-01,  1.88755150e-01,  1.88693001e-01,  1.86134741e-01,\n        1.82443981e-01,  1.78273310e-01,  1.73934210e-01,  1.69574540e-01,\n        1.65263690e-01,  1.61033444e-01,  1.56897576e-01,  1.52861262e-01,\n        1.48925585e-01,  1.45089704e-01,  1.41351887e-01,  1.37710011e-01,\n        1.34161797e-01,  1.30704924e-01,  1.27337083e-01,  1.24056002e-01,\n        1.20859455e-01,  1.17745270e-01,  1.14711325e-01,  1.11755555e-01,\n        1.08875946e-01,  1.06070536e-01,  1.03337413e-01,  1.00674714e-01,\n        9.80806249e-02,  9.55533779e-02,  9.30912506e-02,  9.06925650e-02,\n        8.83556864e-02,  8.60790222e-02,  8.38610209e-02,  8.17001710e-02,\n        7.95949997e-02,  7.75440725e-02,  7.55459916e-02,  7.35993953e-02,\n        7.17029570e-02,  6.98553843e-02,  6.80554181e-02,  6.63018317e-02,\n        6.45934300e-02,  6.29290488e-02,  6.13075537e-02,  5.97278397e-02,\n        5.81888303e-02,  2.32921667e-01,  3.11477448e-01,  3.44022891e-01,\n        3.54624841e-01,  3.54827330e-01,  3.50165938e-01,  3.43293436e-01,\n        3.35479480e-01,  3.27330185e-01,  3.19133368e-01,  3.11023982e-01,\n        3.03064494e-01,  2.95281656e-01,  2.87685711e-01,  2.80278943e-01,\n        2.73059883e-01,  2.66025329e-01,  2.59171312e-01,  2.52493556e-01,\n        2.45987699e-01,  2.39649399e-01,  2.33474379e-01,  2.27458454e-01,\n        2.21597531e-01,  2.15887624e-01,  2.10324841e-01,  2.04905395e-01,\n        1.99625590e-01,  1.94481831e-01,  1.89470611e-01,  1.84588515e-01,\n        1.79832216e-01,  1.75198472e-01,  1.70684127e-01,  1.66286103e-01,\n        1.62001403e-01,  1.57827107e-01,  1.53760370e-01,  1.49798421e-01,\n        1.45938560e-01,  1.42178156e-01,  1.38514646e-01,  1.34945534e-01,\n        1.31468388e-01,  1.28080837e-01,  1.24780574e-01,  1.21565348e-01,\n        1.18432969e-01,  1.15381303e-01,  1.12408268e-01,  1.09511841e-01,\n        1.06690045e-01,  1.03940959e-01,  1.01262708e-01,  9.86534685e-02,\n        9.61114610e-02,  9.36349535e-02,  9.12222583e-02,  8.88717311e-02,\n        8.65817700e-02,  8.43508144e-02,  8.21773439e-02,  8.00598773e-02,\n        7.79969715e-02,  7.59872208e-02,  7.40292553e-02,  7.21217408e-02,\n        7.02633773e-02,  6.84528983e-02,  6.66890700e-02,  6.49706903e-02,\n        6.32965882e-02,  6.16656227e-02,  6.00766824e-02,  5.85286844e-02,\n        5.70205736e-02,  5.55513224e-02,  5.41199295e-02,  5.27254193e-02,\n        5.13668415e-02,  5.00432703e-02,  5.36387522e-02,  5.46004743e-02,\n        5.43181704e-02,  5.34581378e-02,  5.23395772e-02,  5.11151621e-02,\n        4.98576779e-02,  4.86013064e-02,  4.73627161e-02,  4.61489028e-02,\n        4.49629412e-02,  4.38058951e-02,  4.26778743e-02,  4.15785409e-02,\n        4.05073525e-02,  3.94636784e-02,  3.84468549e-02,  3.74562119e-02,\n        3.64902045e-02,  3.55499643e-02,  3.46339492e-02,  3.37415359e-02,\n        3.28721170e-02,  3.20251002e-02,  3.11999084e-02,  3.03959793e-02,\n        2.96127650e-02,  2.88497318e-02,  2.81063598e-02,  2.73821422e-02,\n        2.66765855e-02,  5.98573390e-02,  7.45651671e-02,  8.04407952e-02,\n        8.21091081e-02,  8.17883749e-02,  8.05421729e-02,  7.88800701e-02,\n        7.70458353e-02,  7.51557242e-02,  7.32648289e-02,  7.13989122e-02,\n        6.95696820e-02,  6.77821193e-02,  6.60379942e-02,  6.43375515e-02,\n        6.26803204e-02,  6.10655015e-02,  5.94921528e-02,  5.79592778e-02,\n        5.64658685e-02,  5.50109246e-02,  5.35934629e-02,  5.22125215e-02,\n        5.08671611e-02,  4.95564659e-02,  4.82795430e-02,  4.70355225e-02,\n        4.58235565e-02,  4.46428193e-02,  4.34925062e-02,  4.23718332e-02,\n        4.12800367e-02,  4.02163725e-02,  3.91801158e-02,  3.81705603e-02,\n        3.71870181e-02,  3.62288188e-02,  3.52953096e-02,  3.43858540e-02,\n        3.34998325e-02,  3.26366411e-02,  3.17956916e-02,  3.09764108e-02,\n        3.01782405e-02,  2.94006367e-02,  2.86430695e-02,  2.79050224e-02,\n        2.71859927e-02,  2.64854903e-02,  2.58030377e-02,  2.51381699e-02,\n        2.44904337e-02,  2.38593878e-02,  2.32446021e-02,  2.26456576e-02,\n        1.09368966e-01,  1.48441297e-01,  1.64715744e-01,  1.70115316e-01,\n        1.70359117e-01,  1.68189617e-01,  1.64921113e-01,  1.61182697e-01,\n        1.57274731e-01,  1.53339893e-01,  1.49445235e-01,  1.45621563e-01,\n        1.41882324e-01,  1.38232673e-01,  1.34673819e-01,  1.31205110e-01,\n        1.27825032e-01,  1.24531690e-01,  1.21323036e-01,  1.18196977e-01,\n        1.15151428e-01,  1.12184334e-01,  1.09293685e-01,  1.06477515e-01,\n        1.03733907e-01,  1.01060992e-01,  9.84569504e-02,  9.59200069e-02,\n        9.34484327e-02,  9.10405436e-02,  8.86946986e-02,  8.64092991e-02,\n        8.41827876e-02,  2.67615380e-01,  3.49772782e-01,  3.83488477e-01,\n        3.94108465e-01,  3.93790153e-01,  3.88363066e-01,  3.80620656e-01,\n        3.71899740e-01,  3.62838320e-01,  3.53739192e-01,  3.44744401e-01,\n        3.35918945e-01,  3.27290940e-01,  3.18870880e-01,  3.10660883e-01,\n        3.02659125e-01,  2.94861961e-01,  2.87264945e-01,  2.79863315e-01,\n        2.72652229e-01,  2.65626867e-01,  2.58782487e-01,  2.52114447e-01,\n        2.45618214e-01,  2.39289364e-01,  2.33123589e-01,  2.27116686e-01,\n        2.21264562e-01,  2.15563231e-01,  2.10008614e-01,  2.04597314e-01,\n        1.99325448e-01,  1.94189422e-01,  1.89185736e-01,  1.84310981e-01,\n        1.79561833e-01,  1.74935057e-01,  1.70427499e-01,  1.66036087e-01,\n        1.61757829e-01,  1.57589810e-01,  1.53529187e-01,  1.49573195e-01,\n        1.45719137e-01,  1.41964387e-01,  1.38306385e-01,  1.34742640e-01,\n        1.31270721e-01,  1.27888264e-01,  1.24592962e-01,  1.21382571e-01,\n        1.18254902e-01,  1.15207824e-01,  1.12239260e-01,  1.09347186e-01,\n        1.06529634e-01,  1.03784681e-01,  1.01109991e-01,  9.85046861e-02,\n        9.59665123e-02,  9.34937397e-02,  9.10846832e-02,  8.87377008e-02,\n        8.64511933e-02,  8.42236023e-02,  8.20534097e-02,  7.99391365e-02,\n        7.78793419e-02,  7.58726221e-02,  7.39176095e-02,  7.20129718e-02,\n        7.01574109e-02,  6.83496624e-02,  6.65884942e-02,  6.48727060e-02,\n        6.32011287e-02,  6.15726229e-02,  5.99860789e-02,  5.84404154e-02,\n        5.69345791e-02,  5.54675438e-02,  5.40383096e-02,  5.26459025e-02,\n        5.12893736e-02,  4.99677985e-02,  4.86802764e-02,  4.74259300e-02,\n        4.62039043e-02,  4.50133666e-02,  4.38535056e-02,  4.27235307e-02,\n        4.16226720e-02,  4.05501791e-02,  3.95053211e-02,  3.84873861e-02,\n        3.74956802e-02,  3.65295277e-02,  4.29617797e-02,  4.53926454e-02,\n        4.59205039e-02,  4.55510560e-02,  4.47681285e-02,  4.38020895e-02,\n        4.27634048e-02,  4.17046846e-02,  4.06507899e-02,  3.96132770e-02,\n        3.85973283e-02,  3.76050773e-02,  3.66372036e-02,  3.56936981e-02,\n        3.47742300e-02,  3.38783224e-02,  3.30054366e-02,  3.21550122e-02,\n        3.13264863e-02,  3.05193020e-02,  2.97329131e-02,  2.89667855e-02,\n        2.82203980e-02,  2.74932424e-02,  2.67848231e-02,  2.60946577e-02,\n        2.54222758e-02,  2.47672191e-02,  2.41290413e-02,  2.35073074e-02,\n        2.29015937e-02,  2.23114875e-02,  2.17365866e-02,  2.11764992e-02,\n        2.06308436e-02,  2.00992479e-02,  1.95813498e-02,  1.90767965e-02,\n        1.85852440e-02,  1.81063573e-02,  1.76398102e-02,  1.71852845e-02,\n        1.67424707e-02,  1.63110668e-02,  1.58907790e-02,  1.54813207e-02,\n        1.50824129e-02,  1.46937839e-02,  1.43151686e-02,  1.39463091e-02,\n        1.35869541e-02,  1.32368585e-02,  1.28957839e-02,  1.25634978e-02,\n        1.22397737e-02,  1.19243910e-02,  1.16171348e-02,  1.13177956e-02,\n        1.10261696e-02,  1.07420579e-02,  1.04652669e-02,  1.01956079e-02,\n        9.93289734e-03,  9.67695601e-03,  9.42760953e-03,  9.18468797e-03,\n        8.94802578e-03,  8.71746167e-03,  8.49283851e-03,  8.27400323e-03,\n        8.06080669e-03,  7.85310358e-03,  7.65075237e-03,  7.45361516e-03,\n        7.26155758e-03,  7.07443439e-03,  6.89214718e-03,  6.71455697e-03,\n        6.54154273e-03,  6.37298656e-03,  6.20877358e-03,  6.04879188e-03,\n        5.89293243e-03,  5.74108903e-03,  5.59315817e-03,  5.44903906e-03,\n        5.30863347e-03,  5.17184571e-03,  5.03858257e-03,  4.90875323e-03,\n        4.78226920e-03,  4.65904429e-03,  4.53899452e-03,  4.42203808e-03,\n        4.30809526e-03,  4.19708841e-03,  4.08894188e-03,  3.98358196e-03,\n        3.88093685e-03,  3.78093661e-03,  3.68351307e-03,  3.58859985e-03,\n        3.49613226e-03,  3.40604729e-03,  3.31828354e-03,  3.23278121e-03,\n        3.14948201e-03,  3.06832919e-03,  2.98926743e-03,  2.91224287e-03,\n        2.83720299e-03,  2.76409668e-03,  2.69287409e-03,  2.62348670e-03,\n        2.55588722e-03,  2.49002958e-03,  2.42586889e-03,  2.36336143e-03,\n        2.30246461e-03,  2.24313691e-03,  2.18533792e-03,  2.12902823e-03,\n        2.07416948e-03,  2.02072427e-03,  1.96865619e-03,  1.91792975e-03,\n        1.86851038e-03,  1.82036440e-03,  1.77345900e-03,  1.72776221e-03,\n        1.68324290e-03,  1.63987071e-03,  1.59751873e-03,  1.55635540e-03,\n        1.51625273e-03,  1.47718338e-03,  1.43912074e-03,  1.40203886e-03,\n        1.36591247e-03,  1.33071695e-03,  1.29642831e-03,  1.26302319e-03,\n        1.23047882e-03,  1.19877302e-03,  1.16788419e-03,  1.13779127e-03,\n        1.10847375e-03,  1.07991166e-03,  1.05208554e-03,  1.02497640e-03,\n        9.98565795e-04,  9.72442684e-04,  9.47385713e-04,  9.22974385e-04,\n        8.99192065e-04,  8.76022545e-04,  8.53450035e-04,  8.31459152e-04,\n        8.10034908e-04,  7.89162704e-04,  7.68828314e-04,  7.49017882e-04,\n        7.29717905e-04,  7.10915232e-04,  6.92597048e-04,  6.74750869e-04,\n        6.57364534e-04,  6.40426192e-04,  6.23924302e-04,  6.07847616e-04,\n        5.92185179e-04,  5.76926317e-04,  5.62060630e-04,  5.47577988e-04,\n        5.33468520e-04,  5.19722612e-04,  5.06330895e-04,  4.93284243e-04,\n        4.80573764e-04,  4.68190797e-04,  4.56126902e-04,  4.44373858e-04,\n        4.32923656e-04,  4.21768490e-04,  4.10900761e-04,  4.00313060e-04,\n        3.89998174e-04,  3.79949071e-04,  3.70158904e-04,  3.60621001e-04,\n        3.51328861e-04,  3.42276152e-04,  3.33456704e-04,  3.24864507e-04,\n        3.16493706e-04,  3.08338596e-04,  3.00393618e-04,  2.92653360e-04,\n        2.85112544e-04,  2.77766033e-04,  2.70608820e-04,  2.63636028e-04,\n        2.56078373e-04,  2.49479987e-04,  2.43051621e-04,  2.36788896e-04]))
 +    where <function array_equal at 0x104e03c30> = np.array_equal
 +    and   array([-2.19420808e-10, -2.19420824e-10, -2.19420793e-10, -2.19420840e-10,\n       -2.19420824e-10, -2.19420808e-10, -2.19420824e-10, -2.19420808e-10,\n        5.01755473e-02,  7.36491051e-02,  8.42030702e-02,  8.85128188e-02,\n        8.98113944e-02,  8.96645259e-02,  8.88303697e-02,  8.76759324e-02,\n        8.63787678e-02,  8.50246703e-02,  8.36549935e-02,  8.22895690e-02,\n        8.09378073e-02,  7.96040748e-02,  7.82902977e-02,  7.69972234e-02,\n        7.57250317e-02,  7.44736300e-02,  7.32427972e-02,  7.20322525e-02,\n        7.08416895e-02,  6.96707916e-02,  6.85192406e-02,  6.73867201e-02,\n        6.62729170e-02,  6.51775227e-02,  6.41002333e-02,  6.30407498e-02,\n        6.19987779e-02,  6.09740283e-02,  5.99662162e-02,  5.89750619e-02,\n        5.80002898e-02,  5.70416294e-02,  5.60988142e-02,  5.51715823e-02,\n        5.42596763e-02,  5.33628427e-02,  5.24808325e-02,  5.16134006e-02,\n        5.07603061e-02,  4.99213121e-02,  4.90961854e-02,  4.82846968e-02,\n        4.74866209e-02,  4.67017361e-02,  4.59298243e-02,  4.51706711e-02,\n        4.44240656e-02,  4.36898004e-02,  4.29676715e-02,  4.22574783e-02,\n        4.15590236e-02,  4.08721134e-02,  4.01965568e-02,  3.95321661e-02,\n        3.88787569e-02,  3.82361476e-02,  3.76041596e-02,  3.69826175e-02,\n        3.63713486e-02,  3.57701831e-02,  3.51789540e-02,  3.45974970e-02,\n        3.40256507e-02,  3.34632561e-02,  3.29101572e-02,  3.23662001e-02,\n        3.18312339e-02,  3.13051098e-02,  3.07876819e-02,  3.02788063e-02,\n        2.97783416e-02,  2.92861489e-02,  2.88020914e-02,  2.83260347e-02,\n        2.78578466e-02,  2.73973969e-02,  9.00534115e-02,  1.19132186e-01,\n        1.31968560e-01,  1.36958440e-01,  1.38168104e-01,  1.37566746e-01,\n        1.36107831e-01,  1.34252852e-01,  1.32225016e-01,  1.30132122e-01,\n        1.28026076e-01,  3.21423455e-01,  4.10809143e-01,  4.49886891e-01,\n        4.64667326e-01,  4.67747729e-01,  4.65228550e-01,  4.60063474e-01,\n        4.53682041e-01,  4.46775583e-01,  4.39677892e-01,  4.32549597e-01,\n        4.25467479e-01,  4.18467716e-01,  4.11566841e-01,  4.04771887e-01,\n        3.98085300e-01,  3.91507323e-01,  3.85037145e-01,  3.78673462e-01,\n        3.72414744e-01,  3.66259368e-01,  3.60205681e-01,  3.54252028e-01,\n        3.48396768e-01,  3.42638282e-01,  3.36974971e-01,  3.31405266e-01,\n        3.25927620e-01,  3.20540510e-01,  3.15242442e-01,  3.10031943e-01,\n        3.04907565e-01,  2.99867887e-01,  2.94911506e-01,  2.90037048e-01,\n        2.85243157e-01,  2.80528503e-01,  2.75891774e-01,  2.71331684e-01,\n        2.66846966e-01,  2.62436374e-01,  2.58098682e-01,  2.53832686e-01,\n        2.49637201e-01,  2.45511061e-01,  2.41453120e-01,  2.37462251e-01,\n        2.33537345e-01,  2.29677312e-01,  2.25881080e-01,  2.22147594e-01,\n        2.18475817e-01,  2.14864730e-01,  2.11313328e-01,  2.07820626e-01,\n        2.04385653e-01,  2.01007456e-01,  1.97685094e-01,  1.94417647e-01,\n        1.91204206e-01,  1.88043879e-01,  1.84935787e-01,  1.81879067e-01,\n        1.78872870e-01,  1.75916362e-01,  1.73008720e-01,  1.70149138e-01,\n        1.67336820e-01,  1.64570985e-01,  1.61850866e-01,  1.59175707e-01,\n        1.56544764e-01,  1.53957306e-01,  1.51412616e-01,  1.48909985e-01,\n        1.46448720e-01,  1.44028135e-01,  1.41647560e-01,  1.39306332e-01,\n        1.37003800e-01,  1.34739327e-01,  1.32512282e-01,  1.30322046e-01,\n        1.28168012e-01,  1.26049581e-01,  1.23966165e-01,  1.21917185e-01,\n        1.19902071e-01,  1.17920264e-01,  1.15971213e-01,  1.14054378e-01,\n        1.12169225e-01,  1.10315230e-01,  1.08491880e-01,  1.06698667e-01,\n        1.04935093e-01,  1.03200669e-01,  1.01494912e-01,  9.98173482e-02,\n        9.81675126e-02,  9.65449463e-02,  9.49491987e-02,  9.33798265e-02,\n        9.18363937e-02,  9.03184716e-02,  8.88256386e-02,  8.73574799e-02,\n        8.59135878e-02,  8.44935611e-02,  8.30970054e-02,  8.17235327e-02,\n        8.03727615e-02,  7.90443166e-02,  7.77378289e-02,  7.64529356e-02,\n        7.51892798e-02,  7.39465103e-02,  7.27242820e-02,  7.15222553e-02,\n        7.03400964e-02,  6.91774769e-02,  6.80340737e-02,  6.69095694e-02,\n        6.58036515e-02,  6.47160128e-02,  6.36463512e-02,  6.25943695e-02,\n        6.15597756e-02,  6.05422820e-02,  5.95416061e-02,  1.01012912e-01,\n        1.19906914e-01,  1.27885153e-01,  1.30595657e-01,  1.30773765e-01,\n        1.29744045e-01,  1.28147750e-01,  1.26295172e-01,  1.24336302e-01,\n        1.22343494e-01,  1.20351505e-01,  1.18376883e-01,  1.16427364e-01,\n        1.14506417e-01,  1.12615453e-01,  1.10754888e-01,  1.08924660e-01,\n        1.07124482e-01,  1.05353962e-01,  1.03612658e-01,  1.01900113e-01,\n        1.00215863e-01,  9.85594452e-02,  9.69304033e-02,  9.53282858e-02,\n        9.37526484e-02,  9.22030537e-02,  9.06790714e-02,  1.92648743e-01,\n        2.39580234e-01,  2.59894217e-01,  2.67355780e-01,  2.68631479e-01,\n        2.66949661e-01,  2.63873359e-01,  2.60159011e-01,  2.56172386e-01,\n        2.52090039e-01,  2.47996887e-01,  2.43933474e-01,  2.39918859e-01,\n        2.35961704e-01,  2.32065647e-01,  2.28231899e-01,  2.24460507e-01,\n        2.20750961e-01,  2.17102492e-01,  2.13514211e-01,  2.09985184e-01,\n        2.06514459e-01,  2.03101088e-01,  1.99744128e-01,  1.96442651e-01,\n        1.93195741e-01,  1.90002497e-01,  1.86862032e-01,  1.83773474e-01,\n        1.80735966e-01,  1.77748663e-01,  1.74810736e-01,  1.71921369e-01,\n        1.69079759e-01,  1.66285116e-01,  1.63536665e-01,  1.60833642e-01,\n        1.58175295e-01,  1.55560888e-01,  1.52989692e-01,  1.50460995e-01,\n        1.47974094e-01,  1.45528297e-01,  2.94480658e-01,  3.62924525e-01,\n        3.92434718e-01,  4.03147289e-01,  4.04814284e-01,  4.02158197e-01,\n        3.97465442e-01,  3.91842512e-01,  3.85824416e-01,  3.79669373e-01,\n        3.73501553e-01,  3.67380214e-01,  3.61333187e-01,  3.55373098e-01,\n        3.49505217e-01,  3.43731271e-01,  3.38051282e-01,  3.32464458e-01,\n        3.26969630e-01,  3.21565455e-01,  3.16250522e-01,  3.11023398e-01,\n        3.05882651e-01,  3.00826864e-01,  2.95854638e-01,  2.90964593e-01,\n        2.86155372e-01,  2.81425640e-01,  2.76774084e-01,  2.72199411e-01,\n        2.67700350e-01,  2.63275653e-01,  2.58924089e-01,  2.54644450e-01,\n        2.50435548e-01,  2.46296212e-01,  2.42225294e-01,  2.38221662e-01,\n        2.34284204e-01,  2.30411827e-01,  2.26603454e-01,  2.22858029e-01,\n        2.19174509e-01,  2.15551873e-01,  2.11989114e-01,  2.08485242e-01,\n        2.05039284e-01,  2.01650283e-01,  1.98317297e-01,  1.95039401e-01,\n        1.91815683e-01,  1.88645248e-01,  1.85527217e-01,  1.82460722e-01,\n        1.79444911e-01,  1.76478948e-01,  1.73562007e-01,  1.70693279e-01,\n        1.67871968e-01,  1.65097288e-01,  1.62368470e-01,  1.59684755e-01,\n        1.57045398e-01,  1.54449666e-01,  1.51896838e-01,  1.49386204e-01,\n        1.46917067e-01,  1.44488742e-01,  1.42100553e-01,  1.39751837e-01,\n        1.37441943e-01,  1.35170227e-01,  1.36125660e-01,  1.35420607e-01,\n        1.33930587e-01,  1.32079347e-01,  1.30071817e-01,  1.28006947e-01,\n        1.25932363e-01,  1.23870832e-01,  1.21833089e-01,  1.19824045e-01,\n        1.17845794e-01,  1.15899073e-01,  1.13983961e-01,  1.12100230e-01,\n        1.10247500e-01,  1.08425330e-01,  1.06633246e-01,  1.04870768e-01,\n        1.03137413e-01,  1.01432705e-01,  9.97561716e-02,  9.81073479e-02,\n        9.64857765e-02,  9.48910070e-02,  9.33225967e-02,  9.17801099e-02,\n        9.02631181e-02,  8.87712000e-02,  8.73039412e-02,  8.58609339e-02,\n        8.44417775e-02,  8.30460777e-02,  8.16734468e-02,  8.03235034e-02,\n        7.89958727e-02,  7.76901858e-02,  7.64060799e-02,  7.51431985e-02,\n        7.39011907e-02,  7.26797114e-02,  7.14784215e-02,  7.02969871e-02,\n        6.91350801e-02,  6.79923777e-02,  6.68685625e-02,  6.57633224e-02,\n        6.46763503e-02,  6.36073442e-02,  6.25560073e-02,  6.15220475e-02,\n        6.05051775e-02,  5.95051148e-02,  5.85215818e-02,  5.75543051e-02,\n        5.66030161e-02,  5.56674506e-02,  5.47473485e-02,  7.54553852e-02,\n        8.46765955e-02,  8.83474487e-02,  8.93430950e-02,  8.90559169e-02,\n        8.81601111e-02,  8.69820194e-02,  8.56795010e-02,  8.43288130e-02,\n        8.29666910e-02,  8.16107315e-02,  8.02692641e-02,  7.89461332e-02,\n        7.76430137e-02,  7.63605329e-02,  7.50988138e-02,  7.38577379e-02,\n        7.26370729e-02,  7.14365342e-02,  1.57495668e-01,  1.97147754e-01,\n        2.14355828e-01,  2.20726001e-01,  2.21879233e-01,  2.20537538e-01,\n        2.18018817e-01,  2.14960884e-01,  2.11672159e-01,  2.08301525e-01,\n        2.04920601e-01,  2.01563590e-01,  1.98246582e-01,  1.94976899e-01,\n        1.91757626e-01,  1.88589804e-01,  1.85473490e-01,  1.82408270e-01,\n        1.79393514e-01,  1.76428491e-01,  1.73512429e-01,  1.70644542e-01,\n        1.67824046e-01,  1.65050164e-01,  1.62322127e-01,  1.59639179e-01,\n        1.57000576e-01,  1.54405585e-01,  1.51853486e-01,  1.49343568e-01,\n        1.46875136e-01,  1.44447504e-01,  1.42059997e-01,  1.39711951e-01,\n        1.37402716e-01,  1.35131649e-01,  1.32898119e-01,  1.30701506e-01,\n        1.28541201e-01,  1.26416601e-01,  1.24327119e-01,  1.22272172e-01,\n        1.20251191e-01,  1.18263614e-01,  1.16308888e-01,  1.14386471e-01,\n        1.12495829e-01,  1.10636437e-01,  1.08807777e-01,  1.07009343e-01,\n        1.05240634e-01,  2.73204146e-01,  3.50885338e-01,  3.84898353e-01,\n        3.97820081e-01,  4.00584813e-01,  3.98487683e-01,  3.94092471e-01,\n        3.88640023e-01,  3.82730431e-01,  3.76653443e-01,  3.70524344e-01,\n        3.64458529e-01,  3.58462852e-01,  3.52551687e-01,  3.46731157e-01,\n        3.41003410e-01,  3.35368677e-01,  3.29826274e-01,  3.24375091e-01,\n        3.19013819e-01,  3.13741070e-01,  3.08555428e-01,  3.03455475e-01,\n        2.98439807e-01,  2.93507036e-01,  2.88655794e-01,  2.83884734e-01,\n        2.79192533e-01,  2.74577886e-01,  2.70039513e-01,  2.65576153e-01,\n        2.61186565e-01,  2.56869531e-01,  2.52623851e-01,  2.48448346e-01,\n        2.44341856e-01,  2.40303240e-01,  2.36331377e-01,  2.32425163e-01,\n        2.28583513e-01,  2.24805360e-01,  2.21089654e-01,  2.17435363e-01,\n        2.13841473e-01,  2.10306984e-01,  2.06830916e-01,  2.03412301e-01,\n        2.00050192e-01,  1.96743653e-01,  1.93491766e-01,  1.90293629e-01,\n        1.87148352e-01,  1.84055061e-01,  1.81012899e-01,  1.78021019e-01,\n        1.75078590e-01,  1.72184796e-01,  1.69338831e-01,  1.66539907e-01,\n        1.63787244e-01,  1.61080079e-01,  1.58417659e-01,  1.55799246e-01,\n        1.53224111e-01,  1.50691539e-01,  1.48200827e-01,  1.45751283e-01,\n        1.43342226e-01,  1.40972987e-01,  1.38642909e-01,  1.36351343e-01,\n        1.34097654e-01,  1.31881214e-01,  1.29701410e-01,  1.27557634e-01,\n        1.25449292e-01,  1.23375797e-01,  1.21336575e-01,  1.19331057e-01,\n        1.17358689e-01,  1.15418920e-01,  1.18215180e-01,  1.18539655e-01,\n        1.17683926e-01,  1.16273299e-01,  1.14610368e-01,  1.12841423e-01,\n        1.11037057e-01,  1.09200801e-01,  1.07410120e-01,  1.05641689e-01,\n        1.03898928e-01,  1.02183249e-01,  1.00495093e-01,  9.88344348e-02,\n        9.72010292e-02,  9.55945267e-02,  9.40145313e-02,  9.24606286e-02,\n        9.08382517e-02,  8.93368324e-02,  8.78602268e-02,  8.64080261e-02,\n        8.49798276e-02,  8.35752349e-02,  8.21938579e-02,  8.08353130e-02,\n        7.94992228e-02,  7.81852162e-02,  7.68929283e-02,  7.56220000e-02,\n        7.43720783e-02,  1.05756170e-01,  1.19804686e-01,  1.25475643e-01,\n        1.27107605e-01,  1.26801676e-01,  1.25575238e-01,  1.23920766e-01,\n        1.22076501e-01,  1.20157546e-01,  1.18219367e-01,  1.16288549e-01,\n        1.14377695e-01,  1.12492635e-01,  1.10635929e-01,  1.08808553e-01,\n        1.07010724e-01,  1.05242291e-01,  1.03502934e-01,  1.01792252e-01,\n        1.00109808e-01,  9.84551545e-02,  9.68278419e-02,  9.52274223e-02,\n        9.36534533e-02,  9.21054988e-02,  9.05831293e-02,  8.90859220e-02,\n        8.76134614e-02,  8.61653383e-02,  8.47411505e-02,  8.33405025e-02,\n        8.19630052e-02,  8.06082758e-02,  7.92759382e-02,  7.79656222e-02,\n        7.66769638e-02,  7.54096051e-02,  7.41631939e-02,  7.29373842e-02,\n        7.17318352e-02,  7.05462123e-02,  6.93801859e-02,  6.82334323e-02,\n        6.71056329e-02,  6.59964743e-02,  6.49056486e-02,  6.38328525e-02,\n        6.27777883e-02,  6.17401627e-02,  6.07196876e-02,  5.97160794e-02,\n        5.87290594e-02,  5.77583535e-02,  5.68036919e-02,  5.58648094e-02,\n        1.39013646e-01,  1.77436926e-01,  1.94227648e-01,  2.00570565e-01,\n        2.01882594e-01,  2.00786971e-01,  1.98553797e-01,  1.95797782e-01,\n        1.92816199e-01,  1.89752579e-01,  1.86675991e-01,  1.83619447e-01,\n        1.80598501e-01,  1.77620259e-01,  1.74687743e-01,  1.71802001e-01,\n        1.68963135e-01,  1.66170794e-01,  1.63424413e-01,  1.60723333e-01,\n        1.58066852e-01,  1.55454258e-01,  1.52884835e-01,  1.50357875e-01,\n        1.47872681e-01,  1.45428561e-01,  1.43024839e-01,  1.40660847e-01,\n        1.38335928e-01,  1.36049436e-01,  1.33800737e-01,  1.31589205e-01,\n        1.29414227e-01,  3.06000597e-01,  3.87509782e-01,  4.23034123e-01,\n        4.36350748e-01,  4.38975201e-01,  4.36484053e-01,  4.31577314e-01,\n        4.25561723e-01,  4.19069199e-01,  4.12404821e-01,  4.05715381e-01,\n        3.99071015e-01,  3.92504748e-01,  3.86031648e-01,  3.79658096e-01,\n        3.73386286e-01,  3.67216393e-01,  3.61147634e-01,  3.55178774e-01,\n        3.49308371e-01,  3.43534902e-01,  3.37856813e-01,  3.32272553e-01,\n        3.26780581e-01,  3.21379378e-01,  3.16067446e-01,  3.10843312e-01,\n        3.05705525e-01,  3.00652657e-01,  2.95662860e-01,  2.90775982e-01,\n        2.85969878e-01,  2.81243212e-01,  2.76594670e-01,  2.72022963e-01,\n        2.67526819e-01,  2.63104989e-01,  2.58756246e-01,  2.54479382e-01,\n        2.50273207e-01,  2.46136555e-01,  2.42068276e-01,  2.38067239e-01,\n        2.34132334e-01,  2.30262467e-01,  2.26456563e-01,  2.22713565e-01,\n        2.19032434e-01,  2.15412146e-01,  2.11851696e-01,  2.08350096e-01,\n        2.04906372e-01,  2.01519567e-01,  1.98188742e-01,  1.94912970e-01,\n        1.91691342e-01,  1.88522963e-01,  1.85357123e-01,  1.82293439e-01,\n        1.79280393e-01,  1.76317149e-01,  1.73402883e-01,  1.70536785e-01,\n        1.67718060e-01,  1.64945924e-01,  1.62219608e-01,  1.59538354e-01,\n        1.56901417e-01,  1.54308064e-01,  1.51757576e-01,  1.49249244e-01,\n        1.46782371e-01,  1.44356272e-01,  1.41970273e-01,  1.39623711e-01,\n        1.37315934e-01,  1.35046301e-01,  1.32814182e-01,  1.30618957e-01,\n        1.28460015e-01,  1.26336758e-01,  1.24248595e-01,  1.22194946e-01,\n        1.20175241e-01,  1.18188919e-01,  1.16235428e-01,  1.14314226e-01,\n        1.12424778e-01,  1.10566560e-01,  1.08739055e-01,  1.06941757e-01,\n        1.05174165e-01,  1.03435789e-01,  1.01726146e-01,  1.00044760e-01,\n        9.83911658e-02,  9.67649029e-02,  1.02265849e-01,  1.04014639e-01,\n        1.03961179e-01,  1.02976777e-01,  1.01665509e-01,  1.00174407e-01,\n        9.86103494e-02,  9.70248694e-02,  9.54426976e-02,  9.38755862e-02,\n        9.23290051e-02,  9.08053849e-02,  8.93056877e-02,  8.78301678e-02,\n        8.63787406e-02,  8.49511601e-02,  8.35471061e-02,  8.21662254e-02,\n        8.08081524e-02,  7.94725186e-02,  7.81589570e-02,  7.68671048e-02,\n        7.55966041e-02,  7.43471025e-02,  7.31182532e-02,  7.19097149e-02,\n        7.07211519e-02,  6.95522341e-02,  6.84026368e-02,  6.72720406e-02,\n        6.61601316e-02,  6.50666008e-02,  6.39911445e-02,  6.29334639e-02,\n        6.18932652e-02,  6.08702595e-02,  5.98641626e-02,  5.88746951e-02,\n        5.79015819e-02,  5.69445530e-02,  5.60033423e-02,  5.50776885e-02,\n        5.41673343e-02,  5.32720270e-02,  5.23915179e-02,  5.15255623e-02,\n        5.06739196e-02,  4.98363534e-02,  4.90126309e-02,  4.82025234e-02,\n        4.74058057e-02,  4.66222567e-02,  4.58516586e-02,  4.50937973e-02,\n        4.43484624e-02,  4.36154468e-02,  4.28945469e-02,  4.21855623e-02,\n        4.14882963e-02,  4.08025551e-02,  4.01281482e-02,  3.94648882e-02,\n        3.88125910e-02,  3.81710753e-02,  3.75401629e-02,  3.69196786e-02,\n        3.63094500e-02,  3.57093075e-02,  3.51190846e-02,  3.45386172e-02,\n        3.39677441e-02,  3.34063066e-02,  3.28541489e-02,  3.23111176e-02,\n        3.17770618e-02,  3.12502971e-02,  3.07337751e-02,  3.02257905e-02,\n        2.97262021e-02,  2.92348712e-02,  2.87516613e-02,  2.82764381e-02,\n        2.78090697e-02,  2.73494262e-02,  2.68973799e-02,  2.64528054e-02,\n        2.60155789e-02,  2.55855792e-02,  2.51626868e-02,  2.47467842e-02,\n        2.43377558e-02,  2.39354881e-02,  2.35398693e-02,  2.31507894e-02,\n        2.27681405e-02,  2.23918163e-02,  2.20217121e-02,  2.16577252e-02,\n        2.12997545e-02,  2.09477005e-02,  2.06014655e-02,  2.02609532e-02,\n        1.99260691e-02,  1.95967201e-02,  1.92728148e-02,  1.89542632e-02,\n        1.86409768e-02,  1.83328686e-02,  1.80298529e-02,  1.77318456e-02,\n        1.74387640e-02,  1.71505266e-02,  1.68670533e-02,  1.65882654e-02,\n        1.63140855e-02,  1.60444374e-02,  1.57792462e-02,  1.55184382e-02,\n        1.52619409e-02,  1.50096832e-02,  1.47615950e-02,  1.45176073e-02,\n        1.42776523e-02,  1.40416635e-02,  1.38095752e-02,  1.35813230e-02,\n        1.33568435e-02,  1.31360743e-02,  1.29189541e-02,  1.27054225e-02,\n        1.24954204e-02,  1.22888892e-02,  1.20753631e-02,  1.18757749e-02,\n        1.16794856e-02,  1.14864407e-02,  1.12965865e-02,  1.11098704e-02,\n        1.09262404e-02,  1.07456455e-02,  1.05680356e-02,  1.03933613e-02,\n        1.02215742e-02,  1.00526264e-02,  9.88647111e-03,  9.72306211e-03,\n        9.56235403e-03,  9.40430221e-03,  9.24886277e-03,  9.09599251e-03,\n        8.94564897e-03,  8.75577637e-03,  8.61105612e-03,  8.46872787e-03,\n        8.32875211e-03,  8.19108994e-03,  8.05570313e-03,  7.92255407e-03,\n        7.79160576e-03,  7.66282184e-03,  7.53616653e-03,  7.41160465e-03,\n        7.28910160e-03,  7.16862334e-03,  7.05013642e-03,  6.93360791e-03,\n        6.81900545e-03,  6.70629720e-03,  6.59545185e-03,  6.48643862e-03,\n        6.37922721e-03,  6.27378786e-03,  6.17009126e-03,  6.06810862e-03,\n        5.96781160e-03,  5.86917235e-03,  5.77216346e-03,  5.67675799e-03,\n        5.58292943e-03,  5.49065172e-03,  5.39989922e-03,  5.31064673e-03,\n        5.22286946e-03,  5.13654302e-03,  5.05164343e-03,  4.96814710e-03,\n        4.88603085e-03,  4.80527186e-03,  4.72584770e-03,  4.64773630e-03,\n        4.57091597e-03,  4.49536537e-03,  4.42106352e-03,  4.34798976e-03,\n        4.27612381e-03,  4.20544569e-03,  4.13593579e-03,  4.06757478e-03,\n        4.00034368e-03,  3.93422381e-03,  3.86919680e-03,  3.80524460e-03,\n        3.66062182e-03,  3.60011706e-03,  3.54061236e-03,  3.48209118e-03]) = <driada.experiment.neuron.Neuron object at 0x29f0cffd0>._reconstructed_scaled
FAILED tests/unit/experiment/test_neuron_reconstructed.py::TestScaledReconstruction::test_scaled_reconstruction_auto_updated_after_get_kinetics - TypeError: driada.experiment.neuron.Neuron.optimize_kinetics() got multiple values for keyword argument 'update_reconstruction'
================== 3 failed, 1712 passed in 250.50s (0:04:10) ==================
ERROR conda.cli.main_run:execute(125): `conda run python -m pytest tests/ -v --tb=short` failed. (See above for error)

