{ "what": "recurrence and coordination of the carrier set: is the nearest set a neighbour, how many configurations within one twin ceiling, and do neurons move in patterns", "reading": "recurrence and few patterns mean switching among discrete wirings; neither means a continuous walk", "n_references": 35, "n_constructs": 169, "a_share_non_neighbour_median": 0.0, "a_share_non_neighbour_under_model_median": 0.5982857142857142, "a_excess_median": -0.5981428571428571, "b_n_clusters_median": 35.0, "c_top_share_median": 0.28341164689570175, "c_shuffled_top_share_median": 0.022038525419522344, "c_circular_shift_top_share_median": 0.19469483659242287, "c_coordination_vs_across_neuron_median": 12.954612499473217, "c_coordination_vs_circular_shift_median": 1.455305478683258, "per_construct": { "ArithmeticError": { "twin_ceiling": 0.8242235182422352, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5848571428571429, "ci95": [ 0.42857142857142855, 0.7428571428571429 ], "residual_sd_pooled": 0.24321989806923933, "residual_sd_narrowest_decile": 0.10878283043249327, "resid_vs_gap_corr": -0.8420766262326901, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.910755455493927, "r_per_step": 8.508332417256533e-06 }, "excess_over_model": -0.5848571428571429 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.17577648175776484 }, "c_patterns": { "n_neurons_ever_in_set": 50160, "n_distinct_patterns": 19857, "share_in_top_20": 0.2776315789473684, "shuffled_n_distinct_patterns_mean": 42830.5, "shuffled_share_in_top_20_mean": 0.01808512759170654, "coordination_vs_across_neuron_shuffle": 15.351375186022155, "circular_shift_n_distinct_patterns_mean": 20713.3, "circular_shift_share_in_top_20_mean": 0.18917763157894738, "coordination_vs_circular_shift": 1.4675708572422186, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.517920732498169 }, "Assert": { "twin_ceiling": 0.914553099145531, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5917142857142857, "ci95": [ 0.45714285714285713, 0.7428571428571429 ], "residual_sd_pooled": 0.24980463725532462, "residual_sd_narrowest_decile": 0.1093500074334656, "resid_vs_gap_corr": -0.851058676169485, "share_wide_pairs_above_model_by_one_twin_unit": 0.05067567567567568, "A": 0.9346263408660889, "r_per_step": 8.67479302570671e-06 }, "excess_over_model": -0.5917142857142857 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.08544690085446904 }, "c_patterns": { "n_neurons_ever_in_set": 58013, "n_distinct_patterns": 20022, "share_in_top_20": 0.30119111233689, "shuffled_n_distinct_patterns_mean": 42981.8, "shuffled_share_in_top_20_mean": 0.0340932204850637, "coordination_vs_across_neuron_shuffle": 8.834340319033291, "circular_shift_n_distinct_patterns_mean": 20723.2, "circular_shift_share_in_top_20_mean": 0.20855842655956422, "coordination_vs_circular_shift": 1.4441570034134772, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.8892788887023926 }, "AssertionError": { "twin_ceiling": 0.8106605181066052, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5765714285714285, "ci95": [ 0.42857142857142855, 0.7142857142857143 ], "residual_sd_pooled": 0.2494822168641536, "residual_sd_narrowest_decile": 0.10141453477883476, "resid_vs_gap_corr": -0.8547481310902877, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9038383364677429, "r_per_step": 9.046625164652015e-06 }, "excess_over_model": -0.5765714285714285 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.18933948189339478 }, "c_patterns": { "n_neurons_ever_in_set": 54331, "n_distinct_patterns": 21155, "share_in_top_20": 0.2790303878080654, "shuffled_n_distinct_patterns_mean": 43184.7, "shuffled_share_in_top_20_mean": 0.026130570024479577, "coordination_vs_across_neuron_shuffle": 10.678312319504121, "circular_shift_n_distinct_patterns_mean": 21824.05, "circular_shift_share_in_top_20_mean": 0.19724190609412673, "coordination_vs_circular_shift": 1.4146607753572813, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.7422001361846924 }, "AsyncFor": { "twin_ceiling": 0.9174013291740133, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5645714285714285, "ci95": [ 0.42857142857142855, 0.7142857142857143 ], "residual_sd_pooled": 0.25856256992845333, "residual_sd_narrowest_decile": 0.11301393910342591, "resid_vs_gap_corr": -0.8546817594152465, "share_wide_pairs_above_model_by_one_twin_unit": 0.0472972972972973, "A": 0.9449342489242554, "r_per_step": 9.296159602566849e-06 }, "excess_over_model": -0.5645714285714285 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.08259867082598671 }, "c_patterns": { "n_neurons_ever_in_set": 61520, "n_distinct_patterns": 21287, "share_in_top_20": 0.2992522756827048, "shuffled_n_distinct_patterns_mean": 42463.0, "shuffled_share_in_top_20_mean": 0.043341189856957084, "coordination_vs_across_neuron_shuffle": 6.904569917677724, "circular_shift_n_distinct_patterns_mean": 21980.0, "circular_shift_share_in_top_20_mean": 0.2066945708712614, "coordination_vs_circular_shift": 1.4477993999614653, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 3.089735269546509 }, "AsyncWith": { "twin_ceiling": 0.9439848094398481, "a_nearest_set": { "share_non_neighbour_observed": 0.02857142857142857, "under_b10_model": { "mean": 0.5698571428571428, "ci95": [ 0.4278571428571428, 0.7142857142857143 ], "residual_sd_pooled": 0.25892422894149225, "residual_sd_narrowest_decile": 0.10717823841179967, "resid_vs_gap_corr": -0.8570401223786512, "share_wide_pairs_above_model_by_one_twin_unit": 0.13513513513513514, "A": 0.9452054500579834, "r_per_step": 9.09548549231863e-06 }, "excess_over_model": -0.5412857142857143 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.05601519056015192 }, "c_patterns": { "n_neurons_ever_in_set": 60527, "n_distinct_patterns": 20915, "share_in_top_20": 0.2987096667602888, "shuffled_n_distinct_patterns_mean": 42628.4, "shuffled_share_in_top_20_mean": 0.04071323541559965, "coordination_vs_across_neuron_shuffle": 7.336917926346759, "circular_shift_n_distinct_patterns_mean": 21595.05, "circular_shift_share_in_top_20_mean": 0.20702744229847836, "coordination_vs_circular_shift": 1.4428505875546158, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 3.0440618991851807 }, "AttributeError": { "twin_ceiling": 0.8053709480537095, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5887142857142856, "ci95": [ 0.42857142857142855, 0.7142857142857143 ], "residual_sd_pooled": 0.25818299624770147, "residual_sd_narrowest_decile": 0.11543665858943233, "resid_vs_gap_corr": -0.8476936951492318, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.8975993394851685, "r_per_step": 8.676526003142504e-06 }, "excess_over_model": -0.5887142857142856 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.19462905194629054 }, "c_patterns": { "n_neurons_ever_in_set": 52823, "n_distinct_patterns": 21329, "share_in_top_20": 0.2655472048160839, "shuffled_n_distinct_patterns_mean": 43139.65, "shuffled_share_in_top_20_mean": 0.0227079113265055, "coordination_vs_across_neuron_shuffle": 11.694039182992913, "circular_shift_n_distinct_patterns_mean": 21962.95, "circular_shift_share_in_top_20_mean": 0.19091020956780191, "coordination_vs_circular_shift": 1.3909533985492515, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.6670620441436768 }, "BaseException": { "twin_ceiling": 0.8178489081784891, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6111428571428571, "ci95": [ 0.485, 0.7435714285714288 ], "residual_sd_pooled": 0.24214319026730347, "residual_sd_narrowest_decile": 0.1049814979963225, "resid_vs_gap_corr": -0.8406400050098282, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9156381487846375, "r_per_step": 8.404527197763283e-06 }, "excess_over_model": -0.6111428571428571 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.1821510918215109 }, "c_patterns": { "n_neurons_ever_in_set": 51596, "n_distinct_patterns": 19473, "share_in_top_20": 0.28337468020776807, "shuffled_n_distinct_patterns_mean": 43033.5, "shuffled_share_in_top_20_mean": 0.02077195906659431, "coordination_vs_across_neuron_shuffle": 13.642174014462329, "circular_shift_n_distinct_patterns_mean": 20319.25, "circular_shift_share_in_top_20_mean": 0.19329405380262038, "coordination_vs_circular_shift": 1.4660289576063852, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.6216650009155273 }, "BaseExceptionGroup": { "twin_ceiling": 0.8151363081513631, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6104285714285714, "ci95": [ 0.4857142857142857, 0.7428571428571429 ], "residual_sd_pooled": 0.24256158237999711, "residual_sd_narrowest_decile": 0.10518667463899777, "resid_vs_gap_corr": -0.8437894020732792, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9197070598602295, "r_per_step": 8.27897634627149e-06 }, "excess_over_model": -0.6104285714285714 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.18486369184863694 }, "c_patterns": { "n_neurons_ever_in_set": 51893, "n_distinct_patterns": 19603, "share_in_top_20": 0.2862621162777253, "shuffled_n_distinct_patterns_mean": 43057.2, "shuffled_share_in_top_20_mean": 0.021115564719711717, "coordination_vs_across_neuron_shuffle": 13.55692448094912, "circular_shift_n_distinct_patterns_mean": 20404.9, "circular_shift_share_in_top_20_mean": 0.19479313202165996, "coordination_vs_circular_shift": 1.469569862688457, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.607128143310547 }, "BlockingIOError": { "twin_ceiling": 0.7995388579953886, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6107142857142857, "ci95": [ 0.485, 0.7428571428571429 ], "residual_sd_pooled": 0.24383293024306651, "residual_sd_narrowest_decile": 0.10806083477754384, "resid_vs_gap_corr": -0.8376636158898946, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9099416732788086, "r_per_step": 8.479612283068772e-06 }, "excess_over_model": -0.6107142857142857 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.2004611420046114 }, "c_patterns": { "n_neurons_ever_in_set": 51928, "n_distinct_patterns": 19500, "share_in_top_20": 0.28341164689570175, "shuffled_n_distinct_patterns_mean": 43072.35, "shuffled_share_in_top_20_mean": 0.020919349869049454, "coordination_vs_across_neuron_shuffle": 13.547822885022553, "circular_shift_n_distinct_patterns_mean": 20322.3, "circular_shift_share_in_top_20_mean": 0.19467243105838852, "coordination_vs_circular_shift": 1.45583863803857, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.6335458755493164 }, "Break": { "twin_ceiling": 0.8581310185813101, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5681428571428571, "ci95": [ 0.3992857142857143, 0.6857142857142857 ], "residual_sd_pooled": 0.2506595433188295, "residual_sd_narrowest_decile": 0.10943717692113374, "resid_vs_gap_corr": -0.8512515760694672, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9336769580841064, "r_per_step": 9.382366482724887e-06 }, "excess_over_model": -0.5681428571428571 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.14186898141868987 }, "c_patterns": { "n_neurons_ever_in_set": 59668, "n_distinct_patterns": 20619, "share_in_top_20": 0.3047864852182074, "shuffled_n_distinct_patterns_mean": 42795.05, "shuffled_share_in_top_20_mean": 0.03835053965274519, "coordination_vs_across_neuron_shuffle": 7.947384521260324, "circular_shift_n_distinct_patterns_mean": 21233.55, "circular_shift_share_in_top_20_mean": 0.20807384192532014, "coordination_vs_circular_shift": 1.4647996230472757, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 3.0198512077331543 }, "BrokenPipeError": { "twin_ceiling": 0.8273430082734301, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5681428571428571, "ci95": [ 0.37142857142857144, 0.7142857142857143 ], "residual_sd_pooled": 0.247850667431558, "residual_sd_narrowest_decile": 0.10852136917256916, "resid_vs_gap_corr": -0.854936235961694, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.8989556431770325, "r_per_step": 8.95336810889793e-06 }, "excess_over_model": -0.5681428571428571 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.1726569917265699 }, "c_patterns": { "n_neurons_ever_in_set": 53988, "n_distinct_patterns": 21090, "share_in_top_20": 0.2826739275394532, "shuffled_n_distinct_patterns_mean": 43172.1, "shuffled_share_in_top_20_mean": 0.025101874490627552, "coordination_vs_across_neuron_shuffle": 11.261068476977565, "circular_shift_n_distinct_patterns_mean": 21781.45, "circular_shift_share_in_top_20_mean": 0.19736793361487737, "coordination_vs_circular_shift": 1.4322181033269203, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.7624361515045166 }, "BufferError": { "twin_ceiling": 0.8026583480265835, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6104285714285713, "ci95": [ 0.485, 0.7142857142857143 ], "residual_sd_pooled": 0.24579483750188624, "residual_sd_narrowest_decile": 0.11014003129062674, "resid_vs_gap_corr": -0.8360728450172982, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9039739370346069, "r_per_step": 8.304072228349451e-06 }, "excess_over_model": -0.6104285714285713 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.19734165197341647 }, "c_patterns": { "n_neurons_ever_in_set": 51357, "n_distinct_patterns": 19384, "share_in_top_20": 0.27966976264189886, "shuffled_n_distinct_patterns_mean": 42998.55, "shuffled_share_in_top_20_mean": 0.019957357322273498, "coordination_vs_across_neuron_shuffle": 14.013366505683203, "circular_shift_n_distinct_patterns_mean": 20182.6, "circular_shift_share_in_top_20_mean": 0.1953336448780108, "coordination_vs_circular_shift": 1.4317541804769853, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.6194489002227783 }, "BytesWarning": { "twin_ceiling": 0.8293774582937746, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5985714285714284, "ci95": [ 0.42857142857142855, 0.7142857142857143 ], "residual_sd_pooled": 0.24929651107218534, "residual_sd_narrowest_decile": 0.1126681403867994, "resid_vs_gap_corr": -0.8378253821630344, "share_wide_pairs_above_model_by_one_twin_unit": 0.0033783783783783786, "A": 0.8951579928398132, "r_per_step": 8.606281611307238e-06 }, "excess_over_model": -0.5985714285714284 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.17062254170622537 }, "c_patterns": { "n_neurons_ever_in_set": 50298, "n_distinct_patterns": 20309, "share_in_top_20": 0.26985168396357706, "shuffled_n_distinct_patterns_mean": 42850.9, "shuffled_share_in_top_20_mean": 0.018051413575092448, "coordination_vs_across_neuron_shuffle": 14.949061071644914, "circular_shift_n_distinct_patterns_mean": 20963.0, "circular_shift_share_in_top_20_mean": 0.18828979283470515, "coordination_vs_circular_shift": 1.4331721327054252, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.568502902984619 }, "ChildProcessError": { "twin_ceiling": 0.8093042180930422, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6005714285714285, "ci95": [ 0.45714285714285713, 0.7142857142857143 ], "residual_sd_pooled": 0.24779353964197742, "residual_sd_narrowest_decile": 0.10695245087106531, "resid_vs_gap_corr": -0.8442742026938607, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9126542806625366, "r_per_step": 8.603152981416911e-06 }, "excess_over_model": -0.6005714285714285 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.1906957819069578 }, "c_patterns": { "n_neurons_ever_in_set": 53242, "n_distinct_patterns": 20032, "share_in_top_20": 0.28092483377784455, "shuffled_n_distinct_patterns_mean": 43152.45, "shuffled_share_in_top_20_mean": 0.023801697907666883, "coordination_vs_across_neuron_shuffle": 11.802722430459655, "circular_shift_n_distinct_patterns_mean": 20796.95, "circular_shift_share_in_top_20_mean": 0.19610739641636304, "coordination_vs_circular_shift": 1.4325050401536228, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.7103629112243652 }, "ConnectionAbortedError": { "twin_ceiling": 0.7969618879696189, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6134285714285714, "ci95": [ 0.485, 0.7428571428571429 ], "residual_sd_pooled": 0.23699132819955443, "residual_sd_narrowest_decile": 0.10656693511782413, "resid_vs_gap_corr": -0.8390916026907, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.8962430357933044, "r_per_step": 8.227921587948923e-06 }, "excess_over_model": -0.6134285714285714 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.20303811203038113 }, "c_patterns": { "n_neurons_ever_in_set": 49626, "n_distinct_patterns": 18988, "share_in_top_20": 0.28561641075242816, "shuffled_n_distinct_patterns_mean": 42729.3, "shuffled_share_in_top_20_mean": 0.0168973924958691, "coordination_vs_across_neuron_shuffle": 16.9029872995051, "circular_shift_n_distinct_patterns_mean": 19827.75, "circular_shift_share_in_top_20_mean": 0.19397291742231895, "coordination_vs_circular_shift": 1.472455096040972, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.5255239009857178 }, "ConnectionError": { "twin_ceiling": 0.7980469279804693, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6095714285714285, "ci95": [ 0.45714285714285713, 0.7150000000000002 ], "residual_sd_pooled": 0.23689290120665518, "residual_sd_narrowest_decile": 0.1061926923784824, "resid_vs_gap_corr": -0.8387295434819977, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.8946154713630676, "r_per_step": 8.224630212367861e-06 }, "excess_over_model": -0.6095714285714285 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.20195307201953072 }, "c_patterns": { "n_neurons_ever_in_set": 49464, "n_distinct_patterns": 18991, "share_in_top_20": 0.2845908135209445, "shuffled_n_distinct_patterns_mean": 42710.1, "shuffled_share_in_top_20_mean": 0.0168284004528546, "coordination_vs_across_neuron_shuffle": 16.911340701585775, "circular_shift_n_distinct_patterns_mean": 19840.8, "circular_shift_share_in_top_20_mean": 0.19385512696102217, "coordination_vs_circular_shift": 1.468059256323751, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.516800880432129 }, "ConnectionRefusedError": { "twin_ceiling": 0.7950630679506306, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6004285714285714, "ci95": [ 0.45714285714285713, 0.7150000000000002 ], "residual_sd_pooled": 0.23702060065909145, "residual_sd_narrowest_decile": 0.1062330709546768, "resid_vs_gap_corr": -0.8382744991260129, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.8955649137496948, "r_per_step": 8.274064721212723e-06 }, "excess_over_model": -0.6004285714285714 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.20493693204936936 }, "c_patterns": { "n_neurons_ever_in_set": 49540, "n_distinct_patterns": 19087, "share_in_top_20": 0.28368994751715787, "shuffled_n_distinct_patterns_mean": 42723.3, "shuffled_share_in_top_20_mean": 0.016974162293096486, "coordination_vs_across_neuron_shuffle": 16.713045546438345, "circular_shift_n_distinct_patterns_mean": 19895.6, "circular_shift_share_in_top_20_mean": 0.19232943076301978, "coordination_vs_circular_shift": 1.475020990764064, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.505892038345337 }, "ConnectionResetError": { "twin_ceiling": 0.7937067679370676, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6138571428571429, "ci95": [ 0.45714285714285713, 0.7428571428571429 ], "residual_sd_pooled": 0.23699281671149533, "residual_sd_narrowest_decile": 0.1064799205052651, "resid_vs_gap_corr": -0.8390770556187502, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.89678555727005, "r_per_step": 8.156912426062354e-06 }, "excess_over_model": -0.6138571428571429 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.20629323206293237 }, "c_patterns": { "n_neurons_ever_in_set": 49402, "n_distinct_patterns": 19037, "share_in_top_20": 0.283227399700417, "shuffled_n_distinct_patterns_mean": 42698.7, "shuffled_share_in_top_20_mean": 0.016707825594105503, "coordination_vs_across_neuron_shuffle": 16.951780954688633, "circular_shift_n_distinct_patterns_mean": 19871.0, "circular_shift_share_in_top_20_mean": 0.19284846767337355, "coordination_vs_circular_shift": 1.4686525805334258, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.5130836963653564 }, "Continue": { "twin_ceiling": 0.8452461684524617, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5752857142857143, "ci95": [ 0.4, 0.7142857142857143 ], "residual_sd_pooled": 0.2572858063130191, "residual_sd_narrowest_decile": 0.11257935727432163, "resid_vs_gap_corr": -0.8452934992550047, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9321849942207336, "r_per_step": 9.40506706488789e-06 }, "excess_over_model": -0.5752857142857143 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.1547538315475383 }, "c_patterns": { "n_neurons_ever_in_set": 59678, "n_distinct_patterns": 20510, "share_in_top_20": 0.30500351888468114, "shuffled_n_distinct_patterns_mean": 42768.8, "shuffled_share_in_top_20_mean": 0.03836924829920574, "coordination_vs_across_neuron_shuffle": 7.949165866014499, "circular_shift_n_distinct_patterns_mean": 21160.1, "circular_shift_share_in_top_20_mean": 0.21162656255236434, "coordination_vs_circular_shift": 1.441234574743952, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 3.0117368698120117 }, "Delete": { "twin_ceiling": 0.9157737691577377, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5884285714285714, "ci95": [ 0.42857142857142855, 0.7142857142857143 ], "residual_sd_pooled": 0.2518614726683624, "residual_sd_narrowest_decile": 0.10866562233719397, "resid_vs_gap_corr": -0.8569790910486448, "share_wide_pairs_above_model_by_one_twin_unit": 0.06418918918918919, "A": 0.9369320273399353, "r_per_step": 8.587503608197637e-06 }, "excess_over_model": -0.5884285714285714 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.08422623084226233 }, "c_patterns": { "n_neurons_ever_in_set": 58097, "n_distinct_patterns": 20262, "share_in_top_20": 0.3036129232146238, "shuffled_n_distinct_patterns_mean": 42970.9, "shuffled_share_in_top_20_mean": 0.034284902834914026, "coordination_vs_across_neuron_shuffle": 8.855586515048822, "circular_shift_n_distinct_patterns_mean": 21019.1, "circular_shift_share_in_top_20_mean": 0.20932234022410795, "coordination_vs_circular_shift": 1.4504563769426855, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.9468748569488525 }, "DeprecationWarning": { "twin_ceiling": 0.8145937881459379, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5962857142857143, "ci95": [ 0.45714285714285713, 0.7428571428571429 ], "residual_sd_pooled": 0.24658202954010397, "residual_sd_narrowest_decile": 0.1117160241995757, "resid_vs_gap_corr": -0.8486643444822842, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9237759113311768, "r_per_step": 8.096248039590723e-06 }, "excess_over_model": -0.5962857142857143 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.18540621185406214 }, "c_patterns": { "n_neurons_ever_in_set": 52000, "n_distinct_patterns": 19918, "share_in_top_20": 0.28292307692307694, "shuffled_n_distinct_patterns_mean": 43070.1, "shuffled_share_in_top_20_mean": 0.02125673076923077, "coordination_vs_across_neuron_shuffle": 13.309811371963631, "circular_shift_n_distinct_patterns_mean": 20722.4, "circular_shift_share_in_top_20_mean": 0.19311153846153847, "coordination_vs_circular_shift": 1.4650759823935948, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.64178729057312 }, "DictComp": { "twin_ceiling": 0.8670825986708259, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5841428571428571, "ci95": [ 0.42857142857142855, 0.7142857142857143 ], "residual_sd_pooled": 0.2471553215137268, "residual_sd_narrowest_decile": 0.11128486529405468, "resid_vs_gap_corr": -0.8468740441262225, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9308286905288696, "r_per_step": 9.011314367956557e-06 }, "excess_over_model": -0.5841428571428571 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.13291740132917407 }, "c_patterns": { "n_neurons_ever_in_set": 56827, "n_distinct_patterns": 20409, "share_in_top_20": 0.2930473190560825, "shuffled_n_distinct_patterns_mean": 43107.1, "shuffled_share_in_top_20_mean": 0.03151582874337903, "coordination_vs_across_neuron_shuffle": 9.2984170412351, "circular_shift_n_distinct_patterns_mean": 21125.6, "circular_shift_share_in_top_20_mean": 0.1987585126788322, "coordination_vs_circular_shift": 1.4743887701031888, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.890131950378418 }, "EOFError": { "twin_ceiling": 0.8023870880238709, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5837142857142856, "ci95": [ 0.42857142857142855, 0.7142857142857143 ], "residual_sd_pooled": 0.25403991741451604, "residual_sd_narrowest_decile": 0.1060878892516133, "resid_vs_gap_corr": -0.8507260892935813, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9114335775375366, "r_per_step": 9.08812955406309e-06 }, "excess_over_model": -0.5837142857142856 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.19761291197612907 }, "c_patterns": { "n_neurons_ever_in_set": 55523, "n_distinct_patterns": 21182, "share_in_top_20": 0.28242350017110024, "shuffled_n_distinct_patterns_mean": 43113.65, "shuffled_share_in_top_20_mean": 0.028466581416710192, "coordination_vs_across_neuron_shuffle": 9.921229951599127, "circular_shift_n_distinct_patterns_mean": 21840.4, "circular_shift_share_in_top_20_mean": 0.1997055274390793, "coordination_vs_circular_shift": 1.414199715915496, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.841341972351074 }, "Ellipsis": { "twin_ceiling": 0.7608843076088431, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.581, "ci95": [ 0.3992857142857143, 0.7428571428571429 ], "residual_sd_pooled": 0.2563227791929039, "residual_sd_narrowest_decile": 0.10689784220603929, "resid_vs_gap_corr": -0.860763133209523, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9300149083137512, "r_per_step": 8.649846104895948e-06 }, "excess_over_model": -0.581 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.23911569239115693 }, "c_patterns": { "n_neurons_ever_in_set": 55397, "n_distinct_patterns": 21561, "share_in_top_20": 0.2804845027709082, "shuffled_n_distinct_patterns_mean": 43143.85, "shuffled_share_in_top_20_mean": 0.027974439049045972, "coordination_vs_across_neuron_shuffle": 10.026456733561337, "circular_shift_n_distinct_patterns_mean": 22151.85, "circular_shift_share_in_top_20_mean": 0.19421448814917772, "coordination_vs_circular_shift": 1.4441996858414898, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.820977210998535 }, "EncodingWarning": { "twin_ceiling": 0.8094398480943985, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6039999999999999, "ci95": [ 0.42857142857142855, 0.7428571428571429 ], "residual_sd_pooled": 0.2512215663513463, "residual_sd_narrowest_decile": 0.11171024253331298, "resid_vs_gap_corr": -0.8365772788360656, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9089922904968262, "r_per_step": 8.446155193616386e-06 }, "excess_over_model": -0.6039999999999999 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.1905601519056015 }, "c_patterns": { "n_neurons_ever_in_set": 52335, "n_distinct_patterns": 19735, "share_in_top_20": 0.2837107098500048, "shuffled_n_distinct_patterns_mean": 43123.4, "shuffled_share_in_top_20_mean": 0.02179612114263877, "coordination_vs_across_neuron_shuffle": 13.016568773560095, "circular_shift_n_distinct_patterns_mean": 20514.55, "circular_shift_share_in_top_20_mean": 0.19636285468615647, "coordination_vs_circular_shift": 1.4448288109452012, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.673081159591675 }, "EnvironmentError": { "twin_ceiling": 0.7907229079072291, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6075714285714285, "ci95": [ 0.45714285714285713, 0.7428571428571429 ], "residual_sd_pooled": 0.24051247316126106, "residual_sd_narrowest_decile": 0.10409555101393678, "resid_vs_gap_corr": -0.8404179619360765, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9041095972061157, "r_per_step": 8.416918233830707e-06 }, "excess_over_model": -0.6075714285714285 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.2092770920927709 }, "c_patterns": { "n_neurons_ever_in_set": 50948, "n_distinct_patterns": 19548, "share_in_top_20": 0.28165973149093193, "shuffled_n_distinct_patterns_mean": 42955.9, "shuffled_share_in_top_20_mean": 0.0190635549972521, "coordination_vs_across_neuron_shuffle": 14.774774774774775, "circular_shift_n_distinct_patterns_mean": 20317.7, "circular_shift_share_in_top_20_mean": 0.19358463531443826, "coordination_vs_circular_shift": 1.4549694557805886, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; 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the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.525876998901367 }, "ExceptionGroup": { "twin_ceiling": 0.7878746778787468, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6082857142857142, "ci95": [ 0.4564285714285714, 0.7428571428571429 ], "residual_sd_pooled": 0.2425222686293675, "residual_sd_narrowest_decile": 0.10676704304921113, "resid_vs_gap_corr": -0.8426756091980976, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.8993625640869141, "r_per_step": 8.2548292075038e-06 }, "excess_over_model": -0.6082857142857142 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.21212532212125323 }, "c_patterns": { "n_neurons_ever_in_set": 49409, "n_distinct_patterns": 19766, "share_in_top_20": 0.27537493169260663, "shuffled_n_distinct_patterns_mean": 42698.7, "shuffled_share_in_top_20_mean": 0.016617417879333726, "coordination_vs_across_neuron_shuffle": 16.571463370074902, "circular_shift_n_distinct_patterns_mean": 20506.2, "circular_shift_share_in_top_20_mean": 0.18797891072476675, "coordination_vs_circular_shift": 1.464924605802204, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; 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the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.737741231918335 }, "IfExp": { "twin_ceiling": 0.8434829784348298, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5831428571428571, "ci95": [ 0.42857142857142855, 0.7142857142857143 ], "residual_sd_pooled": 0.24169125326439486, "residual_sd_narrowest_decile": 0.10868589314836419, "resid_vs_gap_corr": -0.8492115301552885, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9293367862701416, "r_per_step": 8.662273563895967e-06 }, "excess_over_model": -0.5831428571428571 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.15651702156517022 }, "c_patterns": { "n_neurons_ever_in_set": 55016, "n_distinct_patterns": 20103, "share_in_top_20": 0.29264214046822745, "shuffled_n_distinct_patterns_mean": 43186.5, "shuffled_share_in_top_20_mean": 0.027373854878580774, "coordination_vs_across_neuron_shuffle": 10.69057104913679, "circular_shift_n_distinct_patterns_mean": 20912.9, "circular_shift_share_in_top_20_mean": 0.1968327395666715, "coordination_vs_circular_shift": 1.4867554102660003, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.8085830211639404 }, "Import": { "twin_ceiling": 0.8418554184185542, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5835714285714285, "ci95": [ 0.42857142857142855, 0.6864285714285716 ], "residual_sd_pooled": 0.25113917835057664, "residual_sd_narrowest_decile": 0.11161949943142425, "resid_vs_gap_corr": -0.84364004171689, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9344906806945801, "r_per_step": 8.945491062418435e-06 }, "excess_over_model": -0.5835714285714285 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.15814458158144584 }, "c_patterns": { "n_neurons_ever_in_set": 58545, "n_distinct_patterns": 19908, "share_in_top_20": 0.30373217183363227, "shuffled_n_distinct_patterns_mean": 42947.7, "shuffled_share_in_top_20_mean": 0.03544367580493637, "coordination_vs_across_neuron_shuffle": 8.569432061878029, "circular_shift_n_distinct_patterns_mean": 20605.0, "circular_shift_share_in_top_20_mean": 0.2104355623879067, "coordination_vs_circular_shift": 1.4433500135958348, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.981239080429077 }, "ImportError": { "twin_ceiling": 0.785297707852977, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5757142857142857, "ci95": [ 0.42857142857142855, 0.7142857142857143 ], "residual_sd_pooled": 0.25899301289376553, "residual_sd_narrowest_decile": 0.10760052769606021, "resid_vs_gap_corr": -0.8525903756308835, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9000406861305237, "r_per_step": 8.72442838060458e-06 }, "excess_over_model": -0.5757142857142857 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.21470229214702297 }, "c_patterns": { "n_neurons_ever_in_set": 53662, "n_distinct_patterns": 21541, "share_in_top_20": 0.2707502515746711, "shuffled_n_distinct_patterns_mean": 43200.65, "shuffled_share_in_top_20_mean": 0.024597480526256946, "coordination_vs_across_neuron_shuffle": 11.007235122542518, "circular_shift_n_distinct_patterns_mean": 22145.05, "circular_shift_share_in_top_20_mean": 0.19354105325928964, "coordination_vs_circular_shift": 1.3989293073234608, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.741744041442871 }, "ImportFrom": { "twin_ceiling": 0.86803200868032, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5988571428571429, "ci95": [ 0.45714285714285713, 0.7150000000000002 ], "residual_sd_pooled": 0.23960362077426392, "residual_sd_narrowest_decile": 0.10855375103712747, "resid_vs_gap_corr": -0.8484657318157732, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.924860954284668, "r_per_step": 8.316862640304847e-06 }, "excess_over_model": -0.5988571428571429 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.13196799131967996 }, "c_patterns": { "n_neurons_ever_in_set": 55755, "n_distinct_patterns": 19233, "share_in_top_20": 0.3070038561563985, "shuffled_n_distinct_patterns_mean": 43165.2, "shuffled_share_in_top_20_mean": 0.02941440229575823, "coordination_vs_across_neuron_shuffle": 10.437195121951218, "circular_shift_n_distinct_patterns_mean": 19998.05, "circular_shift_share_in_top_20_mean": 0.20924580755089228, "coordination_vs_circular_shift": 1.4671923884626925, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.8538999557495117 }, "ImportWarning": { "twin_ceiling": 0.7873321578733216, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5974285714285714, "ci95": [ 0.42857142857142855, 0.7428571428571429 ], "residual_sd_pooled": 0.2428240808426593, "residual_sd_narrowest_decile": 0.1069122703786354, "resid_vs_gap_corr": -0.8398947788491103, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9123830199241638, "r_per_step": 8.657370288352164e-06 }, "excess_over_model": -0.5974285714285714 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.21266784212667844 }, "c_patterns": { "n_neurons_ever_in_set": 52662, "n_distinct_patterns": 19576, "share_in_top_20": 0.29186130416619194, "shuffled_n_distinct_patterns_mean": 43132.75, "shuffled_share_in_top_20_mean": 0.02252952793285481, "coordination_vs_across_neuron_shuffle": 12.954612499473217, "circular_shift_n_distinct_patterns_mean": 20391.05, "circular_shift_share_in_top_20_mean": 0.19921100603850972, "coordination_vs_circular_shift": 1.465086241820253, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.6908411979675293 }, "IndentationError": { "twin_ceiling": 0.816899498168995, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6072857142857143, "ci95": [ 0.45714285714285713, 0.7428571428571429 ], "residual_sd_pooled": 0.24540966895592375, "residual_sd_narrowest_decile": 0.1145060817672858, "resid_vs_gap_corr": -0.8438107202665335, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9236403107643127, "r_per_step": 8.142581331335908e-06 }, "excess_over_model": -0.6072857142857143 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.183100501831005 }, "c_patterns": { "n_neurons_ever_in_set": 51497, "n_distinct_patterns": 19752, "share_in_top_20": 0.28770607996582326, "shuffled_n_distinct_patterns_mean": 43034.85, "shuffled_share_in_top_20_mean": 0.02039439190632464, "coordination_vs_across_neuron_shuffle": 14.107117353011187, "circular_shift_n_distinct_patterns_mean": 20552.9, "circular_shift_share_in_top_20_mean": 0.19469483659242287, "coordination_vs_circular_shift": 1.4777283517184976, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.621778964996338 }, "IndexError": { "twin_ceiling": 0.8008951580089516, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6, "ci95": [ 0.42857142857142855, 0.7428571428571429 ], "residual_sd_pooled": 0.2613738756289798, "residual_sd_narrowest_decile": 0.12004462271286198, "resid_vs_gap_corr": -0.8413046131064903, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.8959717750549316, "r_per_step": 8.721733140577307e-06 }, "excess_over_model": -0.6 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.1991048419910484 }, "c_patterns": { "n_neurons_ever_in_set": 53027, "n_distinct_patterns": 21104, "share_in_top_20": 0.2726724121673864, "shuffled_n_distinct_patterns_mean": 43158.15, "shuffled_share_in_top_20_mean": 0.023469176080110128, "coordination_vs_across_neuron_shuffle": 11.618320610687025, "circular_shift_n_distinct_patterns_mean": 21752.7, "circular_shift_share_in_top_20_mean": 0.19364663284741734, "coordination_vs_circular_shift": 1.408092710717242, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.7128818035125732 }, "InterruptedError": { "twin_ceiling": 0.8080835480808355, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5888571428571429, "ci95": [ 0.4, 0.7150000000000002 ], "residual_sd_pooled": 0.24826979974264102, "residual_sd_narrowest_decile": 0.11047747903156374, "resid_vs_gap_corr": -0.8428314154929695, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9064152836799622, "r_per_step": 8.817357652331002e-06 }, "excess_over_model": -0.5888571428571429 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.1919164519191645 }, "c_patterns": { "n_neurons_ever_in_set": 52894, "n_distinct_patterns": 20299, "share_in_top_20": 0.28006957310848113, "shuffled_n_distinct_patterns_mean": 43136.25, "shuffled_share_in_top_20_mean": 0.02311698869436987, "coordination_vs_across_neuron_shuffle": 12.115313841750156, "circular_shift_n_distinct_patterns_mean": 21049.6, "circular_shift_share_in_top_20_mean": 0.19307293832948919, "coordination_vs_circular_shift": 1.4505894794563472, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.7191340923309326 }, "IsADirectoryError": { "twin_ceiling": 0.7938423979384239, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6190000000000001, "ci95": [ 0.45714285714285713, 0.7714285714285715 ], "residual_sd_pooled": 0.23895001715257627, "residual_sd_narrowest_decile": 0.11100918535505291, "resid_vs_gap_corr": -0.8311713041420915, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9000406861305237, "r_per_step": 8.040861001681573e-06 }, "excess_over_model": -0.6190000000000001 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.20615760206157607 }, "c_patterns": { "n_neurons_ever_in_set": 48351, "n_distinct_patterns": 18993, "share_in_top_20": 0.2796426133895886, "shuffled_n_distinct_patterns_mean": 42441.45, "shuffled_share_in_top_20_mean": 0.014844574052242973, "coordination_vs_across_neuron_shuffle": 18.8380355276907, "circular_shift_n_distinct_patterns_mean": 19892.65, "circular_shift_share_in_top_20_mean": 0.18959276953940973, "coordination_vs_circular_shift": 1.4749645467437547, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.484802007675171 }, "KeyError": { "twin_ceiling": 0.801980198019802, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6025714285714285, "ci95": [ 0.45714285714285713, 0.7428571428571429 ], "residual_sd_pooled": 0.25837861210287855, "residual_sd_narrowest_decile": 0.11815141694452098, "resid_vs_gap_corr": -0.8477498935943562, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9041095972061157, "r_per_step": 8.221682261497555e-06 }, "excess_over_model": -0.6025714285714285 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.19801980198019797 }, "c_patterns": { "n_neurons_ever_in_set": 52351, "n_distinct_patterns": 20846, "share_in_top_20": 0.2730606865198372, "shuffled_n_distinct_patterns_mean": 43111.5, "shuffled_share_in_top_20_mean": 0.02214952913984451, "coordination_vs_across_neuron_shuffle": 12.328058298477858, "circular_shift_n_distinct_patterns_mean": 21532.25, "circular_shift_share_in_top_20_mean": 0.19149204408702797, "coordination_vs_circular_shift": 1.4259636102465882, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.6856887340545654 }, "KeyboardInterrupt": { "twin_ceiling": 0.8013020480130205, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5827142857142857, "ci95": [ 0.4278571428571428, 0.7142857142857143 ], "residual_sd_pooled": 0.24763412456968753, "residual_sd_narrowest_decile": 0.10398345650652631, "resid_vs_gap_corr": -0.8496984374319463, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.8981418609619141, "r_per_step": 8.829854623119819e-06 }, "excess_over_model": -0.5827142857142857 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.19869795198697948 }, "c_patterns": { "n_neurons_ever_in_set": 52074, "n_distinct_patterns": 20836, "share_in_top_20": 0.27184391442946576, "shuffled_n_distinct_patterns_mean": 43078.15, "shuffled_share_in_top_20_mean": 0.021440642163075625, "coordination_vs_across_neuron_shuffle": 12.678907299596954, "circular_shift_n_distinct_patterns_mean": 21439.25, "circular_shift_share_in_top_20_mean": 0.1909542189960441, "coordination_vs_circular_shift": 1.423607793840352, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.658205986022949 }, "Lambda": { "twin_ceiling": 0.8493150684931506, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5931428571428572, "ci95": [ 0.42857142857142855, 0.7428571428571429 ], "residual_sd_pooled": 0.2536528065834221, "residual_sd_narrowest_decile": 0.11484695579693237, "resid_vs_gap_corr": -0.8477668638526716, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.931642472743988, "r_per_step": 8.740985502209008e-06 }, "excess_over_model": -0.5931428571428572 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.15068493150684936 }, "c_patterns": { "n_neurons_ever_in_set": 57692, "n_distinct_patterns": 20335, "share_in_top_20": 0.30501629342023157, "shuffled_n_distinct_patterns_mean": 43017.85, "shuffled_share_in_top_20_mean": 0.033317444359703255, "coordination_vs_across_neuron_shuffle": 9.154852638971983, "circular_shift_n_distinct_patterns_mean": 21031.9, "circular_shift_share_in_top_20_mean": 0.20982025237467933, "coordination_vs_circular_shift": 1.453702824051318, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.946990966796875 }, "ListComp": { "twin_ceiling": 0.8596229485962295, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5908571428571429, "ci95": [ 0.42857142857142855, 0.7428571428571429 ], "residual_sd_pooled": 0.24456995260795164, "residual_sd_narrowest_decile": 0.10892841952361416, "resid_vs_gap_corr": -0.8442636823332774, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9334056377410889, "r_per_step": 8.847571237852919e-06 }, "excess_over_model": -0.5908571428571429 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.14037705140377055 }, "c_patterns": { "n_neurons_ever_in_set": 56695, "n_distinct_patterns": 19718, "share_in_top_20": 0.29662227709674577, "shuffled_n_distinct_patterns_mean": 43100.35, "shuffled_share_in_top_20_mean": 0.03110238998147985, "coordination_vs_across_neuron_shuffle": 9.536960898290186, "circular_shift_n_distinct_patterns_mean": 20501.1, "circular_shift_share_in_top_20_mean": 0.20104065614251695, "coordination_vs_circular_shift": 1.475434286716968, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.8756868839263916 }, "LookupError": { "twin_ceiling": 0.8078122880781229, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5915714285714285, "ci95": [ 0.42857142857142855, 0.7150000000000002 ], "residual_sd_pooled": 0.2412531785076783, "residual_sd_narrowest_decile": 0.10682760754306676, "resid_vs_gap_corr": -0.8432409814900275, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9069578051567078, "r_per_step": 8.735146626387718e-06 }, "excess_over_model": -0.5915714285714285 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.1921877119218771 }, "c_patterns": { "n_neurons_ever_in_set": 53202, "n_distinct_patterns": 19770, "share_in_top_20": 0.2904214127288448, "shuffled_n_distinct_patterns_mean": 43179.45, "shuffled_share_in_top_20_mean": 0.023554565617833916, "coordination_vs_across_neuron_shuffle": 12.329729082711568, "circular_shift_n_distinct_patterns_mean": 20542.2, "circular_shift_share_in_top_20_mean": 0.20044829141761586, "coordination_vs_circular_shift": 1.4488595072321075, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.734494924545288 }, "Match": { "twin_ceiling": 0.8647768886477689, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5844285714285714, "ci95": [ 0.4564285714285714, 0.7142857142857143 ], "residual_sd_pooled": 0.2515640383663638, "residual_sd_narrowest_decile": 0.10717136130116729, "resid_vs_gap_corr": -0.8573350585329749, "share_wide_pairs_above_model_by_one_twin_unit": 0.010135135135135136, "A": 0.9313712120056152, "r_per_step": 8.414118215077629e-06 }, "excess_over_model": -0.5844285714285714 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.13522311135223108 }, "c_patterns": { "n_neurons_ever_in_set": 57930, "n_distinct_patterns": 20086, "share_in_top_20": 0.3038322112894873, "shuffled_n_distinct_patterns_mean": 42986.65, "shuffled_share_in_top_20_mean": 0.03404367339892974, "coordination_vs_across_neuron_shuffle": 8.924777527064371, "circular_shift_n_distinct_patterns_mean": 20803.3, "circular_shift_share_in_top_20_mean": 0.21145434144657344, "coordination_vs_circular_shift": 1.436869109477491, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.9693961143493652 }, "MemoryError": { "twin_ceiling": 0.8109317781093178, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5974285714285714, "ci95": [ 0.42857142857142855, 0.7428571428571429 ], "residual_sd_pooled": 0.24104038450453488, "residual_sd_narrowest_decile": 0.10800983654729968, "resid_vs_gap_corr": -0.8395436049508206, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9022107720375061, "r_per_step": 8.267968784721328e-06 }, "excess_over_model": -0.5974285714285714 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.18906822189068218 }, "c_patterns": { "n_neurons_ever_in_set": 50350, "n_distinct_patterns": 19505, "share_in_top_20": 0.2863555114200596, "shuffled_n_distinct_patterns_mean": 42883.9, "shuffled_share_in_top_20_mean": 0.018145978152929496, "coordination_vs_across_neuron_shuffle": 15.7806599901494, "circular_shift_n_distinct_patterns_mean": 20276.9, "circular_shift_share_in_top_20_mean": 0.1944687189672294, "coordination_vs_circular_shift": 1.4725016596027167, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.6043848991394043 }, "ModuleNotFoundError": { "twin_ceiling": 0.7996744879967449, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6072857142857143, "ci95": [ 0.42857142857142855, 0.7428571428571429 ], "residual_sd_pooled": 0.24052377382869708, "residual_sd_narrowest_decile": 0.10160306258624974, "resid_vs_gap_corr": -0.8412186092439584, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.8997694253921509, "r_per_step": 8.148674562133416e-06 }, "excess_over_model": -0.6072857142857143 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.2003255120032551 }, "c_patterns": { "n_neurons_ever_in_set": 49606, "n_distinct_patterns": 19460, "share_in_top_20": 0.2782526307301536, "shuffled_n_distinct_patterns_mean": 42729.85, "shuffled_share_in_top_20_mean": 0.017047332983913237, "coordination_vs_across_neuron_shuffle": 16.322355584461654, "circular_shift_n_distinct_patterns_mean": 20254.7, "circular_shift_share_in_top_20_mean": 0.19210780953916864, "coordination_vs_circular_shift": 1.4484191527540216, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.548306941986084 }, "NameError": { "twin_ceiling": 0.812423708124237, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6149999999999999, "ci95": [ 0.45714285714285713, 0.7428571428571429 ], "residual_sd_pooled": 0.2348309155258041, "residual_sd_narrowest_decile": 0.10519235925727433, "resid_vs_gap_corr": -0.837994452673619, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.908042848110199, "r_per_step": 8.071655451144885e-06 }, "excess_over_model": -0.6149999999999999 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.18757629187576297 }, "c_patterns": { "n_neurons_ever_in_set": 49183, "n_distinct_patterns": 19094, "share_in_top_20": 0.28808734725413254, "shuffled_n_distinct_patterns_mean": 42632.8, "shuffled_share_in_top_20_mean": 0.016492487241526545, "coordination_vs_across_neuron_shuffle": 17.4677926400789, "circular_shift_n_distinct_patterns_mean": 19922.2, "circular_shift_share_in_top_20_mean": 0.19287558709310126, "coordination_vs_circular_shift": 1.4936433977778247, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; 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the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.855762004852295 }, "None": { "twin_ceiling": 0.6739454767394548, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.579, "ci95": [ 0.4, 0.7428571428571429 ], "residual_sd_pooled": 0.2540277050593977, "residual_sd_narrowest_decile": 0.106994768677626, "resid_vs_gap_corr": -0.8457773028162398, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9251322150230408, "r_per_step": 9.042676091099303e-06 }, "excess_over_model": -0.579 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.3260545232605452 }, "c_patterns": { "n_neurons_ever_in_set": 58122, "n_distinct_patterns": 20460, "share_in_top_20": 0.30114242455524587, "shuffled_n_distinct_patterns_mean": 42990.95, "shuffled_share_in_top_20_mean": 0.03475448195175665, "coordination_vs_across_neuron_shuffle": 8.664851485148516, "circular_shift_n_distinct_patterns_mean": 21140.85, "circular_shift_share_in_top_20_mean": 0.21005729327965317, "coordination_vs_circular_shift": 1.433620417808247, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; 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the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.548525094985962 }, "ReferenceError": { "twin_ceiling": 0.8202902482029025, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.583, "ci95": [ 0.42857142857142855, 0.7428571428571429 ], "residual_sd_pooled": 0.2406774043604141, "residual_sd_narrowest_decile": 0.10910880674488947, "resid_vs_gap_corr": -0.8409955819675474, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9125186204910278, "r_per_step": 8.460783530122223e-06 }, "excess_over_model": -0.583 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.17970975179709747 }, "c_patterns": { "n_neurons_ever_in_set": 52495, "n_distinct_patterns": 19496, "share_in_top_20": 0.29379940946756833, "shuffled_n_distinct_patterns_mean": 43094.55, "shuffled_share_in_top_20_mean": 0.022338317935041433, "coordination_vs_across_neuron_shuffle": 13.15226197075001, "circular_shift_n_distinct_patterns_mean": 20307.9, "circular_shift_share_in_top_20_mean": 0.20020954376607297, "coordination_vs_circular_shift": 1.4674595623215982, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.680251121520996 }, "ResourceWarning": { "twin_ceiling": 0.8049640580496406, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5928571428571427, "ci95": [ 0.42857142857142855, 0.7150000000000002 ], "residual_sd_pooled": 0.23648925132500193, "residual_sd_narrowest_decile": 0.10374005592221476, "resid_vs_gap_corr": -0.8396669589731963, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.89678555727005, "r_per_step": 8.375276732065306e-06 }, "excess_over_model": -0.5928571428571427 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.19503594195035945 }, "c_patterns": { "n_neurons_ever_in_set": 49957, "n_distinct_patterns": 19333, "share_in_top_20": 0.28180235002101806, "shuffled_n_distinct_patterns_mean": 42766.4, "shuffled_share_in_top_20_mean": 0.017785295354004443, "coordination_vs_across_neuron_shuffle": 15.844682048396173, "circular_shift_n_distinct_patterns_mean": 20167.3, "circular_shift_share_in_top_20_mean": 0.19242148247492846, "coordination_vs_circular_shift": 1.4645056591211716, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; 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the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.6320080757141113 }, "SyntaxError": { "twin_ceiling": 0.8349382883493829, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.593, "ci95": [ 0.4564285714285714, 0.7428571428571429 ], "residual_sd_pooled": 0.24354969525308204, "residual_sd_narrowest_decile": 0.10744410650332034, "resid_vs_gap_corr": -0.8440391764742224, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9019395112991333, "r_per_step": 8.685314672231608e-06 }, "excess_over_model": -0.593 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.16506171165061712 }, "c_patterns": { "n_neurons_ever_in_set": 52466, "n_distinct_patterns": 20257, "share_in_top_20": 0.28668089810543973, "shuffled_n_distinct_patterns_mean": 43132.9, "shuffled_share_in_top_20_mean": 0.022195326497160064, "coordination_vs_across_neuron_shuffle": 12.916273078574497, "circular_shift_n_distinct_patterns_mean": 20914.35, "circular_shift_share_in_top_20_mean": 0.1965968436701864, "coordination_vs_circular_shift": 1.4582171959300607, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.6722238063812256 }, "SyntaxWarning": { "twin_ceiling": 0.8357520683575207, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5928571428571429, "ci95": [ 0.45714285714285713, 0.7142857142857143 ], "residual_sd_pooled": 0.24347479754842716, "residual_sd_narrowest_decile": 0.10739259719572707, "resid_vs_gap_corr": -0.8451305535991205, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9020751714706421, "r_per_step": 8.629513398535966e-06 }, "excess_over_model": -0.5928571428571429 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.1642479316424793 }, "c_patterns": { "n_neurons_ever_in_set": 52472, "n_distinct_patterns": 20195, "share_in_top_20": 0.2866290593078213, "shuffled_n_distinct_patterns_mean": 43111.65, "shuffled_share_in_top_20_mean": 0.02232142857142857, "coordination_vs_across_neuron_shuffle": 12.840981856990396, "circular_shift_n_distinct_patterns_mean": 20923.0, "circular_shift_share_in_top_20_mean": 0.1969545662448544, "coordination_vs_circular_shift": 1.455305478683258, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.6798789501190186 }, "SystemError": { "twin_ceiling": 0.7819069578190696, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6142857142857142, "ci95": [ 0.45714285714285713, 0.7428571428571429 ], "residual_sd_pooled": 0.2421954229351889, "residual_sd_narrowest_decile": 0.10506603031056315, "resid_vs_gap_corr": -0.8417703678479839, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.913468062877655, "r_per_step": 8.226861239689176e-06 }, "excess_over_model": -0.6142857142857142 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.2180930421809304 }, "c_patterns": { "n_neurons_ever_in_set": 50829, "n_distinct_patterns": 19495, "share_in_top_20": 0.286116193511578, "shuffled_n_distinct_patterns_mean": 42930.7, "shuffled_share_in_top_20_mean": 0.018933089378110918, "coordination_vs_across_neuron_shuffle": 15.111965501117059, "circular_shift_n_distinct_patterns_mean": 20323.3, "circular_shift_share_in_top_20_mean": 0.1945493714218261, "coordination_vs_circular_shift": 1.4706611047907978, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.610611915588379 }, "SystemExit": { "twin_ceiling": 0.7850264478502644, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6104285714285713, "ci95": [ 0.42857142857142855, 0.7428571428571429 ], "residual_sd_pooled": 0.2422609686072525, "residual_sd_narrowest_decile": 0.10532968158704943, "resid_vs_gap_corr": -0.8414440774767147, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9131968021392822, "r_per_step": 8.222459340927938e-06 }, "excess_over_model": -0.6104285714285713 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.21497355214973557 }, "c_patterns": { "n_neurons_ever_in_set": 50914, "n_distinct_patterns": 19436, "share_in_top_20": 0.2871312409160545, "shuffled_n_distinct_patterns_mean": 42937.85, "shuffled_share_in_top_20_mean": 0.019230467062104725, "coordination_vs_across_neuron_shuffle": 14.93105913594117, "circular_shift_n_distinct_patterns_mean": 20295.05, "circular_shift_share_in_top_20_mean": 0.1955356090662686, "coordination_vs_circular_shift": 1.4684345336748532, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.6015939712524414 }, "TabError": { "twin_ceiling": 0.8107961481079615, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6014285714285714, "ci95": [ 0.4564285714285714, 0.7142857142857143 ], "residual_sd_pooled": 0.24215718378039605, "residual_sd_narrowest_decile": 0.10611057793020301, "resid_vs_gap_corr": -0.8422762799958476, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9119760990142822, "r_per_step": 8.465541800236206e-06 }, "excess_over_model": -0.6014285714285714 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.18920385189203848 }, "c_patterns": { "n_neurons_ever_in_set": 51753, "n_distinct_patterns": 19731, "share_in_top_20": 0.2871717581589473, "shuffled_n_distinct_patterns_mean": 43026.4, "shuffled_share_in_top_20_mean": 0.02078720074198597, "coordination_vs_across_neuron_shuffle": 13.814835471277188, "circular_shift_n_distinct_patterns_mean": 20487.8, "circular_shift_share_in_top_20_mean": 0.19572488551388326, "coordination_vs_circular_shift": 1.467221490026507, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.636802911758423 }, "TimeoutError": { "twin_ceiling": 0.8319544283195442, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6048571428571428, "ci95": [ 0.45714285714285713, 0.7428571428571429 ], "residual_sd_pooled": 0.24032096699075672, "residual_sd_narrowest_decile": 0.10790209795437532, "resid_vs_gap_corr": -0.8439659005527749, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.896649956703186, "r_per_step": 8.170288850821066e-06 }, "excess_over_model": -0.6048571428571428 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.16804557168045575 }, "c_patterns": { "n_neurons_ever_in_set": 49514, "n_distinct_patterns": 19792, "share_in_top_20": 0.279375530153088, "shuffled_n_distinct_patterns_mean": 42709.05, "shuffled_share_in_top_20_mean": 0.016816455951852008, "coordination_vs_across_neuron_shuffle": 16.613222842731034, "circular_shift_n_distinct_patterns_mean": 20552.85, "circular_shift_share_in_top_20_mean": 0.1917013369955972, "coordination_vs_circular_shift": 1.4573478439511585, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.528563976287842 }, "True": { "twin_ceiling": 0.7040553370405533, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5892857142857142, "ci95": [ 0.42857142857142855, 0.7142857142857143 ], "residual_sd_pooled": 0.2516089353461751, "residual_sd_narrowest_decile": 0.1117330536679596, "resid_vs_gap_corr": -0.8412620354950187, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9224196672439575, "r_per_step": 8.900784965989867e-06 }, "excess_over_model": -0.5892857142857142 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.29594466295944666 }, "c_patterns": { "n_neurons_ever_in_set": 56668, "n_distinct_patterns": 20023, "share_in_top_20": 0.2978400508223336, "shuffled_n_distinct_patterns_mean": 43101.7, "shuffled_share_in_top_20_mean": 0.03099544716594903, "coordination_vs_across_neuron_shuffle": 9.60915482934328, "circular_shift_n_distinct_patterns_mean": 20721.95, "circular_shift_share_in_top_20_mean": 0.20669513658502153, "coordination_vs_circular_shift": 1.4409630325279605, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.8786938190460205 }, "Try": { "twin_ceiling": 0.9327275193272752, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5724285714285714, "ci95": [ 0.3992857142857143, 0.7142857142857143 ], "residual_sd_pooled": 0.24742977217547849, "residual_sd_narrowest_decile": 0.10931342816600939, "resid_vs_gap_corr": -0.8396055099066972, "share_wide_pairs_above_model_by_one_twin_unit": 0.10135135135135136, "A": 0.9259459972381592, "r_per_step": 9.337904393329803e-06 }, "excess_over_model": -0.5724285714285714 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.06727248067272484 }, "c_patterns": { "n_neurons_ever_in_set": 56844, "n_distinct_patterns": 19421, "share_in_top_20": 0.2997326015058757, "shuffled_n_distinct_patterns_mean": 43068.6, "shuffled_share_in_top_20_mean": 0.03137446344381114, "coordination_vs_across_neuron_shuffle": 9.553393703215676, "circular_shift_n_distinct_patterns_mean": 20207.0, "circular_shift_share_in_top_20_mean": 0.2062768278094434, "coordination_vs_circular_shift": 1.4530599713447498, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.87984299659729 }, "TypeError": { "twin_ceiling": 0.8040146480401464, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5908571428571429, "ci95": [ 0.42857142857142855, 0.7428571428571429 ], "residual_sd_pooled": 0.2530199933517277, "residual_sd_narrowest_decile": 0.10841044858517541, "resid_vs_gap_corr": -0.8453415327028816, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.8923097848892212, "r_per_step": 8.63395081093191e-06 }, "excess_over_model": -0.5908571428571429 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.19598535195985356 }, "c_patterns": { "n_neurons_ever_in_set": 51393, "n_distinct_patterns": 20821, "share_in_top_20": 0.2672153795263946, "shuffled_n_distinct_patterns_mean": 42999.1, "shuffled_share_in_top_20_mean": 0.02024594789173623, "coordination_vs_across_neuron_shuffle": 13.19846227775108, "circular_shift_n_distinct_patterns_mean": 21534.75, "circular_shift_share_in_top_20_mean": 0.18965909754246688, "coordination_vs_circular_shift": 1.4089246600288288, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.6192190647125244 }, "UnboundLocalError": { "twin_ceiling": 0.8174420181744202, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6158571428571428, "ci95": [ 0.4857142857142857, 0.7150000000000002 ], "residual_sd_pooled": 0.2392718926303051, "residual_sd_narrowest_decile": 0.11097330194312506, "resid_vs_gap_corr": -0.8364381439899614, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.9098060727119446, "r_per_step": 7.830478916033792e-06 }, "excess_over_model": -0.6158571428571428 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.1825579818255798 }, "c_patterns": { "n_neurons_ever_in_set": 47756, "n_distinct_patterns": 19181, "share_in_top_20": 0.281032749811542, "shuffled_n_distinct_patterns_mean": 42288.8, "shuffled_share_in_top_20_mean": 0.013820252952508586, "coordination_vs_across_neuron_shuffle": 20.334848484848486, "circular_shift_n_distinct_patterns_mean": 20027.3, "circular_shift_share_in_top_20_mean": 0.188397269453053, "coordination_vs_circular_shift": 1.4917028820397686, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; 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the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.616286039352417 }, "UserWarning": { "twin_ceiling": 0.7988607079886071, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6174285714285714, "ci95": [ 0.4857142857142857, 0.7714285714285715 ], "residual_sd_pooled": 0.23483518336768586, "residual_sd_narrowest_decile": 0.10664755800333471, "resid_vs_gap_corr": -0.8263449219972009, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.895429253578186, "r_per_step": 8.086427632060385e-06 }, "excess_over_model": -0.6174285714285714 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.2011392920113929 }, "c_patterns": { "n_neurons_ever_in_set": 47691, "n_distinct_patterns": 18643, "share_in_top_20": 0.280409301545365, "shuffled_n_distinct_patterns_mean": 42277.2, "shuffled_share_in_top_20_mean": 0.01388941309681072, "coordination_vs_across_neuron_shuffle": 20.188707729468597, "circular_shift_n_distinct_patterns_mean": 19490.4, "circular_shift_share_in_top_20_mean": 0.18935648235516137, "coordination_vs_circular_shift": 1.4808539853387372, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; 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the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.6122469902038574 }, "While": { "twin_ceiling": 0.9347619693476197, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5861428571428571, "ci95": [ 0.45714285714285713, 0.7428571428571429 ], "residual_sd_pooled": 0.24080747455746587, "residual_sd_narrowest_decile": 0.10481702093458166, "resid_vs_gap_corr": -0.8460246861987458, "share_wide_pairs_above_model_by_one_twin_unit": 0.08108108108108109, "A": 0.9225552678108215, "r_per_step": 8.845627418616538e-06 }, "excess_over_model": -0.5861428571428571 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.06523803065238032 }, "c_patterns": { "n_neurons_ever_in_set": 56089, "n_distinct_patterns": 19678, "share_in_top_20": 0.3008611314161422, "shuffled_n_distinct_patterns_mean": 43141.85, "shuffled_share_in_top_20_mean": 0.029632369983419206, "coordination_vs_across_neuron_shuffle": 10.15312415390632, "circular_shift_n_distinct_patterns_mean": 20411.1, "circular_shift_share_in_top_20_mean": 0.20570432705165004, "coordination_vs_circular_shift": 1.4625901930619054, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.854538917541504 }, "With": { "twin_ceiling": 0.9316424793164247, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5712857142857143, "ci95": [ 0.42857142857142855, 0.6864285714285716 ], "residual_sd_pooled": 0.24737689120458992, "residual_sd_narrowest_decile": 0.10364077578714517, "resid_vs_gap_corr": -0.8488577536671901, "share_wide_pairs_above_model_by_one_twin_unit": 0.0777027027027027, "A": 0.931506872177124, "r_per_step": 9.1653601468207e-06 }, "excess_over_model": -0.5712857142857143 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.06835752068357526 }, "c_patterns": { "n_neurons_ever_in_set": 58865, "n_distinct_patterns": 20010, "share_in_top_20": 0.30277754183300776, "shuffled_n_distinct_patterns_mean": 42866.65, "shuffled_share_in_top_20_mean": 0.03647753333899601, "coordination_vs_across_neuron_shuffle": 8.300384212364653, "circular_shift_n_distinct_patterns_mean": 20755.2, "circular_shift_share_in_top_20_mean": 0.21058099040176673, "coordination_vs_circular_shift": 1.4378199155362483, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 3.05873703956604 }, "ZeroDivisionError": { "twin_ceiling": 0.8045571680455716, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.5935714285714285, "ci95": [ 0.45714285714285713, 0.7428571428571429 ], "residual_sd_pooled": 0.24979484535426144, "residual_sd_narrowest_decile": 0.11181191792549883, "resid_vs_gap_corr": -0.8462492308227186, "share_wide_pairs_above_model_by_one_twin_unit": 0.0, "A": 0.914824366569519, "r_per_step": 8.543200814829529e-06 }, "excess_over_model": -0.5935714285714285 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.19544283195442835 }, "c_patterns": { "n_neurons_ever_in_set": 53423, "n_distinct_patterns": 20676, "share_in_top_20": 0.28521423356981074, "shuffled_n_distinct_patterns_mean": 43174.7, "shuffled_share_in_top_20_mean": 0.0242217771371881, "coordination_vs_across_neuron_shuffle": 11.775115919629057, "circular_shift_n_distinct_patterns_mean": 21381.65, "circular_shift_share_in_top_20_mean": 0.1970649345787395, "coordination_vs_circular_shift": 1.4473109291589885, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; the circular shift keeps each neuron's own run structure and breaks alignment alone, so beating THAT is coordination" }, "seconds": 2.7006049156188965 }, "abs": { "twin_ceiling": 0.8944798589447986, "a_nearest_set": { "share_non_neighbour_observed": 0.0, "under_b10_model": { "mean": 0.6144285714285714, "ci95": [ 0.45714285714285713, 0.7428571428571429 ], "residual_sd_pooled": 0.2473056935886579, "residual_sd_narrowest_decile": 0.1113131948072047, "resid_vs_gap_corr": -0.8351770426335394, "share_wide_pairs_above_model_by_one_twin_unit": 0.05405405405405406, "A": 0.9129255414009094, "r_per_step": 8.428928921559116e-06 }, "excess_over_model": -0.6144285714285714 }, "b_configurations": { "n_clusters_within_one_twin_ceiling": 35, "cut_distance": 0.10552014105520136 }, "c_patterns": { "n_neurons_ever_in_set": 51458, "n_distinct_patterns": 19548, "share_in_top_20": 0.2774690038477982, "shuffled_n_distinct_patterns_mean": 43008.6, "shuffled_share_in_top_20_mean": 0.020361265498076105, "coordination_vs_across_neuron_shuffle": 13.627296587926507, "circular_shift_n_distinct_patterns_mean": 20341.55, "circular_shift_share_in_top_20_mean": 0.19176610050915308, "coordination_vs_circular_shift": 1.4469137303782975, "which_control_is_which": "the across-neuron shuffle breaks persistence AND alignment, so beating it shows only autocorrelation; 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