[ { "study_id": 21, "specification_id": "S21-P001", "source_specification_id": "LANDMINES-F10B-WB-INITIAL", "role": "active_comparison", "published_source_location": "", "outcome_label": "", "outcome_variable": "", "treatment_label": "", "unit_fixed_effects": "", "time_fixed_effects": "", "allowed_adjustments": "", "published_weights": "", "published_clustering": "", "panel_structure": "", "design": "", "descriptive_metadata_status": "not_recorded_in_exported_source_metadata", "title": "Landmines and Spatial Development", "status": "source_missing", "reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure.", "specification_type": "event_study_post_average", "run_status": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure.", "expanded_status": "unavailable", "expanded_reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure.", "alternative_status": [ { "method": "CS-DID", "status": "unavailable", "reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure." }, { "method": "SDID", "status": "unavailable", "reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure." }, { "method": "Matrix completion", "status": "unavailable", "reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure." }, { "method": "Horizontal ridge", "status": "unavailable", "reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure." }, { "method": "Multisynth (cohort-averaged)", "status": "unavailable", "reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure." }, { "method": "Multisynth (individual)", "status": "unavailable", "reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure." } ], "finished": 1791581179.505873 }, { "study_id": 21, "specification_id": "S21-P002", "source_specification_id": "LANDMINES-F10C-WB-FULL", "role": "active_comparison", "published_source_location": "", "outcome_label": "", "outcome_variable": "", "treatment_label": "", "unit_fixed_effects": "", "time_fixed_effects": "", "allowed_adjustments": "", "published_weights": "", "published_clustering": "", "panel_structure": "", "design": "", "descriptive_metadata_status": "not_recorded_in_exported_source_metadata", "title": "Landmines and Spatial Development", "status": "source_missing", "reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure.", "specification_type": "event_study_post_average", "run_status": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure.", "expanded_status": "unavailable", "expanded_reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure.", "alternative_status": [ { "method": "CS-DID", "status": "unavailable", "reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure." }, { "method": "SDID", "status": "unavailable", "reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure." }, { "method": "Matrix completion", "status": "unavailable", "reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure." }, { "method": "Horizontal ridge", "status": "unavailable", "reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure." }, { "method": "Multisynth (cohort-averaged)", "status": "unavailable", "reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure." }, { "method": "Multisynth (individual)", "status": "unavailable", "reason": "The included native sample lacks act_proj_d (World Bank project outcome) required by this figure." } ], "finished": 1791581179.5062342 }, { "study_id": 21, "specification_id": "S21-P003", "source_specification_id": "LANDMINES-F8A-INITIAL", "role": "active_comparison", "published_source_location": "", "outcome_label": "", "outcome_variable": "", "treatment_label": "", "unit_fixed_effects": "", "time_fixed_effects": "", "allowed_adjustments": "", "published_weights": "", "published_clustering": "", "panel_structure": "", "design": "", "descriptive_metadata_status": "not_recorded_in_exported_source_metadata", "title": "Landmines and Spatial Development", "status": "ready", "reason": "", "config": "analyses/full-archive/configs/S21-P003.json", "input_bytes": 25958, "specification_type": "event_study_post_average", "run_status": "completed", "expanded_status": "unsupported", "expanded_reason": "No enabled adapter supports this specification; per-estimator reasons below.", "regression_result": { "schema": "did-replication-v2", "config": { "outcomes": [ "y" ], "treatments": [ "d" ], "unit": "unit", "time": "time", "cluster": "cluster", "covariates": [], "baseline_by_time": [], "weight": null, "period_step": 1, "period_values": null, "display_window": [ -10, 10 ], "seed": 20261008, "panelview_max_units": 100, "test_mode": "classical", "test_horizon": null, "post_horizon": 11, "post_weighting": "equal_periods", "sample_query": null, "reversal_policy": "drop_post_untreated", "labels": {}, "allow_repeated_cells": true, "time_fe": "archive_time_fe", "unit_fe": null, "frequency_weights": false, "source_sd": null, "require_never_control_periods": false, "latest_cohort_control": true, "slug": "s21-p003", "specification_id": "S21-P003", "source_specification_id": "LANDMINES-F8A-INITIAL", "study_id": 21, "study": "Landmines and Spatial Development", "citation": "Chiovelli et al. (2025), ECMA. https://doi.org/10.3982/ECTA17951", "description": "LANDMINES-F8A-INITIAL", "data": "analyses/full-archive/prepared/S21-P003.parquet", "output_dir": "analyses/full-archive/results/S21-P003" }, "source": { "file": "S21-P003.parquet", "bytes": 25958, "sha256": "a0d4521bbb024e498f891fcacf03b4f8672e3b409705613e8a80a6d68f445c0b" }, "versions": { "pyfixest": "0.60.0", "polars": "2.0.0", "duckreg": "0.4.1", "numpy": "2.5.3", "pandas": "3.0.6" }, "specifications": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 25734, "source_sd": 0.3269081274898158, "rows": 25734, "units": 1184, "clusters": 140, "treated_units": 886, "never_treated_units": 298, "treated_cohorts": 22, "latest_cohort_control_index": null, "unique_unit_period_cells": 25734, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 0, "additional_rows_removed": 0 }, "estimates": [ { "method": "Static TWFE", "estimate": 0.04561293787199686, "se": 0.024565088392952288, "pvalue": 0.06545347614746995, "lower": -0.0029566076986844297, "upper": 0.09418248344267816 }, { "method": "Dynamic TWFE", "estimate": 0.05065020247399928, "se": 0.02398136966268965, "pvalue": 0.036469620905363015, "lower": 0.003234772574161056, "upper": 0.0980656323738375 }, { "method": "BJS / did2s", "estimate": 0.07667091163688142, "se": 0.026747580732519267, "pvalue": 0.004797088015086123, "lower": 0.023786190828537494, "upper": 0.12955563244522533 }, { "method": "Sun\u2013Abraham", "estimate": 0.05315485520642897, "se": 0.0257463506332266, "pvalue": 0.04082366473097773, "lower": 0.002249744247495758, "upper": 0.10405996616536219 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -22, "estimate": 0.3314876216595387, "se": 0.13854427987194462, "pvalue": 0.018063932943837607, "lower": 0.057560957641175414, "upper": 0.605414285677902 }, { "event_time": -21, "estimate": 0.15192256491056264, "se": 0.1854601997036313, "pvalue": 0.41409438090247497, "lower": -0.21476521072298585, "upper": 0.5186103405441111 }, { "event_time": -20, "estimate": -0.17985313583810436, "se": 0.12815844110871302, "pvalue": 0.16273785269491517, "lower": -0.43324515080365794, "upper": 0.07353887912744922 }, { "event_time": -19, "estimate": -0.014461967372794302, "se": 0.11890943060636376, "pvalue": 0.9033742730751545, "lower": -0.24956704479952574, "upper": 0.22064311005393716 }, { "event_time": -18, "estimate": 0.08853789187456411, "se": 0.09363279128956148, "pvalue": 0.34600043422476706, "lower": -0.09659077734500933, "upper": 0.27366656109413756 }, { "event_time": -17, "estimate": 0.10520105478488934, "se": 0.11163196274208304, "pvalue": 0.34762706378851377, "lower": -0.11551517528989202, "upper": 0.3259172848596707 }, { "event_time": -16, "estimate": 0.17437475748029488, "se": 0.06710677452400346, "pvalue": 0.010373618502873029, "lower": 0.041692737729039864, "upper": 0.3070567772315499 }, { "event_time": -15, "estimate": 0.13141931095232376, "se": 0.06361758786532201, "pvalue": 0.04070734475585647, "lower": 0.0056360333392025674, "upper": 0.257202588565445 }, { "event_time": -14, "estimate": 0.05986661673761933, "se": 0.054298349746239385, "pvalue": 0.27212816782139765, "lower": -0.047490870857230506, "upper": 0.16722410433246918 }, { "event_time": -13, "estimate": 0.05686014495490116, "se": 0.05984158748402673, "pvalue": 0.34367112183872783, "lower": -0.06145730881665601, "upper": 0.17517759872645833 }, { "event_time": -12, "estimate": -0.01915064986645476, "se": 0.05486829777518083, "pvalue": 0.7275953851132083, "lower": -0.1276350260082448, "upper": 0.08933372627533528 }, { "event_time": -11, "estimate": -0.004182170442464926, "se": 0.05032037738956815, "pvalue": 0.9338829496489176, "lower": -0.10367449970506608, "upper": 0.09531015882013623 }, { "event_time": -10, "estimate": -0.018436956974480778, "se": 0.04171492874701736, "pvalue": 0.6591941430022279, "lower": -0.10091478487178494, "upper": 0.06404087092282339 }, { "event_time": -9, "estimate": -0.05151798446207828, "se": 0.03490893518222369, "pvalue": 0.14226408450878167, "lower": -0.12053915349004785, "upper": 0.017503184565891283 }, { "event_time": -8, "estimate": -0.023897163864088165, "se": 0.03667272344238539, "pvalue": 0.5157137935182167, "lower": -0.096405655750767, "upper": 0.048611328022590675 }, { "event_time": -7, "estimate": -0.06181981114508997, "se": 0.03095338856911177, "pvalue": 0.04775682078012245, "lower": -0.12302016152143147, "upper": -0.0006194607687484768 }, { "event_time": -6, "estimate": -0.026413027443588043, "se": 0.030821059931862852, "pvalue": 0.39293109861061354, "lower": -0.08735174058604882, "upper": 0.034525685698872724 }, { "event_time": -5, "estimate": -0.01355303953602518, "se": 0.030533769417168864, "pvalue": 0.6578264163196234, "lower": -0.07392372827237564, "upper": 0.04681764920032528 }, { "event_time": -4, "estimate": -0.0008890517797418473, "se": 0.026938694492825887, "pvalue": 0.97371971475265, "lower": -0.0541516384578076, "upper": 0.0523735348983239 }, { "event_time": -3, "estimate": -0.026093615916060776, "se": 0.02357666120956578, "pvalue": 0.2703110371778582, "lower": -0.07270886527746954, "upper": 0.020521633445347992 }, { "event_time": -2, "estimate": -0.01536937897765602, "se": 0.018482303863735484, "pvalue": 0.4070764525935451, "lower": -0.05191217847429544, "upper": 0.021173420518983396 }, { "event_time": 0, "estimate": -0.02859519193715254, "se": 0.02066804650562841, "pvalue": 0.16871544584672335, "lower": -0.0694595930968113, "upper": 0.012269209222506221 }, { "event_time": 1, "estimate": 0.02536713642169705, "se": 0.023612047067935616, "pvalue": 0.28453610033384263, "lower": -0.02131807707064253, "upper": 0.07205234991403664 }, { "event_time": 2, "estimate": 0.00996354360108046, "se": 0.022478038927068542, "pvalue": 0.6582691226263788, "lower": -0.03447953425574605, "upper": 0.05440662145790697 }, { "event_time": 3, "estimate": 0.01970844269510163, "se": 0.02605313201627984, "pvalue": 0.45064698741304754, "lower": -0.03180322958069278, "upper": 0.07122011497089603 }, { "event_time": 4, "estimate": 0.028026207896149832, "se": 0.022171799990666655, "pvalue": 0.20832862269563837, "lower": -0.015811381157251253, "upper": 0.07186379694955092 }, { "event_time": 5, "estimate": 0.048317461581697425, "se": 0.025647525317962966, "pvalue": 0.06166669615150082, "lower": -0.0023922541652807994, "upper": 0.09902717732867565 }, { "event_time": 6, "estimate": 0.049330722776714006, "se": 0.029665621832196377, "pvalue": 0.09858733361346991, "lower": -0.009323483893058773, "upper": 0.10798492944648679 }, { "event_time": 7, "estimate": 0.07064558179825114, "se": 0.03556759804484334, "pvalue": 0.048974045486846786, "lower": 0.00032211923036096213, "upper": 0.14096904436614133 }, { "event_time": 8, "estimate": 0.05535231050390196, "se": 0.035196646692461545, "pvalue": 0.11807135423503928, "lower": -0.014237715313189368, "upper": 0.12494233632099327 }, { "event_time": 9, "estimate": 0.11036912207034721, "se": 0.04100286832463244, "pvalue": 0.007981156423659033, "lower": 0.029299164178673703, "upper": 0.19143907996202073 }, { "event_time": 10, "estimate": 0.06655414120852599, "se": 0.04384785581726625, "pvalue": 0.13132522862787624, "lower": -0.020140862580036722, "upper": 0.1532491449970887 }, { "event_time": 11, "estimate": 0.1527629510716773, "se": 0.04825105544730554, "pvalue": 0.0018996115080008138, "lower": 0.05736203905811685, "upper": 0.24816386308523777 } ], "BJS / did2s": [ { "event_time": -22, "estimate": 0.202089879868644, "se": 0.09748034248729878, "pvalue": 0.04000621576246169, "lower": 0.009353918127068261, "upper": 0.3948258416102197 }, { "event_time": -21, "estimate": 0.10121810444467144, "se": 0.09872729622301979, "pvalue": 0.30703594391521216, "lower": -0.09398330644664188, "upper": 0.29641951533598476 }, { "event_time": -20, "estimate": -0.14553073050141824, "se": 0.10606021033201009, "pvalue": 0.17222645555928479, "lower": -0.35523061582462806, "upper": 0.06416915482179159 }, { "event_time": -19, "estimate": -0.02275523449822735, "se": 0.06858221369411059, "pvalue": 0.7405438279584525, "lower": -0.1583544597104587, "upper": 0.11284399071400399 }, { "event_time": -18, "estimate": 0.04881173033842751, "se": 0.04525272247510722, "pvalue": 0.28261319583809974, "lower": -0.040660944511897536, "upper": 0.13828440518875257 }, { "event_time": -17, "estimate": 0.042344777208885, "se": 0.061237551033930235, "pvalue": 0.49041484346628506, "lower": -0.07873274459774182, "upper": 0.16342229901551183 }, { "event_time": -16, "estimate": 0.12249307376165446, "se": 0.043043152235169316, "pvalue": 0.005100621136914399, "lower": 0.03738911197043139, "upper": 0.2075970355528775 }, { "event_time": -15, "estimate": 0.07857365736040428, "se": 0.03872970310334072, "pvalue": 0.044391244034992026, "lower": 0.001998151108354884, "upper": 0.15514916361245368 }, { "event_time": -14, "estimate": 0.0060045499757618555, "se": 0.01966692830457462, "pvalue": 0.7605852281369798, "lower": -0.03288046257719151, "upper": 0.044889562528715225 }, { "event_time": -13, "estimate": 0.016505529910315307, "se": 0.03503685657677823, "pvalue": 0.6383146151118941, "lower": -0.05276856244945322, "upper": 0.08577962227008384 }, { "event_time": -12, "estimate": -0.018285174042091592, "se": 0.030533372679079993, "pvalue": 0.5502418751042052, "lower": -0.07865507835673027, "upper": 0.0420847302725471 }, { "event_time": -11, "estimate": 0.000934426070387791, "se": 0.021090513251150356, "pvalue": 0.9647244597973795, "lower": -0.040765266927854885, "upper": 0.04263411906863046 }, { "event_time": -10, "estimate": -0.00920930248031825, "se": 0.020702136083022127, "pvalue": 0.6571215747780331, "lower": -0.050141104793037156, "upper": 0.03172249983240065 }, { "event_time": -9, "estimate": -0.03404135992149301, "se": 0.015741684571460055, "pvalue": 0.03229092606041527, "lower": -0.06516546800213699, "upper": -0.002917251840849032 }, { "event_time": -8, "estimate": -0.0022661172904010905, "se": 0.016035529020826125, "pvalue": 0.8878229213821669, "lower": -0.03397120807079679, "upper": 0.029438973489994608 }, { "event_time": -7, "estimate": -0.03659261283589034, "se": 0.012751977230395136, "pvalue": 0.004752924061939782, "lower": -0.061805538159035535, "upper": -0.011379687512745144 }, { "event_time": -6, "estimate": 0.0013986428475094102, "se": 0.01465889982139728, "pvalue": 0.9241245716599239, "lower": -0.02758460734489261, "upper": 0.030381893039911435 }, { "event_time": -5, "estimate": 0.010149832679263143, "se": 0.015613398034169609, "pvalue": 0.5167186701367235, "lower": -0.02072063011749816, "upper": 0.04102029547602445 }, { "event_time": -4, "estimate": 0.014918140693109124, "se": 0.013898275845775448, "pvalue": 0.28496025165330613, "lower": -0.012561220717980133, "upper": 0.04239750210419838 }, { "event_time": -3, "estimate": -0.009567872467967758, "se": 0.012791761992924556, "pvalue": 0.45574100506837684, "lower": -0.03485945933736026, "upper": 0.01572371440142474 }, { "event_time": -2, "estimate": -0.003006997426481826, "se": 0.014258010242955609, "pvalue": 0.8332750993776901, "lower": -0.031197617674408658, "upper": 0.025183622821445005 }, { "event_time": -1, "estimate": 0.01284358508594494, "se": 0.014363124064143985, "pvalue": 0.37275763498925607, "lower": -0.015554863867771607, "upper": 0.041242034039661486 }, { "event_time": 0, "estimate": -0.010128494463407564, "se": 0.021374173927970856, "pvalue": 0.6363389272272597, "lower": -0.05238903503317358, "upper": 0.032132046106358454 }, { "event_time": 1, "estimate": 0.05020736546750291, "se": 0.02429384849733683, "pvalue": 0.04062112072034408, "lower": 0.0021741093764255787, "upper": 0.09824062155858024 }, { "event_time": 2, "estimate": 0.0327075582991439, "se": 0.026149371867917826, "pvalue": 0.2131098291785806, "lower": -0.018994397267517393, "upper": 0.0844095138658052 }, { "event_time": 3, "estimate": 0.04002689779344558, "se": 0.02867373585021721, "pvalue": 0.1649573226714974, "lower": -0.016666174007523772, "upper": 0.09671996959441492 }, { "event_time": 4, "estimate": 0.04366081156946129, "se": 0.026462488379137825, "pvalue": 0.10121864102254409, "lower": -0.008660230988354313, "upper": 0.09598185412727689 }, { "event_time": 5, "estimate": 0.06571253988682213, "se": 0.02687805782437196, "pvalue": 0.015742996649311697, "lower": 0.012569842678910786, "upper": 0.11885523709473347 }, { "event_time": 6, "estimate": 0.07118647445268238, "se": 0.031854447757922934, "pvalue": 0.027030146407682646, "lower": 0.008204569919776125, "upper": 0.13416837898558864 }, { "event_time": 7, "estimate": 0.10099702170876579, "se": 0.03818665553347285, "pvalue": 0.009113882338041944, "lower": 0.02549521701519776, "upper": 0.17649882640233383 }, { "event_time": 8, "estimate": 0.09481029277698012, "se": 0.039363194243913484, "pvalue": 0.017324181105566012, "lower": 0.016982261953128283, "upper": 0.17263832360083198 }, { "event_time": 9, "estimate": 0.15419330488338281, "se": 0.04729535870582046, "pvalue": 0.0014000754361991944, "lower": 0.06068197517845465, "upper": 0.247704634588311 }, { "event_time": 10, "estimate": 0.09319609558312392, "se": 0.047250496678469214, "pvalue": 0.050550450694406696, "lower": -0.00022653392064987676, "upper": 0.1866187250868977 }, { "event_time": 11, "estimate": 0.1834810716846738, "se": 0.05283591891509781, "pvalue": 0.0006872520464491102, "lower": 0.07901506975276497, "upper": 0.28794707361658267 } ], "Sun\u2013Abraham": [ { "event_time": -22, "estimate": 0.8460981597169094, "se": 0.23336296451987307, "pvalue": 0.00040353306894785207, "lower": 0.38469810454718845, "upper": 1.3074982148866303 }, { "event_time": -21, "estimate": 0.29610542999196354, "se": 0.2795013048146347, "pvalue": 0.29125226903637136, "lower": -0.2565183238535148, "upper": 0.8487291838374419 }, { "event_time": -20, "estimate": -0.08393174541688934, "se": 0.21012087809815716, "pvalue": 0.6901783845825489, "lower": -0.4993780650429144, "upper": 0.33151457420913566 }, { "event_time": -19, "estimate": -0.06302029446383055, "se": 0.1658973423394524, "pvalue": 0.7046178094760847, "lower": -0.3910288242895429, "upper": 0.26498823536188176 }, { "event_time": -18, "estimate": 0.04567622171348201, "se": 0.13509986723784986, "pvalue": 0.7358037476804449, "lower": -0.22144022637079608, "upper": 0.3127926697977601 }, { "event_time": -17, "estimate": 0.06124095294984154, "se": 0.16186452342944382, "pvalue": 0.7057500598192165, "lower": -0.2587939771600984, "upper": 0.3812758830597815 }, { "event_time": -16, "estimate": 0.18195895998343156, "se": 0.09840842277275962, "pvalue": 0.06657954282565351, "lower": -0.012611981425095953, "upper": 0.3765299013919591 }, { "event_time": -15, "estimate": 0.13519082014327025, "se": 0.08759621824832524, "pvalue": 0.12502171794660344, "lower": -0.038002471326912035, "upper": 0.3083841116134525 }, { "event_time": -14, "estimate": 0.06312835608182671, "se": 0.0782968084495843, "pvalue": 0.4214645541987136, "lower": -0.09167834948337786, "upper": 0.21793506164703128 }, { "event_time": -13, "estimate": 0.05497738381428264, "se": 0.07620687504497918, "pvalue": 0.471861096218193, "lower": -0.09569715197766845, "upper": 0.20565191960623372 }, { "event_time": -12, "estimate": -0.056356632707213056, "se": 0.05976263409989827, "pvalue": 0.3473130330681157, "lower": -0.1745179816063983, "upper": 0.0618047161919722 }, { "event_time": -11, "estimate": -0.04043917211269971, "se": 0.050447621662283476, "pvalue": 0.42414849084462336, "lower": -0.14018308591688258, "upper": 0.059304741691483163 }, { "event_time": -10, "estimate": -0.0364091690060593, "se": 0.04339049282789995, "pvalue": 0.4028513059487305, "lower": -0.12219988488004065, "upper": 0.04938154686792205 }, { "event_time": -9, "estimate": -0.06140356251590885, "se": 0.038776858780431425, "pvalue": 0.11557776937097695, "lower": -0.13807230392228526, "upper": 0.015265178890467537 }, { "event_time": -8, "estimate": -0.03074940470526972, "se": 0.03758935580916831, "pvalue": 0.4147373599266721, "lower": -0.10507024168909859, "upper": 0.04357143227855915 }, { "event_time": -7, "estimate": -0.06018307278021998, "se": 0.03306744994724053, "pvalue": 0.07090904037918495, "lower": -0.125563298221603, "upper": 0.005197152661163031 }, { "event_time": -6, "estimate": -0.018324764245766043, "se": 0.033621705870788, "pvalue": 0.5866078351842301, "lower": -0.08480085215285392, "upper": 0.04815132366132184 }, { "event_time": -5, "estimate": -0.00945986548235599, "se": 0.032802336588527305, "pvalue": 0.7734778279483224, "lower": -0.0743159146964264, "upper": 0.05539618373171443 }, { "event_time": -4, "estimate": -0.0011463235763297984, "se": 0.027956816212593893, "pvalue": 0.9673520497351159, "lower": -0.05642191783954065, "upper": 0.054129270686881045 }, { "event_time": -3, "estimate": -0.03089435156643896, "se": 0.023763761167347144, "pvalue": 0.19573153061927093, "lower": -0.07787953079662613, "upper": 0.01609082766374821 }, { "event_time": -2, "estimate": -0.01893764600445291, "se": 0.019127107743031984, "pvalue": 0.32384827087614465, "lower": -0.05675533736790232, "upper": 0.0188800453589965 }, { "event_time": 0, "estimate": -0.03198131396528828, "se": 0.023192107627748232, "pvalue": 0.17011769325535936, "lower": -0.07783623255085442, "upper": 0.013873604620277868 }, { "event_time": 1, "estimate": 0.026256915204880424, "se": 0.024258687544661452, "pvalue": 0.28096153301330656, "lower": -0.021706821433795292, "upper": 0.07422065184355614 }, { "event_time": 2, "estimate": 0.015233322676329097, "se": 0.02343328271468988, "pvalue": 0.5167186144314292, "lower": -0.031098441918840092, "upper": 0.06156508727149829 }, { "event_time": 3, "estimate": 0.01316374833963781, "se": 0.02774360679367762, "pvalue": 0.6359032027843041, "lower": -0.04169029300984026, "upper": 0.06801778968911587 }, { "event_time": 4, "estimate": 0.0248432444871374, "se": 0.024379107734163883, "pvalue": 0.30995516645270843, "lower": -0.02335858426780142, "upper": 0.07304507324207622 }, { "event_time": 5, "estimate": 0.04645493726880163, "se": 0.027894488131538175, "pvalue": 0.09808915257265395, "lower": -0.00869742330093562, "upper": 0.10160729783853888 }, { "event_time": 6, "estimate": 0.05065933115489368, "se": 0.030743483676546588, "pvalue": 0.10165093790550601, "lower": -0.010125999943606398, "upper": 0.11144466225339376 }, { "event_time": 7, "estimate": 0.0821453064752729, "se": 0.038350393716658146, "pvalue": 0.03393911448603804, "lower": 0.006319762293262393, "upper": 0.15797085065728342 }, { "event_time": 8, "estimate": 0.07370106685118286, "se": 0.03532291180920802, "pvalue": 0.03876072428140032, "lower": 0.003861392457880239, "upper": 0.14354074124448546 }, { "event_time": 9, "estimate": 0.12274157568364885, "se": 0.04188414542326706, "pvalue": 0.003957475169323279, "lower": 0.0399291763434515, "upper": 0.2055539750238462 }, { "event_time": 10, "estimate": 0.06590305043604378, "se": 0.04507400246499944, "pvalue": 0.14596888743776626, "lower": -0.023216263191375472, "upper": 0.15502236406346304 }, { "event_time": 11, "estimate": 0.14873707786460752, "se": 0.04945165012021251, "pvalue": 0.0031251569862805503, "lower": 0.050962376807633644, "upper": 0.24651177892158138 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0 ], "weights": [ 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333 ], "weighting": "equal_periods" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 2.7755575615628914e-17, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 1.2532448224340565e-13 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 0.8067420068602192, "df_num": 195, "df_den": 23841, "pvalue": 0.9775744925581922, "log10_pvalue": -0.009850138817710411, "inference": "Homoskedastic nested-model F", "observations": 25734, "design_columns": 459, "restricted_design_columns": 264, "fixed_effect_rank": 1434, "covariance_rank": 195, "rss_unrestricted": 8258.601608321607, "rss_restricted": 8313.095940056623, "test_horizon": null, "reference_cohort": 2, "pyfixest": "0.27.0", "formulaic": "1.0.2", "design_head": { "index": [ 0, 1, 2, 3, 4 ], "columns": [ "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-21.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-20.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-19.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]" ], "data": [ [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_3,ref=-1.0)+i(rel_time,cohort_dummy_4,ref=-1.0)+i(rel_time,cohort_dummy_5,ref=-1.0)+i(rel_time,cohort_dummy_6,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_21,ref=-1.0)+i(rel_time,cohort_dummy_22,ref=-1.0)+i(rel_time,cohort_dummy_23,ref=-1.0)|unit_fe+time_fe", "restriction_names": [ "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_23", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_23", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_23" ], "deviations": [ { "event_time": -2.0, "cohort": 3, "estimate": 0.13110277458835273 }, { "event_time": 0.0, "cohort": 3, "estimate": -0.10579187022135868 }, { "event_time": 1.0, "cohort": 3, "estimate": -0.016146311398012543 }, { "event_time": 2.0, "cohort": 3, "estimate": -0.005574042197158345 }, { "event_time": 3.0, "cohort": 3, "estimate": -0.06586613866088993 }, { "event_time": 4.0, "cohort": 3, "estimate": 0.058232816053259855 }, { "event_time": 5.0, "cohort": 3, "estimate": 0.09852791310179373 }, { "event_time": 6.0, "cohort": 3, "estimate": 0.08224052004917445 }, { "event_time": 7.0, "cohort": 3, "estimate": 0.15548479351583888 }, { "event_time": 8.0, "cohort": 3, "estimate": 0.1797476820258836 }, { "event_time": 9.0, "cohort": 3, "estimate": 0.17508646881307202 }, { "event_time": 10.0, "cohort": 3, "estimate": 0.17918005311427468 }, { "event_time": 11.0, "cohort": 3, "estimate": 0.38742556526045974 }, { "event_time": -3.0, "cohort": 4, "estimate": -0.3901840311563991 }, { "event_time": -2.0, "cohort": 4, "estimate": 0.11506361495882517 }, { "event_time": 0.0, "cohort": 4, "estimate": 0.015279084176657427 }, { "event_time": 1.0, "cohort": 4, "estimate": -0.00800810136227627 }, { "event_time": 2.0, "cohort": 4, "estimate": 0.09061923441632536 }, { "event_time": 3.0, "cohort": 4, "estimate": 0.062237407765180996 }, { "event_time": 4.0, "cohort": 4, "estimate": 0.05633190593567382 }, { "event_time": 5.0, "cohort": 4, "estimate": 0.059148906512382624 }, { "event_time": 6.0, "cohort": 4, "estimate": -0.010047299179334453 }, { "event_time": 7.0, "cohort": 4, "estimate": 0.04059446359274926 }, { "event_time": 8.0, "cohort": 4, "estimate": 0.036392506686536666 }, { "event_time": 9.0, "cohort": 4, "estimate": 0.1148399854343371 }, { "event_time": 10.0, "cohort": 4, "estimate": 0.06494843539272624 }, { "event_time": 11.0, "cohort": 4, "estimate": 0.330799422193793 }, { "event_time": -4.0, "cohort": 5, "estimate": -0.2752173374173993 }, { "event_time": -3.0, "cohort": 5, "estimate": -0.3254313931133936 }, { "event_time": -2.0, "cohort": 5, "estimate": 0.12799468772746497 }, { "event_time": 0.0, "cohort": 5, "estimate": -0.006583788503186548 }, { "event_time": 1.0, "cohort": 5, "estimate": 0.09572476054559084 }, { "event_time": 2.0, "cohort": 5, "estimate": 0.08779787662941592 }, { "event_time": 3.0, "cohort": 5, "estimate": 0.0820197400812486 }, { "event_time": 4.0, "cohort": 5, "estimate": -0.017113151627152864 }, { "event_time": 5.0, "cohort": 5, "estimate": 0.06586333656669159 }, { "event_time": 6.0, "cohort": 5, "estimate": 0.08301026658307052 }, { "event_time": 7.0, "cohort": 5, "estimate": 0.25880144712123737 }, { "event_time": 8.0, "cohort": 5, "estimate": 0.13270937781122039 }, { "event_time": 9.0, "cohort": 5, "estimate": 0.26647070395706407 }, { "event_time": 10.0, "cohort": 5, "estimate": 0.3197016602030219 }, { "event_time": 11.0, "cohort": 5, "estimate": 0.27246965343567414 }, { "event_time": -5.0, "cohort": 6, "estimate": -0.31504942089302523 }, { "event_time": -4.0, "cohort": 6, "estimate": -0.3947669666739247 }, { "event_time": -3.0, "cohort": 6, "estimate": -0.39356150294630926 }, { "event_time": -2.0, "cohort": 6, "estimate": 0.10409495653950251 }, { "event_time": 0.0, "cohort": 6, "estimate": 0.0963276913588522 }, { "event_time": 1.0, "cohort": 6, "estimate": 0.18804812285048236 }, { "event_time": 2.0, "cohort": 6, "estimate": 0.06483104451810351 }, { "event_time": 3.0, "cohort": 6, "estimate": 0.024639785038211324 }, { "event_time": 4.0, "cohort": 6, "estimate": 0.103886132011143 }, { "event_time": 5.0, "cohort": 6, "estimate": 0.14106409904872821 }, { "event_time": 6.0, "cohort": 6, "estimate": 0.20345472136245685 }, { "event_time": 7.0, "cohort": 6, "estimate": 0.2086054008504758 }, { "event_time": 8.0, "cohort": 6, "estimate": 0.0763259410295555 }, { "event_time": 9.0, "cohort": 6, "estimate": 0.23046134157797293 }, { "event_time": 10.0, "cohort": 6, "estimate": 0.003523656639282849 }, { "event_time": 11.0, "cohort": 6, "estimate": 0.35650652369988484 }, { "event_time": -6.0, "cohort": 7, "estimate": -0.45204036440082274 }, { "event_time": -5.0, "cohort": 7, "estimate": -0.35674097902295865 }, { "event_time": -4.0, "cohort": 7, "estimate": -0.4132390876166608 }, { "event_time": -3.0, "cohort": 7, "estimate": -0.29502705852108724 }, { "event_time": -2.0, "cohort": 7, "estimate": 0.11345981771278973 }, { "event_time": 0.0, "cohort": 7, "estimate": 0.10363599412748875 }, { "event_time": 1.0, "cohort": 7, "estimate": 0.09093145274152048 }, { "event_time": 2.0, "cohort": 7, "estimate": 0.04031258105118315 }, { "event_time": 3.0, "cohort": 7, "estimate": 0.16515240649354646 }, { "event_time": 4.0, "cohort": 7, "estimate": 0.20737470764175794 }, { "event_time": 5.0, "cohort": 7, "estimate": 0.2511949958801755 }, { "event_time": 6.0, "cohort": 7, "estimate": 0.13028228151026788 }, { "event_time": 7.0, "cohort": 7, "estimate": 0.3334312647911461 }, { "event_time": 8.0, "cohort": 7, "estimate": 0.24948644905356646 }, { "event_time": 9.0, "cohort": 7, "estimate": 0.16971669182906712 }, { "event_time": 10.0, "cohort": 7, "estimate": 0.2824264407505117 }, { "event_time": 11.0, "cohort": 7, "estimate": 0.6426408210006013 }, { "event_time": -7.0, "cohort": 8, "estimate": -0.37771850636176496 }, { "event_time": -6.0, "cohort": 8, "estimate": -0.4687151661674083 }, { "event_time": -5.0, "cohort": 8, "estimate": -0.4142291843841257 }, { "event_time": -4.0, "cohort": 8, "estimate": -0.4113448037519007 }, { "event_time": -3.0, "cohort": 8, "estimate": -0.3521033441661033 }, { "event_time": -2.0, "cohort": 8, "estimate": 0.12423647812209421 }, { "event_time": 0.0, "cohort": 8, "estimate": 0.048766838697942405 }, { "event_time": 1.0, "cohort": 8, "estimate": 0.1088227728963572 }, { "event_time": 2.0, "cohort": 8, "estimate": 0.09959727160046072 }, { "event_time": 3.0, "cohort": 8, "estimate": 0.17345306233843846 }, { "event_time": 4.0, "cohort": 8, "estimate": 0.19478773365717644 }, { "event_time": 5.0, "cohort": 8, "estimate": 0.09732502275579533 }, { "event_time": 6.0, "cohort": 8, "estimate": 0.25764136618223893 }, { "event_time": 7.0, "cohort": 8, "estimate": 0.27505084537133745 }, { "event_time": 8.0, "cohort": 8, "estimate": 0.07751145571134625 }, { "event_time": 9.0, "cohort": 8, "estimate": 0.16015671607485835 }, { "event_time": 10.0, "cohort": 8, "estimate": 0.15249971244561256 }, { "event_time": 11.0, "cohort": 8, "estimate": 0.5072655984891833 }, { "event_time": -8.0, "cohort": 9, "estimate": -0.49067086164982526 }, { "event_time": -7.0, "cohort": 9, "estimate": -0.3899699307787949 }, { "event_time": -6.0, "cohort": 9, "estimate": -0.4147441456805796 }, { "event_time": -5.0, "cohort": 9, "estimate": -0.3055065852357087 }, { "event_time": -4.0, "cohort": 9, "estimate": -0.32980078635836363 }, { "event_time": -3.0, "cohort": 9, "estimate": -0.3497017956968857 }, { "event_time": -2.0, "cohort": 9, "estimate": 0.14312299622291408 }, { "event_time": 0.0, "cohort": 9, "estimate": 0.024072028835180267 }, { "event_time": 1.0, "cohort": 9, "estimate": 0.09737424753327453 }, { "event_time": 2.0, "cohort": 9, "estimate": 0.1477902301291753 }, { "event_time": 3.0, "cohort": 9, "estimate": 0.30445070145045044 }, { "event_time": 4.0, "cohort": 9, "estimate": 0.18442788999367687 }, { "event_time": 5.0, "cohort": 9, "estimate": 0.2424085151159825 }, { "event_time": 6.0, "cohort": 9, "estimate": 0.3789607549514369 }, { "event_time": 7.0, "cohort": 9, "estimate": 0.22728494587328152 }, { "event_time": 8.0, "cohort": 9, "estimate": 0.36689101552333725 }, { "event_time": 9.0, "cohort": 9, "estimate": 0.1786639263191872 }, { "event_time": 10.0, "cohort": 9, "estimate": 0.2624955223478158 }, { "event_time": 11.0, "cohort": 9, "estimate": 0.5844732242891475 }, { "event_time": -9.0, "cohort": 10, "estimate": -0.6758598987995883 }, { "event_time": -8.0, "cohort": 10, "estimate": -0.7005098325212952 }, { "event_time": -7.0, "cohort": 10, "estimate": -0.5382960178500577 }, { "event_time": -6.0, "cohort": 10, "estimate": -0.5046854891565684 }, { "event_time": -5.0, "cohort": 10, "estimate": -0.38246735967644135 }, { "event_time": -4.0, "cohort": 10, "estimate": -0.3752631314070838 }, { "event_time": -3.0, "cohort": 10, "estimate": -0.3244615488409524 }, { "event_time": -2.0, "cohort": 10, "estimate": 0.11534021672273875 }, { "event_time": 0.0, "cohort": 10, "estimate": -0.03406224474604526 }, { "event_time": 1.0, "cohort": 10, "estimate": 0.0618248561756579 }, { "event_time": 2.0, "cohort": 10, "estimate": 0.15605389314663687 }, { "event_time": 3.0, "cohort": 10, "estimate": 0.26306089050834286 }, { "event_time": 4.0, "cohort": 10, "estimate": 0.227192948526036 }, { "event_time": 5.0, "cohort": 10, "estimate": 0.23610689913892458 }, { "event_time": 6.0, "cohort": 10, "estimate": 0.12015241552349998 }, { "event_time": 7.0, "cohort": 10, "estimate": 0.21329800830230367 }, { "event_time": 8.0, "cohort": 10, "estimate": 0.2630281067817762 }, { "event_time": 9.0, "cohort": 10, "estimate": 0.3784956317155716 }, { "event_time": 10.0, "cohort": 10, "estimate": 0.31745163512628016 }, { "event_time": 11.0, "cohort": 10, "estimate": 0.6055725699379628 }, { "event_time": -10.0, "cohort": 11, "estimate": -0.4158918782851313 }, { "event_time": -9.0, "cohort": 11, "estimate": -0.6588988446242456 }, { "event_time": -8.0, "cohort": 11, "estimate": -0.5547039487081268 }, { "event_time": -7.0, "cohort": 11, "estimate": -0.437951434210743 }, { "event_time": -6.0, "cohort": 11, "estimate": -0.43346675779752886 }, { "event_time": -5.0, "cohort": 11, "estimate": -0.2509819894570699 }, { "event_time": -4.0, "cohort": 11, "estimate": -0.20982614707958955 }, { "event_time": -3.0, "cohort": 11, "estimate": -0.40601721245571826 }, { "event_time": -2.0, "cohort": 11, "estimate": 0.08420381598692273 }, { "event_time": 0.0, "cohort": 11, "estimate": -0.013779815972164364 }, { "event_time": 1.0, "cohort": 11, "estimate": 0.2615324723974841 }, { "event_time": 2.0, "cohort": 11, "estimate": 0.2197565277714319 }, { "event_time": 3.0, "cohort": 11, "estimate": 0.2624552218590292 }, { "event_time": 4.0, "cohort": 11, "estimate": 0.3175129203285079 }, { "event_time": 5.0, "cohort": 11, "estimate": 0.16718694740159906 }, { "event_time": 6.0, "cohort": 11, "estimate": 0.25035700383333126 }, { "event_time": 7.0, "cohort": 11, "estimate": 0.2900465978476111 }, { "event_time": 8.0, "cohort": 11, "estimate": 0.22186199775872165 }, { "event_time": 9.0, "cohort": 11, "estimate": 0.40122131681194867 }, { "event_time": 10.0, "cohort": 11, "estimate": 0.3289541701887018 }, { "event_time": 11.0, "cohort": 11, "estimate": 0.5202841521637545 }, { "event_time": -11.0, "cohort": 12, "estimate": -0.6831446585650028 }, { "event_time": -10.0, "cohort": 12, "estimate": -0.6321266539829459 }, { "event_time": -9.0, "cohort": 12, "estimate": -0.6872816433225597 }, { "event_time": -8.0, "cohort": 12, "estimate": -0.5889902659268194 }, { "event_time": -7.0, "cohort": 12, "estimate": -0.49051437588453406 }, { "event_time": -6.0, "cohort": 12, "estimate": -0.4215616445891938 }, { "event_time": -5.0, "cohort": 12, "estimate": -0.36228622416190637 }, { "event_time": -4.0, "cohort": 12, "estimate": -0.30677098080324455 }, { "event_time": -3.0, "cohort": 12, "estimate": -0.3986666895766699 }, { "event_time": -2.0, "cohort": 12, "estimate": 0.11116587121770327 }, { "event_time": 0.0, "cohort": 12, "estimate": -0.009196878541687922 }, { "event_time": 1.0, "cohort": 12, "estimate": 0.11011610822653739 }, { "event_time": 2.0, "cohort": 12, "estimate": 0.0627131108664716 }, { "event_time": 3.0, "cohort": 12, "estimate": 0.2878510826045319 }, { "event_time": 4.0, "cohort": 12, "estimate": 0.20666929721334967 }, { "event_time": 5.0, "cohort": 12, "estimate": 0.2114624523750584 }, { "event_time": 6.0, "cohort": 12, "estimate": 0.3222379878442539 }, { "event_time": 7.0, "cohort": 12, "estimate": 0.3492051001980883 }, { "event_time": 8.0, "cohort": 12, "estimate": 0.2124939998951594 }, { "event_time": 9.0, "cohort": 12, "estimate": 0.4073859281689542 }, { "event_time": 10.0, "cohort": 12, "estimate": 0.3227580079348485 }, { "event_time": 11.0, "cohort": 12, "estimate": 0.4228642074240395 }, { "event_time": -12.0, "cohort": 13, "estimate": -0.9405338190943562 }, { "event_time": -11.0, "cohort": 13, "estimate": -0.9749568594507505 }, { "event_time": -10.0, "cohort": 13, "estimate": -0.7542419258392495 }, { "event_time": -9.0, "cohort": 13, "estimate": -0.8325716064462789 }, { "event_time": -8.0, "cohort": 13, "estimate": -0.8166423805222889 }, { "event_time": -7.0, "cohort": 13, "estimate": -0.6693409009995979 }, { "event_time": -6.0, "cohort": 13, "estimate": -0.5811512536236386 }, { "event_time": -5.0, "cohort": 13, "estimate": -0.5105091107199757 }, { "event_time": -4.0, "cohort": 13, "estimate": -0.4836212329235541 }, { "event_time": -3.0, "cohort": 13, "estimate": -0.5269591573076872 }, { "event_time": -2.0, "cohort": 13, "estimate": -0.009667978136696287 }, { "event_time": 0.0, "cohort": 13, "estimate": -0.08503713595335081 }, { "event_time": 1.0, "cohort": 13, "estimate": 0.03784094341858384 }, { "event_time": 2.0, "cohort": 13, "estimate": 0.028727903685118013 }, { "event_time": 3.0, "cohort": 13, "estimate": 0.006725298851399292 }, { "event_time": 4.0, "cohort": 13, "estimate": 0.09823999818720194 }, { "event_time": 5.0, "cohort": 13, "estimate": 0.15334451862430215 }, { "event_time": 6.0, "cohort": 13, "estimate": 0.0852426107373982 }, { "event_time": 7.0, "cohort": 13, "estimate": 0.15025320962631566 }, { "event_time": 8.0, "cohort": 13, "estimate": 0.15117507445630907 }, { "event_time": 9.0, "cohort": 13, "estimate": 0.1179018472685395 }, { "event_time": 10.0, "cohort": 13, "estimate": 0.10148687676884353 }, { "event_time": 11.0, "cohort": 13, "estimate": 0.18187383506772128 }, { "event_time": -13.0, "cohort": 14, "estimate": -0.7637359523617531 }, { "event_time": -12.0, "cohort": 14, "estimate": -1.0410587646009035 }, { "event_time": -11.0, "cohort": 14, "estimate": -0.9016484137243803 }, { "event_time": -10.0, "cohort": 14, "estimate": -0.8307573306069387 }, { "event_time": -9.0, "cohort": 14, "estimate": -0.7005530147245607 }, { "event_time": -8.0, "cohort": 14, "estimate": -0.5586733159625284 }, { "event_time": -7.0, "cohort": 14, "estimate": -0.5887024195584494 }, { "event_time": -6.0, "cohort": 14, "estimate": -0.5471832600977229 }, { "event_time": -5.0, "cohort": 14, "estimate": -0.4411865897775621 }, { "event_time": -4.0, "cohort": 14, "estimate": -0.3534990488479377 }, { "event_time": -3.0, "cohort": 14, "estimate": -0.3111139048963375 }, { "event_time": -2.0, "cohort": 14, "estimate": 0.16098771009994584 }, { "event_time": 0.0, "cohort": 14, "estimate": 0.16283614356922843 }, { "event_time": 1.0, "cohort": 14, "estimate": 0.16405160026690288 }, { "event_time": 2.0, "cohort": 14, "estimate": 0.055768035700428986 }, { "event_time": 3.0, "cohort": 14, "estimate": 0.11713729114600493 }, { "event_time": 4.0, "cohort": 14, "estimate": 0.16286940744158512 }, { "event_time": 5.0, "cohort": 14, "estimate": 0.237744481821327 }, { "event_time": 6.0, "cohort": 14, "estimate": 0.1513923941848006 }, { "event_time": 7.0, "cohort": 14, "estimate": 0.15176234117871598 }, { "event_time": 8.0, "cohort": 14, "estimate": 0.1064388158362782 }, { "event_time": 9.0, "cohort": 14, "estimate": -0.13565650236337484 }, { "event_time": 10.0, "cohort": 14, "estimate": -0.031071752036387453 }, { "event_time": 11.0, "cohort": 14, "estimate": 0.21370901828793398 }, { "event_time": -14.0, "cohort": 15, "estimate": -0.5767866413411002 }, { "event_time": -13.0, "cohort": 15, "estimate": -0.41052081138794605 }, { "event_time": -12.0, "cohort": 15, "estimate": -0.7208466824038678 }, { "event_time": -11.0, "cohort": 15, "estimate": -0.6673987893144875 }, { "event_time": -10.0, "cohort": 15, "estimate": -0.5075063131872142 }, { "event_time": -9.0, "cohort": 15, "estimate": -0.5799873182663343 }, { "event_time": -8.0, "cohort": 15, "estimate": -0.538438745043874 }, { "event_time": -7.0, "cohort": 15, "estimate": -0.3828460953188335 }, { "event_time": -6.0, "cohort": 15, "estimate": -0.4462844389544977 }, { "event_time": -5.0, "cohort": 15, "estimate": -0.376618182801674 }, { "event_time": -4.0, "cohort": 15, "estimate": -0.10638276670611818 }, { "event_time": -3.0, "cohort": 15, "estimate": 0.09291150655549174 }, { "event_time": -2.0, "cohort": 15, "estimate": 0.1215948646561546 }, { "event_time": 0.0, "cohort": 15, "estimate": 0.0018021274495339662 }, { "event_time": 1.0, "cohort": 15, "estimate": -0.04747735897453753 }, { "event_time": 2.0, "cohort": 15, "estimate": 0.16534214038884973 }, { "event_time": 3.0, "cohort": 15, "estimate": 0.23766820852596815 }, { "event_time": 4.0, "cohort": 15, "estimate": 0.1865781271773993 }, { "event_time": 5.0, "cohort": 15, "estimate": -0.03108155360359173 }, { "event_time": 6.0, "cohort": 15, "estimate": 0.01986029894864698 }, { "event_time": 7.0, "cohort": 15, "estimate": -0.15327740767169548 }, { "event_time": 8.0, "cohort": 15, "estimate": -0.034001313711866585 }, { "event_time": 9.0, "cohort": 15, "estimate": 0.10941074326791879 }, { "event_time": 10.0, "cohort": 15, "estimate": -0.1133609809107565 }, { "event_time": 11.0, "cohort": 15, "estimate": 0.20740064714735607 }, { "event_time": -15.0, "cohort": 16, "estimate": -0.634065729032421 }, { "event_time": -14.0, "cohort": 16, "estimate": -0.6338179383747705 }, { "event_time": -13.0, "cohort": 16, "estimate": -0.6215438351382939 }, { "event_time": -12.0, "cohort": 16, "estimate": -0.7835324251710132 }, { "event_time": -11.0, "cohort": 16, "estimate": -0.7238059362431141 }, { "event_time": -10.0, "cohort": 16, "estimate": -0.5650266934804248 }, { "event_time": -9.0, "cohort": 16, "estimate": -0.642420586007503 }, { "event_time": -8.0, "cohort": 16, "estimate": -0.46805398295440825 }, { "event_time": -7.0, "cohort": 16, "estimate": -0.46868531367564037 }, { "event_time": -6.0, "cohort": 16, "estimate": -0.357824517735739 }, { "event_time": -5.0, "cohort": 16, "estimate": -0.2404047257841429 }, { "event_time": -4.0, "cohort": 16, "estimate": -0.2242902996600052 }, { "event_time": -3.0, "cohort": 16, "estimate": -0.4508497166845803 }, { "event_time": -2.0, "cohort": 16, "estimate": 0.06309906752246047 }, { "event_time": 0.0, "cohort": 16, "estimate": -0.03941847490587436 }, { "event_time": 1.0, "cohort": 16, "estimate": -0.10189684215186742 }, { "event_time": 2.0, "cohort": 16, "estimate": -0.14525063895467155 }, { "event_time": 3.0, "cohort": 16, "estimate": -0.055211986665235774 }, { "event_time": 4.0, "cohort": 16, "estimate": 0.1891298349509669 }, { "event_time": 5.0, "cohort": 16, "estimate": 0.06986939731274591 }, { "event_time": 6.0, "cohort": 16, "estimate": 0.07933892822076202 }, { "event_time": 7.0, "cohort": 16, "estimate": 0.018302897828675606 }, { "event_time": 8.0, "cohort": 16, "estimate": -0.09666762537368906 }, { "event_time": 9.0, "cohort": 16, "estimate": 0.02590558358184535 }, { "event_time": 10.0, "cohort": 16, "estimate": 0.2561570538115784 }, { "event_time": -16.0, "cohort": 17, "estimate": -0.34878651613780576 }, { "event_time": -15.0, "cohort": 17, "estimate": -0.3613386060917856 }, { "event_time": -14.0, "cohort": 17, "estimate": -0.37072947882807256 }, { "event_time": -13.0, "cohort": 17, "estimate": -0.35993518747987985 }, { "event_time": -12.0, "cohort": 17, "estimate": -0.5098530028557356 }, { "event_time": -11.0, "cohort": 17, "estimate": -0.4437481007308922 }, { "event_time": -10.0, "cohort": 17, "estimate": -0.3291709425878428 }, { "event_time": -9.0, "cohort": 17, "estimate": -0.39513163506146093 }, { "event_time": -8.0, "cohort": 17, "estimate": -0.3577233301582643 }, { "event_time": -7.0, "cohort": 17, "estimate": -0.30521544772567366 }, { "event_time": -6.0, "cohort": 17, "estimate": -0.2865466484883246 }, { "event_time": -5.0, "cohort": 17, "estimate": -0.18686827334687978 }, { "event_time": -4.0, "cohort": 17, "estimate": -0.2610201074315045 }, { "event_time": -3.0, "cohort": 17, "estimate": -0.20260294325589356 }, { "event_time": -2.0, "cohort": 17, "estimate": 0.199617588723011 }, { "event_time": 0.0, "cohort": 17, "estimate": 0.3263272168660116 }, { "event_time": 1.0, "cohort": 17, "estimate": 0.30784129321969556 }, { "event_time": 2.0, "cohort": 17, "estimate": 0.473583688263882 }, { "event_time": 3.0, "cohort": 17, "estimate": 0.4318430949936767 }, { "event_time": 4.0, "cohort": 17, "estimate": 0.5834603616635368 }, { "event_time": 5.0, "cohort": 17, "estimate": 0.6363228428880127 }, { "event_time": 6.0, "cohort": 17, "estimate": 0.6158304421321872 }, { "event_time": 7.0, "cohort": 17, "estimate": 0.6184888786731211 }, { "event_time": 8.0, "cohort": 17, "estimate": 0.5163076811385525 }, { "event_time": 9.0, "cohort": 17, "estimate": 0.6054710639069674 }, { "event_time": -17.0, "cohort": 18, "estimate": -0.6051443769096256 }, { "event_time": -16.0, "cohort": 18, "estimate": -0.7019583401211527 }, { "event_time": -15.0, "cohort": 18, "estimate": -0.45402421049965436 }, { "event_time": -14.0, "cohort": 18, "estimate": -0.6806543811143378 }, { "event_time": -13.0, "cohort": 18, "estimate": -0.6767617961976673 }, { "event_time": -12.0, "cohort": 18, "estimate": -0.7807173383870871 }, { "event_time": -11.0, "cohort": 18, "estimate": -0.5628345680407102 }, { "event_time": -10.0, "cohort": 18, "estimate": -0.6066646899009827 }, { "event_time": -9.0, "cohort": 18, "estimate": -0.6774222924639994 }, { "event_time": -8.0, "cohort": 18, "estimate": -0.4663748305771265 }, { "event_time": -7.0, "cohort": 18, "estimate": -0.5078943771248697 }, { "event_time": -6.0, "cohort": 18, "estimate": -0.5234087490282391 }, { "event_time": -5.0, "cohort": 18, "estimate": -0.5310049905434273 }, { "event_time": -4.0, "cohort": 18, "estimate": -0.2190560169958268 }, { "event_time": -3.0, "cohort": 18, "estimate": -0.30869280610118854 }, { "event_time": -2.0, "cohort": 18, "estimate": 0.29672549004625426 }, { "event_time": 0.0, "cohort": 18, "estimate": 0.005727700804754737 }, { "event_time": 1.0, "cohort": 18, "estimate": -0.07271815735514206 }, { "event_time": 2.0, "cohort": 18, "estimate": -0.13600066677053665 }, { "event_time": 3.0, "cohort": 18, "estimate": 0.09839287697217196 }, { "event_time": 4.0, "cohort": 18, "estimate": -0.0812816535891634 }, { "event_time": 5.0, "cohort": 18, "estimate": -0.31660272373865683 }, { "event_time": 6.0, "cohort": 18, "estimate": -0.13732426709656398 }, { "event_time": 7.0, "cohort": 18, "estimate": -0.3794349366913483 }, { "event_time": 8.0, "cohort": 18, "estimate": -0.42441946718626 }, { "event_time": -18.0, "cohort": 19, "estimate": -0.3905691617290365 }, { "event_time": -17.0, "cohort": 19, "estimate": -0.41980061215227604 }, { "event_time": -16.0, "cohort": 19, "estimate": -0.4773847668668381 }, { "event_time": -15.0, "cohort": 19, "estimate": -0.4790702322905914 }, { "event_time": -14.0, "cohort": 19, "estimate": -0.5095029885501585 }, { "event_time": -13.0, "cohort": 19, "estimate": -0.42943547388782366 }, { "event_time": -12.0, "cohort": 19, "estimate": -0.6539508174699251 }, { "event_time": -11.0, "cohort": 19, "estimate": -0.6044701127100078 }, { "event_time": -10.0, "cohort": 19, "estimate": -0.4129725341436118 }, { "event_time": -9.0, "cohort": 19, "estimate": -0.6118543465169672 }, { "event_time": -8.0, "cohort": 19, "estimate": -0.5743839619365981 }, { "event_time": -7.0, "cohort": 19, "estimate": -0.3863014742716516 }, { "event_time": -6.0, "cohort": 19, "estimate": -0.43115228760807706 }, { "event_time": -5.0, "cohort": 19, "estimate": -0.30648820041300373 }, { "event_time": -4.0, "cohort": 19, "estimate": -0.3706676627858674 }, { "event_time": -3.0, "cohort": 19, "estimate": -0.41012069765535286 }, { "event_time": -2.0, "cohort": 19, "estimate": 0.09590780872352636 }, { "event_time": 0.0, "cohort": 19, "estimate": -0.07830363428396486 }, { "event_time": 1.0, "cohort": 19, "estimate": 0.09928748625384262 }, { "event_time": 2.0, "cohort": 19, "estimate": 0.1388155878443758 }, { "event_time": 3.0, "cohort": 19, "estimate": -0.06596457741977502 }, { "event_time": 4.0, "cohort": 19, "estimate": -0.15849178207825668 }, { "event_time": 5.0, "cohort": 19, "estimate": -0.15903000153059255 }, { "event_time": 6.0, "cohort": 19, "estimate": -0.23916113591014587 }, { "event_time": 7.0, "cohort": 19, "estimate": -0.15694950417866388 }, { "event_time": -19.0, "cohort": 20, "estimate": -0.9426527632071642 }, { "event_time": -18.0, "cohort": 20, "estimate": -1.0241471061985583 }, { "event_time": -17.0, "cohort": 20, "estimate": -0.8892012920045392 }, { "event_time": -16.0, "cohort": 20, "estimate": -0.7957618956908467 }, { "event_time": -15.0, "cohort": 20, "estimate": -0.9459453581783329 }, { "event_time": -14.0, "cohort": 20, "estimate": -0.9342823690310178 }, { "event_time": -13.0, "cohort": 20, "estimate": -0.9035023093882683 }, { "event_time": -12.0, "cohort": 20, "estimate": -1.0714026877083669 }, { "event_time": -11.0, "cohort": 20, "estimate": -0.9387420645425912 }, { "event_time": -10.0, "cohort": 20, "estimate": -0.7020123086534211 }, { "event_time": -9.0, "cohort": 20, "estimate": -0.8701779914950372 }, { "event_time": -8.0, "cohort": 20, "estimate": -0.7143575524727352 }, { "event_time": -7.0, "cohort": 20, "estimate": -0.7549498638704473 }, { "event_time": -6.0, "cohort": 20, "estimate": -0.6251536673844893 }, { "event_time": -5.0, "cohort": 20, "estimate": -0.5507855631027675 }, { "event_time": -4.0, "cohort": 20, "estimate": -0.480334699297682 }, { "event_time": -3.0, "cohort": 20, "estimate": -0.7872769570631017 }, { "event_time": -2.0, "cohort": 20, "estimate": -0.29786401659332495 }, { "event_time": 0.0, "cohort": 20, "estimate": -0.4268406598612918 }, { "event_time": 1.0, "cohort": 20, "estimate": -0.032044464673831013 }, { "event_time": 2.0, "cohort": 20, "estimate": -0.4307388049996082 }, { "event_time": 3.0, "cohort": 20, "estimate": -0.2565849767474338 }, { "event_time": 4.0, "cohort": 20, "estimate": -0.1662237396281705 }, { "event_time": 5.0, "cohort": 20, "estimate": -0.27936277463022785 }, { "event_time": 6.0, "cohort": 20, "estimate": -0.016635230341853845 }, { "event_time": -20.0, "cohort": 21, "estimate": -0.9932646670078689 }, { "event_time": -19.0, "cohort": 21, "estimate": -0.8928589161898528 }, { "event_time": -18.0, "cohort": 21, "estimate": -0.7593608705572431 }, { "event_time": -17.0, "cohort": 21, "estimate": -0.7508067654632261 }, { "event_time": -16.0, "cohort": 21, "estimate": -0.6048241835029226 }, { "event_time": -15.0, "cohort": 21, "estimate": -0.573685698823135 }, { "event_time": -14.0, "cohort": 21, "estimate": -0.720246715728715 }, { "event_time": -13.0, "cohort": 21, "estimate": -0.6791837324872968 }, { "event_time": -12.0, "cohort": 21, "estimate": -0.6668117565954788 }, { "event_time": -11.0, "cohort": 21, "estimate": -0.5757851343020364 }, { "event_time": -10.0, "cohort": 21, "estimate": -0.7650161900949728 }, { "event_time": -9.0, "cohort": 21, "estimate": -0.6384535092916435 }, { "event_time": -8.0, "cohort": 21, "estimate": -0.7643949820706925 }, { "event_time": -7.0, "cohort": 21, "estimate": -0.295130323242909 }, { "event_time": -6.0, "cohort": 21, "estimate": -0.599355865012372 }, { "event_time": -5.0, "cohort": 21, "estimate": -0.41814805221135 }, { "event_time": -4.0, "cohort": 21, "estimate": -0.3926676998523194 }, { "event_time": -3.0, "cohort": 21, "estimate": -0.44523125735654956 }, { "event_time": -2.0, "cohort": 21, "estimate": -0.07262782141779825 }, { "event_time": 0.0, "cohort": 21, "estimate": 0.15216589173983544 }, { "event_time": 1.0, "cohort": 21, "estimate": 0.18002349744049953 }, { "event_time": 2.0, "cohort": 21, "estimate": 0.11198176638342963 }, { "event_time": 3.0, "cohort": 21, "estimate": 0.8091647329208099 }, { "event_time": 4.0, "cohort": 21, "estimate": 0.4586035112506121 }, { "event_time": 5.0, "cohort": 21, "estimate": 0.6981690375792814 }, { "event_time": -21.0, "cohort": 22, "estimate": -0.8865981765914226 }, { "event_time": -20.0, "cohort": 22, "estimate": -0.8363163377749361 }, { "event_time": -19.0, "cohort": 22, "estimate": -0.8881756885156951 }, { "event_time": -18.0, "cohort": 22, "estimate": -0.9763886027609173 }, { "event_time": -17.0, "cohort": 22, "estimate": -0.9611754547510349 }, { "event_time": -16.0, "cohort": 22, "estimate": -0.9905939054409414 }, { "event_time": -15.0, "cohort": 22, "estimate": -0.9863589824718932 }, { "event_time": -14.0, "cohort": 22, "estimate": -0.9311428865412721 }, { "event_time": -13.0, "cohort": 22, "estimate": -0.910583614379149 }, { "event_time": -12.0, "cohort": 22, "estimate": -1.0230383780910512 }, { "event_time": -11.0, "cohort": 22, "estimate": -1.0051275893307643 }, { "event_time": -10.0, "cohort": 22, "estimate": -0.8438281796608269 }, { "event_time": -9.0, "cohort": 22, "estimate": -0.9651980584709111 }, { "event_time": -8.0, "cohort": 22, "estimate": -0.8609177998128646 }, { "event_time": -7.0, "cohort": 22, "estimate": -0.3188517106803276 }, { "event_time": -6.0, "cohort": 22, "estimate": -0.3801150026263129 }, { "event_time": -5.0, "cohort": 22, "estimate": -0.28911675525430713 }, { "event_time": -4.0, "cohort": 22, "estimate": -0.239671528010918 }, { "event_time": -3.0, "cohort": 22, "estimate": -0.3281307955664813 }, { "event_time": -2.0, "cohort": 22, "estimate": 0.08489563533989088 }, { "event_time": 0.0, "cohort": 22, "estimate": 0.5181763838598863 }, { "event_time": 1.0, "cohort": 22, "estimate": -0.1095408621547515 }, { "event_time": 2.0, "cohort": 22, "estimate": -0.16238667555670483 }, { "event_time": 3.0, "cohort": 22, "estimate": -0.1202789043943614 }, { "event_time": 4.0, "cohort": 22, "estimate": 0.3334112593544286 }, { "event_time": 0.0, "cohort": 23, "estimate": 0.12355659677207065 }, { "event_time": 1.0, "cohort": 23, "estimate": 0.03583001003024866 }, { "event_time": 2.0, "cohort": 23, "estimate": 0.014186531976039807 }, { "event_time": 3.0, "cohort": 23, "estimate": 0.1661191004713249 } ] } } }, "code_sha256": { "replication_engine.py": "b42dd52795225c55faa7af833b12a94304ddde96f066412b80dea4620c4bcc24", "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf", "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa", "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb", "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555" } }, "alternative_status": [ { "method": "CS-DID", "status": "unsupported", "reason": "csdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "SDID", "status": "unsupported", "reason": "sdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Matrix completion", "status": "unsupported", "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Horizontal ridge", "status": "unsupported", "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (cohort-averaged)", "status": "unsupported", "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (individual)", "status": "unsupported", "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented." } ], "finished": 1791581180.577319, "adapter_sample_audit": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 25734, "source_sd": 0.3269081274898158, "rows": 25734, "units": 1184, "clusters": 140, "treated_units": 886, "never_treated_units": 298, "treated_cohorts": 22, "latest_cohort_control_index": null, "unique_unit_period_cells": 25734, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 0, "additional_rows_removed": 0 } } }, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": 0.04561293787199686, "SE": 0.024565088392952288, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": -0.0029566076986844297, "upper": 0.09418248344267816, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": 0.05065020247399928, "SE": 0.02398136966268965, "Aggregation": "equal_periods", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.003234772574161056, "upper": 0.0980656323738375, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": 0.07667091163688142, "SE": 0.026747580732519267, "Aggregation": "equal_periods", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.023786190828537494, "upper": 0.12955563244522533, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": 0.05315485520642897, "SE": 0.0257463506332266, "Aggregation": "equal_periods", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.002249744247495758, "upper": 0.10405996616536219, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (equal event-time)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Equal post-event times", "Event study": "No", "Status": "unsupported", "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "SDID", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Matrix completion", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Horizontal ridge", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (cohort-averaged)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (individual)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" } ] }, { "study_id": 21, "specification_id": "S21-P004", "source_specification_id": "LANDMINES-F8B-FULL", "role": "active_comparison", "published_source_location": "", "outcome_label": "", "outcome_variable": "", "treatment_label": "", "unit_fixed_effects": "", "time_fixed_effects": "", "allowed_adjustments": "", "published_weights": "", "published_clustering": "", "panel_structure": "", "design": "", "descriptive_metadata_status": "not_recorded_in_exported_source_metadata", "title": "Landmines and Spatial Development", "status": "ready", "reason": "", "config": "analyses/full-archive/configs/S21-P004.json", "input_bytes": 31134, "specification_type": "event_study_post_average", "run_status": "completed", "expanded_status": "unsupported", "expanded_reason": "No enabled adapter supports this specification; per-estimator reasons below.", "regression_result": { "schema": "did-replication-v2", "config": { "outcomes": [ "y" ], "treatments": [ "d" ], "unit": "unit", "time": "time", "cluster": "cluster", "covariates": [], "baseline_by_time": [], "weight": null, "period_step": 1, "period_values": null, "display_window": [ -10, 10 ], "seed": 20261008, "panelview_max_units": 100, "test_mode": "classical", "test_horizon": null, "post_horizon": 11, "post_weighting": "equal_periods", "sample_query": null, "reversal_policy": "drop_post_untreated", "labels": {}, "allow_repeated_cells": true, "time_fe": "archive_time_fe", "unit_fe": null, "frequency_weights": false, "source_sd": null, "require_never_control_periods": false, "latest_cohort_control": true, "slug": "s21-p004", "specification_id": "S21-P004", "source_specification_id": "LANDMINES-F8B-FULL", "study_id": 21, "study": "Landmines and Spatial Development", "citation": "Chiovelli et al. (2025), ECMA. https://doi.org/10.3982/ECTA17951", "description": "LANDMINES-F8B-FULL", "data": "analyses/full-archive/prepared/S21-P004.parquet", "output_dir": "analyses/full-archive/results/S21-P004" }, "source": { "file": "S21-P004.parquet", "bytes": 31134, "sha256": "e2f8e8944c3a4c000f033fa94c5394f4a6070dcb8106d521ebfc4c465bdd466b" }, "versions": { "pyfixest": "0.60.0", "polars": "2.0.0", "duckreg": "0.4.1", "numpy": "2.5.3", "pandas": "3.0.6" }, "specifications": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 23649, "source_sd": 0.35103471486476406, "rows": 12279, "units": 491, "clusters": 115, "treated_units": 193, "never_treated_units": 298, "treated_cohorts": 21, "latest_cohort_control_index": null, "unique_unit_period_cells": 12279, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 693, "additional_rows_removed": 11370 }, "estimates": [ { "method": "Static TWFE", "estimate": 0.0005383727640926804, "se": 0.04606712673752826, "pvalue": 0.9906960009695015, "lower": -0.09072025049282846, "upper": 0.09179699602101384 }, { "method": "Dynamic TWFE", "estimate": -0.07467736218313017, "se": 0.04482978193546973, "pvalue": 0.0984993116102548, "lower": -0.1634848149172329, "upper": 0.014130090550972557 }, { "method": "BJS / did2s", "estimate": -0.007124757234131774, "se": 0.04599155270584948, "pvalue": 0.8771626885986475, "lower": -0.09823366891637028, "upper": 0.08398415444810672 }, { "method": "Sun\u2013Abraham", "estimate": -0.08795761261594937, "se": 0.03952611877863586, "pvalue": 0.028028704349465836, "lower": -0.16625854948530588, "upper": -0.009656675746592833 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -22, "estimate": 0.4831818369210929, "se": 0.26323973388423255, "pvalue": 0.0690351690949861, "lower": -0.038294048424785954, "upper": 1.0046577222669717 }, { "event_time": -21, "estimate": 0.0788848925945232, "se": 0.23042830276549867, "pvalue": 0.7327251730390376, "lower": -0.3775918004195785, "upper": 0.5353615856086249 }, { "event_time": -20, "estimate": -0.2757487770080275, "se": 0.14140105708901674, "pvalue": 0.05361714848715883, "lower": -0.5558631820270141, "upper": 0.004365628010959077 }, { "event_time": -19, "estimate": -0.08875584437205607, "se": 0.13090807127907436, "pvalue": 0.4991447004821981, "lower": -0.3480837253187769, "upper": 0.17057203657466474 }, { "event_time": -18, "estimate": -0.04859856457193277, "se": 0.11972307713103338, "pvalue": 0.6855587732056035, "lower": -0.28576905825847937, "upper": 0.18857192911461382 }, { "event_time": -17, "estimate": -0.04742881151813855, "se": 0.12145332445239843, "pvalue": 0.696887781730847, "lower": -0.28802691182190265, "upper": 0.19316928878562556 }, { "event_time": -16, "estimate": 0.08594776910889418, "se": 0.10031791147616045, "pvalue": 0.3933782691748288, "lower": -0.1127812408744035, "upper": 0.28467677909219186 }, { "event_time": -15, "estimate": -0.0003653392441012355, "se": 0.08567652785433771, "pvalue": 0.9966051482496839, "lower": -0.1700898810408582, "upper": 0.16935920255265574 }, { "event_time": -14, "estimate": -0.031022069601671875, "se": 0.0877860211396551, "pvalue": 0.7244541286342941, "lower": -0.20492550134927437, "upper": 0.14288136214593064 }, { "event_time": -13, "estimate": 0.04144734327208613, "se": 0.09876084474909866, "pvalue": 0.6755135774571965, "lower": -0.15419712951746767, "upper": 0.23709181606163993 }, { "event_time": -12, "estimate": -0.10695718334060132, "se": 0.08024478470218742, "pvalue": 0.18522683742059493, "lower": -0.26592148378836544, "upper": 0.05200711710716281 }, { "event_time": -11, "estimate": -0.07171992691309532, "se": 0.08044278222521985, "pvalue": 0.37450435087612294, "lower": -0.23107645892900502, "upper": 0.08763660510281436 }, { "event_time": -10, "estimate": -0.08347481170585146, "se": 0.06995354647374095, "pvalue": 0.23523361535667192, "lower": -0.22205224848642846, "upper": 0.055102625074725534 }, { "event_time": -9, "estimate": -0.10835068429769479, "se": 0.06001396893189126, "pvalue": 0.07364746766387083, "lower": -0.22723789452273374, "upper": 0.010536525927344165 }, { "event_time": -8, "estimate": -0.12779857753486487, "se": 0.056662925496761926, "pvalue": 0.026015581569811472, "lower": -0.24004739652473006, "upper": -0.015549758544999681 }, { "event_time": -7, "estimate": -0.10486262279456132, "se": 0.06801884532999898, "pvalue": 0.12592509948003433, "lower": -0.2396074315105004, "upper": 0.029882185921377757 }, { "event_time": -6, "estimate": -0.07611220908563698, "se": 0.06500822957109186, "pvalue": 0.24411717950907147, "lower": -0.2048930111710163, "upper": 0.05266859299974233 }, { "event_time": -5, "estimate": -0.048514123836098086, "se": 0.06783612539384327, "pvalue": 0.4759682796966694, "lower": -0.18289696576582604, "upper": 0.08586871809362988 }, { "event_time": -4, "estimate": -0.08270648599149748, "se": 0.056227048278755916, "pvalue": 0.14406287597232925, "lower": -0.1940918355696296, "upper": 0.028678863586634656 }, { "event_time": -3, "estimate": -0.10001580601557106, "se": 0.06355594973148226, "pvalue": 0.11833607722998861, "lower": -0.22591965292417815, "upper": 0.025888040893036035 }, { "event_time": -2, "estimate": -0.08290443331021902, "se": 0.044291062932937886, "pvalue": 0.06379596783667943, "lower": -0.17064468784953293, "upper": 0.0048358212290949 }, { "event_time": 0, "estimate": -0.09970453674412416, "se": 0.05800008018861347, "pvalue": 0.08832107830427982, "lower": -0.21460224887974955, "upper": 0.01519317539150121 }, { "event_time": 1, "estimate": -0.06136561408064412, "se": 0.05347321558233847, "pvalue": 0.25353827598422674, "lower": -0.1672956422972592, "upper": 0.04456441413597096 }, { "event_time": 2, "estimate": -0.03824764854704685, "se": 0.04893244477760963, "pvalue": 0.43604541493544885, "lower": -0.13518244477262048, "upper": 0.05868714767852677 }, { "event_time": 3, "estimate": -0.06965818253333711, "se": 0.05589568896194609, "pvalue": 0.2152394240335575, "lower": -0.18038711185700645, "upper": 0.04107074679033222 }, { "event_time": 4, "estimate": -0.05249728730208645, "se": 0.05088246302609306, "pvalue": 0.30437953394154477, "lower": -0.15329505465881813, "upper": 0.04830048005464522 }, { "event_time": 5, "estimate": -0.01665020781612186, "se": 0.05334344972324531, "pvalue": 0.7555102466658441, "lower": -0.12232317086533319, "upper": 0.08902275523308946 }, { "event_time": 6, "estimate": -0.09487433503005088, "se": 0.053042927818349773, "pvalue": 0.07632991032543462, "lower": -0.19995196650029112, "upper": 0.010203296440189344 }, { "event_time": 7, "estimate": -0.09782383562953795, "se": 0.05866694593725199, "pvalue": 0.09817105786872593, "lower": -0.21404260367700012, "upper": 0.01839493241792424 }, { "event_time": 8, "estimate": -0.15170610027640685, "se": 0.06148296141903701, "pvalue": 0.015094093242904776, "lower": -0.27350337330426594, "upper": -0.02990882724854778 }, { "event_time": 9, "estimate": -0.06575659868501962, "se": 0.07535594112674046, "pvalue": 0.38470811987124753, "lower": -0.2150361376638146, "upper": 0.08352294029377536 }, { "event_time": 10, "estimate": -0.07654266801921594, "se": 0.07812951373724518, "pvalue": 0.32931389828271446, "lower": -0.23131663297729754, "upper": 0.07823129693886566 }, { "event_time": 11, "estimate": -0.07130133153397022, "se": 0.08092599166500795, "pvalue": 0.3801346026403611, "lower": -0.23161509772840938, "upper": 0.08901243466046893 } ], "BJS / did2s": [ { "event_time": -22, "estimate": 0.41680814553657314, "se": 0.17501312557755824, "pvalue": 0.01889486549540946, "lower": 0.0701084917227488, "upper": 0.7635077993503975 }, { "event_time": -21, "estimate": 0.0897355538648172, "se": 0.11827317488748612, "pvalue": 0.4495892718057457, "lower": -0.14456269464444432, "upper": 0.32403380237407875 }, { "event_time": -20, "estimate": -0.16448913789459924, "se": 0.10013513160942251, "pvalue": 0.10320647911141337, "lower": -0.36285606236966406, "upper": 0.03387778658046556 }, { "event_time": -19, "estimate": -0.019860895610223278, "se": 0.0665051103639979, "pvalue": 0.7657606028550025, "lower": -0.15160700701733745, "upper": 0.1118852157968909 }, { "event_time": -18, "estimate": 0.011027892894230848, "se": 0.04951903629629866, "pvalue": 0.824167465082184, "lower": -0.0870689366119237, "upper": 0.10912472240038541 }, { "event_time": -17, "estimate": 0.01492008423065101, "se": 0.04434949928307093, "pvalue": 0.7371722057611543, "lower": -0.07293593226819829, "upper": 0.10277610072950032 }, { "event_time": -16, "estimate": 0.13910938907321765, "se": 0.053807765429683206, "pvalue": 0.010990175739461807, "lower": 0.03251662018572364, "upper": 0.24570215796071165 }, { "event_time": -15, "estimate": 0.057936142146996245, "se": 0.0418916522638306, "pvalue": 0.16936777605989148, "lower": -0.025050898337135044, "upper": 0.14092318263112752 }, { "event_time": -14, "estimate": 0.013963161562200399, "se": 0.023314305800410988, "pvalue": 0.5504214396906225, "lower": -0.032222298661067614, "upper": 0.06014862178546841 }, { "event_time": -13, "estimate": 0.07779504983923141, "se": 0.047361659775612706, "pvalue": 0.10322664152928201, "lower": -0.01602803339561032, "upper": 0.17161813307407314 }, { "event_time": -12, "estimate": -0.03355433481303873, "se": 0.028071586513521356, "pvalue": 0.23444536087887421, "lower": -0.08916393148828748, "upper": 0.02205526186221002 }, { "event_time": -11, "estimate": -0.003330536530797294, "se": 0.0304134784651575, "pvalue": 0.9129916604106482, "lower": -0.0635794031249289, "upper": 0.0569183300633343 }, { "event_time": -10, "estimate": -0.012771324768637215, "se": 0.0235470950292125, "pvalue": 0.5886197927380343, "lower": -0.05941793866121277, "upper": 0.033875289123938335 }, { "event_time": -9, "estimate": -0.03314183011860032, "se": 0.021440532340545437, "pvalue": 0.12493510236036175, "lower": -0.07561535954972311, "upper": 0.009331699312522465 }, { "event_time": -8, "estimate": -0.04893280245702946, "se": 0.01852264997764635, "pvalue": 0.009405153585570493, "lower": -0.08562602940084957, "upper": -0.01223957551320936 }, { "event_time": -7, "estimate": -0.03151660358716625, "se": 0.029756413697811065, "pvalue": 0.2917689724962892, "lower": -0.09046382993791326, "upper": 0.027430622763580756 }, { "event_time": -6, "estimate": -0.0031903748610893692, "se": 0.020085680769770662, "pvalue": 0.8740773430292531, "lower": -0.04297995376560683, "upper": 0.03659920404342809 }, { "event_time": -5, "estimate": 0.020916415881913033, "se": 0.030412051294836432, "pvalue": 0.4929962934231007, "lower": -0.03932962349880463, "upper": 0.08116245526263069 }, { "event_time": -4, "estimate": -0.014285607579634868, "se": 0.025597959183226847, "pvalue": 0.5778868296868761, "lower": -0.06499496756550761, "upper": 0.03642375240623787 }, { "event_time": -3, "estimate": -0.024288144190599343, "se": 0.030910077248932917, "pvalue": 0.433633672098958, "lower": -0.08552076915057422, "upper": 0.03694448076937554 }, { "event_time": -2, "estimate": -0.006211801822118868, "se": 0.03194678552176904, "pvalue": 0.8461757660914914, "lower": -0.06949813788582995, "upper": 0.05707453424159222 }, { "event_time": -1, "estimate": 0.07058965834438193, "se": 0.04257966816624067, "pvalue": 0.10010204066108537, "lower": -0.013760336343308616, "upper": 0.15493965303207247 }, { "event_time": 0, "estimate": -0.015798795613775785, "se": 0.04479567768020874, "pvalue": 0.7249753049257007, "lower": -0.10453868808087831, "upper": 0.07294109685332674 }, { "event_time": 1, "estimate": 0.025733455713843632, "se": 0.04979284647644431, "pvalue": 0.6062897746820067, "lower": -0.07290578965028682, "upper": 0.1243727010779741 }, { "event_time": 2, "estimate": 0.04324798541290687, "se": 0.05017272015676389, "pvalue": 0.39050695611523983, "lower": -0.056143786786140425, "upper": 0.14263975761195416 }, { "event_time": 3, "estimate": 0.011618416424758781, "se": 0.05997306318354957, "pvalue": 0.8467342205206647, "lower": -0.10718775982787235, "upper": 0.1304245926773899 }, { "event_time": 4, "estimate": 0.02955581331929679, "se": 0.05317655392837224, "pvalue": 0.5794331167758867, "lower": -0.07578653044570641, "upper": 0.1348981570843 }, { "event_time": 5, "estimate": 0.06763600698451089, "se": 0.05973883407619964, "pvalue": 0.2599283098299245, "lower": -0.05070616321049827, "upper": 0.18597817717952003 }, { "event_time": 6, "estimate": -0.03201907949871194, "se": 0.057763553192117234, "pvalue": 0.5804505536343769, "lower": -0.1464482334760149, "upper": 0.08241007447859103 }, { "event_time": 7, "estimate": -0.038763667983515784, "se": 0.07016627124024848, "pvalue": 0.5817186059543754, "lower": -0.17776251088813289, "upper": 0.10023517492110133 }, { "event_time": 8, "estimate": -0.09630906151377636, "se": 0.0697190971802619, "pvalue": 0.1698615065074384, "lower": -0.23442205604970545, "upper": 0.04180393302215274 }, { "event_time": 9, "estimate": -0.018541491705559677, "se": 0.0762561900535961, "pvalue": 0.8083282076402851, "lower": -0.16960441687471672, "upper": 0.13252143346359735 }, { "event_time": 10, "estimate": -0.02661648496238859, "se": 0.07968329645670098, "pvalue": 0.7389718024153511, "lower": -0.18446848152044013, "upper": 0.13123551159566296 }, { "event_time": 11, "estimate": -0.03524018338717014, "se": 0.08472604220517063, "pvalue": 0.6782424700852442, "lower": -0.20308182043359055, "upper": 0.13260145365925027 } ], "Sun\u2013Abraham": [ { "event_time": -22, "estimate": 1.0968131037767936, "se": 0.39732685790301125, "pvalue": 0.0067276824269188445, "lower": 0.30971165849198057, "upper": 1.8839145490616067 }, { "event_time": -21, "estimate": 0.3116465015533652, "se": 0.3521999719345758, "pvalue": 0.3780964452615025, "lower": -0.38605893019634246, "upper": 1.009351933303073 }, { "event_time": -20, "estimate": -0.1459850650414068, "se": 0.2249214850205475, "pvalue": 0.5176121632036245, "lower": -0.5915527945164035, "upper": 0.29958266443358994 }, { "event_time": -19, "estimate": -0.08300092196147048, "se": 0.18088021707315946, "pvalue": 0.6471995602655013, "lower": -0.44132323883960045, "upper": 0.2753213949166595 }, { "event_time": -18, "estimate": -0.025600856697576044, "se": 0.17484315077223667, "pvalue": 0.8838469958978855, "lower": -0.3719637917312084, "upper": 0.3207620783360563 }, { "event_time": -17, "estimate": -0.05397701564602182, "se": 0.17692171878843319, "pvalue": 0.7608540646172883, "lower": -0.4044575779105584, "upper": 0.2965035466185148 }, { "event_time": -16, "estimate": 0.09542582248875131, "se": 0.14317375412027755, "pvalue": 0.506435898160049, "lower": -0.18820028169580766, "upper": 0.3790519266733103 }, { "event_time": -15, "estimate": 0.0317627213821904, "se": 0.12120871006832899, "pvalue": 0.7937559450818529, "lower": -0.20835079971075804, "upper": 0.27187624247513886 }, { "event_time": -14, "estimate": -0.007378299817774513, "se": 0.11680701377149307, "pvalue": 0.9497444775757006, "lower": -0.23877209444866213, "upper": 0.2240154948131131 }, { "event_time": -13, "estimate": 0.07091671973903263, "se": 0.11272100528562964, "pvalue": 0.5305194365038071, "lower": -0.15238272355189555, "upper": 0.2942161630299608 }, { "event_time": -12, "estimate": -0.13243075600279336, "se": 0.07791290948902801, "pvalue": 0.0919090905266093, "lower": -0.28677562961344794, "upper": 0.02191411760786119 }, { "event_time": -11, "estimate": -0.09535619972055115, "se": 0.07603702888307882, "pvalue": 0.21237987311103781, "lower": -0.24598496829889807, "upper": 0.05527256885779577 }, { "event_time": -10, "estimate": -0.12014343192085375, "se": 0.06647754838355117, "pvalue": 0.07335614887118488, "lower": -0.25183494325698597, "upper": 0.011548079415278495 }, { "event_time": -9, "estimate": -0.11981764355031357, "se": 0.06177437136596448, "pvalue": 0.05489881659911289, "lower": -0.24219219743858955, "upper": 0.0025569103379623898 }, { "event_time": -8, "estimate": -0.13777252619872637, "se": 0.05722315448782664, "pvalue": 0.017660612637384138, "lower": -0.25113115450499357, "upper": -0.024413897892459208 }, { "event_time": -7, "estimate": -0.12190402093166088, "se": 0.06441807077509575, "pvalue": 0.06097566362833093, "lower": -0.24951572298758917, "upper": 0.005707681124267436 }, { "event_time": -6, "estimate": -0.08074996557238089, "se": 0.058418806500328956, "pvalue": 0.16959418627501724, "lower": -0.19647717130647446, "upper": 0.034977240161712705 }, { "event_time": -5, "estimate": -0.07120479848513314, "se": 0.062132525839856345, "pvalue": 0.25418891449183445, "lower": -0.19428885362767448, "upper": 0.051879256657408196 }, { "event_time": -4, "estimate": -0.09685798417575404, "se": 0.050988165765920565, "pvalue": 0.060010195866063244, "lower": -0.19786514784595893, "upper": 0.004149179494450858 }, { "event_time": -3, "estimate": -0.1061696553918953, "se": 0.05585003447581874, "pvalue": 0.059829925050184946, "lower": -0.2168081435301783, "upper": 0.0044688327463877076 }, { "event_time": -2, "estimate": -0.08396878358820223, "se": 0.03952823008179341, "pvalue": 0.03580826842057394, "lower": -0.16227390293285254, "upper": -0.0056636642435519 }, { "event_time": 0, "estimate": -0.10419111910373384, "se": 0.05654013723728825, "pvalue": 0.06795907952566684, "lower": -0.2161966954972998, "upper": 0.007814457289832127 }, { "event_time": 1, "estimate": -0.06105032628864639, "se": 0.05241617524442616, "pvalue": 0.2465626471580216, "lower": -0.16488636573720739, "upper": 0.042785713159914626 }, { "event_time": 2, "estimate": -0.04014498109347458, "se": 0.04929645861208974, "pvalue": 0.41713758563809816, "lower": -0.13780088592150996, "upper": 0.0575109237345608 }, { "event_time": 3, "estimate": -0.07940312735610801, "se": 0.054562258946943124, "pvalue": 0.14834115692467842, "lower": -0.18749054209016663, "upper": 0.028684287377950618 }, { "event_time": 4, "estimate": -0.07160967539036597, "se": 0.050622553713261874, "pvalue": 0.1599170723535183, "lower": -0.17189256440020687, "upper": 0.02867321361947492 }, { "event_time": 5, "estimate": -0.03083298359813686, "se": 0.05073051727080523, "pvalue": 0.5445423944021676, "lower": -0.1313297475839332, "upper": 0.0696637803876595 }, { "event_time": 6, "estimate": -0.11605417287212566, "se": 0.04934929718077937, "pvalue": 0.02040467682552442, "lower": -0.21381475049777127, "upper": -0.018293595246480054 }, { "event_time": 7, "estimate": -0.10326111626342814, "se": 0.05257903817385241, "pvalue": 0.05197346341627484, "lower": -0.20741978592080834, "upper": 0.0008975533939520608 }, { "event_time": 8, "estimate": -0.16896488863359851, "se": 0.058150973338452545, "pvalue": 0.004404058936034957, "lower": -0.2841615189368724, "upper": -0.053768258330324614 }, { "event_time": 9, "estimate": -0.0812161479354653, "se": 0.06324000549254002, "pvalue": 0.20165733378569284, "lower": -0.206494111740138, "upper": 0.04406181586920738 }, { "event_time": 10, "estimate": -0.09312293827375494, "se": 0.0728507987207558, "pvalue": 0.20375096288353084, "lower": -0.2374398094409616, "upper": 0.05119393289345171 }, { "event_time": 11, "estimate": -0.10563987458255408, "se": 0.07067214565418443, "pvalue": 0.13773278113450405, "lower": -0.24564085080492137, "upper": 0.03436110163981321 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0 ], "weights": [ 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333, 0.08333333333333333 ], "weighting": "equal_periods" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 2.7755575615628914e-17, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 2.5243607372135573e-14 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 1.0096449972507435, "df_num": 184, "df_den": 11091, "pvalue": 0.45013102997146764, "log10_pvalue": -0.34666104775718987, "inference": "Homoskedastic nested-model F", "observations": 12279, "design_columns": 447, "restricted_design_columns": 263, "fixed_effect_rank": 741, "covariance_rank": 184, "rss_unrestricted": 3278.6129431204454, "rss_restricted": 3333.529836880569, "test_horizon": null, "reference_cohort": 3, "pyfixest": "0.27.0", "formulaic": "1.0.2", "design_head": { "index": [ 0, 1, 2, 3, 4 ], "columns": [ "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-21.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-20.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-19.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]" ], "data": [ [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_4,ref=-1.0)+i(rel_time,cohort_dummy_5,ref=-1.0)+i(rel_time,cohort_dummy_6,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_21,ref=-1.0)+i(rel_time,cohort_dummy_22,ref=-1.0)+i(rel_time,cohort_dummy_23,ref=-1.0)|unit_fe+time_fe", "restriction_names": [ "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_23", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_23", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_23" ], "deviations": [ { "event_time": -3.0, "cohort": 4, "estimate": -0.31560918074836847 }, { "event_time": -2.0, "cohort": 4, "estimate": -0.5067071993337225 }, { "event_time": 0.0, "cohort": 4, "estimate": 0.011898848786707557 }, { "event_time": 1.0, "cohort": 4, "estimate": 0.06449497356539026 }, { "event_time": 2.0, "cohort": 4, "estimate": 0.0951282858300813 }, { "event_time": 3.0, "cohort": 4, "estimate": 0.09007836499554776 }, { "event_time": 4.0, "cohort": 4, "estimate": 0.11007206581474546 }, { "event_time": 5.0, "cohort": 4, "estimate": 0.05840099905909273 }, { "event_time": 6.0, "cohort": 4, "estimate": -0.23148183405237935 }, { "event_time": 7.0, "cohort": 4, "estimate": 0.08433169747187046 }, { "event_time": 8.0, "cohort": 4, "estimate": 0.1502724009230058 }, { "event_time": 9.0, "cohort": 4, "estimate": 2.94432905412276 }, { "event_time": 10.0, "cohort": 4, "estimate": 0.1553967757470009 }, { "event_time": 11.0, "cohort": 4, "estimate": 2.923671164089933 }, { "event_time": -4.0, "cohort": 5, "estimate": -0.31406399632135795 }, { "event_time": -3.0, "cohort": 5, "estimate": -0.26346390008599974 }, { "event_time": -2.0, "cohort": 5, "estimate": -0.4970371169197255 }, { "event_time": 0.0, "cohort": 5, "estimate": 0.07221036039095222 }, { "event_time": 1.0, "cohort": 5, "estimate": 0.08996998242569282 }, { "event_time": 2.0, "cohort": 5, "estimate": 0.14784858405451376 }, { "event_time": 3.0, "cohort": 5, "estimate": 0.165717947812931 }, { "event_time": 4.0, "cohort": 5, "estimate": 0.1066266220031605 }, { "event_time": 5.0, "cohort": 5, "estimate": -0.016323370031010843 }, { "event_time": 6.0, "cohort": 5, "estimate": 0.16375672926156248 }, { "event_time": 7.0, "cohort": 5, "estimate": 0.11546085017394393 }, { "event_time": 8.0, "cohort": 5, "estimate": 0.09014529718855303 }, { "event_time": 9.0, "cohort": 5, "estimate": 0.040141763859295264 }, { "event_time": 10.0, "cohort": 5, "estimate": 0.12936136006901003 }, { "event_time": 11.0, "cohort": 5, "estimate": -0.03265068466909886 }, { "event_time": -5.0, "cohort": 6, "estimate": -0.3869556222849131 }, { "event_time": -4.0, "cohort": 6, "estimate": -1.0088547347969108 }, { "event_time": -3.0, "cohort": 6, "estimate": -0.8546909933262136 }, { "event_time": -2.0, "cohort": 6, "estimate": -1.031425497973307 }, { "event_time": 0.0, "cohort": 6, "estimate": -0.5887367670954408 }, { "event_time": 1.0, "cohort": 6, "estimate": 0.06325073606527254 }, { "event_time": 2.0, "cohort": 6, "estimate": 0.053293227458089676 }, { "event_time": 3.0, "cohort": 6, "estimate": -0.4797226431556906 }, { "event_time": 4.0, "cohort": 6, "estimate": 0.0592933904662952 }, { "event_time": 5.0, "cohort": 6, "estimate": 0.07813581539484431 }, { "event_time": 6.0, "cohort": 6, "estimate": 0.14163957982886782 }, { "event_time": 7.0, "cohort": 6, "estimate": 0.04656073174421335 }, { "event_time": 8.0, "cohort": 6, "estimate": 0.1170664987746698 }, { "event_time": 9.0, "cohort": 6, "estimate": 0.057770590560241905 }, { "event_time": 10.0, "cohort": 6, "estimate": -0.040750897458370045 }, { "event_time": 11.0, "cohort": 6, "estimate": -0.04200171529389485 }, { "event_time": -6.0, "cohort": 7, "estimate": -0.48271261337852467 }, { "event_time": -5.0, "cohort": 7, "estimate": -0.32564571660493674 }, { "event_time": -4.0, "cohort": 7, "estimate": -0.38650947205705477 }, { "event_time": -3.0, "cohort": 7, "estimate": -0.24423757827855924 }, { "event_time": -2.0, "cohort": 7, "estimate": -0.5390674379076896 }, { "event_time": 0.0, "cohort": 7, "estimate": -0.03357425320664286 }, { "event_time": 1.0, "cohort": 7, "estimate": -0.012015502149901283 }, { "event_time": 2.0, "cohort": 7, "estimate": 0.13428968672239797 }, { "event_time": 3.0, "cohort": 7, "estimate": 0.06184178180924943 }, { "event_time": 4.0, "cohort": 7, "estimate": 0.02966199140182017 }, { "event_time": 5.0, "cohort": 7, "estimate": -0.010011684239540075 }, { "event_time": 6.0, "cohort": 7, "estimate": 0.037956054954740706 }, { "event_time": 7.0, "cohort": 7, "estimate": -0.004841192927928662 }, { "event_time": 8.0, "cohort": 7, "estimate": 0.052825371251154545 }, { "event_time": 9.0, "cohort": 7, "estimate": -0.015446661941170007 }, { "event_time": 10.0, "cohort": 7, "estimate": 0.02955308581421211 }, { "event_time": 11.0, "cohort": 7, "estimate": -0.0010669657045260655 }, { "event_time": -7.0, "cohort": 8, "estimate": -0.5683312066583281 }, { "event_time": -6.0, "cohort": 8, "estimate": -0.8201142353812683 }, { "event_time": -5.0, "cohort": 8, "estimate": -0.6666050248660067 }, { "event_time": -4.0, "cohort": 8, "estimate": -0.64570076315142 }, { "event_time": -3.0, "cohort": 8, "estimate": -0.31608276674899966 }, { "event_time": -2.0, "cohort": 8, "estimate": -0.5134406968266586 }, { "event_time": 0.0, "cohort": 8, "estimate": -0.03595184701150378 }, { "event_time": 1.0, "cohort": 8, "estimate": -0.18142945144784384 }, { "event_time": 2.0, "cohort": 8, "estimate": 0.02301127376269628 }, { "event_time": 3.0, "cohort": 8, "estimate": 0.11167003338068095 }, { "event_time": 4.0, "cohort": 8, "estimate": 0.08165665286548023 }, { "event_time": 5.0, "cohort": 8, "estimate": -0.017449396580253435 }, { "event_time": 6.0, "cohort": 8, "estimate": 0.0051300226854743974 }, { "event_time": 7.0, "cohort": 8, "estimate": 0.0026486144105777876 }, { "event_time": 8.0, "cohort": 8, "estimate": -0.02342565389652329 }, { "event_time": 9.0, "cohort": 8, "estimate": -0.047069038257190166 }, { "event_time": 10.0, "cohort": 8, "estimate": 0.03267204418998676 }, { "event_time": 11.0, "cohort": 8, "estimate": -0.09797202440233724 }, { "event_time": -8.0, "cohort": 9, "estimate": -0.5943633686091692 }, { "event_time": -7.0, "cohort": 9, "estimate": -0.4808913958511197 }, { "event_time": -6.0, "cohort": 9, "estimate": -0.5704848470163046 }, { "event_time": -5.0, "cohort": 9, "estimate": -0.3671913364587722 }, { "event_time": -4.0, "cohort": 9, "estimate": -0.39665075699449703 }, { "event_time": -3.0, "cohort": 9, "estimate": -0.32928530067376316 }, { "event_time": -2.0, "cohort": 9, "estimate": -0.44818438482007683 }, { "event_time": 0.0, "cohort": 9, "estimate": 0.002931486859181126 }, { "event_time": 1.0, "cohort": 9, "estimate": 0.03689859119724877 }, { "event_time": 2.0, "cohort": 9, "estimate": 0.1656604936054186 }, { "event_time": 3.0, "cohort": 9, "estimate": 0.21056476972892302 }, { "event_time": 4.0, "cohort": 9, "estimate": 0.09911765387005586 }, { "event_time": 5.0, "cohort": 9, "estimate": 0.10455890209384293 }, { "event_time": 6.0, "cohort": 9, "estimate": 0.14804973074684152 }, { "event_time": 7.0, "cohort": 9, "estimate": 0.05880960816096319 }, { "event_time": 8.0, "cohort": 9, "estimate": 0.1462610923761864 }, { "event_time": 9.0, "cohort": 9, "estimate": 0.1092095163609381 }, { "event_time": 10.0, "cohort": 9, "estimate": 0.09084480497952951 }, { "event_time": 11.0, "cohort": 9, "estimate": -0.011038293710101704 }, { "event_time": -9.0, "cohort": 10, "estimate": -0.46076098002203936 }, { "event_time": -8.0, "cohort": 10, "estimate": -0.640713070056292 }, { "event_time": -7.0, "cohort": 10, "estimate": -0.44468807661666626 }, { "event_time": -6.0, "cohort": 10, "estimate": -0.24067137561841884 }, { "event_time": -5.0, "cohort": 10, "estimate": -0.07537259074122116 }, { "event_time": -4.0, "cohort": 10, "estimate": -0.09840990703418534 }, { "event_time": -3.0, "cohort": 10, "estimate": 0.050056337049716015 }, { "event_time": -2.0, "cohort": 10, "estimate": -0.5280394002844865 }, { "event_time": 0.0, "cohort": 10, "estimate": -0.0003388174399373903 }, { "event_time": 1.0, "cohort": 10, "estimate": 0.07372583861309495 }, { "event_time": 2.0, "cohort": 10, "estimate": 0.49773951418466417 }, { "event_time": 3.0, "cohort": 10, "estimate": 0.43046514395274216 }, { "event_time": 4.0, "cohort": 10, "estimate": 0.46250282496870704 }, { "event_time": 5.0, "cohort": 10, "estimate": 0.41809052276116504 }, { "event_time": 6.0, "cohort": 10, "estimate": 0.2904780814242358 }, { "event_time": 7.0, "cohort": 10, "estimate": 0.35062810934001054 }, { "event_time": 8.0, "cohort": 10, "estimate": 0.4806118494021999 }, { "event_time": 9.0, "cohort": 10, "estimate": 0.7223019106187293 }, { "event_time": 10.0, "cohort": 10, "estimate": 0.745136908628879 }, { "event_time": 11.0, "cohort": 10, "estimate": 0.6028986978785226 }, { "event_time": -10.0, "cohort": 11, "estimate": -3.2660259273047765 }, { "event_time": -9.0, "cohort": 11, "estimate": -3.344837146579535 }, { "event_time": -8.0, "cohort": 11, "estimate": -3.374362730029463 }, { "event_time": -7.0, "cohort": 11, "estimate": -3.2038534867719695 }, { "event_time": -6.0, "cohort": 11, "estimate": -3.4015986042653337 }, { "event_time": -5.0, "cohort": 11, "estimate": -0.442819415790607 }, { "event_time": -4.0, "cohort": 11, "estimate": -0.33992600254289657 }, { "event_time": -3.0, "cohort": 11, "estimate": -3.1236557093158734 }, { "event_time": -2.0, "cohort": 11, "estimate": -3.3418994893644456 }, { "event_time": 0.0, "cohort": 11, "estimate": -2.6780478990539915 }, { "event_time": 1.0, "cohort": 11, "estimate": -2.5921273698630998 }, { "event_time": 2.0, "cohort": 11, "estimate": 0.13421821958374539 }, { "event_time": 3.0, "cohort": 11, "estimate": -2.6819482101209555 }, { "event_time": 4.0, "cohort": 11, "estimate": -2.6788174592536897 }, { "event_time": 5.0, "cohort": 11, "estimate": -2.848334998370767 }, { "event_time": 6.0, "cohort": 11, "estimate": -2.7181741839387565 }, { "event_time": 7.0, "cohort": 11, "estimate": -2.6839321428932412 }, { "event_time": 8.0, "cohort": 11, "estimate": -2.7475587921580122 }, { "event_time": 9.0, "cohort": 11, "estimate": -2.7643733411517597 }, { "event_time": 10.0, "cohort": 11, "estimate": -2.8384664388833976 }, { "event_time": 11.0, "cohort": 11, "estimate": -2.8876947686323375 }, { "event_time": -11.0, "cohort": 12, "estimate": -0.6348063059246998 }, { "event_time": -10.0, "cohort": 12, "estimate": -0.5121040999016165 }, { "event_time": -9.0, "cohort": 12, "estimate": -0.47601075171248286 }, { "event_time": -8.0, "cohort": 12, "estimate": -0.671448585279995 }, { "event_time": -7.0, "cohort": 12, "estimate": -0.48014902623476996 }, { "event_time": -6.0, "cohort": 12, "estimate": -0.6532342260116043 }, { "event_time": -5.0, "cohort": 12, "estimate": -0.42517137632831886 }, { "event_time": -4.0, "cohort": 12, "estimate": -0.418600314053149 }, { "event_time": -3.0, "cohort": 12, "estimate": -0.35441952561718826 }, { "event_time": -2.0, "cohort": 12, "estimate": -0.530523007835093 }, { "event_time": 0.0, "cohort": 12, "estimate": 0.03771291377831812 }, { "event_time": 1.0, "cohort": 12, "estimate": -0.02120979861833431 }, { "event_time": 2.0, "cohort": 12, "estimate": 0.06598568844192328 }, { "event_time": 3.0, "cohort": 12, "estimate": 0.04834416733301852 }, { "event_time": 4.0, "cohort": 12, "estimate": -0.021590916590792923 }, { "event_time": 5.0, "cohort": 12, "estimate": -0.02544762782970731 }, { "event_time": 6.0, "cohort": 12, "estimate": 0.34909175983525587 }, { "event_time": 7.0, "cohort": 12, "estimate": -0.12906687516201515 }, { "event_time": 8.0, "cohort": 12, "estimate": 0.28292038747405596 }, { "event_time": 9.0, "cohort": 12, "estimate": 0.22238854437207928 }, { "event_time": 10.0, "cohort": 12, "estimate": 0.2628048508011554 }, { "event_time": 11.0, "cohort": 12, "estimate": 0.1300887092499336 }, { "event_time": -12.0, "cohort": 13, "estimate": -1.1661780389743983 }, { "event_time": -11.0, "cohort": 13, "estimate": -1.0344449623682839 }, { "event_time": -10.0, "cohort": 13, "estimate": -0.7827395075283328 }, { "event_time": -9.0, "cohort": 13, "estimate": -0.7566098079866646 }, { "event_time": -8.0, "cohort": 13, "estimate": -0.9285568661577459 }, { "event_time": -7.0, "cohort": 13, "estimate": -0.7994568682688978 }, { "event_time": -6.0, "cohort": 13, "estimate": -0.8616919626355244 }, { "event_time": -5.0, "cohort": 13, "estimate": -0.7034148837367971 }, { "event_time": -4.0, "cohort": 13, "estimate": -0.6409489060745464 }, { "event_time": -3.0, "cohort": 13, "estimate": -0.5505396266824032 }, { "event_time": -2.0, "cohort": 13, "estimate": -0.6287439139207986 }, { "event_time": 0.0, "cohort": 13, "estimate": -0.20911444391484688 }, { "event_time": 1.0, "cohort": 13, "estimate": -0.06067635758453522 }, { "event_time": 2.0, "cohort": 13, "estimate": -0.026255425999632737 }, { "event_time": 3.0, "cohort": 13, "estimate": -0.15644996824691793 }, { "event_time": 4.0, "cohort": 13, "estimate": -0.06862257498432073 }, { "event_time": 5.0, "cohort": 13, "estimate": -0.01613399983145597 }, { "event_time": 6.0, "cohort": 13, "estimate": -0.10062489522235585 }, { "event_time": 7.0, "cohort": 13, "estimate": 0.026199774961714363 }, { "event_time": 8.0, "cohort": 13, "estimate": -0.05745103392275133 }, { "event_time": 9.0, "cohort": 13, "estimate": -0.046740864662809634 }, { "event_time": 10.0, "cohort": 13, "estimate": 0.14666867808170747 }, { "event_time": 11.0, "cohort": 13, "estimate": 0.010254789845244666 }, { "event_time": -13.0, "cohort": 14, "estimate": -0.25736514213232764 }, { "event_time": -12.0, "cohort": 14, "estimate": -0.7679808274553661 }, { "event_time": -11.0, "cohort": 14, "estimate": -0.6529410650551596 }, { "event_time": -10.0, "cohort": 14, "estimate": -0.46585716874805155 }, { "event_time": -9.0, "cohort": 14, "estimate": -0.4855701108823073 }, { "event_time": -8.0, "cohort": 14, "estimate": -0.6312964487636776 }, { "event_time": -7.0, "cohort": 14, "estimate": -0.4583776703436343 }, { "event_time": -6.0, "cohort": 14, "estimate": -0.6418100668859109 }, { "event_time": -5.0, "cohort": 14, "estimate": -0.4069870757446266 }, { "event_time": -4.0, "cohort": 14, "estimate": -0.4278050255980393 }, { "event_time": -3.0, "cohort": 14, "estimate": -0.30581199319299956 }, { "event_time": -2.0, "cohort": 14, "estimate": -0.46862499654782386 }, { "event_time": 0.0, "cohort": 14, "estimate": 0.25929697918160755 }, { "event_time": 1.0, "cohort": 14, "estimate": 0.3053696362571555 }, { "event_time": 2.0, "cohort": 14, "estimate": 0.2358059719044382 }, { "event_time": 3.0, "cohort": 14, "estimate": 0.043309267707979035 }, { "event_time": 4.0, "cohort": 14, "estimate": 0.09223751099773027 }, { "event_time": 5.0, "cohort": 14, "estimate": 0.018679061600119302 }, { "event_time": 6.0, "cohort": 14, "estimate": -0.011551771780541883 }, { "event_time": 7.0, "cohort": 14, "estimate": -0.11907951544629451 }, { "event_time": 8.0, "cohort": 14, "estimate": -0.060795892164070685 }, { "event_time": 9.0, "cohort": 14, "estimate": -0.1414657862122447 }, { "event_time": 10.0, "cohort": 14, "estimate": -0.11982461312380499 }, { "event_time": 11.0, "cohort": 14, "estimate": -0.20539337030239846 }, { "event_time": -14.0, "cohort": 15, "estimate": -0.6153638608489573 }, { "event_time": -13.0, "cohort": 15, "estimate": -0.28164886171303294 }, { "event_time": -12.0, "cohort": 15, "estimate": -0.7844455681416631 }, { "event_time": -11.0, "cohort": 15, "estimate": -0.6657826060172365 }, { "event_time": -10.0, "cohort": 15, "estimate": -0.513462856776961 }, { "event_time": -9.0, "cohort": 15, "estimate": -0.5235822540163781 }, { "event_time": -8.0, "cohort": 15, "estimate": -0.6116584168347438 }, { "event_time": -7.0, "cohort": 15, "estimate": -0.48954292255363546 }, { "event_time": -6.0, "cohort": 15, "estimate": -0.6384742251541562 }, { "event_time": -5.0, "cohort": 15, "estimate": -0.45113169781119883 }, { "event_time": -4.0, "cohort": 15, "estimate": -0.39988556985871476 }, { "event_time": -3.0, "cohort": 15, "estimate": -0.25653440050311754 }, { "event_time": -2.0, "cohort": 15, "estimate": -0.5266745415061074 }, { "event_time": 0.0, "cohort": 15, "estimate": 0.013894253087115614 }, { "event_time": 1.0, "cohort": 15, "estimate": 0.012835779370565105 }, { "event_time": 2.0, "cohort": 15, "estimate": 0.05946101594160752 }, { "event_time": 3.0, "cohort": 15, "estimate": 0.07775893773590822 }, { "event_time": 4.0, "cohort": 15, "estimate": -0.002432554145676875 }, { "event_time": 5.0, "cohort": 15, "estimate": -0.042921127010895045 }, { "event_time": 6.0, "cohort": 15, "estimate": -0.0819240819241613 }, { "event_time": 7.0, "cohort": 15, "estimate": -0.09934958635311236 }, { "event_time": 8.0, "cohort": 15, "estimate": -0.07298309199557343 }, { "event_time": 9.0, "cohort": 15, "estimate": -0.18077905208794826 }, { "event_time": 10.0, "cohort": 15, "estimate": -0.13056094606230753 }, { "event_time": 11.0, "cohort": 15, "estimate": -0.31247062209053683 }, { "event_time": -15.0, "cohort": 16, "estimate": -0.6590114476224284 }, { "event_time": -14.0, "cohort": 16, "estimate": -0.5326972634691968 }, { "event_time": -13.0, "cohort": 16, "estimate": -0.44092576868787736 }, { "event_time": -12.0, "cohort": 16, "estimate": -0.7480483873487911 }, { "event_time": -11.0, "cohort": 16, "estimate": -0.6278091807609093 }, { "event_time": -10.0, "cohort": 16, "estimate": -0.4709805821571393 }, { "event_time": -9.0, "cohort": 16, "estimate": -0.48259874490277305 }, { "event_time": -8.0, "cohort": 16, "estimate": -0.5516627220387552 }, { "event_time": -7.0, "cohort": 16, "estimate": -0.4705252103271227 }, { "event_time": -6.0, "cohort": 16, "estimate": -0.6078501690157192 }, { "event_time": -5.0, "cohort": 16, "estimate": -0.4312645326443506 }, { "event_time": -4.0, "cohort": 16, "estimate": -0.3932728215457646 }, { "event_time": -3.0, "cohort": 16, "estimate": -0.288609459183533 }, { "event_time": -2.0, "cohort": 16, "estimate": -0.4957896262705943 }, { "event_time": 0.0, "cohort": 16, "estimate": -0.01935205029210062 }, { "event_time": 1.0, "cohort": 16, "estimate": 0.058552048890650514 }, { "event_time": 2.0, "cohort": 16, "estimate": 0.1048309450744879 }, { "event_time": 3.0, "cohort": 16, "estimate": 0.25042800653906383 }, { "event_time": 4.0, "cohort": 16, "estimate": 0.2636814832166899 }, { "event_time": 5.0, "cohort": 16, "estimate": 0.2314161286396104 }, { "event_time": 6.0, "cohort": 16, "estimate": 0.2657313410819075 }, { "event_time": 7.0, "cohort": 16, "estimate": 0.1364964772481399 }, { "event_time": 8.0, "cohort": 16, "estimate": 0.1384095156256625 }, { "event_time": 9.0, "cohort": 16, "estimate": 0.31158549403783714 }, { "event_time": 10.0, "cohort": 16, "estimate": 0.06653854723926048 }, { "event_time": -16.0, "cohort": 17, "estimate": -0.6113886424591636 }, { "event_time": -15.0, "cohort": 17, "estimate": -0.621917250832955 }, { "event_time": -14.0, "cohort": 17, "estimate": -0.5134308632303914 }, { "event_time": -13.0, "cohort": 17, "estimate": -0.46223995219353564 }, { "event_time": -12.0, "cohort": 17, "estimate": -0.7439221077378804 }, { "event_time": -11.0, "cohort": 17, "estimate": -0.6260185682034687 }, { "event_time": -10.0, "cohort": 17, "estimate": -0.5735472553644686 }, { "event_time": -9.0, "cohort": 17, "estimate": -0.41157058691232573 }, { "event_time": -8.0, "cohort": 17, "estimate": -0.6872022690365931 }, { "event_time": -7.0, "cohort": 17, "estimate": -0.5905309129462711 }, { "event_time": -6.0, "cohort": 17, "estimate": -0.6856452828454374 }, { "event_time": -5.0, "cohort": 17, "estimate": -0.4585556400591774 }, { "event_time": -4.0, "cohort": 17, "estimate": -0.37602585359579227 }, { "event_time": -3.0, "cohort": 17, "estimate": -0.3381289340558662 }, { "event_time": -2.0, "cohort": 17, "estimate": -0.514624927642953 }, { "event_time": 0.0, "cohort": 17, "estimate": 0.5805652799462917 }, { "event_time": 1.0, "cohort": 17, "estimate": 0.6370761886782073 }, { "event_time": 2.0, "cohort": 17, "estimate": 0.5153920212753906 }, { "event_time": 3.0, "cohort": 17, "estimate": 0.4503182645797441 }, { "event_time": 4.0, "cohort": 17, "estimate": 0.5114282952929654 }, { "event_time": 5.0, "cohort": 17, "estimate": 0.4591639282266743 }, { "event_time": 6.0, "cohort": 17, "estimate": 0.11489419614517565 }, { "event_time": 7.0, "cohort": 17, "estimate": 0.10079126462759107 }, { "event_time": 8.0, "cohort": 17, "estimate": 0.06630837160244091 }, { "event_time": 9.0, "cohort": 17, "estimate": 0.09178111873019518 }, { "event_time": -17.0, "cohort": 18, "estimate": -1.0355550758784466 }, { "event_time": -16.0, "cohort": 18, "estimate": -1.115772058684391 }, { "event_time": -15.0, "cohort": 18, "estimate": -1.0868208449051213 }, { "event_time": -14.0, "cohort": 18, "estimate": -1.036901828304282 }, { "event_time": -13.0, "cohort": 18, "estimate": -0.9883496628401142 }, { "event_time": -12.0, "cohort": 18, "estimate": -1.245281372495256 }, { "event_time": -11.0, "cohort": 18, "estimate": -1.1697740613964343 }, { "event_time": -10.0, "cohort": 18, "estimate": -0.9173506110435509 }, { "event_time": -9.0, "cohort": 18, "estimate": -0.9843259226296446 }, { "event_time": -8.0, "cohort": 18, "estimate": -1.0977430117564833 }, { "event_time": -7.0, "cohort": 18, "estimate": -0.9957038755189315 }, { "event_time": -6.0, "cohort": 18, "estimate": -1.0830742568681764 }, { "event_time": -5.0, "cohort": 18, "estimate": -0.9088422519431912 }, { "event_time": -4.0, "cohort": 18, "estimate": -0.8695724366227504 }, { "event_time": -3.0, "cohort": 18, "estimate": -0.7996337806402447 }, { "event_time": -2.0, "cohort": 18, "estimate": -0.5317882177929394 }, { "event_time": 0.0, "cohort": 18, "estimate": 0.019291953737508458 }, { "event_time": 1.0, "cohort": 18, "estimate": -0.07678237534731269 }, { "event_time": 2.0, "cohort": 18, "estimate": -0.028520585786322716 }, { "event_time": 3.0, "cohort": 18, "estimate": 0.025324476426144105 }, { "event_time": 4.0, "cohort": 18, "estimate": -0.02069611078384831 }, { "event_time": 5.0, "cohort": 18, "estimate": -0.1787711649109213 }, { "event_time": 6.0, "cohort": 18, "estimate": -0.23234351518862595 }, { "event_time": 7.0, "cohort": 18, "estimate": -0.2837563915377885 }, { "event_time": 8.0, "cohort": 18, "estimate": -0.24821762954045734 }, { "event_time": -18.0, "cohort": 19, "estimate": -0.5270451782092308 }, { "event_time": -17.0, "cohort": 19, "estimate": -0.45975763753157123 }, { "event_time": -16.0, "cohort": 19, "estimate": -0.5199049600122141 }, { "event_time": -15.0, "cohort": 19, "estimate": -0.5071547193960735 }, { "event_time": -14.0, "cohort": 19, "estimate": -0.3771275066628187 }, { "event_time": -13.0, "cohort": 19, "estimate": -0.3199162323585842 }, { "event_time": -12.0, "cohort": 19, "estimate": -0.58159947621624 }, { "event_time": -11.0, "cohort": 19, "estimate": -0.44109799732689164 }, { "event_time": -10.0, "cohort": 19, "estimate": -0.288731943769635 }, { "event_time": -9.0, "cohort": 19, "estimate": -0.5963703621975698 }, { "event_time": -8.0, "cohort": 19, "estimate": -0.3932758354553075 }, { "event_time": -7.0, "cohort": 19, "estimate": -0.2292806128859013 }, { "event_time": -6.0, "cohort": 19, "estimate": -0.37339540569091273 }, { "event_time": -5.0, "cohort": 19, "estimate": -0.18445700500667112 }, { "event_time": -4.0, "cohort": 19, "estimate": -0.17598717475600234 }, { "event_time": -3.0, "cohort": 19, "estimate": -0.06615206337361768 }, { "event_time": -2.0, "cohort": 19, "estimate": -0.5155148701653458 }, { "event_time": 0.0, "cohort": 19, "estimate": -0.004572478530945501 }, { "event_time": 1.0, "cohort": 19, "estimate": 0.6297156152013539 }, { "event_time": 2.0, "cohort": 19, "estimate": 1.0278643620450318 }, { "event_time": 3.0, "cohort": 19, "estimate": 0.08139446992930527 }, { "event_time": 4.0, "cohort": 19, "estimate": -0.0822477285572234 }, { "event_time": 5.0, "cohort": 19, "estimate": 0.2457740114974894 }, { "event_time": 6.0, "cohort": 19, "estimate": 0.2777927760440405 }, { "event_time": 7.0, "cohort": 19, "estimate": 0.266572530451508 }, { "event_time": -19.0, "cohort": 20, "estimate": -0.8558326997356114 }, { "event_time": -18.0, "cohort": 20, "estimate": -1.0805509535776223 }, { "event_time": -17.0, "cohort": 20, "estimate": -0.8892001937102876 }, { "event_time": -16.0, "cohort": 20, "estimate": -0.7508847709198558 }, { "event_time": -15.0, "cohort": 20, "estimate": -0.9735972611325471 }, { "event_time": -14.0, "cohort": 20, "estimate": -0.8345477574106589 }, { "event_time": -13.0, "cohort": 20, "estimate": -0.8114722585382994 }, { "event_time": -12.0, "cohort": 20, "estimate": -1.3008219173113054 }, { "event_time": -11.0, "cohort": 20, "estimate": -0.8902143971155563 }, { "event_time": -10.0, "cohort": 20, "estimate": -0.6260499488191451 }, { "event_time": -9.0, "cohort": 20, "estimate": -0.7551513461610256 }, { "event_time": -8.0, "cohort": 20, "estimate": -0.9251824786421871 }, { "event_time": -7.0, "cohort": 20, "estimate": -0.7988141338474618 }, { "event_time": -6.0, "cohort": 20, "estimate": -0.764987464553647 }, { "event_time": -5.0, "cohort": 20, "estimate": -0.5614696036400992 }, { "event_time": -4.0, "cohort": 20, "estimate": -0.8428475254116898 }, { "event_time": -3.0, "cohort": 20, "estimate": -0.7065094805502316 }, { "event_time": -2.0, "cohort": 20, "estimate": -0.8727345008955674 }, { "event_time": 0.0, "cohort": 20, "estimate": -0.6133079642102582 }, { "event_time": 1.0, "cohort": 20, "estimate": -0.12935332454081083 }, { "event_time": 2.0, "cohort": 20, "estimate": -0.43857365184377883 }, { "event_time": 3.0, "cohort": 20, "estimate": -0.28585714980546073 }, { "event_time": 4.0, "cohort": 20, "estimate": -0.11569173600887381 }, { "event_time": 5.0, "cohort": 20, "estimate": -0.26556278253456106 }, { "event_time": 6.0, "cohort": 20, "estimate": 0.11224963702342276 }, { "event_time": -20.0, "cohort": 21, "estimate": -0.9720890629916353 }, { "event_time": -19.0, "cohort": 21, "estimate": -0.9701568167914325 }, { "event_time": -18.0, "cohort": 21, "estimate": -0.9103143996567185 }, { "event_time": -17.0, "cohort": 21, "estimate": -0.9029935347258222 }, { "event_time": -16.0, "cohort": 21, "estimate": -0.7029199736070727 }, { "event_time": -15.0, "cohort": 21, "estimate": -0.7136780762224049 }, { "event_time": -14.0, "cohort": 21, "estimate": -0.7709561007938643 }, { "event_time": -13.0, "cohort": 21, "estimate": -0.6881104993559135 }, { "event_time": -12.0, "cohort": 21, "estimate": -0.8151177618181106 }, { "event_time": -11.0, "cohort": 21, "estimate": -0.6825239391514516 }, { "event_time": -10.0, "cohort": 21, "estimate": -0.9061575759373166 }, { "event_time": -9.0, "cohort": 21, "estimate": -0.6605998177055399 }, { "event_time": -8.0, "cohort": 21, "estimate": -0.9101659148123421 }, { "event_time": -7.0, "cohort": 21, "estimate": -0.47230339638621377 }, { "event_time": -6.0, "cohort": 21, "estimate": -0.843833112105951 }, { "event_time": -5.0, "cohort": 21, "estimate": -0.5243134753340342 }, { "event_time": -4.0, "cohort": 21, "estimate": -0.687765917939749 }, { "event_time": -3.0, "cohort": 21, "estimate": -0.42077060423290313 }, { "event_time": -2.0, "cohort": 21, "estimate": -0.7005148829954793 }, { "event_time": 0.0, "cohort": 21, "estimate": 0.02709016890558061 }, { "event_time": 1.0, "cohort": 21, "estimate": 0.022125209098615053 }, { "event_time": 2.0, "cohort": 21, "estimate": 0.21456635595684526 }, { "event_time": 3.0, "cohort": 21, "estimate": 0.7548651528854624 }, { "event_time": 4.0, "cohort": 21, "estimate": 0.34624341187718255 }, { "event_time": 5.0, "cohort": 21, "estimate": 0.6653574038679643 }, { "event_time": -21.0, "cohort": 22, "estimate": -0.9726225614923572 }, { "event_time": -20.0, "cohort": 22, "estimate": -0.7744453076509792 }, { "event_time": -19.0, "cohort": 22, "estimate": -0.910587713324105 }, { "event_time": -18.0, "cohort": 22, "estimate": -1.06327687018124 }, { "event_time": -17.0, "cohort": 22, "estimate": -1.0404744961751322 }, { "event_time": -16.0, "cohort": 22, "estimate": -1.085895374493457 }, { "event_time": -15.0, "cohort": 22, "estimate": -1.1499434950179914 }, { "event_time": -14.0, "cohort": 22, "estimate": -0.9592908417320827 }, { "event_time": -13.0, "cohort": 22, "estimate": -0.9400523786854309 }, { "event_time": -12.0, "cohort": 22, "estimate": -1.2113015235936524 }, { "event_time": -11.0, "cohort": 22, "estimate": -1.1333990151136233 }, { "event_time": -10.0, "cohort": 22, "estimate": -0.9256221073520959 }, { "event_time": -9.0, "cohort": 22, "estimate": -0.882130688393181 }, { "event_time": -8.0, "cohort": 22, "estimate": -1.0269178476726144 }, { "event_time": -7.0, "cohort": 22, "estimate": -0.3215181330716654 }, { "event_time": -6.0, "cohort": 22, "estimate": -0.48044798374307846 }, { "event_time": -5.0, "cohort": 22, "estimate": -0.2711183767611215 }, { "event_time": -4.0, "cohort": 22, "estimate": -0.2421393230226307 }, { "event_time": -3.0, "cohort": 22, "estimate": -0.24576784769515242 }, { "event_time": -2.0, "cohort": 22, "estimate": -0.49240167803132084 }, { "event_time": 0.0, "cohort": 22, "estimate": 0.5616945623367311 }, { "event_time": 1.0, "cohort": 22, "estimate": -0.08469642639368824 }, { "event_time": 2.0, "cohort": 22, "estimate": -0.13301690301333186 }, { "event_time": 3.0, "cohort": 22, "estimate": -0.14425757911538917 }, { "event_time": 4.0, "cohort": 22, "estimate": -0.150620353021692 }, { "event_time": -2.0, "cohort": 23, "estimate": -0.4395717878323484 }, { "event_time": 0.0, "cohort": 23, "estimate": 0.15483815356459202 }, { "event_time": 1.0, "cohort": 23, "estimate": 0.1863468921051195 }, { "event_time": 2.0, "cohort": 23, "estimate": 0.14409934395713708 }, { "event_time": 3.0, "cohort": 23, "estimate": 0.21894207353612427 } ] } } }, "code_sha256": { "replication_engine.py": "b42dd52795225c55faa7af833b12a94304ddde96f066412b80dea4620c4bcc24", "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf", "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa", "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb", "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555" } }, "alternative_status": [ { "method": "CS-DID", "status": "unsupported", "reason": "csdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "SDID", "status": "unsupported", "reason": "sdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Matrix completion", "status": "unsupported", "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Horizontal ridge", "status": "unsupported", "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (cohort-averaged)", "status": "unsupported", "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (individual)", "status": "unsupported", "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented." } ], "finished": 1791581181.7731571, "adapter_sample_audit": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 23649, "source_sd": 0.35103471486476406, "rows": 12279, "units": 491, "clusters": 115, "treated_units": 193, "never_treated_units": 298, "treated_cohorts": 21, "latest_cohort_control_index": null, "unique_unit_period_cells": 12279, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 693, "additional_rows_removed": 11370 } } }, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": 0.0005383727640926804, "SE": 0.04606712673752826, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": -0.09072025049282846, "upper": 0.09179699602101384, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": -0.07467736218313017, "SE": 0.04482978193546973, "Aggregation": "equal_periods", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.1634848149172329, "upper": 0.014130090550972557, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": -0.007124757234131774, "SE": 0.04599155270584948, "Aggregation": "equal_periods", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.09823366891637028, "upper": 0.08398415444810672, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": -0.08795761261594937, "SE": 0.03952611877863586, "Aggregation": "equal_periods", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.16625854948530588, "upper": -0.009656675746592833, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (equal event-time)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Equal post-event times", "Event study": "No", "Status": "unsupported", "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "SDID", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Matrix completion", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Horizontal ridge", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (cohort-averaged)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (individual)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" } ] }, { "study_id": 21, "specification_id": "S21-P005", "source_specification_id": "LANDMINES-F9B-CANCELLATION", "role": "active_comparison", "published_source_location": "", "outcome_label": "", "outcome_variable": "", "treatment_label": "", "unit_fixed_effects": "", "time_fixed_effects": "", "allowed_adjustments": "", "published_weights": "", "published_clustering": "", "panel_structure": "", "design": "", "descriptive_metadata_status": "not_recorded_in_exported_source_metadata", "title": "Landmines and Spatial Development", "status": "source_missing", "reason": "The included native sample lacks firstyear_sha_st (cancellation timing) required by this figure.", "specification_type": "event_study_post_average", "run_status": "The included native sample lacks firstyear_sha_st (cancellation timing) required by this figure.", "expanded_status": "unavailable", "expanded_reason": "The included native sample lacks firstyear_sha_st (cancellation timing) required by this figure.", "alternative_status": [ { "method": "CS-DID", "status": "unavailable", "reason": "The included native sample lacks firstyear_sha_st (cancellation timing) required by this figure." }, { "method": "SDID", "status": "unavailable", "reason": "The included native sample lacks firstyear_sha_st (cancellation timing) required by this figure." }, { "method": "Matrix completion", "status": "unavailable", "reason": "The included native sample lacks firstyear_sha_st (cancellation timing) required by this figure." }, { "method": "Horizontal ridge", "status": "unavailable", "reason": "The included native sample lacks firstyear_sha_st (cancellation timing) required by this figure." }, { "method": "Multisynth (cohort-averaged)", "status": "unavailable", "reason": "The included native sample lacks firstyear_sha_st (cancellation timing) required by this figure." }, { "method": "Multisynth (individual)", "status": "unavailable", "reason": "The included native sample lacks firstyear_sha_st (cancellation timing) required by this figure." } ], "finished": 1791581181.8956091 }, { "study_id": 21, "specification_id": "S21-P006", "source_specification_id": "LANDMINES-T2-C1-INITIAL", "role": "active_comparison", "published_source_location": "", "outcome_label": "", "outcome_variable": "", "treatment_label": "", "unit_fixed_effects": "", "time_fixed_effects": "", "allowed_adjustments": "", "published_weights": "", "published_clustering": "", "panel_structure": "", "design": "", "descriptive_metadata_status": "not_recorded_in_exported_source_metadata", "title": "Landmines and Spatial Development", "status": "ready", "reason": "", "config": "analyses/full-archive/configs/S21-P006.json", "input_bytes": 455202, "specification_type": "scalar", "run_status": "completed", "expanded_status": "unsupported", "expanded_reason": "No enabled adapter supports this specification; per-estimator reasons below.", "regression_result": { "schema": "did-replication-v2", "config": { "outcomes": [ "y" ], "treatments": [ "d" ], "unit": "unit", "time": "time", "cluster": "cluster", "covariates": [], "baseline_by_time": [ "baseline_x", "baseline_y", "baseline_x2", "baseline_y2", "baseline_xy", "baseline_x3", "baseline_y3", "baseline_x2y", "baseline_xy2", "baseline_ln_dist_zbw", "baseline_ln_dist_zam", "baseline_ln_dist_za", "baseline_ln_dist_mwi", "baseline_ln_dist_swz", "baseline_ln_dist_tza", "baseline_elev", "baseline_sachs", "baseline_suit" ], "weight": null, "period_step": 1, "period_values": null, "display_window": [ -10, 10 ], "seed": 20261008, "panelview_max_units": 100, "test_mode": "classical", "test_horizon": null, "post_horizon": null, "post_weighting": "observations", "sample_query": null, "reversal_policy": "drop_post_untreated", "labels": {}, "allow_repeated_cells": true, "time_fe": "archive_time_fe", "unit_fe": null, "frequency_weights": false, "source_sd": null, "require_never_control_periods": false, "latest_cohort_control": true, "slug": "s21-p006", "specification_id": "S21-P006", "source_specification_id": "LANDMINES-T2-C1-INITIAL", "study_id": 21, "study": "Landmines and Spatial Development", "citation": "Chiovelli et al. (2025), ECMA. https://doi.org/10.3982/ECTA17951", "description": "LANDMINES-T2-C1-INITIAL", "data": "analyses/full-archive/prepared/S21-P006.parquet", "output_dir": "analyses/full-archive/results/S21-P006" }, "source": { "file": "S21-P006.parquet", "bytes": 455202, "sha256": "5e75f943596a9ba854f5485ab819476a1ca8d983886062740cb0372facbaf1d7" }, "versions": { "pyfixest": "0.60.0", "polars": "2.0.0", "duckreg": "0.4.1", "numpy": "2.5.3", "pandas": "3.0.6" }, "specifications": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 30784, "source_sd": 0.3604951300434853, "rows": 30784, "units": 1184, "clusters": 140, "treated_units": 886, "never_treated_units": 298, "treated_cohorts": 22, "latest_cohort_control_index": null, "unique_unit_period_cells": 30784, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 0, "additional_rows_removed": 0 }, "estimates": [ { "method": "Static TWFE", "estimate": 0.03689608254943053, "se": 0.027367032664663254, "pvalue": 0.17978870177231826, "lower": -0.017213404820540977, "upper": 0.09100556991940204 }, { "method": "Dynamic TWFE", "estimate": 0.13734681236512186, "se": 0.03220903817063694, "pvalue": 3.683105691062077e-05, "lower": 0.07366381956687965, "upper": 0.20102980516336408 }, { "method": "BJS / did2s", "estimate": 0.13779755463760618, "se": 0.036161635724128185, "pvalue": 0.0002074860340813227, "lower": 0.06629957400272608, "upper": 0.2092955352724863 }, { "method": "Sun\u2013Abraham", "estimate": 0.1349766057015137, "se": 0.033223537031660706, "pvalue": 8.072641160519813e-05, "lower": 0.06928776835373449, "upper": 0.20066544304929293 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -22, "estimate": 0.2637222341831427, "se": 0.13275915153542325, "pvalue": 0.04894744308712945, "lower": 0.0012337970450672642, "upper": 0.5262106713212182 }, { "event_time": -21, "estimate": 0.05945057329163655, "se": 0.18603314618218564, "pvalue": 0.749774278062553, "lower": -0.3083700193566347, "upper": 0.4272711659399078 }, { "event_time": -20, "estimate": -0.18696667896042682, "se": 0.13153138954302127, "pvalue": 0.15742265361853483, "lower": -0.4470276124361492, "upper": 0.07309425451529553 }, { "event_time": -19, "estimate": -0.06458329906700573, "se": 0.1126614072538722, "pvalue": 0.5674008034184148, "lower": -0.2873349238990955, "upper": 0.158168325765084 }, { "event_time": -18, "estimate": 0.02087187401545503, "se": 0.08675880600892197, "pvalue": 0.8102401131772033, "lower": -0.15066570462876352, "upper": 0.1924094526596736 }, { "event_time": -17, "estimate": 0.048151729439668244, "se": 0.09824337895204702, "pvalue": 0.6248167862900899, "lower": -0.14609289100298156, "upper": 0.24239634988231806 }, { "event_time": -16, "estimate": 0.1088594032164987, "se": 0.06061980256711189, "pvalue": 0.07470291019812551, "lower": -0.010996720082196834, "upper": 0.22871552651519422 }, { "event_time": -15, "estimate": 0.07515201431538647, "se": 0.05623233134544658, "pvalue": 0.18358396079277323, "lower": -0.036029298616990016, "upper": 0.18633332724776297 }, { "event_time": -14, "estimate": 0.018713888634743815, "se": 0.050344936287492474, "pvalue": 0.7106722570277825, "lower": -0.08082699793377135, "upper": 0.11825477520325897 }, { "event_time": -13, "estimate": 0.024382939113116654, "se": 0.054376608102500654, "pvalue": 0.6545565318238689, "lower": -0.0831292791604882, "upper": 0.1318951573867215 }, { "event_time": -12, "estimate": -0.04239064307633337, "se": 0.05046714130569912, "pvalue": 0.4023703275265912, "lower": -0.14217315068466765, "upper": 0.05739186453200091 }, { "event_time": -11, "estimate": -0.027362789737389617, "se": 0.04494565913557769, "pvalue": 0.5436525520373271, "lower": -0.11622834579278926, "upper": 0.06150276631801002 }, { "event_time": -10, "estimate": -0.03851080151122036, "se": 0.03836330207148498, "pvalue": 0.31719774600047945, "lower": -0.1143618678048543, "upper": 0.03734026478241358 }, { "event_time": -9, "estimate": -0.062111786301504046, "se": 0.032403036386061526, "pvalue": 0.05730895565874587, "lower": -0.12617834804987466, "upper": 0.0019547754468665496 }, { "event_time": -8, "estimate": -0.03489557380815346, "se": 0.032711268601037354, "pvalue": 0.2879226576203019, "lower": -0.09957156542594457, "upper": 0.029780417809637652 }, { "event_time": -7, "estimate": -0.06887051728983697, "se": 0.029918278075745312, "pvalue": 0.022823732161794417, "lower": -0.1280242702563081, "upper": -0.00971676432336583 }, { "event_time": -6, "estimate": -0.03900389944465645, "se": 0.029088680270898924, "pvalue": 0.1821524434537337, "lower": -0.09651739011109922, "upper": 0.018509591221786324 }, { "event_time": -5, "estimate": -0.028290479374874923, "se": 0.028927441122806513, "pvalue": 0.3297829023005655, "lower": -0.08548517158939359, "upper": 0.028904212839643742 }, { "event_time": -4, "estimate": -0.015527094121042933, "se": 0.02665231896439709, "pvalue": 0.561120275660351, "lower": -0.06822346548346013, "upper": 0.03716927724137426 }, { "event_time": -3, "estimate": -0.02823006500457051, "se": 0.021343214758148224, "pvalue": 0.18811660903963373, "lower": -0.07042939379339451, "upper": 0.013969263784253491 }, { "event_time": -2, "estimate": -0.01768559146825149, "se": 0.01643074764060298, "pvalue": 0.2836257072797223, "lower": -0.0501720996999738, "upper": 0.014800916763470815 }, { "event_time": 0, "estimate": -0.023297824150852638, "se": 0.018827876532128297, "pvalue": 0.21802075676868457, "lower": -0.060523882229631, "upper": 0.013928233927925728 }, { "event_time": 1, "estimate": 0.027428519062617666, "se": 0.022118528995670267, "pvalue": 0.21703889491368114, "lower": -0.016303743766115125, "upper": 0.07116078189135046 }, { "event_time": 2, "estimate": 0.013404557710567857, "se": 0.02136869701644425, "pvalue": 0.5314924772258073, "lower": -0.028845154031728756, "upper": 0.055654269452864474 }, { "event_time": 3, "estimate": 0.028185731177418235, "se": 0.024706973429298753, "pvalue": 0.25591460476966726, "lower": -0.020664346326565792, "upper": 0.07703580868140227 }, { "event_time": 4, "estimate": 0.04301520639162186, "se": 0.022524182126992472, "pvalue": 0.05822761216681104, "lower": -0.0015191047722309461, "upper": 0.08754951755547466 }, { "event_time": 5, "estimate": 0.061264906476321226, "se": 0.025742080357615583, "pvalue": 0.018672408456688622, "lower": 0.010368238611203548, "upper": 0.1121615743414389 }, { "event_time": 6, "estimate": 0.06092427195814847, "se": 0.02770163107340603, "pvalue": 0.029509291647698523, "lower": 0.006153224067760837, "upper": 0.11569531984853611 }, { "event_time": 7, "estimate": 0.08239343130948677, "se": 0.035877699487972974, "pvalue": 0.02314179517493638, "lower": 0.011456843075908385, "upper": 0.15333001954306516 }, { "event_time": 8, "estimate": 0.07426950839105192, "se": 0.03416219717610517, "pvalue": 0.03139617257513123, "lower": 0.00672477311481022, "upper": 0.14181424366729362 }, { "event_time": 9, "estimate": 0.12330036921469721, "se": 0.039357782180456324, "pvalue": 0.0021119170329872423, "lower": 0.0454830390021564, "upper": 0.201117699427238 }, { "event_time": 10, "estimate": 0.08624243054203848, "se": 0.042214814994152174, "pvalue": 0.04294787780166672, "lower": 0.002776238692120292, "upper": 0.16970862239195666 }, { "event_time": 11, "estimate": 0.17005963106580899, "se": 0.04724736575107235, "pvalue": 0.00044276593721631006, "lower": 0.07664319196194126, "upper": 0.2634760701696767 }, { "event_time": 12, "estimate": 0.193611479500768, "se": 0.05063833476028268, "pvalue": 0.00019796600371703376, "lower": 0.09349049200745257, "upper": 0.29373246699408345 }, { "event_time": 13, "estimate": 0.19864369945866137, "se": 0.05683640471812261, "pvalue": 0.0006364840016383924, "lower": 0.08626802610987208, "upper": 0.3110193728074506 }, { "event_time": 14, "estimate": 0.2305092117665536, "se": 0.05831059826500282, "pvalue": 0.00012230531126810712, "lower": 0.11521879577528535, "upper": 0.3457996277578218 }, { "event_time": 15, "estimate": 0.24368293334690802, "se": 0.06397177350988703, "pvalue": 0.00020853270091078882, "lower": 0.11719936776701861, "upper": 0.3701664989267974 }, { "event_time": 16, "estimate": 0.2792476698555725, "se": 0.07051350352991768, "pvalue": 0.0001190963577482889, "lower": 0.13982994140044877, "upper": 0.41866539831069616 }, { "event_time": 17, "estimate": 0.38889111353498423, "se": 0.07753201025084865, "pvalue": 1.584673658011293e-06, "lower": 0.23559654993205015, "upper": 0.5421856771379183 }, { "event_time": 18, "estimate": 0.40543966882289106, "se": 0.0761810960600093, "pvalue": 4.013696097624381e-07, "lower": 0.25481610266578236, "upper": 0.5560632349799998 }, { "event_time": 19, "estimate": 0.3901790190399101, "se": 0.07719067607120071, "pvalue": 1.3348963944030373e-06, "lower": 0.23755933377358307, "upper": 0.5427987043062371 }, { "event_time": 20, "estimate": 0.42241339483300894, "se": 0.0908055544372806, "pvalue": 7.5817563010286125e-06, "lower": 0.24287467533962342, "upper": 0.6019521143263944 }, { "event_time": 21, "estimate": 0.4369059447281496, "se": 0.10309137374247918, "pvalue": 4.084426264916712e-05, "lower": 0.23307597697741214, "upper": 0.6407359124788871 }, { "event_time": 22, "estimate": 0.4855250610236916, "se": 0.1298926401317717, "pvalue": 0.00027026250034520717, "lower": 0.2287042263799135, "upper": 0.7423458956674697 }, { "event_time": 23, "estimate": 0.41969946541020053, "se": 0.1548883399600844, "pvalue": 0.007582644579252254, "lower": 0.11345768985783578, "upper": 0.7259412409625653 }, { "event_time": 24, "estimate": 0.054969867539655125, "se": 0.2854307540481027, "pvalue": 0.8475645744631207, "lower": -0.5093774612487324, "upper": 0.6193171963280427 } ], "BJS / did2s": [ { "event_time": -22, "estimate": 0.2066600053387374, "se": 0.10120327243401647, "pvalue": 0.043039677999930595, "lower": 0.0065631494366734655, "upper": 0.40675686124080135 }, { "event_time": -21, "estimate": 0.05552302309033135, "se": 0.1230867244152725, "pvalue": 0.6526285991528888, "lower": -0.18784130660402584, "upper": 0.29888735278468853 }, { "event_time": -20, "estimate": -0.11772660905424319, "se": 0.09956522736274098, "pvalue": 0.23906296619144887, "lower": -0.31458475872967007, "upper": 0.07913154062118367 }, { "event_time": -19, "estimate": -0.02644750843999088, "se": 0.06022177533466396, "pvalue": 0.6612213675207443, "lower": -0.14551666116094983, "upper": 0.09262164428096809 }, { "event_time": -18, "estimate": 0.023920019627322594, "se": 0.04134178435864964, "pvalue": 0.5638009249273805, "lower": -0.05782003549728233, "upper": 0.10566007475192753 }, { "event_time": -17, "estimate": 0.03095056109987424, "se": 0.05250090767304726, "pvalue": 0.5564666109086102, "lower": -0.07285306406679842, "upper": 0.1347541862665469 }, { "event_time": -16, "estimate": 0.09906688448936299, "se": 0.036318106406912354, "pvalue": 0.007199866376072562, "lower": 0.027259533505946232, "upper": 0.17087423547277975 }, { "event_time": -15, "estimate": 0.06326687278431994, "se": 0.030365881961419004, "pvalue": 0.03903831735594349, "lower": 0.0032281273856994697, "upper": 0.12330561818294042 }, { "event_time": -14, "estimate": 0.0017522292075137836, "se": 0.015879486365690282, "pvalue": 0.912294566649138, "lower": -0.029644337511076993, "upper": 0.03314879592610456 }, { "event_time": -13, "estimate": 0.015312237726458818, "se": 0.030624100267249398, "pvalue": 0.6178614030816542, "lower": -0.045237051154505145, "upper": 0.07586152660742278 }, { "event_time": -12, "estimate": -0.01747407308843987, "se": 0.02777981698795087, "pvalue": 0.5303680508476347, "lower": -0.07239970842743447, "upper": 0.037451562250554724 }, { "event_time": -11, "estimate": -0.001770376970258134, "se": 0.018307486927302885, "pvalue": 0.9231020643709728, "lower": -0.037967532314319374, "upper": 0.034426778373803105 }, { "event_time": -10, "estimate": -0.009045266062381463, "se": 0.018773033737550383, "pvalue": 0.6306899465307372, "lower": -0.046162890189371586, "upper": 0.028072358064608657 }, { "event_time": -9, "estimate": -0.026087052998509743, "se": 0.013478774321512054, "pvalue": 0.054969393353017995, "lower": -0.05273698534043568, "upper": 0.0005628793434161901 }, { "event_time": -8, "estimate": -0.0008644078483661152, "se": 0.01308100168162675, "pvalue": 0.9474081544179015, "lower": -0.02672787298729911, "upper": 0.02499905729056688 }, { "event_time": -7, "estimate": -0.026336676295271488, "se": 0.010632284655699037, "pvalue": 0.01444671409246951, "lower": -0.04735859267695999, "upper": -0.005314759913582982 }, { "event_time": -6, "estimate": 0.0021157312625832312, "se": 0.012969262410578499, "pvalue": 0.8706496502667012, "lower": -0.023526805478682376, "upper": 0.02775826800384884 }, { "event_time": -5, "estimate": 0.0035875681304546434, "se": 0.013515165307468276, "pvalue": 0.7910579528677637, "lower": -0.023134315658276176, "upper": 0.03030945191918546 }, { "event_time": -4, "estimate": 0.011487324081237987, "se": 0.012676242077955134, "pvalue": 0.3663934651631352, "lower": -0.013575859385541957, "upper": 0.03655050754801793 }, { "event_time": -3, "estimate": -0.0032535760529441606, "se": 0.010280224698229687, "pvalue": 0.7521063134871384, "lower": -0.023579407329039254, "upper": 0.017072255223150933 }, { "event_time": -2, "estimate": -0.0017284503580274296, "se": 0.011936221577976988, "pvalue": 0.8850728843826214, "lower": -0.025328481776584384, "upper": 0.021871581060529523 }, { "event_time": -1, "estimate": 0.009986653990034254, "se": 0.012374114694809127, "pvalue": 0.4210106881534226, "lower": -0.014479169944830849, "upper": 0.03445247792489936 }, { "event_time": 0, "estimate": -0.009552185119079891, "se": 0.019765932326787795, "pvalue": 0.6296678708691141, "lower": -0.048632946219388094, "upper": 0.029528575981228315 }, { "event_time": 1, "estimate": 0.03883373526241799, "se": 0.02297879356755277, "pvalue": 0.0932730316231417, "lower": -0.006599423515009098, "upper": 0.08426689403984508 }, { "event_time": 2, "estimate": 0.02378471911400084, "se": 0.02468290896348973, "pvalue": 0.33691447218065584, "lower": -0.025017778664233825, "upper": 0.0725872168922355 }, { "event_time": 3, "estimate": 0.029590573605332855, "se": 0.027996501569089238, "pvalue": 0.2923732263935136, "lower": -0.025763485660729044, "upper": 0.08494463287139475 }, { "event_time": 4, "estimate": 0.03498490905663725, "se": 0.02619396302345757, "pvalue": 0.1838597722925183, "lower": -0.01680521114946651, "upper": 0.08677502926274101 }, { "event_time": 5, "estimate": 0.0588878654969925, "se": 0.027535836528481003, "pvalue": 0.03421713349577384, "lower": 0.004444622887672639, "upper": 0.11333110810631236 }, { "event_time": 6, "estimate": 0.049891356842108915, "se": 0.030961368333759363, "pvalue": 0.10935951380027584, "lower": -0.011324770947140475, "upper": 0.1111074846313583 }, { "event_time": 7, "estimate": 0.0816718255609035, "se": 0.03782726773099002, "pvalue": 0.03256098213564621, "lower": 0.006880594424858041, "upper": 0.15646305669694893 }, { "event_time": 8, "estimate": 0.07268140139067043, "se": 0.039167564938098455, "pvalue": 0.06562087849511788, "lower": -0.004759835527466422, "upper": 0.1501226383088073 }, { "event_time": 9, "estimate": 0.13229892678290425, "se": 0.04620057743003451, "pvalue": 0.004838483549555264, "lower": 0.04095217422964918, "upper": 0.2236456793361593 }, { "event_time": 10, "estimate": 0.07737823721548245, "se": 0.0458026654546582, "pvalue": 0.0933879045488689, "lower": -0.01318177264375063, "upper": 0.16793824707471555 }, { "event_time": 11, "estimate": 0.16403045715170977, "se": 0.05283003280009584, "pvalue": 0.0023074214641919276, "lower": 0.059576093115266626, "upper": 0.2684848211881529 }, { "event_time": 12, "estimate": 0.1999594402509512, "se": 0.054954395632109826, "pvalue": 0.00038543718360919727, "lower": 0.09130483334431479, "upper": 0.3086140471575876 }, { "event_time": 13, "estimate": 0.20951243524934982, "se": 0.05960389018208978, "pvalue": 0.0005939170763616293, "lower": 0.09166495128835385, "upper": 0.3273599192103458 }, { "event_time": 14, "estimate": 0.24884097808460648, "se": 0.06029483172050979, "pvalue": 6.300509006864742e-05, "lower": 0.12962737990492137, "upper": 0.3680545762642916 }, { "event_time": 15, "estimate": 0.2884153022578078, "se": 0.06742267670070456, "pvalue": 3.4914502217680445e-05, "lower": 0.15510868775966136, "upper": 0.4217219167559543 }, { "event_time": 16, "estimate": 0.3225563461406717, "se": 0.07377136622912671, "pvalue": 2.3918118603881877e-05, "lower": 0.17669724412722396, "upper": 0.4684154481541194 }, { "event_time": 17, "estimate": 0.436904806528223, "se": 0.08885990517325429, "pvalue": 2.4447632072743564e-06, "lower": 0.26121298141934135, "upper": 0.6125966316371046 }, { "event_time": 18, "estimate": 0.42743859288674646, "se": 0.0910104134688738, "pvalue": 6.2805176852366576e-06, "lower": 0.2474948306794342, "upper": 0.6073823550940587 }, { "event_time": 19, "estimate": 0.29398743207839906, "se": 0.10991892880005126, "pvalue": 0.008379713321124572, "lower": 0.07665817455509877, "upper": 0.5113166896016994 }, { "event_time": 20, "estimate": 0.34849289942006684, "se": 0.1352675540550297, "pvalue": 0.011028949175925172, "lower": 0.0810449046961701, "upper": 0.6159408941439636 }, { "event_time": 21, "estimate": 0.321170115984142, "se": 0.16845653362219562, "pvalue": 0.0586432160669591, "lower": -0.011898389838519985, "upper": 0.654238621806804 }, { "event_time": 22, "estimate": 0.35045650573705983, "se": 0.19914173214991793, "pvalue": 0.08063569979683671, "lower": -0.04328209108617831, "upper": 0.744195102560298 }, { "event_time": 23, "estimate": 0.32233944624112415, "se": 0.27710999197555813, "pvalue": 0.24673389107474697, "lower": -0.22555625712664434, "upper": 0.8702351496088927 }, { "event_time": 24, "estimate": -0.1089709811098473, "se": 0.45061763623404205, "pvalue": 0.8092715304143684, "lower": -0.9999221337342832, "upper": 0.7819801715145887 } ], "Sun\u2013Abraham": [ { "event_time": -22, "estimate": 0.5834078907079928, "se": 0.2262347037169715, "pvalue": 0.010954663841089177, "lower": 0.13610167401212642, "upper": 1.0307141074038593 }, { "event_time": -21, "estimate": 0.18760290827737847, "se": 0.2572740745817547, "pvalue": 0.467109445925442, "lower": -0.3210736610745315, "upper": 0.6962794776292884 }, { "event_time": -20, "estimate": -0.08703854573671595, "se": 0.19529923706152494, "pvalue": 0.6565307268838034, "lower": -0.4731798468647199, "upper": 0.29910275539128806 }, { "event_time": -19, "estimate": -0.11690669065246405, "se": 0.15154425264162705, "pvalue": 0.44175799853979675, "lower": -0.4165366112500244, "upper": 0.18272322994509627 }, { "event_time": -18, "estimate": -0.026616399636793, "se": 0.12390917499797018, "pvalue": 0.8302336214570024, "lower": -0.27160686030275416, "upper": 0.21837406102916815 }, { "event_time": -17, "estimate": -0.007861275525561075, "se": 0.1455385888912717, "pvalue": 0.957000722340001, "lower": -0.29561693153513974, "upper": 0.27989438048401755 }, { "event_time": -16, "estimate": 0.10691911588058832, "se": 0.0883606966299045, "pvalue": 0.22832104470696074, "lower": -0.06778568521650692, "upper": 0.2816239169776836 }, { "event_time": -15, "estimate": 0.06341805378539973, "se": 0.0744931518283641, "pvalue": 0.39605182142393597, "lower": -0.08386814663671809, "upper": 0.21070425420751754 }, { "event_time": -14, "estimate": 0.010494989750867628, "se": 0.06907018878335411, "pvalue": 0.879449266948075, "lower": -0.12606904893792217, "upper": 0.14705902843965743 }, { "event_time": -13, "estimate": 0.017646633836243233, "se": 0.0662519214517711, "pvalue": 0.7903593250016177, "lower": -0.11334518946288183, "upper": 0.1486384571353683 }, { "event_time": -12, "estimate": -0.07361332899667605, "se": 0.0536214610419119, "pvalue": 0.17201496619949386, "lower": -0.17963248732337045, "upper": 0.03240582933001836 }, { "event_time": -11, "estimate": -0.05693400044155679, "se": 0.04456026705104551, "pvalue": 0.20349017371197425, "lower": -0.1450375678522245, "upper": 0.031169566969110926 }, { "event_time": -10, "estimate": -0.055829505419660905, "se": 0.04003892934947333, "pvalue": 0.1654273990245117, "lower": -0.1349935846418818, "upper": 0.023334573802559988 }, { "event_time": -9, "estimate": -0.06958060277661403, "se": 0.035503295928388696, "pvalue": 0.05201551585227802, "lower": -0.1397769286322125, "upper": 0.0006157230789844426 }, { "event_time": -8, "estimate": -0.039553394138829454, "se": 0.03350581984450258, "pvalue": 0.23982024879134745, "lower": -0.1058003547761661, "upper": 0.026693566498507196 }, { "event_time": -7, "estimate": -0.07027744657138396, "se": 0.030059771893522557, "pvalue": 0.02081796187283736, "lower": -0.12971095796251736, "upper": -0.010843935180250563 }, { "event_time": -6, "estimate": -0.02579507228981433, "se": 0.030105080510203865, "pvalue": 0.39301114559374856, "lower": -0.08531816686857749, "upper": 0.03372802228894882 }, { "event_time": -5, "estimate": -0.024113663549847758, "se": 0.02930891073227831, "pvalue": 0.41206409261855825, "lower": -0.08206258897878409, "upper": 0.03383526187908857 }, { "event_time": -4, "estimate": -0.01373300683092869, "se": 0.025779621157014803, "pvalue": 0.5950864160151683, "lower": -0.06470389952837806, "upper": 0.03723788586652069 }, { "event_time": -3, "estimate": -0.026699061148172446, "se": 0.020099629002828516, "pvalue": 0.18624396361886736, "lower": -0.06643959988308483, "upper": 0.01304147758673994 }, { "event_time": -2, "estimate": -0.019882740773922034, "se": 0.01682710695426252, "pvalue": 0.23938603264129207, "lower": -0.053152921811506264, "upper": 0.013387440263662197 }, { "event_time": 0, "estimate": -0.026405084100681066, "se": 0.02088348048542798, "pvalue": 0.20820230824530445, "lower": -0.06769543652629784, "upper": 0.0148852683249357 }, { "event_time": 1, "estimate": 0.027327966267491444, "se": 0.02224100446398387, "pvalue": 0.22125301987770077, "lower": -0.01664645232898752, "upper": 0.0713023848639704 }, { "event_time": 2, "estimate": 0.01795256936152255, "se": 0.022578575801789968, "pvalue": 0.4279020816243765, "lower": -0.026689287764493037, "upper": 0.06259442648753813 }, { "event_time": 3, "estimate": 0.019951303689515424, "se": 0.0262438020250111, "pvalue": 0.448405180075813, "lower": -0.03193735708027082, "upper": 0.07183996445930167 }, { "event_time": 4, "estimate": 0.03888303978259224, "se": 0.02405801992943733, "pvalue": 0.10831427155239845, "lower": -0.008683941317235738, "upper": 0.08645002088242022 }, { "event_time": 5, "estimate": 0.05901953883931775, "se": 0.026954654058404536, "pvalue": 0.030222626675695467, "lower": 0.005725397263697349, "upper": 0.11231368041493815 }, { "event_time": 6, "estimate": 0.06370513203062184, "se": 0.02792629261973587, "pvalue": 0.024057415871839655, "lower": 0.00848988833528129, "upper": 0.11892037572596238 }, { "event_time": 7, "estimate": 0.09633026403431152, "se": 0.03758437128149105, "pvalue": 0.011439637679865838, "lower": 0.02201928234757322, "upper": 0.17064124572104983 }, { "event_time": 8, "estimate": 0.09207470256431372, "se": 0.03453031080051159, "pvalue": 0.008573932614803484, "lower": 0.023802141229814236, "upper": 0.1603472638988132 }, { "event_time": 9, "estimate": 0.13748017388579625, "se": 0.04004666917852053, "pvalue": 0.0007868206252911398, "lower": 0.058300791645991876, "upper": 0.21665955612560062 }, { "event_time": 10, "estimate": 0.0844124462363267, "se": 0.04274107524569087, "pvalue": 0.05025256001519494, "lower": -9.425566021847853e-05, "upper": 0.16891914813287187 }, { "event_time": 11, "estimate": 0.1679605267499205, "se": 0.04774383687240419, "pvalue": 0.0005880497580617645, "lower": 0.07356247600410275, "upper": 0.26235857749573827 }, { "event_time": 12, "estimate": 0.18313890525419954, "se": 0.05118867120563326, "pvalue": 0.0004776509072495477, "lower": 0.08192980480016174, "upper": 0.2843480057082374 }, { "event_time": 13, "estimate": 0.19636720204994423, "se": 0.057468379335262644, "pvalue": 0.0008308066455018791, "lower": 0.08274200256570237, "upper": 0.3099924015341861 }, { "event_time": 14, "estimate": 0.25121293260477673, "se": 0.05794819756271776, "pvalue": 2.777556464481593e-05, "lower": 0.13663904720940617, "upper": 0.3657868180001473 }, { "event_time": 15, "estimate": 0.26708363473777774, "se": 0.0652810812580672, "pvalue": 7.233330556842966e-05, "lower": 0.1380113350436839, "upper": 0.3961559344318716 }, { "event_time": 16, "estimate": 0.28996148174593195, "se": 0.0744557527494082, "pvalue": 0.0001523080723246882, "lower": 0.14274922594964218, "upper": 0.4371737375422217 }, { "event_time": 17, "estimate": 0.3841495344911239, "se": 0.0827988029409299, "pvalue": 7.982576700705449e-06, "lower": 0.22044158570185263, "upper": 0.5478574832803951 }, { "event_time": 18, "estimate": 0.38028365681590504, "se": 0.07977490150636406, "pvalue": 4.659745044386596e-06, "lower": 0.22255449858411172, "upper": 0.5380128150476984 }, { "event_time": 19, "estimate": 0.3398207531758144, "se": 0.08378796198972524, "pvalue": 8.290409532811621e-05, "lower": 0.17415706114928692, "upper": 0.5054844452023419 }, { "event_time": 20, "estimate": 0.3504275084804963, "se": 0.09882139844241433, "pvalue": 0.0005334211813000468, "lower": 0.155040040777171, "upper": 0.5458149761838216 }, { "event_time": 21, "estimate": 0.3568776106399183, "se": 0.1189885337027146, "pvalue": 0.003207816794862543, "lower": 0.12161613233314375, "upper": 0.5921390889466929 }, { "event_time": 22, "estimate": 0.40347076734263554, "se": 0.1490364113121439, "pvalue": 0.0076369295121768675, "lower": 0.10879929475828554, "upper": 0.6981422399269855 }, { "event_time": 23, "estimate": 0.33293673360911147, "se": 0.19986490992351313, "pvalue": 0.0980036158359172, "lower": -0.06223171419892559, "upper": 0.7281051814171485 }, { "event_time": 24, "estimate": -0.1399568790239962, "se": 0.44320887225957867, "pvalue": 0.752642491943498, "lower": -1.0162595885521166, "upper": 0.7363458305041242 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.0, 16.0, 17.0, 18.0, 19.0, 20.0, 21.0, 22.0, 23.0, 24.0 ], "weights": [ 0.05802226588081205, 0.05802226588081205, 0.05802226588081205, 0.05802226588081205, 0.05776031434184676, 0.057367387033398824, 0.05625409299279633, 0.05487884741322855, 0.05422396856581532, 0.0533071381794368, 0.05252128356254093, 0.05088408644400786, 0.04983628028814669, 0.048068107400130976, 0.04014407334643091, 0.03686967910936477, 0.03326784544859201, 0.02888015717092338, 0.026457105435494434, 0.022069417157825802, 0.01879502292075966, 0.01329404060248854, 0.009037328094302554, 0.003601833660772757, 0.0003929273084479371 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 8.552128713396057e-07, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 3.5587086642326856e-16 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 0.7433899547006905, "df_num": 273, "df_den": 28350, "pvalue": 0.9994420850606988, "log10_pvalue": -0.00024236699588233782, "inference": "Homoskedastic nested-model F", "observations": 30784, "design_columns": 1000, "restricted_design_columns": 727, "fixed_effect_rank": 1434, "covariance_rank": 273, "rss_unrestricted": 10222.749739689967, "rss_restricted": 10295.9300086209, "test_horizon": null, "reference_cohort": 2, "pyfixest": "0.27.0", "formulaic": "1.0.2", "design_head": { "index": [ 0, 1, 2, 3, 4 ], "columns": [ "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-21.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-20.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-19.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]" ], "data": [ [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_3,ref=-1.0)+i(rel_time,cohort_dummy_4,ref=-1.0)+i(rel_time,cohort_dummy_5,ref=-1.0)+i(rel_time,cohort_dummy_6,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_21,ref=-1.0)+i(rel_time,cohort_dummy_22,ref=-1.0)+i(rel_time,cohort_dummy_23,ref=-1.0)+x0+x1+x2+x3+x4+x5+x6+x7+x8+x9+x10+x11+x12+x13+x14+x15+x16+x17+x18+x19+x20+x21+x22+x23+x24+x25+x26+x27+x28+x29+x30+x31+x32+x33+x34+x35+x36+x37+x38+x39+x40+x41+x42+x43+x44+x45+x46+x47+x48+x49+x50+x51+x52+x53+x54+x55+x56+x57+x58+x59+x60+x61+x62+x63+x64+x65+x66+x67+x68+x69+x70+x71+x72+x73+x74+x75+x76+x77+x78+x79+x80+x81+x82+x83+x84+x85+x86+x87+x88+x89+x90+x91+x92+x93+x94+x95+x96+x97+x98+x99+x100+x101+x102+x103+x104+x105+x106+x107+x108+x109+x110+x111+x112+x113+x114+x115+x116+x117+x118+x119+x120+x121+x122+x123+x124+x125+x126+x127+x128+x129+x130+x131+x132+x133+x134+x135+x136+x137+x138+x139+x140+x141+x142+x143+x144+x145+x146+x147+x148+x149+x150+x151+x152+x153+x154+x155+x156+x157+x158+x159+x160+x161+x162+x163+x164+x165+x166+x167+x168+x169+x170+x171+x172+x173+x174+x175+x176+x177+x178+x179+x180+x181+x182+x183+x184+x185+x186+x187+x188+x189+x190+x191+x192+x193+x194+x195+x196+x197+x198+x199+x200+x201+x202+x203+x204+x205+x206+x207+x208+x209+x210+x211+x212+x213+x214+x215+x216+x217+x218+x219+x220+x221+x222+x223+x224+x225+x226+x227+x228+x229+x230+x231+x232+x233+x234+x235+x236+x237+x238+x239+x240+x241+x242+x243+x244+x245+x246+x247+x248+x249+x250+x251+x252+x253+x254+x255+x256+x257+x258+x259+x260+x261+x262+x263+x264+x265+x266+x267+x268+x269+x270+x271+x272+x273+x274+x275+x276+x277+x278+x279+x280+x281+x282+x283+x284+x285+x286+x287+x288+x289+x290+x291+x292+x293+x294+x295+x296+x297+x298+x299+x300+x301+x302+x303+x304+x305+x306+x307+x308+x309+x310+x311+x312+x313+x314+x315+x316+x317+x318+x319+x320+x321+x322+x323+x324+x325+x326+x327+x328+x329+x330+x331+x332+x333+x334+x335+x336+x337+x338+x339+x340+x341+x342+x343+x344+x345+x346+x347+x348+x349+x350+x351+x352+x353+x354+x355+x356+x357+x358+x359+x360+x361+x362+x363+x364+x365+x366+x367+x368+x369+x370+x371+x372+x373+x374+x375+x376+x377+x378+x379+x380+x381+x382+x383+x384+x385+x386+x387+x388+x389+x390+x391+x392+x393+x394+x395+x396+x397+x398+x399+x400+x401+x402+x403+x404+x405+x406+x407+x408+x409+x410+x411+x412+x413+x414+x415+x416+x417+x418+x419+x420+x421+x422+x423+x424+x425+x426+x427+x428+x429+x430+x431+x432+x433+x434+x435+x436+x437+x438+x439+x440+x441+x442+x443+x444+x445+x446+x447+x448+x449|unit_fe+time_fe", "restriction_names": [ "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.20.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.21.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.22.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.23.0]:cohort_dummy_3", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.20.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.21.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.22.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.20.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.21.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.20.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_23", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_23", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_23" ], "deviations": [ { "event_time": -2.0, "cohort": 3, "estimate": 0.03870985428851026 }, { "event_time": 0.0, "cohort": 3, "estimate": -0.16891287328449217 }, { "event_time": 1.0, "cohort": 3, "estimate": -0.06132503306574587 }, { "event_time": 2.0, "cohort": 3, "estimate": -0.021036714730821707 }, { "event_time": 3.0, "cohort": 3, "estimate": -0.1270489006407423 }, { "event_time": 4.0, "cohort": 3, "estimate": 0.04020626461331636 }, { "event_time": 5.0, "cohort": 3, "estimate": 0.051156349337435805 }, { "event_time": 6.0, "cohort": 3, "estimate": 0.016094531469776907 }, { "event_time": 7.0, "cohort": 3, "estimate": 0.10780463399217172 }, { "event_time": 8.0, "cohort": 3, "estimate": 0.040414252054629896 }, { "event_time": 9.0, "cohort": 3, "estimate": 0.1351084578263376 }, { "event_time": 10.0, "cohort": 3, "estimate": 0.047062389460743426 }, { "event_time": 11.0, "cohort": 3, "estimate": 0.2900629915332967 }, { "event_time": 12.0, "cohort": 3, "estimate": 0.10415697066145657 }, { "event_time": 13.0, "cohort": 3, "estimate": 0.30351986035812134 }, { "event_time": 14.0, "cohort": 3, "estimate": 0.45470855287744405 }, { "event_time": 15.0, "cohort": 3, "estimate": 0.4012332349281081 }, { "event_time": 16.0, "cohort": 3, "estimate": 0.19595309385180987 }, { "event_time": 17.0, "cohort": 3, "estimate": 0.04517467487034235 }, { "event_time": 18.0, "cohort": 3, "estimate": 0.2645322342760479 }, { "event_time": 19.0, "cohort": 3, "estimate": 0.17400617834553847 }, { "event_time": 20.0, "cohort": 3, "estimate": 0.20673491501106414 }, { "event_time": 21.0, "cohort": 3, "estimate": 0.2688694674273453 }, { "event_time": 22.0, "cohort": 3, "estimate": 0.4719692820890319 }, { "event_time": 23.0, "cohort": 3, "estimate": 0.5165377995760801 }, { "event_time": -3.0, "cohort": 4, "estimate": -0.1475547617723953 }, { "event_time": -2.0, "cohort": 4, "estimate": 0.08616319846459047 }, { "event_time": 0.0, "cohort": 4, "estimate": -0.012896153594441559 }, { "event_time": 1.0, "cohort": 4, "estimate": -0.00536840668486311 }, { "event_time": 2.0, "cohort": 4, "estimate": 0.10422409431766494 }, { "event_time": 3.0, "cohort": 4, "estimate": 0.0759345177911975 }, { "event_time": 4.0, "cohort": 4, "estimate": 0.06718476294083518 }, { "event_time": 5.0, "cohort": 4, "estimate": 0.045385233147297865 }, { "event_time": 6.0, "cohort": 4, "estimate": -0.021428440101120536 }, { "event_time": 7.0, "cohort": 4, "estimate": -0.01120205819453875 }, { "event_time": 8.0, "cohort": 4, "estimate": -0.01576593931651065 }, { "event_time": 9.0, "cohort": 4, "estimate": 0.11655102288340066 }, { "event_time": 10.0, "cohort": 4, "estimate": 0.010887561131014262 }, { "event_time": 11.0, "cohort": 4, "estimate": 0.2574136439014303 }, { "event_time": 12.0, "cohort": 4, "estimate": 0.03511620115610615 }, { "event_time": 13.0, "cohort": 4, "estimate": 0.30147542342915595 }, { "event_time": 14.0, "cohort": 4, "estimate": 0.449835081388159 }, { "event_time": 15.0, "cohort": 4, "estimate": 0.6409318728162384 }, { "event_time": 16.0, "cohort": 4, "estimate": 0.1196642639960572 }, { "event_time": 17.0, "cohort": 4, "estimate": 0.2574740229242292 }, { "event_time": 18.0, "cohort": 4, "estimate": 0.3151962109123473 }, { "event_time": 19.0, "cohort": 4, "estimate": 0.04801796680972307 }, { "event_time": 20.0, "cohort": 4, "estimate": 0.3010960456652374 }, { "event_time": 21.0, "cohort": 4, "estimate": 0.3643621981284342 }, { "event_time": 22.0, "cohort": 4, "estimate": 0.6148937521565979 }, { "event_time": -4.0, "cohort": 5, "estimate": -0.0948300275419327 }, { "event_time": -3.0, "cohort": 5, "estimate": -0.16105910289881503 }, { "event_time": -2.0, "cohort": 5, "estimate": 0.05164156352487492 }, { "event_time": 0.0, "cohort": 5, "estimate": -0.048506031799793556 }, { "event_time": 1.0, "cohort": 5, "estimate": 0.058888230644570674 }, { "event_time": 2.0, "cohort": 5, "estimate": 0.09991975387294531 }, { "event_time": 3.0, "cohort": 5, "estimate": 0.035912227959335324 }, { "event_time": 4.0, "cohort": 5, "estimate": -0.04739349516851824 }, { "event_time": 5.0, "cohort": 5, "estimate": 0.07398502859599544 }, { "event_time": 6.0, "cohort": 5, "estimate": 0.019132808325920694 }, { "event_time": 7.0, "cohort": 5, "estimate": 0.16252818579871153 }, { "event_time": 8.0, "cohort": 5, "estimate": 0.010269698819703604 }, { "event_time": 9.0, "cohort": 5, "estimate": 0.199514755534018 }, { "event_time": 10.0, "cohort": 5, "estimate": 0.1845117729128458 }, { "event_time": 11.0, "cohort": 5, "estimate": 0.15696369264854199 }, { "event_time": 12.0, "cohort": 5, "estimate": 0.21564374391984512 }, { "event_time": 13.0, "cohort": 5, "estimate": 0.46440290309100907 }, { "event_time": 14.0, "cohort": 5, "estimate": 0.658897417224732 }, { "event_time": 15.0, "cohort": 5, "estimate": 0.6557512336103539 }, { "event_time": 16.0, "cohort": 5, "estimate": 0.26702109484411013 }, { "event_time": 17.0, "cohort": 5, "estimate": 0.28757468326742763 }, { "event_time": 18.0, "cohort": 5, "estimate": 0.2770134871324668 }, { "event_time": 19.0, "cohort": 5, "estimate": 0.22397431386126138 }, { "event_time": 20.0, "cohort": 5, "estimate": 0.4229802003082157 }, { "event_time": 21.0, "cohort": 5, "estimate": 0.6092991999368916 }, { "event_time": -5.0, "cohort": 6, "estimate": -0.12285426516392417 }, { "event_time": -4.0, "cohort": 6, "estimate": -0.1772751698081495 }, { "event_time": -3.0, "cohort": 6, "estimate": -0.22714391858988042 }, { "event_time": -2.0, "cohort": 6, "estimate": 0.047848957536294506 }, { "event_time": 0.0, "cohort": 6, "estimate": 0.04212765631998938 }, { "event_time": 1.0, "cohort": 6, "estimate": 0.1748385669236805 }, { "event_time": 2.0, "cohort": 6, "estimate": 0.05703970108645716 }, { "event_time": 3.0, "cohort": 6, "estimate": -0.02117604205935171 }, { "event_time": 4.0, "cohort": 6, "estimate": 0.10641171598147198 }, { "event_time": 5.0, "cohort": 6, "estimate": 0.08089407172622529 }, { "event_time": 6.0, "cohort": 6, "estimate": 0.11639400451394766 }, { "event_time": 7.0, "cohort": 6, "estimate": 0.09976533806877623 }, { "event_time": 8.0, "cohort": 6, "estimate": -0.04263426046006477 }, { "event_time": 9.0, "cohort": 6, "estimate": 0.16995559331668544 }, { "event_time": 10.0, "cohort": 6, "estimate": -0.11193495922534118 }, { "event_time": 11.0, "cohort": 6, "estimate": 0.2529475821133583 }, { "event_time": 12.0, "cohort": 6, "estimate": 0.19951161049024635 }, { "event_time": 13.0, "cohort": 6, "estimate": 0.4781672993921995 }, { "event_time": 14.0, "cohort": 6, "estimate": 0.655962886461189 }, { "event_time": 15.0, "cohort": 6, "estimate": 0.5645540591804745 }, { "event_time": 16.0, "cohort": 6, "estimate": 0.14272788850944504 }, { "event_time": 17.0, "cohort": 6, "estimate": 0.16738357338825074 }, { "event_time": 18.0, "cohort": 6, "estimate": 0.23853852807983322 }, { "event_time": 19.0, "cohort": 6, "estimate": 0.19948495671946687 }, { "event_time": 20.0, "cohort": 6, "estimate": 0.3519323792635418 }, { "event_time": -6.0, "cohort": 7, "estimate": -0.22322288955841368 }, { "event_time": -5.0, "cohort": 7, "estimate": -0.1395799142786484 }, { "event_time": -4.0, "cohort": 7, "estimate": -0.20776060477007105 }, { "event_time": -3.0, "cohort": 7, "estimate": -0.12005612987070513 }, { "event_time": -2.0, "cohort": 7, "estimate": 0.06195271830690807 }, { "event_time": 0.0, "cohort": 7, "estimate": 0.08561422908310579 }, { "event_time": 1.0, "cohort": 7, "estimate": 0.07236944699739646 }, { "event_time": 2.0, "cohort": 7, "estimate": 0.03435189395123943 }, { "event_time": 3.0, "cohort": 7, "estimate": 0.15094545681174537 }, { "event_time": 4.0, "cohort": 7, "estimate": 0.17736914019631492 }, { "event_time": 5.0, "cohort": 7, "estimate": 0.1854861892048408 }, { "event_time": 6.0, "cohort": 7, "estimate": 0.07709921082729945 }, { "event_time": 7.0, "cohort": 7, "estimate": 0.22180035437359583 }, { "event_time": 8.0, "cohort": 7, "estimate": 0.1598191658192802 }, { "event_time": 9.0, "cohort": 7, "estimate": 0.12409418452584621 }, { "event_time": 10.0, "cohort": 7, "estimate": 0.20557394552093938 }, { "event_time": 11.0, "cohort": 7, "estimate": 0.5677510272268259 }, { "event_time": 12.0, "cohort": 7, "estimate": 0.4702647931872942 }, { "event_time": 13.0, "cohort": 7, "estimate": 0.7107268370862918 }, { "event_time": 14.0, "cohort": 7, "estimate": 0.8505849640415939 }, { "event_time": 15.0, "cohort": 7, "estimate": 0.7903041169023908 }, { "event_time": 16.0, "cohort": 7, "estimate": 0.32558291593724015 }, { "event_time": 17.0, "cohort": 7, "estimate": 0.3520408364003069 }, { "event_time": 18.0, "cohort": 7, "estimate": 0.49070828563905927 }, { "event_time": 19.0, "cohort": 7, "estimate": 0.5865594119019859 }, { "event_time": -7.0, "cohort": 8, "estimate": -0.17751795034875045 }, { "event_time": -6.0, "cohort": 8, "estimate": -0.27348204943373927 }, { "event_time": -5.0, "cohort": 8, "estimate": -0.23725264795117545 }, { "event_time": -4.0, "cohort": 8, "estimate": -0.22071927432879399 }, { "event_time": -3.0, "cohort": 8, "estimate": -0.20110536606630147 }, { "event_time": -2.0, "cohort": 8, "estimate": 0.017003352095584345 }, { "event_time": 0.0, "cohort": 8, "estimate": -0.020889158003768324 }, { "event_time": 1.0, "cohort": 8, "estimate": 0.03033851786276944 }, { "event_time": 2.0, "cohort": 8, "estimate": 0.08596628316494076 }, { "event_time": 3.0, "cohort": 8, "estimate": 0.0880845280801788 }, { "event_time": 4.0, "cohort": 8, "estimate": 0.11613032961734666 }, { "event_time": 5.0, "cohort": 8, "estimate": 0.005488797878973162 }, { "event_time": 6.0, "cohort": 8, "estimate": 0.13492142223131867 }, { "event_time": 7.0, "cohort": 8, "estimate": 0.15384311465834632 }, { "event_time": 8.0, "cohort": 8, "estimate": -0.04319510412659671 }, { "event_time": 9.0, "cohort": 8, "estimate": 0.10660919728921123 }, { "event_time": 10.0, "cohort": 8, "estimate": 0.042251702588986646 }, { "event_time": 11.0, "cohort": 8, "estimate": 0.39106459871719024 }, { "event_time": 12.0, "cohort": 8, "estimate": 0.2352766722660242 }, { "event_time": 13.0, "cohort": 8, "estimate": 0.5022874190068113 }, { "event_time": 14.0, "cohort": 8, "estimate": 0.5529469671584574 }, { "event_time": 15.0, "cohort": 8, "estimate": 0.5738397861288385 }, { "event_time": 16.0, "cohort": 8, "estimate": 0.11314161057154715 }, { "event_time": 17.0, "cohort": 8, "estimate": 0.2036116087241716 }, { "event_time": 18.0, "cohort": 8, "estimate": 0.33173359349427844 }, { "event_time": -8.0, "cohort": 9, "estimate": -0.26336283764846 }, { "event_time": -7.0, "cohort": 9, "estimate": -0.1674966979296184 }, { "event_time": -6.0, "cohort": 9, "estimate": -0.21174848397162965 }, { "event_time": -5.0, "cohort": 9, "estimate": -0.09326129005995915 }, { "event_time": -4.0, "cohort": 9, "estimate": -0.10208717184918192 }, { "event_time": -3.0, "cohort": 9, "estimate": -0.17536882320958577 }, { "event_time": -2.0, "cohort": 9, "estimate": 0.11090989343630683 }, { "event_time": 0.0, "cohort": 9, "estimate": -0.018735603523406558 }, { "event_time": 1.0, "cohort": 9, "estimate": 0.10696562333498032 }, { "event_time": 2.0, "cohort": 9, "estimate": 0.14141080304911866 }, { "event_time": 3.0, "cohort": 9, "estimate": 0.22487225815467415 }, { "event_time": 4.0, "cohort": 9, "estimate": 0.16872184358105172 }, { "event_time": 5.0, "cohort": 9, "estimate": 0.18806881127095032 }, { "event_time": 6.0, "cohort": 9, "estimate": 0.3103726183027 }, { "event_time": 7.0, "cohort": 9, "estimate": 0.12466209422545611 }, { "event_time": 8.0, "cohort": 9, "estimate": 0.27474510131238783 }, { "event_time": 9.0, "cohort": 9, "estimate": 0.20436888251739974 }, { "event_time": 10.0, "cohort": 9, "estimate": 0.2073653949267593 }, { "event_time": 11.0, "cohort": 9, "estimate": 0.5593278316684449 }, { "event_time": 12.0, "cohort": 9, "estimate": 0.4059665781800411 }, { "event_time": 13.0, "cohort": 9, "estimate": 0.557583843358053 }, { "event_time": 14.0, "cohort": 9, "estimate": 0.5200108518528457 }, { "event_time": 15.0, "cohort": 9, "estimate": 0.4935574791129551 }, { "event_time": 16.0, "cohort": 9, "estimate": 0.1198768482467223 }, { "event_time": 17.0, "cohort": 9, "estimate": 0.21122013627232744 }, { "event_time": -9.0, "cohort": 10, "estimate": -0.4019685935383802 }, { "event_time": -8.0, "cohort": 10, "estimate": -0.4330368582604687 }, { "event_time": -7.0, "cohort": 10, "estimate": -0.29372911299446414 }, { "event_time": -6.0, "cohort": 10, "estimate": -0.2585166914649508 }, { "event_time": -5.0, "cohort": 10, "estimate": -0.14126585319550458 }, { "event_time": -4.0, "cohort": 10, "estimate": -0.1526001562574801 }, { "event_time": -3.0, "cohort": 10, "estimate": -0.1145199789683573 }, { "event_time": -2.0, "cohort": 10, "estimate": 0.07231356325692254 }, { "event_time": 0.0, "cohort": 10, "estimate": -0.044491634556336285 }, { "event_time": 1.0, "cohort": 10, "estimate": 0.05192602463010396 }, { "event_time": 2.0, "cohort": 10, "estimate": 0.14216420870810556 }, { "event_time": 3.0, "cohort": 10, "estimate": 0.20080411658359085 }, { "event_time": 4.0, "cohort": 10, "estimate": 0.19624296234057934 }, { "event_time": 5.0, "cohort": 10, "estimate": 0.1956317157529201 }, { "event_time": 6.0, "cohort": 10, "estimate": 0.073230912930741 }, { "event_time": 7.0, "cohort": 10, "estimate": 0.13843586605784095 }, { "event_time": 8.0, "cohort": 10, "estimate": 0.21224147873561403 }, { "event_time": 9.0, "cohort": 10, "estimate": 0.35455774280176316 }, { "event_time": 10.0, "cohort": 10, "estimate": 0.23489581614678393 }, { "event_time": 11.0, "cohort": 10, "estimate": 0.5216524074122028 }, { "event_time": 12.0, "cohort": 10, "estimate": 0.26344941114619774 }, { "event_time": 13.0, "cohort": 10, "estimate": 0.32720591150014844 }, { "event_time": 14.0, "cohort": 10, "estimate": 0.42959764022696756 }, { "event_time": 15.0, "cohort": 10, "estimate": 0.3531005808500137 }, { "event_time": 16.0, "cohort": 10, "estimate": 0.09462785855068326 }, { "event_time": -10.0, "cohort": 11, "estimate": -0.17902848704932817 }, { "event_time": -9.0, "cohort": 11, "estimate": -0.39537995924091385 }, { "event_time": -8.0, "cohort": 11, "estimate": -0.3434863123037414 }, { "event_time": -7.0, "cohort": 11, "estimate": -0.20921609576909977 }, { "event_time": -6.0, "cohort": 11, "estimate": -0.2209531925777603 }, { "event_time": -5.0, "cohort": 11, "estimate": -0.06126476175526846 }, { "event_time": -4.0, "cohort": 11, "estimate": -0.0010099353902671693 }, { "event_time": -3.0, "cohort": 11, "estimate": -0.23946424695036983 }, { "event_time": -2.0, "cohort": 11, "estimate": 0.018604694838705416 }, { "event_time": 0.0, "cohort": 11, "estimate": -0.06113378448656362 }, { "event_time": 1.0, "cohort": 11, "estimate": 0.20909884974799997 }, { "event_time": 2.0, "cohort": 11, "estimate": 0.18829270239908552 }, { "event_time": 3.0, "cohort": 11, "estimate": 0.20464015338537636 }, { "event_time": 4.0, "cohort": 11, "estimate": 0.2673356445317177 }, { "event_time": 5.0, "cohort": 11, "estimate": 0.11543414057387275 }, { "event_time": 6.0, "cohort": 11, "estimate": 0.17772409648661341 }, { "event_time": 7.0, "cohort": 11, "estimate": 0.22008666956501918 }, { "event_time": 8.0, "cohort": 11, "estimate": 0.1369980598092955 }, { "event_time": 9.0, "cohort": 11, "estimate": 0.34994369961753147 }, { "event_time": 10.0, "cohort": 11, "estimate": 0.19142373056910225 }, { "event_time": 11.0, "cohort": 11, "estimate": 0.36502594235426383 }, { "event_time": 12.0, "cohort": 11, "estimate": 0.27873975576668225 }, { "event_time": 13.0, "cohort": 11, "estimate": 0.47983773704457083 }, { "event_time": 14.0, "cohort": 11, "estimate": 0.5581035009846708 }, { "event_time": 15.0, "cohort": 11, "estimate": 0.5939571845560923 }, { "event_time": -11.0, "cohort": 12, "estimate": -0.406219581626727 }, { "event_time": -10.0, "cohort": 12, "estimate": -0.388781765112062 }, { "event_time": -9.0, "cohort": 12, "estimate": -0.44570671641388343 }, { "event_time": -8.0, "cohort": 12, "estimate": -0.3707276575574492 }, { "event_time": -7.0, "cohort": 12, "estimate": -0.2582366772537209 }, { "event_time": -6.0, "cohort": 12, "estimate": -0.20958088119904048 }, { "event_time": -5.0, "cohort": 12, "estimate": -0.13253702321571872 }, { "event_time": -4.0, "cohort": 12, "estimate": -0.10218478731474875 }, { "event_time": -3.0, "cohort": 12, "estimate": -0.2267590541677314 }, { "event_time": -2.0, "cohort": 12, "estimate": 0.07264044722398802 }, { "event_time": 0.0, "cohort": 12, "estimate": -0.07291968246752539 }, { "event_time": 1.0, "cohort": 12, "estimate": 0.08358707732423726 }, { "event_time": 2.0, "cohort": 12, "estimate": 0.048760840479276715 }, { "event_time": 3.0, "cohort": 12, "estimate": 0.24484959857356947 }, { "event_time": 4.0, "cohort": 12, "estimate": 0.16827694345179994 }, { "event_time": 5.0, "cohort": 12, "estimate": 0.17666960762942902 }, { "event_time": 6.0, "cohort": 12, "estimate": 0.2827827068436181 }, { "event_time": 7.0, "cohort": 12, "estimate": 0.2871703822687122 }, { "event_time": 8.0, "cohort": 12, "estimate": 0.1535039180661924 }, { "event_time": 9.0, "cohort": 12, "estimate": 0.38691756524261384 }, { "event_time": 10.0, "cohort": 12, "estimate": 0.20855691063958356 }, { "event_time": 11.0, "cohort": 12, "estimate": 0.3687437622600346 }, { "event_time": 12.0, "cohort": 12, "estimate": 0.16628361101121053 }, { "event_time": 13.0, "cohort": 12, "estimate": 0.3862637392341198 }, { "event_time": 14.0, "cohort": 12, "estimate": 0.5483808946297143 }, { "event_time": -12.0, "cohort": 13, "estimate": -0.6405127438177259 }, { "event_time": -11.0, "cohort": 13, "estimate": -0.6358111716165153 }, { "event_time": -10.0, "cohort": 13, "estimate": -0.4733064437373292 }, { "event_time": -9.0, "cohort": 13, "estimate": -0.5312517598498503 }, { "event_time": -8.0, "cohort": 13, "estimate": -0.5385583656539343 }, { "event_time": -7.0, "cohort": 13, "estimate": -0.3987884977786719 }, { "event_time": -6.0, "cohort": 13, "estimate": -0.31011676203944155 }, { "event_time": -5.0, "cohort": 13, "estimate": -0.2658887782920667 }, { "event_time": -4.0, "cohort": 13, "estimate": -0.25397661021975587 }, { "event_time": -3.0, "cohort": 13, "estimate": -0.30183001948545174 }, { "event_time": -2.0, "cohort": 13, "estimate": -0.04427336779930846 }, { "event_time": 0.0, "cohort": 13, "estimate": -0.10968658213910565 }, { "event_time": 1.0, "cohort": 13, "estimate": 0.020510633661398145 }, { "event_time": 2.0, "cohort": 13, "estimate": 0.029206403937488037 }, { "event_time": 3.0, "cohort": 13, "estimate": -0.03270321546937995 }, { "event_time": 4.0, "cohort": 13, "estimate": 0.06973865659887192 }, { "event_time": 5.0, "cohort": 13, "estimate": 0.13885650017768542 }, { "event_time": 6.0, "cohort": 13, "estimate": 0.04825038822369886 }, { "event_time": 7.0, "cohort": 13, "estimate": 0.09657326314943271 }, { "event_time": 8.0, "cohort": 13, "estimate": 0.05228324840357921 }, { "event_time": 9.0, "cohort": 13, "estimate": 0.10192426178682702 }, { "event_time": 10.0, "cohort": 13, "estimate": 0.050611583971019405 }, { "event_time": 11.0, "cohort": 13, "estimate": 0.16561555227124652 }, { "event_time": 12.0, "cohort": 13, "estimate": -0.01765665214097449 }, { "event_time": 13.0, "cohort": 13, "estimate": 0.28824601195083793 }, { "event_time": -13.0, "cohort": 14, "estimate": -0.4588153477914923 }, { "event_time": -12.0, "cohort": 14, "estimate": -0.7095187634100926 }, { "event_time": -11.0, "cohort": 14, "estimate": -0.5562641304062794 }, { "event_time": -10.0, "cohort": 14, "estimate": -0.5121257730400703 }, { "event_time": -9.0, "cohort": 14, "estimate": -0.4006961822092622 }, { "event_time": -8.0, "cohort": 14, "estimate": -0.29755402573447 }, { "event_time": -7.0, "cohort": 14, "estimate": -0.30215520694148124 }, { "event_time": -6.0, "cohort": 14, "estimate": -0.2901331676754071 }, { "event_time": -5.0, "cohort": 14, "estimate": -0.1851674627411711 }, { "event_time": -4.0, "cohort": 14, "estimate": -0.10101538385214118 }, { "event_time": -3.0, "cohort": 14, "estimate": -0.1338636204587208 }, { "event_time": -2.0, "cohort": 14, "estimate": 0.09285876220149263 }, { "event_time": 0.0, "cohort": 14, "estimate": 0.09486797021598181 }, { "event_time": 1.0, "cohort": 14, "estimate": 0.13193079959586154 }, { "event_time": 2.0, "cohort": 14, "estimate": 0.026721374049274705 }, { "event_time": 3.0, "cohort": 14, "estimate": 0.0746476067516211 }, { "event_time": 4.0, "cohort": 14, "estimate": 0.16607222900315843 }, { "event_time": 5.0, "cohort": 14, "estimate": 0.1848791079888517 }, { "event_time": 6.0, "cohort": 14, "estimate": 0.11494022572372241 }, { "event_time": 7.0, "cohort": 14, "estimate": 0.09121758732511394 }, { "event_time": 8.0, "cohort": 14, "estimate": 0.06161089059963272 }, { "event_time": 9.0, "cohort": 14, "estimate": -0.06668097218087653 }, { "event_time": 10.0, "cohort": 14, "estimate": -0.04777774113462428 }, { "event_time": 11.0, "cohort": 14, "estimate": 0.1996656065185346 }, { "event_time": 12.0, "cohort": 14, "estimate": 0.005710929173254123 }, { "event_time": -14.0, "cohort": 15, "estimate": -0.33705168715668243 }, { "event_time": -13.0, "cohort": 15, "estimate": -0.16808781494045394 }, { "event_time": -12.0, "cohort": 15, "estimate": -0.44733791366843106 }, { "event_time": -11.0, "cohort": 15, "estimate": -0.35350245569710487 }, { "event_time": -10.0, "cohort": 15, "estimate": -0.2425652006309491 }, { "event_time": -9.0, "cohort": 15, "estimate": -0.3144407580653737 }, { "event_time": -8.0, "cohort": 15, "estimate": -0.28475761401212907 }, { "event_time": -7.0, "cohort": 15, "estimate": -0.15535547365920394 }, { "event_time": -6.0, "cohort": 15, "estimate": -0.2389476366398393 }, { "event_time": -5.0, "cohort": 15, "estimate": -0.15450019296473871 }, { "event_time": -4.0, "cohort": 15, "estimate": 0.08671420381736855 }, { "event_time": -3.0, "cohort": 15, "estimate": 0.19185381927958542 }, { "event_time": -2.0, "cohort": 15, "estimate": 0.04940222281546487 }, { "event_time": 0.0, "cohort": 15, "estimate": -0.06090125432455978 }, { "event_time": 1.0, "cohort": 15, "estimate": -0.08138388927838092 }, { "event_time": 2.0, "cohort": 15, "estimate": 0.09915346887620777 }, { "event_time": 3.0, "cohort": 15, "estimate": 0.17398776702868662 }, { "event_time": 4.0, "cohort": 15, "estimate": 0.1630133846823733 }, { "event_time": 5.0, "cohort": 15, "estimate": -0.07498802343371382 }, { "event_time": 6.0, "cohort": 15, "estimate": -0.046001769324356456 }, { "event_time": 7.0, "cohort": 15, "estimate": -0.25062280960352706 }, { "event_time": 8.0, "cohort": 15, "estimate": -0.13133450551701636 }, { "event_time": 9.0, "cohort": 15, "estimate": 0.12144895978136228 }, { "event_time": 10.0, "cohort": 15, "estimate": -0.0996150132570443 }, { "event_time": 11.0, "cohort": 15, "estimate": 0.20986512902966825 }, { "event_time": -15.0, "cohort": 16, "estimate": -0.4756339332155133 }, { "event_time": -14.0, "cohort": 16, "estimate": -0.43688218091097136 }, { "event_time": -13.0, "cohort": 16, "estimate": -0.4561258112468321 }, { "event_time": -12.0, "cohort": 16, "estimate": -0.5414761323698638 }, { "event_time": -11.0, "cohort": 16, "estimate": -0.44679961429937554 }, { "event_time": -10.0, "cohort": 16, "estimate": -0.3769362245119524 }, { "event_time": -9.0, "cohort": 16, "estimate": -0.41116943615317075 }, { "event_time": -8.0, "cohort": 16, "estimate": -0.31438371185104985 }, { "event_time": -7.0, "cohort": 16, "estimate": -0.2708000892217133 }, { "event_time": -6.0, "cohort": 16, "estimate": -0.18000238139098626 }, { "event_time": -5.0, "cohort": 16, "estimate": -0.05326845036464645 }, { "event_time": -4.0, "cohort": 16, "estimate": -0.05909216009580262 }, { "event_time": -3.0, "cohort": 16, "estimate": -0.2981500521684125 }, { "event_time": -2.0, "cohort": 16, "estimate": -0.04625603522598293 }, { "event_time": 0.0, "cohort": 16, "estimate": -0.12402279511606348 }, { "event_time": 1.0, "cohort": 16, "estimate": -0.08094067354441589 }, { "event_time": 2.0, "cohort": 16, "estimate": -0.13374987811344 }, { "event_time": 3.0, "cohort": 16, "estimate": -0.05584258359509281 }, { "event_time": 4.0, "cohort": 16, "estimate": 0.16191262102310672 }, { "event_time": 5.0, "cohort": 16, "estimate": 0.017247109294553323 }, { "event_time": 6.0, "cohort": 16, "estimate": -0.047298942207588276 }, { "event_time": 7.0, "cohort": 16, "estimate": -0.07263815732186371 }, { "event_time": 8.0, "cohort": 16, "estimate": -0.14969165332415266 }, { "event_time": 9.0, "cohort": 16, "estimate": 0.04386571616503605 }, { "event_time": 10.0, "cohort": 16, "estimate": 0.16834585865169263 }, { "event_time": -16.0, "cohort": 17, "estimate": -0.18143491517083898 }, { "event_time": -15.0, "cohort": 17, "estimate": -0.13123449547126953 }, { "event_time": -14.0, "cohort": 17, "estimate": -0.15026596354230837 }, { "event_time": -13.0, "cohort": 17, "estimate": -0.12101253164585354 }, { "event_time": -12.0, "cohort": 17, "estimate": -0.26539557681832193 }, { "event_time": -11.0, "cohort": 17, "estimate": -0.16550908981930268 }, { "event_time": -10.0, "cohort": 17, "estimate": -0.06719863881701019 }, { "event_time": -9.0, "cohort": 17, "estimate": -0.14204660079516973 }, { "event_time": -8.0, "cohort": 17, "estimate": -0.16079766720045324 }, { "event_time": -7.0, "cohort": 17, "estimate": -0.06501213369957416 }, { "event_time": -6.0, "cohort": 17, "estimate": -0.06659885799749332 }, { "event_time": -5.0, "cohort": 17, "estimate": -0.032660066985052576 }, { "event_time": -4.0, "cohort": 17, "estimate": -0.1235487645060701 }, { "event_time": -3.0, "cohort": 17, "estimate": -0.08373661412623314 }, { "event_time": -2.0, "cohort": 17, "estimate": 0.2000832275772716 }, { "event_time": 0.0, "cohort": 17, "estimate": 0.25700375290048266 }, { "event_time": 1.0, "cohort": 17, "estimate": 0.26568970441891687 }, { "event_time": 2.0, "cohort": 17, "estimate": 0.4751066534558442 }, { "event_time": 3.0, "cohort": 17, "estimate": 0.395764828976233 }, { "event_time": 4.0, "cohort": 17, "estimate": 0.5814492778193 }, { "event_time": 5.0, "cohort": 17, "estimate": 0.5327226733918986 }, { "event_time": 6.0, "cohort": 17, "estimate": 0.666600517638122 }, { "event_time": 7.0, "cohort": 17, "estimate": 0.5626542937749139 }, { "event_time": 8.0, "cohort": 17, "estimate": 0.5177666679589641 }, { "event_time": 9.0, "cohort": 17, "estimate": 0.5937144797970126 }, { "event_time": -17.0, "cohort": 18, "estimate": -0.4654243898771838 }, { "event_time": -16.0, "cohort": 18, "estimate": -0.5556496355055152 }, { "event_time": -15.0, "cohort": 18, "estimate": -0.3701805052694859 }, { "event_time": -14.0, "cohort": 18, "estimate": -0.47396327545526507 }, { "event_time": -13.0, "cohort": 18, "estimate": -0.45714476653438824 }, { "event_time": -12.0, "cohort": 18, "estimate": -0.6050803000688549 }, { "event_time": -11.0, "cohort": 18, "estimate": -0.2964950452023093 }, { "event_time": -10.0, "cohort": 18, "estimate": -0.4120462543891086 }, { "event_time": -9.0, "cohort": 18, "estimate": -0.46775035373339424 }, { "event_time": -8.0, "cohort": 18, "estimate": -0.232389530584184 }, { "event_time": -7.0, "cohort": 18, "estimate": -0.3126173991541867 }, { "event_time": -6.0, "cohort": 18, "estimate": -0.319039685034135 }, { "event_time": -5.0, "cohort": 18, "estimate": -0.36876953160282433 }, { "event_time": -4.0, "cohort": 18, "estimate": -0.12871532319662798 }, { "event_time": -3.0, "cohort": 18, "estimate": -0.18094714521502991 }, { "event_time": -2.0, "cohort": 18, "estimate": 0.17067134923505378 }, { "event_time": 0.0, "cohort": 18, "estimate": -0.09287258550720645 }, { "event_time": 1.0, "cohort": 18, "estimate": -0.0959854658301356 }, { "event_time": 2.0, "cohort": 18, "estimate": -0.13779477491470196 }, { "event_time": 3.0, "cohort": 18, "estimate": -0.02409787370639347 }, { "event_time": 4.0, "cohort": 18, "estimate": -0.1721223738090516 }, { "event_time": 5.0, "cohort": 18, "estimate": -0.28993315089151145 }, { "event_time": 6.0, "cohort": 18, "estimate": -0.1687621403120558 }, { "event_time": 7.0, "cohort": 18, "estimate": -0.3447091858503964 }, { "event_time": 8.0, "cohort": 18, "estimate": -0.46149668977130587 }, { "event_time": -18.0, "cohort": 19, "estimate": -0.27509135727576395 }, { "event_time": -17.0, "cohort": 19, "estimate": -0.2098036744299335 }, { "event_time": -16.0, "cohort": 19, "estimate": -0.3060676319775081 }, { "event_time": -15.0, "cohort": 19, "estimate": -0.28075782337845423 }, { "event_time": -14.0, "cohort": 19, "estimate": -0.2795737897409937 }, { "event_time": -13.0, "cohort": 19, "estimate": -0.2472129101245913 }, { "event_time": -12.0, "cohort": 19, "estimate": -0.4008222081401609 }, { "event_time": -11.0, "cohort": 19, "estimate": -0.36034855558981194 }, { "event_time": -10.0, "cohort": 19, "estimate": -0.2014989389079386 }, { "event_time": -9.0, "cohort": 19, "estimate": -0.38338836566756423 }, { "event_time": -8.0, "cohort": 19, "estimate": -0.35770796983733777 }, { "event_time": -7.0, "cohort": 19, "estimate": -0.2497171449204827 }, { "event_time": -6.0, "cohort": 19, "estimate": -0.25059719815639797 }, { "event_time": -5.0, "cohort": 19, "estimate": -0.12767704380163025 }, { "event_time": -4.0, "cohort": 19, "estimate": -0.15004164071098366 }, { "event_time": -3.0, "cohort": 19, "estimate": -0.3461585279058131 }, { "event_time": -2.0, "cohort": 19, "estimate": 0.01658120770619076 }, { "event_time": 0.0, "cohort": 19, "estimate": -0.04188263721767527 }, { "event_time": 1.0, "cohort": 19, "estimate": 0.15384592742086578 }, { "event_time": 2.0, "cohort": 19, "estimate": 0.09137607629754083 }, { "event_time": 3.0, "cohort": 19, "estimate": -0.20101794290416453 }, { "event_time": 4.0, "cohort": 19, "estimate": -0.03418761118182187 }, { "event_time": 5.0, "cohort": 19, "estimate": -0.04672342073108285 }, { "event_time": 6.0, "cohort": 19, "estimate": -0.11537221580057633 }, { "event_time": 7.0, "cohort": 19, "estimate": -0.12062707735739137 }, { "event_time": -19.0, "cohort": 20, "estimate": -0.7582233474325929 }, { "event_time": -18.0, "cohort": 20, "estimate": -0.8400085267686952 }, { "event_time": -17.0, "cohort": 20, "estimate": -0.7419099128251954 }, { "event_time": -16.0, "cohort": 20, "estimate": -0.627000206066593 }, { "event_time": -15.0, "cohort": 20, "estimate": -0.7519797029619117 }, { "event_time": -14.0, "cohort": 20, "estimate": -0.7632996603470701 }, { "event_time": -13.0, "cohort": 20, "estimate": -0.6705444928624478 }, { "event_time": -12.0, "cohort": 20, "estimate": -0.8647296055674782 }, { "event_time": -11.0, "cohort": 20, "estimate": -0.702369819249956 }, { "event_time": -10.0, "cohort": 20, "estimate": -0.5085499966312546 }, { "event_time": -9.0, "cohort": 20, "estimate": -0.6706056486070454 }, { "event_time": -8.0, "cohort": 20, "estimate": -0.5688654505003115 }, { "event_time": -7.0, "cohort": 20, "estimate": -0.5550911325253767 }, { "event_time": -6.0, "cohort": 20, "estimate": -0.4789781008995793 }, { "event_time": -5.0, "cohort": 20, "estimate": -0.3830489348832865 }, { "event_time": -4.0, "cohort": 20, "estimate": -0.3628027059288401 }, { "event_time": -3.0, "cohort": 20, "estimate": -0.5850613955849211 }, { "event_time": -2.0, "cohort": 20, "estimate": -0.3212522700558782 }, { "event_time": 0.0, "cohort": 20, "estimate": -0.3583484201514571 }, { "event_time": 1.0, "cohort": 20, "estimate": -0.00415065730756331 }, { "event_time": 2.0, "cohort": 20, "estimate": -0.32948037531269164 }, { "event_time": 3.0, "cohort": 20, "estimate": -0.22958505370022553 }, { "event_time": 4.0, "cohort": 20, "estimate": -0.12796663541941922 }, { "event_time": 5.0, "cohort": 20, "estimate": -0.3052853414375155 }, { "event_time": 6.0, "cohort": 20, "estimate": -0.07922771559775071 }, { "event_time": -20.0, "cohort": 21, "estimate": -0.6957914598216165 }, { "event_time": -19.0, "cohort": 21, "estimate": -0.6170240260156619 }, { "event_time": -18.0, "cohort": 21, "estimate": -0.5152448410771084 }, { "event_time": -17.0, "cohort": 21, "estimate": -0.47373237971854726 }, { "event_time": -16.0, "cohort": 21, "estimate": -0.3431987995824226 }, { "event_time": -15.0, "cohort": 21, "estimate": -0.3396952190129254 }, { "event_time": -14.0, "cohort": 21, "estimate": -0.4151886149546574 }, { "event_time": -13.0, "cohort": 21, "estimate": -0.37848443594347597 }, { "event_time": -12.0, "cohort": 21, "estimate": -0.3642283108137709 }, { "event_time": -11.0, "cohort": 21, "estimate": -0.24923637042821084 }, { "event_time": -10.0, "cohort": 21, "estimate": -0.43423302170109146 }, { "event_time": -9.0, "cohort": 21, "estimate": -0.3218011842344337 }, { "event_time": -8.0, "cohort": 21, "estimate": -0.48171449270519096 }, { "event_time": -7.0, "cohort": 21, "estimate": -0.07825207281709164 }, { "event_time": -6.0, "cohort": 21, "estimate": -0.31969418460007415 }, { "event_time": -5.0, "cohort": 21, "estimate": -0.16804186531359777 }, { "event_time": -4.0, "cohort": 21, "estimate": -0.10172041253967105 }, { "event_time": -3.0, "cohort": 21, "estimate": -0.23649434962751056 }, { "event_time": -2.0, "cohort": 21, "estimate": -0.07848389502871822 }, { "event_time": 0.0, "cohort": 21, "estimate": 0.09642116068283964 }, { "event_time": 1.0, "cohort": 21, "estimate": 0.10406914181791804 }, { "event_time": 2.0, "cohort": 21, "estimate": 0.049742091512204545 }, { "event_time": 3.0, "cohort": 21, "estimate": 0.6651385754766449 }, { "event_time": 4.0, "cohort": 21, "estimate": 0.38972753901869917 }, { "event_time": 5.0, "cohort": 21, "estimate": 0.5955305130293634 }, { "event_time": -21.0, "cohort": 22, "estimate": -0.6086144930289712 }, { "event_time": -20.0, "cohort": 22, "estimate": -0.4786427707123688 }, { "event_time": -19.0, "cohort": 22, "estimate": -0.6084184975227478 }, { "event_time": -18.0, "cohort": 22, "estimate": -0.6218931324559711 }, { "event_time": -17.0, "cohort": 22, "estimate": -0.5988569843776542 }, { "event_time": -16.0, "cohort": 22, "estimate": -0.6869472961345934 }, { "event_time": -15.0, "cohort": 22, "estimate": -0.6038266661848279 }, { "event_time": -14.0, "cohort": 22, "estimate": -0.5647991464429711 }, { "event_time": -13.0, "cohort": 22, "estimate": -0.47648370364381043 }, { "event_time": -12.0, "cohort": 22, "estimate": -0.6169465457481987 }, { "event_time": -11.0, "cohort": 22, "estimate": -0.5905575727332601 }, { "event_time": -10.0, "cohort": 22, "estimate": -0.4767201101046236 }, { "event_time": -9.0, "cohort": 22, "estimate": -0.57652677333085 }, { "event_time": -8.0, "cohort": 22, "estimate": -0.49299257503370686 }, { "event_time": -7.0, "cohort": 22, "estimate": 0.00854244040694347 }, { "event_time": -6.0, "cohort": 22, "estimate": -0.16487626902328503 }, { "event_time": -5.0, "cohort": 22, "estimate": 0.10187010910735986 }, { "event_time": -4.0, "cohort": 22, "estimate": 0.07434784677395882 }, { "event_time": -3.0, "cohort": 22, "estimate": 0.019153500527410147 }, { "event_time": -2.0, "cohort": 22, "estimate": 0.14229146766419465 }, { "event_time": 0.0, "cohort": 22, "estimate": 0.38143511192285406 }, { "event_time": 1.0, "cohort": 22, "estimate": -0.13079666343239196 }, { "event_time": 2.0, "cohort": 22, "estimate": -0.08317582181299948 }, { "event_time": 3.0, "cohort": 22, "estimate": -0.09288495598756252 }, { "event_time": 4.0, "cohort": 22, "estimate": 0.28895326267081917 }, { "event_time": 0.0, "cohort": 23, "estimate": 0.0325235819009459 }, { "event_time": 1.0, "cohort": 23, "estimate": -0.1015601671287516 }, { "event_time": 2.0, "cohort": 23, "estimate": -0.027057720619388548 }, { "event_time": 3.0, "cohort": 23, "estimate": 0.02642114746767399 } ] } } }, "code_sha256": { "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0", "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909", "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3", "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2", "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec" } }, "alternative_status": [ { "method": "CS-DID", "status": "unsupported", "reason": "csdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "SDID", "status": "unsupported", "reason": "sdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Matrix completion", "status": "unsupported", "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Horizontal ridge", "status": "unsupported", "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (cohort-averaged)", "status": "unsupported", "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (individual)", "status": "unsupported", "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented." } ], "finished": 1791581183.140646, "adapter_sample_audit": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 30784, "source_sd": 0.3604951300434853, "rows": 30784, "units": 1184, "clusters": 140, "treated_units": 886, "never_treated_units": 298, "treated_cohorts": 22, "latest_cohort_control_index": null, "unique_unit_period_cells": 30784, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 0, "additional_rows_removed": 0 } } }, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": 0.03689608254943053, "SE": 0.027367032664663254, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": -0.017213404820540977, "upper": 0.09100556991940204, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": 0.13734681236512186, "SE": 0.03220903817063694, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.07366381956687965, "upper": 0.20102980516336408, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": 0.13779755463760618, "SE": 0.036161635724128185, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.06629957400272608, "upper": 0.2092955352724863, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": 0.1349766057015137, "SE": 0.033223537031660706, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.06928776835373449, "upper": 0.20066544304929293, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (equal event-time)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Equal post-event times", "Event study": "No", "Status": "unsupported", "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "SDID", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Matrix completion", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Horizontal ridge", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (cohort-averaged)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (individual)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" } ] }, { "study_id": 21, "specification_id": "S21-P007", "source_specification_id": "LANDMINES-T2-C2-FULL-EXCL-PARTIAL", "role": "active_comparison", "published_source_location": "", "outcome_label": "", "outcome_variable": "", "treatment_label": "", "unit_fixed_effects": "", "time_fixed_effects": "", "allowed_adjustments": "", "published_weights": "", "published_clustering": "", "panel_structure": "", "design": "", "descriptive_metadata_status": "not_recorded_in_exported_source_metadata", "title": "Landmines and Spatial Development", "status": "ready", "reason": "", "config": "analyses/full-archive/configs/S21-P007.json", "input_bytes": 428806, "specification_type": "scalar", "run_status": "completed", "expanded_status": "unsupported", "expanded_reason": "No enabled adapter supports this specification; per-estimator reasons below.", "regression_result": { "schema": "did-replication-v2", "config": { "outcomes": [ "y" ], "treatments": [ "d" ], "unit": "unit", "time": "time", "cluster": "cluster", "covariates": [], "baseline_by_time": [ "baseline_x", "baseline_y", "baseline_x2", "baseline_y2", "baseline_xy", "baseline_x3", "baseline_y3", "baseline_x2y", "baseline_xy2", "baseline_ln_dist_zbw", "baseline_ln_dist_zam", "baseline_ln_dist_za", "baseline_ln_dist_mwi", "baseline_ln_dist_swz", "baseline_ln_dist_tza", "baseline_elev", "baseline_sachs", "baseline_suit" ], "weight": null, "period_step": 1, "period_values": null, "display_window": [ -10, 10 ], "seed": 20261008, "panelview_max_units": 100, "test_mode": "classical", "test_horizon": null, "post_horizon": null, "post_weighting": "observations", "sample_query": null, "reversal_policy": "drop_post_untreated", "labels": {}, "allow_repeated_cells": true, "time_fe": "archive_time_fe", "unit_fe": null, "frequency_weights": false, "source_sd": null, "require_never_control_periods": false, "latest_cohort_control": true, "slug": "s21-p007", "specification_id": "S21-P007", "source_specification_id": "LANDMINES-T2-C2-FULL-EXCL-PARTIAL", "study_id": 21, "study": "Landmines and Spatial Development", "citation": "Chiovelli et al. (2025), ECMA. https://doi.org/10.3982/ECTA17951", "description": "LANDMINES-T2-C2-FULL-EXCL-PARTIAL", "data": "analyses/full-archive/prepared/S21-P007.parquet", "output_dir": "analyses/full-archive/results/S21-P007" }, "source": { "file": "S21-P007.parquet", "bytes": 428806, "sha256": "abc5f15a42221e807aea50a6dd5a5c38a98591a88a53f3859fd66579d41d8437" }, "versions": { "pyfixest": "0.60.0", "polars": "2.0.0", "duckreg": "0.4.1", "numpy": "2.5.3", "pandas": "3.0.6" }, "specifications": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 24504, "source_sd": 0.3549213680053363, "rows": 12766, "units": 491, "clusters": 115, "treated_units": 193, "never_treated_units": 298, "treated_cohorts": 21, "latest_cohort_control_index": null, "unique_unit_period_cells": 12766, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 693, "additional_rows_removed": 11738 }, "estimates": [ { "method": "Static TWFE", "estimate": 0.03635322332315991, "se": 0.045990893516608594, "pvalue": 0.4309097991816078, "lower": -0.05475438251026949, "upper": 0.12746082915658932 }, { "method": "Dynamic TWFE", "estimate": -0.039721651217501285, "se": 0.050805728533818637, "pvalue": 0.43593288543478254, "lower": -0.14036740813604823, "upper": 0.060924105701045665 }, { "method": "BJS / did2s", "estimate": 0.007437503268746014, "se": 0.057427032737917556, "pvalue": 0.8971805798129221, "lower": -0.10632500628067607, "upper": 0.12120001281816808 }, { "method": "Sun\u2013Abraham", "estimate": -0.05744106277769158, "se": 0.04178419221742845, "pvalue": 0.17191811127770307, "lower": -0.14021522573756007, "upper": 0.025333100182176924 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -22, "estimate": 0.43448309841109284, "se": 0.3516943140254026, "pvalue": 0.21922162494594633, "lower": -0.26222062891513204, "upper": 1.1311868257373177 }, { "event_time": -21, "estimate": 0.06427365780946653, "se": 0.27586452419453167, "pvalue": 0.8161870333738263, "lower": -0.48221183990467514, "upper": 0.6107591555236083 }, { "event_time": -20, "estimate": -0.2191538414747006, "se": 0.16454359989307446, "pvalue": 0.18555335374562668, "lower": -0.5451134455441021, "upper": 0.10680576259470095 }, { "event_time": -19, "estimate": -0.10331084809092793, "se": 0.12645414396038857, "pvalue": 0.41564238586960583, "lower": -0.3538155333235879, "upper": 0.147193837141732 }, { "event_time": -18, "estimate": -0.056302392396747024, "se": 0.11924967675673505, "pvalue": 0.637730279221784, "lower": -0.2925350835879497, "upper": 0.17993029879445568 }, { "event_time": -17, "estimate": -0.05402755016723652, "se": 0.10953715881710398, "pvalue": 0.6227954289097767, "lower": -0.2710198181260777, "upper": 0.1629647177916047 }, { "event_time": -16, "estimate": 0.06923074421087413, "se": 0.09894061350719585, "pvalue": 0.4855274436069685, "lower": -0.1267698491038869, "upper": 0.26523133752563516 }, { "event_time": -15, "estimate": -0.027923604238514654, "se": 0.08510324248196877, "pvalue": 0.7434269970909492, "lower": -0.19651247212806652, "upper": 0.14066526365103724 }, { "event_time": -14, "estimate": -0.053169919113171274, "se": 0.08279526624088253, "pvalue": 0.5220420639325404, "lower": -0.21718670384522004, "upper": 0.11084686561887751 }, { "event_time": -13, "estimate": 0.03727859734635664, "se": 0.09322402116367737, "pvalue": 0.6899917858476449, "lower": -0.1473974705652265, "upper": 0.22195466525793978 }, { "event_time": -12, "estimate": -0.11694923688096608, "se": 0.0770541642318381, "pvalue": 0.1318448517985136, "lower": -0.2695929427512041, "upper": 0.03569446898927196 }, { "event_time": -11, "estimate": -0.08069073015319855, "se": 0.07777041993440349, "pvalue": 0.3016751571106566, "lower": -0.2347533330535999, "upper": 0.0733718727472028 }, { "event_time": -10, "estimate": -0.08029489114434968, "se": 0.06673475281193976, "pvalue": 0.2313937930787601, "lower": -0.212495922472125, "upper": 0.05190614018342565 }, { "event_time": -9, "estimate": -0.08641649540930266, "se": 0.05340893443438131, "pvalue": 0.10842281745074824, "lower": -0.19221918316690956, "upper": 0.019386192348304243 }, { "event_time": -8, "estimate": -0.12072220442727355, "se": 0.051994537019289314, "pvalue": 0.02201845192246605, "lower": -0.22372298179930625, "upper": -0.01772142705524085 }, { "event_time": -7, "estimate": -0.09449281405013474, "se": 0.06850529551380052, "pvalue": 0.17048661632014725, "lower": -0.2302012768335336, "upper": 0.04121564873326414 }, { "event_time": -6, "estimate": -0.07367070355805283, "se": 0.06436278358811784, "pvalue": 0.254765563591579, "lower": -0.20117288212240117, "upper": 0.05383147500629551 }, { "event_time": -5, "estimate": -0.04691134114073762, "se": 0.06830438461018588, "pvalue": 0.4936044806108881, "lower": -0.1822218009714965, "upper": 0.08839911869002129 }, { "event_time": -4, "estimate": -0.08107087383142897, "se": 0.057494298095958615, "pvalue": 0.1612421435556099, "lower": -0.19496663553705096, "upper": 0.03282488787419302 }, { "event_time": -3, "estimate": -0.09369118531332822, "se": 0.06156549245422611, "pvalue": 0.1308248911084611, "lower": -0.21565195168624088, "upper": 0.028269581059584437 }, { "event_time": -2, "estimate": -0.07596767779852988, "se": 0.04220199722915399, "pvalue": 0.07448998172388087, "lower": -0.1595695092686824, "upper": 0.007634153671622637 }, { "event_time": 0, "estimate": -0.0866239672718522, "se": 0.05799733791121905, "pvalue": 0.13804671629543383, "lower": -0.20151624697708032, "upper": 0.02826831243337591 }, { "event_time": 1, "estimate": -0.05421178504225079, "se": 0.05408617355459539, "pvalue": 0.3183106861233168, "lower": -0.16135607828088974, "upper": 0.05293250819638815 }, { "event_time": 2, "estimate": -0.029737566055709486, "se": 0.05117960354896282, "pvalue": 0.5623582595465295, "lower": -0.13112396649966268, "upper": 0.0716488343882437 }, { "event_time": 3, "estimate": -0.05894426493596351, "se": 0.0601607614368206, "pvalue": 0.329269808075568, "lower": -0.17812226998266806, "upper": 0.06023374011074105 }, { "event_time": 4, "estimate": -0.02292520421557884, "se": 0.05391056058403273, "pvalue": 0.6714596133661793, "lower": -0.12972160951210848, "upper": 0.08387120108095081 }, { "event_time": 5, "estimate": 0.022727721650697582, "se": 0.05514755746784734, "pvalue": 0.6810212728983429, "lower": -0.08651916494528894, "upper": 0.1319746082466841 }, { "event_time": 6, "estimate": -0.038307325271977256, "se": 0.05084737245628481, "pvalue": 0.4527755132627058, "lower": -0.1390355784801872, "upper": 0.06242092793623268 }, { "event_time": 7, "estimate": -0.03932969883700716, "se": 0.06046749784594757, "pvalue": 0.5167250850558085, "lower": -0.15911534634770103, "upper": 0.08045594867368669 }, { "event_time": 8, "estimate": -0.09428822356933464, "se": 0.06437463658555122, "pvalue": 0.14576068859612687, "lower": -0.22181388283030642, "upper": 0.033237435691637146 }, { "event_time": 9, "estimate": 0.023566998629278798, "se": 0.07670425704121347, "pvalue": 0.7592174611784142, "lower": -0.1283835437913255, "upper": 0.1755175410498831 }, { "event_time": 10, "estimate": -0.009010686457659877, "se": 0.07778526334757699, "pvalue": 0.907982734834071, "lower": -0.16310269404523361, "upper": 0.14508132112991387 }, { "event_time": 11, "estimate": 0.008434763419333538, "se": 0.08180665045516775, "pvalue": 0.9180599343977442, "lower": -0.1536235810555569, "upper": 0.17049310789422395 }, { "event_time": 12, "estimate": 0.005579210532101267, "se": 0.08895022541366762, "pvalue": 0.9500970536472387, "lower": -0.17063050091559062, "upper": 0.18178892197979318 }, { "event_time": 13, "estimate": 0.03729192958762509, "se": 0.10449255439258083, "pvalue": 0.7218369038594933, "lower": -0.16970701585990083, "upper": 0.244290875035151 }, { "event_time": 14, "estimate": -0.207887438719708, "se": 0.095285862300973, "pvalue": 0.031182426909175665, "lower": -0.3966479980439236, "upper": -0.01912687939549243 }, { "event_time": 15, "estimate": -0.16938835771206584, "se": 0.11955445222937422, "pvalue": 0.15925955927569072, "lower": -0.4062248067671787, "upper": 0.06744809134304702 }, { "event_time": 16, "estimate": -0.05782541781817217, "se": 0.16393514712004728, "pvalue": 0.7249395759460807, "lower": -0.38257968163052486, "upper": 0.2669288459941805 }, { "event_time": 17, "estimate": -0.0049983275541761515, "se": 0.19780746672997757, "pvalue": 0.9798848587838711, "lower": -0.3968533956283773, "upper": 0.38685674052002494 }, { "event_time": 18, "estimate": -0.09592809113755707, "se": 0.18207482036340483, "pvalue": 0.5993139415131957, "lower": -0.45661690793279974, "upper": 0.2647607256576856 }, { "event_time": 19, "estimate": -0.15055200425950063, "se": 0.1695933984711532, "pvalue": 0.37655874248192983, "lower": -0.48651522041840556, "upper": 0.18541121189940432 }, { "event_time": 20, "estimate": -0.12456178326855573, "se": 0.1919770718309269, "pvalue": 0.5177488466743082, "lower": -0.5048668839535798, "upper": 0.25574331741646833 }, { "event_time": 21, "estimate": -0.28972808931784433, "se": 0.26435910083745395, "pvalue": 0.2754043602301201, "lower": -0.8134214319766635, "upper": 0.23396525334097484 }, { "event_time": 22, "estimate": -0.3693743173845042, "se": 0.19256711246374825, "pvalue": 0.057592196529284476, "lower": -0.7508482840186401, "upper": 0.012099649249631694 }, { "event_time": 23, "estimate": -0.5348054845220903, "se": 0.18781936679240865, "pvalue": 0.005228905268808893, "lower": -0.9068742035485543, "upper": -0.16273676549562632 } ], "BJS / did2s": [ { "event_time": -22, "estimate": 0.3911217187772684, "se": 0.22293683091418726, "pvalue": 0.08204794456856912, "lower": -0.05051442619888247, "upper": 0.8327578637534193 }, { "event_time": -21, "estimate": 0.08463201592800676, "se": 0.14809258025904687, "pvalue": 0.5687990202685926, "lower": -0.20873824495253654, "upper": 0.37800227680855003 }, { "event_time": -20, "estimate": -0.11615021257518328, "se": 0.10492137446409146, "pvalue": 0.27061508143727486, "lower": -0.3239986472815892, "upper": 0.09169822213122265 }, { "event_time": -19, "estimate": -0.028482623264931877, "se": 0.06549828236872039, "pvalue": 0.6644856950842943, "lower": -0.15823421616801484, "upper": 0.10126896963815109 }, { "event_time": -18, "estimate": 5.0038626705892007e-05, "se": 0.04872966693600901, "pvalue": 0.9991824778362137, "lower": -0.09648305625645673, "upper": 0.09658313350986852 }, { "event_time": -17, "estimate": 0.003978502275421259, "se": 0.037070947045122316, "pvalue": 0.9147227324612204, "lower": -0.0694587582996369, "upper": 0.07741576285047942 }, { "event_time": -16, "estimate": 0.11696702482999109, "se": 0.04619660794014538, "pvalue": 0.012704628309689804, "lower": 0.025451900307952774, "upper": 0.2084821493520294 }, { "event_time": -15, "estimate": 0.036614326948465795, "se": 0.03249302238184674, "pvalue": 0.26217790319154727, "lower": -0.027754100127929726, "upper": 0.10098275402486132 }, { "event_time": -14, "estimate": 0.002794925929335036, "se": 0.020928699904182668, "pvalue": 0.8939977377007992, "lower": -0.03866466738749889, "upper": 0.04425451924616896 }, { "event_time": -13, "estimate": 0.07817499539749577, "se": 0.04339846759958811, "pvalue": 0.07429412553008412, "lower": -0.007797034661243055, "upper": 0.1641470254562346 }, { "event_time": -12, "estimate": -0.040385275771537256, "se": 0.02714828162127513, "pvalue": 0.13962218110365082, "lower": -0.0941658125665628, "upper": 0.013395261023488286 }, { "event_time": -11, "estimate": -0.008068383375811733, "se": 0.029581162487812757, "pvalue": 0.7855356985558212, "lower": -0.06666843842934114, "upper": 0.050531671677717674 }, { "event_time": -10, "estimate": -0.007233539183526507, "se": 0.021478119294093077, "pvalue": 0.7368971069999947, "lower": -0.049781528080131546, "upper": 0.035314449713078525 }, { "event_time": -9, "estimate": -0.010304576359177645, "se": 0.01840448038417285, "pvalue": 0.5766495809731124, "lower": -0.0467637102484718, "upper": 0.02615455753011651 }, { "event_time": -8, "estimate": -0.04311834156314302, "se": 0.01714079692914448, "pvalue": 0.01327776563346567, "lower": -0.07707412826094645, "upper": -0.009162554865339588 }, { "event_time": -7, "estimate": -0.023357044635802588, "se": 0.027380275981074755, "pvalue": 0.3954142840695852, "lower": -0.07759716047076502, "upper": 0.03088307119915985 }, { "event_time": -6, "estimate": -0.0077264596646140285, "se": 0.018494119166766344, "pvalue": 0.676894346214972, "lower": -0.04436316729182583, "upper": 0.028910247962597772 }, { "event_time": -5, "estimate": 0.009723464371475579, "se": 0.026682372263488532, "pvalue": 0.7162229974315427, "lower": -0.043134109574219835, "upper": 0.06258103831717099 }, { "event_time": -4, "estimate": -0.01437276633778872, "se": 0.026070746303455895, "pvalue": 0.5825079236849015, "lower": -0.06601871396741739, "upper": 0.03727318129183996 }, { "event_time": -3, "estimate": -0.017440092697948675, "se": 0.027337539763422458, "pvalue": 0.5247830041007417, "lower": -0.07159554841489729, "upper": 0.03671536301899995 }, { "event_time": -2, "estimate": -0.0016714716800647759, "se": 0.030067785559317946, "pvalue": 0.9557656491743333, "lower": -0.06123552329026332, "upper": 0.05789257993013377 }, { "event_time": -1, "estimate": 0.06601614189579627, "se": 0.03857213403236684, "pvalue": 0.08970856610788952, "lower": -0.010394958538814877, "upper": 0.14242724233040743 }, { "event_time": 0, "estimate": -0.005952160699772593, "se": 0.04459026554190404, "pvalue": 0.8940446651919118, "lower": -0.09428513330298276, "upper": 0.08238081190343756 }, { "event_time": 1, "estimate": 0.021430700889835688, "se": 0.04928670911966326, "pvalue": 0.664517233729705, "lower": -0.07620589026879367, "upper": 0.11906729204846504 }, { "event_time": 2, "estimate": 0.037442677152822935, "se": 0.055073854389834836, "pvalue": 0.4979694477911102, "lower": -0.07165820421328373, "upper": 0.14654355851892958 }, { "event_time": 3, "estimate": 0.01584814465536688, "se": 0.06804445343817528, "pvalue": 0.8162499685945648, "lower": -0.11894739352563516, "upper": 0.15064368283636892 }, { "event_time": 4, "estimate": 0.05341589324310684, "se": 0.05627668676172732, "pvalue": 0.34454424712683973, "lower": -0.05806778978747485, "upper": 0.16489957627368854 }, { "event_time": 5, "estimate": 0.10681199692454756, "se": 0.06057857583335096, "pvalue": 0.08054662306712052, "lower": -0.013193695223667076, "upper": 0.22681768907276217 }, { "event_time": 6, "estimate": 0.012263657255089724, "se": 0.055934382667505896, "pvalue": 0.826846773626506, "lower": -0.09854192400127372, "upper": 0.12306923851145317 }, { "event_time": 7, "estimate": -0.010611485458740563, "se": 0.07110095771733763, "pvalue": 0.8816237616979016, "lower": -0.1514619350754935, "upper": 0.13023896415801234 }, { "event_time": 8, "estimate": -0.08289724311554038, "se": 0.07574345919956642, "pvalue": 0.2760657783134803, "lower": -0.23294445241193001, "upper": 0.06714996618084927 }, { "event_time": 9, "estimate": 0.01810298835507133, "se": 0.07972049816473513, "pvalue": 0.8207676926641462, "lower": -0.13982270450006742, "upper": 0.17602868121021006 }, { "event_time": 10, "estimate": 0.01251589473345858, "se": 0.07582234773760108, "pvalue": 0.8691822787832995, "lower": -0.1376875921491763, "upper": 0.16271938161609345 }, { "event_time": 11, "estimate": 0.02564158106677891, "se": 0.08349991206924835, "pvalue": 0.759338821195168, "lower": -0.13977110162406337, "upper": 0.1910542637576212 }, { "event_time": 12, "estimate": 0.032072119189419095, "se": 0.09666855029177718, "pvalue": 0.7406690353870418, "lower": -0.15942753439508328, "upper": 0.22357177277392148 }, { "event_time": 13, "estimate": 0.07065840725868837, "se": 0.1126718048434298, "pvalue": 0.5318365039255017, "lower": -0.1525435703351849, "upper": 0.29386038485256166 }, { "event_time": 14, "estimate": -0.18569119789946384, "se": 0.11902994371489684, "pvalue": 0.12152284079162104, "lower": -0.4214885996271742, "upper": 0.05010620382824654 }, { "event_time": 15, "estimate": -0.16921103234937462, "se": 0.16206991146433516, "pvalue": 0.2986656156505736, "lower": -0.49027027869385165, "upper": 0.1518482139951024 }, { "event_time": 16, "estimate": 0.0006784795279457199, "se": 0.2155582724080458, "pvalue": 0.9974941273050909, "lower": -0.42634079787737467, "upper": 0.42769775693326606 }, { "event_time": 17, "estimate": 0.04331058897411388, "se": 0.2799537948370905, "pvalue": 0.8773265083378835, "lower": -0.5112757223872756, "upper": 0.5978969003355034 }, { "event_time": 18, "estimate": -0.04965884711436306, "se": 0.25563849194745997, "pvalue": 0.846322591714897, "lower": -0.5560767307284444, "upper": 0.4567590364997183 }, { "event_time": 19, "estimate": -0.1399199022288203, "se": 0.27576836357686507, "pvalue": 0.6128669767026714, "lower": -0.6862149064999958, "upper": 0.40637510204235516 }, { "event_time": 20, "estimate": -0.04856566292237353, "se": 0.3411724205353407, "pvalue": 0.8870553674018582, "lower": -0.7244256002846635, "upper": 0.6272942744399165 }, { "event_time": 21, "estimate": -0.29170641829051697, "se": 0.5028512121394839, "pvalue": 0.5629887573297283, "lower": -1.2878507965666584, "upper": 0.7044379599856245 }, { "event_time": 22, "estimate": -0.45791814716685997, "se": 0.46737515290452564, "pvalue": 0.3292764589951998, "lower": -1.3837847253360138, "upper": 0.4679484310022938 }, { "event_time": 23, "estimate": -0.825413097721336, "se": 0.340775422429498, "pvalue": 0.017004039848732066, "lower": -1.5004865848936406, "upper": -0.15033961054903133 } ], "Sun\u2013Abraham": [ { "event_time": -22, "estimate": 0.9617021781903431, "se": 0.5456378225705291, "pvalue": 0.08066008776188498, "lower": -0.11920214580619215, "upper": 2.0426065021868784 }, { "event_time": -21, "estimate": 0.2940157898625972, "se": 0.436642094654086, "pvalue": 0.5020833626855407, "lower": -0.5709688366191923, "upper": 1.1590004163443866 }, { "event_time": -20, "estimate": -0.07339014381696565, "se": 0.2589969220587236, "pvalue": 0.7774125323960634, "lower": -0.5864610516147504, "upper": 0.4396807639808191 }, { "event_time": -19, "estimate": -0.09675174172489973, "se": 0.18779682630497657, "pvalue": 0.6074152417766474, "lower": -0.46877580821936815, "upper": 0.27527232476956864 }, { "event_time": -18, "estimate": -0.02652068799329224, "se": 0.1859802871925562, "pvalue": 0.8868582543548621, "lower": -0.39494620449708395, "upper": 0.3419048285104995 }, { "event_time": -17, "estimate": -0.04689112632500005, "se": 0.17460344259210134, "pvalue": 0.7887553339118636, "lower": -0.3927792013000225, "upper": 0.2989969486500224 }, { "event_time": -16, "estimate": 0.07904406850472749, "se": 0.14971251184376175, "pvalue": 0.598544722172798, "lower": -0.21753526436838377, "upper": 0.3756234013778388 }, { "event_time": -15, "estimate": 0.00514792704632896, "se": 0.1258970732367349, "pvalue": 0.9674551440821072, "lower": -0.24425320537334527, "upper": 0.2545490594660032 }, { "event_time": -14, "estimate": -0.020056352993890185, "se": 0.11829570570875195, "pvalue": 0.8656690862144893, "lower": -0.2543992348865464, "upper": 0.21428652889876604 }, { "event_time": -13, "estimate": 0.07630082342872456, "se": 0.11348634123071788, "pvalue": 0.5027309665400602, "lower": -0.14851474447478752, "upper": 0.3011163913322366 }, { "event_time": -12, "estimate": -0.13620762142661635, "se": 0.07733024800056976, "pvalue": 0.08085586511683554, "lower": -0.28939824711630796, "upper": 0.016983004263075252 }, { "event_time": -11, "estimate": -0.0949631047558642, "se": 0.07597898500220128, "pvalue": 0.21391042374764138, "lower": -0.2454768888532481, "upper": 0.05555067934151969 }, { "event_time": -10, "estimate": -0.11153315357830584, "se": 0.065623354242566, "pvalue": 0.09193412687274562, "lower": -0.2415325129001704, "upper": 0.0184662057435587 }, { "event_time": -9, "estimate": -0.08910647758190816, "se": 0.057710473575836294, "pvalue": 0.12535349155613174, "lower": -0.20343048124817908, "upper": 0.025217526084362743 }, { "event_time": -8, "estimate": -0.12397969639455257, "se": 0.05456211195061936, "pvalue": 0.02494540965682111, "lower": -0.23206681993002598, "upper": -0.015892572859079163 }, { "event_time": -7, "estimate": -0.10995018887943889, "se": 0.06500479430965286, "pvalue": 0.09348927582604513, "lower": -0.238724185738366, "upper": 0.01882380797948824 }, { "event_time": -6, "estimate": -0.0791936412449238, "se": 0.0575003068618117, "pvalue": 0.17112596815318967, "lower": -0.1931013062694211, "upper": 0.0347140237795735 }, { "event_time": -5, "estimate": -0.07173498103384462, "se": 0.05980919943581381, "pvalue": 0.2328605109113926, "lower": -0.19021654446429376, "upper": 0.046746582396604494 }, { "event_time": -4, "estimate": -0.0949841857458618, "se": 0.050606781130270805, "pvalue": 0.06308748993842637, "lower": -0.1952358293902782, "upper": 0.005267457898554595 }, { "event_time": -3, "estimate": -0.09247297184320741, "se": 0.05459646494299756, "pvalue": 0.09304270165691797, "lower": -0.20062814839199444, "upper": 0.01568220470557964 }, { "event_time": -2, "estimate": -0.07429471787576644, "se": 0.03815634642098139, "pvalue": 0.05398077336231912, "lower": -0.14988214625462923, "upper": 0.0012927105030963448 }, { "event_time": 0, "estimate": -0.0880268933841762, "se": 0.05756116441359999, "pvalue": 0.12896619644868332, "lower": -0.2020551167500398, "upper": 0.026001329981687374 }, { "event_time": 1, "estimate": -0.05848480577314688, "se": 0.05323953552619938, "pvalue": 0.2742912459410137, "lower": -0.16395191559835987, "upper": 0.046982304052066104 }, { "event_time": 2, "estimate": -0.03691659478754498, "se": 0.05218938419245172, "pvalue": 0.4807873679083111, "lower": -0.14030336290889478, "upper": 0.06647017333380481 }, { "event_time": 3, "estimate": -0.07409843171758332, "se": 0.059244070520275964, "pvalue": 0.21359336741293025, "lower": -0.19146047911898853, "upper": 0.04326361568382189 }, { "event_time": 4, "estimate": -0.046393547101397495, "se": 0.05332808134275208, "pvalue": 0.3861478184716862, "lower": -0.15203606550721938, "upper": 0.05924897130442437 }, { "event_time": 5, "estimate": 0.007770798954785459, "se": 0.05306295995030422, "pvalue": 0.883828851773716, "lower": -0.09734651601456856, "upper": 0.11288811392413947 }, { "event_time": 6, "estimate": -0.06786195215925275, "se": 0.047060749294901796, "pvalue": 0.1520418945009204, "lower": -0.16108893404942595, "upper": 0.025365029730920446 }, { "event_time": 7, "estimate": -0.05083658926901803, "se": 0.05553224386039973, "pvalue": 0.361891608512231, "lower": -0.160845536645787, "upper": 0.059172358107750914 }, { "event_time": 8, "estimate": -0.12906737050637287, "se": 0.06310594956267519, "pvalue": 0.04313251875279193, "lower": -0.25407977054648534, "upper": -0.00405497046626041 }, { "event_time": 9, "estimate": -0.007734328811160856, "se": 0.06654631537199396, "pvalue": 0.907678917250714, "lower": -0.13956206702175325, "upper": 0.12409340939943155 }, { "event_time": 10, "estimate": -0.03085034061842332, "se": 0.07538535190163924, "pvalue": 0.6831349062388579, "lower": -0.18018814211577028, "upper": 0.11848746087892364 }, { "event_time": 11, "estimate": -0.029921760789524417, "se": 0.07347716293970942, "pvalue": 0.6846061449891971, "lower": -0.17547945465020584, "upper": 0.11563593307115702 }, { "event_time": 12, "estimate": -0.03433100376975271, "se": 0.07952492612785589, "pvalue": 0.6667739721850391, "lower": -0.1918692699261342, "upper": 0.1232072623866288 }, { "event_time": 13, "estimate": -0.017879291470773932, "se": 0.10068893423674903, "pvalue": 0.8593761466608082, "lower": -0.21734329468517133, "upper": 0.18158471174362345 }, { "event_time": 14, "estimate": -0.1960664109754744, "se": 0.0649880222377946, "pvalue": 0.0031493311874816556, "lower": -0.32480718248922924, "upper": -0.06732563946171957 }, { "event_time": 15, "estimate": -0.16664792523443198, "se": 0.08789539711435626, "pvalue": 0.060494337183277715, "lower": -0.3407680299455011, "upper": 0.007472179476637142 }, { "event_time": 16, "estimate": 0.0005510778398809535, "se": 0.12779026787289882, "pvalue": 0.9965667811958784, "lower": -0.2526004585726032, "upper": 0.2537026142523651 }, { "event_time": 17, "estimate": -0.020017862786760772, "se": 0.15415351083270457, "pvalue": 0.8969086711759681, "lower": -0.32539478045228637, "upper": 0.28535905487876484 }, { "event_time": 18, "estimate": -0.10959577711366163, "se": 0.13392881549807284, "pvalue": 0.4148853297197856, "lower": -0.3749077290923735, "upper": 0.15571617486505024 }, { "event_time": 19, "estimate": -0.13233758354214603, "se": 0.13428432329781928, "pvalue": 0.3264641433792422, "lower": -0.39835379373402596, "upper": 0.1336786266497339 }, { "event_time": 20, "estimate": -0.1404787278263272, "se": 0.15798359283861366, "pvalue": 0.3757690651492921, "lower": -0.45344300844617463, "upper": 0.17248555279352024 }, { "event_time": 21, "estimate": -0.2072753139346316, "se": 0.22586300241811183, "pvalue": 0.3607114787130501, "lower": -0.6547081821226135, "upper": 0.24015755425335028 }, { "event_time": 22, "estimate": -0.29633142304800697, "se": 0.20804181388154097, "pvalue": 0.15706702951129276, "lower": -0.7084606540042664, "upper": 0.11579780790825239 }, { "event_time": 23, "estimate": -0.581566372881445, "se": 0.22167704522912157, "pvalue": 0.00989444412513873, "lower": -1.0207068921183806, "upper": -0.14242585364450944 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.0, 16.0, 17.0, 18.0, 19.0, 20.0, 21.0, 22.0, 23.0 ], "weights": [ 0.07637514839730906, 0.07637514839730906, 0.07637514839730906, 0.07637514839730906, 0.07479224376731301, 0.07281361297981796, 0.06727344677483181, 0.06133755441234666, 0.06015037593984962, 0.05777601899485556, 0.05579738820736051, 0.0518401266323704, 0.04788286505738029, 0.043134151167392165, 0.019786307874950535, 0.01662049861495845, 0.016224772457459437, 0.013058963197467353, 0.01226751088246933, 0.007914523149980214, 0.006331618519984171, 0.004352987732489117, 0.002770083102493075, 0.002374356944994064 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 4.069181769317254e-09, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 1.1515296555173938e-15 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 1.0370946600085738, "df_num": 250, "df_den": 11050, "pvalue": 0.33223047213496354, "log10_pvalue": -0.4785605366253135, "inference": "Homoskedastic nested-model F", "observations": 12766, "design_columns": 975, "restricted_design_columns": 725, "fixed_effect_rank": 741, "covariance_rank": 250, "rss_unrestricted": 3159.2575924213925, "rss_restricted": 3233.385401894057, "test_horizon": null, "reference_cohort": 3, "pyfixest": "0.27.0", "formulaic": "1.0.2", "design_head": { "index": [ 0, 1, 2, 3, 4 ], "columns": [ "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-21.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-20.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-19.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]" ], "data": [ [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_4,ref=-1.0)+i(rel_time,cohort_dummy_5,ref=-1.0)+i(rel_time,cohort_dummy_6,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_21,ref=-1.0)+i(rel_time,cohort_dummy_22,ref=-1.0)+i(rel_time,cohort_dummy_23,ref=-1.0)+x0+x1+x2+x3+x4+x5+x6+x7+x8+x9+x10+x11+x12+x13+x14+x15+x16+x17+x18+x19+x20+x21+x22+x23+x24+x25+x26+x27+x28+x29+x30+x31+x32+x33+x34+x35+x36+x37+x38+x39+x40+x41+x42+x43+x44+x45+x46+x47+x48+x49+x50+x51+x52+x53+x54+x55+x56+x57+x58+x59+x60+x61+x62+x63+x64+x65+x66+x67+x68+x69+x70+x71+x72+x73+x74+x75+x76+x77+x78+x79+x80+x81+x82+x83+x84+x85+x86+x87+x88+x89+x90+x91+x92+x93+x94+x95+x96+x97+x98+x99+x100+x101+x102+x103+x104+x105+x106+x107+x108+x109+x110+x111+x112+x113+x114+x115+x116+x117+x118+x119+x120+x121+x122+x123+x124+x125+x126+x127+x128+x129+x130+x131+x132+x133+x134+x135+x136+x137+x138+x139+x140+x141+x142+x143+x144+x145+x146+x147+x148+x149+x150+x151+x152+x153+x154+x155+x156+x157+x158+x159+x160+x161+x162+x163+x164+x165+x166+x167+x168+x169+x170+x171+x172+x173+x174+x175+x176+x177+x178+x179+x180+x181+x182+x183+x184+x185+x186+x187+x188+x189+x190+x191+x192+x193+x194+x195+x196+x197+x198+x199+x200+x201+x202+x203+x204+x205+x206+x207+x208+x209+x210+x211+x212+x213+x214+x215+x216+x217+x218+x219+x220+x221+x222+x223+x224+x225+x226+x227+x228+x229+x230+x231+x232+x233+x234+x235+x236+x237+x238+x239+x240+x241+x242+x243+x244+x245+x246+x247+x248+x249+x250+x251+x252+x253+x254+x255+x256+x257+x258+x259+x260+x261+x262+x263+x264+x265+x266+x267+x268+x269+x270+x271+x272+x273+x274+x275+x276+x277+x278+x279+x280+x281+x282+x283+x284+x285+x286+x287+x288+x289+x290+x291+x292+x293+x294+x295+x296+x297+x298+x299+x300+x301+x302+x303+x304+x305+x306+x307+x308+x309+x310+x311+x312+x313+x314+x315+x316+x317+x318+x319+x320+x321+x322+x323+x324+x325+x326+x327+x328+x329+x330+x331+x332+x333+x334+x335+x336+x337+x338+x339+x340+x341+x342+x343+x344+x345+x346+x347+x348+x349+x350+x351+x352+x353+x354+x355+x356+x357+x358+x359+x360+x361+x362+x363+x364+x365+x366+x367+x368+x369+x370+x371+x372+x373+x374+x375+x376+x377+x378+x379+x380+x381+x382+x383+x384+x385+x386+x387+x388+x389+x390+x391+x392+x393+x394+x395+x396+x397+x398+x399+x400+x401+x402+x403+x404+x405+x406+x407+x408+x409+x410+x411+x412+x413+x414+x415+x416+x417+x418+x419+x420+x421+x422+x423+x424+x425+x426+x427+x428+x429+x430+x431+x432+x433+x434+x435+x436+x437+x438+x439+x440+x441+x442+x443+x444+x445+x446+x447+x448+x449|unit_fe+time_fe", "restriction_names": [ "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.20.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.21.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.22.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.20.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.21.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.20.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_23", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_23", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_23" ], "deviations": [ { "event_time": -3.0, "cohort": 4, "estimate": -0.2075376620075934 }, { "event_time": -2.0, "cohort": 4, "estimate": -0.4226014534551158 }, { "event_time": 0.0, "cohort": 4, "estimate": 0.008722757361631507 }, { "event_time": 1.0, "cohort": 4, "estimate": 0.12424134405619347 }, { "event_time": 2.0, "cohort": 4, "estimate": 0.10226433204424049 }, { "event_time": 3.0, "cohort": 4, "estimate": 0.06446425288787572 }, { "event_time": 4.0, "cohort": 4, "estimate": 0.1240973169301101 }, { "event_time": 5.0, "cohort": 4, "estimate": 0.08833130777698206 }, { "event_time": 6.0, "cohort": 4, "estimate": 0.025818262073504974 }, { "event_time": 7.0, "cohort": 4, "estimate": 0.010794785245753833 }, { "event_time": 8.0, "cohort": 4, "estimate": 0.20441166361008234 }, { "event_time": 9.0, "cohort": 4, "estimate": 2.8091058750852427 }, { "event_time": 10.0, "cohort": 4, "estimate": 0.153845821149221 }, { "event_time": 11.0, "cohort": 4, "estimate": 2.9830603686287547 }, { "event_time": 12.0, "cohort": 4, "estimate": 3.0689346492868625 }, { "event_time": 13.0, "cohort": 4, "estimate": 2.711096322799698 }, { "event_time": 14.0, "cohort": 4, "estimate": 2.586340626641049 }, { "event_time": 15.0, "cohort": 4, "estimate": 2.668374878819076 }, { "event_time": 16.0, "cohort": 4, "estimate": 2.245066443773414 }, { "event_time": 17.0, "cohort": 4, "estimate": 2.6068530259681104 }, { "event_time": 18.0, "cohort": 4, "estimate": 2.1911274605488167 }, { "event_time": 19.0, "cohort": 4, "estimate": 1.7455774070194534 }, { "event_time": 20.0, "cohort": 4, "estimate": 1.8286061753621552 }, { "event_time": 21.0, "cohort": 4, "estimate": 1.850420724599449 }, { "event_time": 22.0, "cohort": 4, "estimate": 1.7853320892424864 }, { "event_time": -4.0, "cohort": 5, "estimate": -0.2935837813203078 }, { "event_time": -3.0, "cohort": 5, "estimate": -0.2939024227967861 }, { "event_time": -2.0, "cohort": 5, "estimate": -0.4778090683140862 }, { "event_time": 0.0, "cohort": 5, "estimate": -0.02711727068758658 }, { "event_time": 1.0, "cohort": 5, "estimate": 0.09171032637634793 }, { "event_time": 2.0, "cohort": 5, "estimate": 0.11933815507719202 }, { "event_time": 3.0, "cohort": 5, "estimate": 0.054239965838087316 }, { "event_time": 4.0, "cohort": 5, "estimate": 0.05372965133912529 }, { "event_time": 5.0, "cohort": 5, "estimate": 0.08539233277094818 }, { "event_time": 6.0, "cohort": 5, "estimate": 0.07481641342644793 }, { "event_time": 7.0, "cohort": 5, "estimate": 0.003181541787342021 }, { "event_time": 8.0, "cohort": 5, "estimate": 0.09796498255689991 }, { "event_time": 9.0, "cohort": 5, "estimate": -0.023410788300528493 }, { "event_time": 10.0, "cohort": 5, "estimate": 0.0672618510966614 }, { "event_time": 11.0, "cohort": 5, "estimate": -0.07065374480422382 }, { "event_time": 12.0, "cohort": 5, "estimate": -0.020459780275230696 }, { "event_time": 13.0, "cohort": 5, "estimate": -0.0714375916666546 }, { "event_time": 14.0, "cohort": 5, "estimate": -0.047998661321438 }, { "event_time": 15.0, "cohort": 5, "estimate": -0.15995285330592451 }, { "event_time": 16.0, "cohort": 5, "estimate": 0.5935371624450154 }, { "event_time": 17.0, "cohort": 5, "estimate": 0.6251027302347258 }, { "event_time": 18.0, "cohort": 5, "estimate": 0.3075899412631632 }, { "event_time": 19.0, "cohort": 5, "estimate": 0.4558923045429223 }, { "event_time": 20.0, "cohort": 5, "estimate": 0.5290794327916601 }, { "event_time": 21.0, "cohort": 5, "estimate": 0.7004250145738597 }, { "event_time": -5.0, "cohort": 6, "estimate": -0.43290979598717905 }, { "event_time": -4.0, "cohort": 6, "estimate": -0.9226288685935411 }, { "event_time": -3.0, "cohort": 6, "estimate": -0.8802961661912762 }, { "event_time": -2.0, "cohort": 6, "estimate": -1.010757606691445 }, { "event_time": 0.0, "cohort": 6, "estimate": -0.5816786395427281 }, { "event_time": 1.0, "cohort": 6, "estimate": 0.1299478122573801 }, { "event_time": 2.0, "cohort": 6, "estimate": 0.07562891770661086 }, { "event_time": 3.0, "cohort": 6, "estimate": -0.4723590566297573 }, { "event_time": 4.0, "cohort": 6, "estimate": 0.04115221947171642 }, { "event_time": 5.0, "cohort": 6, "estimate": 0.0051748961283955425 }, { "event_time": 6.0, "cohort": 6, "estimate": 0.009154084163980877 }, { "event_time": 7.0, "cohort": 6, "estimate": -0.07346475863677526 }, { "event_time": 8.0, "cohort": 6, "estimate": 0.10595705182844858 }, { "event_time": 9.0, "cohort": 6, "estimate": -0.014368838183887532 }, { "event_time": 10.0, "cohort": 6, "estimate": -0.22796195663051672 }, { "event_time": 11.0, "cohort": 6, "estimate": -0.14876601979021187 }, { "event_time": 12.0, "cohort": 6, "estimate": 0.16403667084811274 }, { "event_time": 13.0, "cohort": 6, "estimate": 0.14972199411040307 }, { "event_time": 14.0, "cohort": 6, "estimate": 0.0798924565711391 }, { "event_time": 15.0, "cohort": 6, "estimate": -0.09057768081524947 }, { "event_time": 16.0, "cohort": 6, "estimate": 0.009270370761223848 }, { "event_time": 17.0, "cohort": 6, "estimate": 0.20750635885158086 }, { "event_time": 18.0, "cohort": 6, "estimate": -0.08279442926050444 }, { "event_time": 19.0, "cohort": 6, "estimate": 0.10373989168517914 }, { "event_time": 20.0, "cohort": 6, "estimate": 0.220897458854013 }, { "event_time": -6.0, "cohort": 7, "estimate": -0.2859301129720394 }, { "event_time": -5.0, "cohort": 7, "estimate": -0.19217629201374176 }, { "event_time": -4.0, "cohort": 7, "estimate": -0.242684154372812 }, { "event_time": -3.0, "cohort": 7, "estimate": -0.11455745566755737 }, { "event_time": -2.0, "cohort": 7, "estimate": -0.42306118377740903 }, { "event_time": 0.0, "cohort": 7, "estimate": 0.08236340933924251 }, { "event_time": 1.0, "cohort": 7, "estimate": 0.15682138096688336 }, { "event_time": 2.0, "cohort": 7, "estimate": 0.20293548587084845 }, { "event_time": 3.0, "cohort": 7, "estimate": 0.21727839971347876 }, { "event_time": 4.0, "cohort": 7, "estimate": 0.21375859674184716 }, { "event_time": 5.0, "cohort": 7, "estimate": 0.13798695179492632 }, { "event_time": 6.0, "cohort": 7, "estimate": 0.10184472401567116 }, { "event_time": 7.0, "cohort": 7, "estimate": 0.025652521252601677 }, { "event_time": 8.0, "cohort": 7, "estimate": 0.13961321002474797 }, { "event_time": 9.0, "cohort": 7, "estimate": 0.08699782415311529 }, { "event_time": 10.0, "cohort": 7, "estimate": 0.104780870915454 }, { "event_time": 11.0, "cohort": 7, "estimate": 0.028836425267242588 }, { "event_time": 12.0, "cohort": 7, "estimate": 0.18024441150353707 }, { "event_time": 13.0, "cohort": 7, "estimate": -0.06730962077113431 }, { "event_time": 14.0, "cohort": 7, "estimate": -0.2768397417454351 }, { "event_time": 15.0, "cohort": 7, "estimate": -0.17127982601560635 }, { "event_time": 16.0, "cohort": 7, "estimate": -0.19285741736711365 }, { "event_time": 17.0, "cohort": 7, "estimate": -0.17760356999349933 }, { "event_time": 18.0, "cohort": 7, "estimate": -0.3271684732717835 }, { "event_time": 19.0, "cohort": 7, "estimate": -0.17232439790583742 }, { "event_time": -7.0, "cohort": 8, "estimate": -0.49669645988246713 }, { "event_time": -6.0, "cohort": 8, "estimate": -0.720850093025313 }, { "event_time": -5.0, "cohort": 8, "estimate": -0.5528843671195587 }, { "event_time": -4.0, "cohort": 8, "estimate": -0.517349066048173 }, { "event_time": -3.0, "cohort": 8, "estimate": -0.21981591787469862 }, { "event_time": -2.0, "cohort": 8, "estimate": -0.37614814320209927 }, { "event_time": 0.0, "cohort": 8, "estimate": -0.03462857616115936 }, { "event_time": 1.0, "cohort": 8, "estimate": -0.0722178636936629 }, { "event_time": 2.0, "cohort": 8, "estimate": 0.04220268709748154 }, { "event_time": 3.0, "cohort": 8, "estimate": 0.09495290563656682 }, { "event_time": 4.0, "cohort": 8, "estimate": 0.03927182021981043 }, { "event_time": 5.0, "cohort": 8, "estimate": -0.04030211816865312 }, { "event_time": 6.0, "cohort": 8, "estimate": -0.038207956411926605 }, { "event_time": 7.0, "cohort": 8, "estimate": -0.06313812296183291 }, { "event_time": 8.0, "cohort": 8, "estimate": 0.03475633135116496 }, { "event_time": 9.0, "cohort": 8, "estimate": -0.051655890152110195 }, { "event_time": 10.0, "cohort": 8, "estimate": 0.028419081743996502 }, { "event_time": 11.0, "cohort": 8, "estimate": -0.1479857707435105 }, { "event_time": 12.0, "cohort": 8, "estimate": 0.16763648494673816 }, { "event_time": 13.0, "cohort": 8, "estimate": 0.04679165496810547 }, { "event_time": 14.0, "cohort": 8, "estimate": -0.21294161959067512 }, { "event_time": 15.0, "cohort": 8, "estimate": 0.11815096893980903 }, { "event_time": 16.0, "cohort": 8, "estimate": 0.06276665529042393 }, { "event_time": 17.0, "cohort": 8, "estimate": 0.4509113649695891 }, { "event_time": 18.0, "cohort": 8, "estimate": -0.043040461056904386 }, { "event_time": -8.0, "cohort": 9, "estimate": -0.6185727968476622 }, { "event_time": -7.0, "cohort": 9, "estimate": -0.45623664278875226 }, { "event_time": -6.0, "cohort": 9, "estimate": -0.5871739991536231 }, { "event_time": -5.0, "cohort": 9, "estimate": -0.41472555814947054 }, { "event_time": -4.0, "cohort": 9, "estimate": -0.35812626595740965 }, { "event_time": -3.0, "cohort": 9, "estimate": -0.3187021378249428 }, { "event_time": -2.0, "cohort": 9, "estimate": -0.3847383452164318 }, { "event_time": 0.0, "cohort": 9, "estimate": 0.02663876299612379 }, { "event_time": 1.0, "cohort": 9, "estimate": 0.1033501421252308 }, { "event_time": 2.0, "cohort": 9, "estimate": 0.1328275692071781 }, { "event_time": 3.0, "cohort": 9, "estimate": 0.1484126003374448 }, { "event_time": 4.0, "cohort": 9, "estimate": 0.07082976487007164 }, { "event_time": 5.0, "cohort": 9, "estimate": 0.0568549497111677 }, { "event_time": 6.0, "cohort": 9, "estimate": 0.08433370525907845 }, { "event_time": 7.0, "cohort": 9, "estimate": -0.11743122792547056 }, { "event_time": 8.0, "cohort": 9, "estimate": 0.2380288575789683 }, { "event_time": 9.0, "cohort": 9, "estimate": 0.12398724798656897 }, { "event_time": 10.0, "cohort": 9, "estimate": 0.11748117568861714 }, { "event_time": 11.0, "cohort": 9, "estimate": -0.01259113639263354 }, { "event_time": 12.0, "cohort": 9, "estimate": 0.04473643862773666 }, { "event_time": 13.0, "cohort": 9, "estimate": 0.05337433795799702 }, { "event_time": 14.0, "cohort": 9, "estimate": 0.026371097364592824 }, { "event_time": 15.0, "cohort": 9, "estimate": -0.026370902822254544 }, { "event_time": 16.0, "cohort": 9, "estimate": -0.012917607294326477 }, { "event_time": 17.0, "cohort": 9, "estimate": -0.07908089396445861 }, { "event_time": -9.0, "cohort": 10, "estimate": -0.37738490991217155 }, { "event_time": -8.0, "cohort": 10, "estimate": -0.5184619464414616 }, { "event_time": -7.0, "cohort": 10, "estimate": -0.3310233333943249 }, { "event_time": -6.0, "cohort": 10, "estimate": -0.1039878651511632 }, { "event_time": -5.0, "cohort": 10, "estimate": 0.010440725428842723 }, { "event_time": -4.0, "cohort": 10, "estimate": 0.006567225191272341 }, { "event_time": -3.0, "cohort": 10, "estimate": 0.12501105886994673 }, { "event_time": -2.0, "cohort": 10, "estimate": -0.4477239853352395 }, { "event_time": 0.0, "cohort": 10, "estimate": -0.038418423211550645 }, { "event_time": 1.0, "cohort": 10, "estimate": 0.16320939822570063 }, { "event_time": 2.0, "cohort": 10, "estimate": 0.5155239964467 }, { "event_time": 3.0, "cohort": 10, "estimate": 0.41912711411295805 }, { "event_time": 4.0, "cohort": 10, "estimate": 0.45593930004008865 }, { "event_time": 5.0, "cohort": 10, "estimate": 0.4118291668499281 }, { "event_time": 6.0, "cohort": 10, "estimate": 0.27049197103950695 }, { "event_time": 7.0, "cohort": 10, "estimate": 0.2575366537492832 }, { "event_time": 8.0, "cohort": 10, "estimate": 0.5506935119196068 }, { "event_time": 9.0, "cohort": 10, "estimate": 0.7434215208264061 }, { "event_time": 10.0, "cohort": 10, "estimate": 0.7110896324986961 }, { "event_time": 11.0, "cohort": 10, "estimate": 0.5323444484966623 }, { "event_time": 12.0, "cohort": 10, "estimate": 0.3488428725170713 }, { "event_time": 13.0, "cohort": 10, "estimate": 0.38883819901653627 }, { "event_time": 14.0, "cohort": 10, "estimate": 0.28755871079438183 }, { "event_time": 15.0, "cohort": 10, "estimate": 0.3673588598956452 }, { "event_time": 16.0, "cohort": 10, "estimate": 0.664509717105555 }, { "event_time": -10.0, "cohort": 11, "estimate": -2.9491775364220087 }, { "event_time": -9.0, "cohort": 11, "estimate": -2.9374584267492736 }, { "event_time": -8.0, "cohort": 11, "estimate": -3.055453051270267 }, { "event_time": -7.0, "cohort": 11, "estimate": -2.9072461885498173 }, { "event_time": -6.0, "cohort": 11, "estimate": -3.100440641581029 }, { "event_time": -5.0, "cohort": 11, "estimate": -0.19704855462162701 }, { "event_time": -4.0, "cohort": 11, "estimate": 0.04451841373040272 }, { "event_time": -3.0, "cohort": 11, "estimate": -2.8249466839229007 }, { "event_time": -2.0, "cohort": 11, "estimate": -3.0590660151571427 }, { "event_time": 0.0, "cohort": 11, "estimate": -2.553709295298543 }, { "event_time": 1.0, "cohort": 11, "estimate": -2.324197446836562 }, { "event_time": 2.0, "cohort": 11, "estimate": 0.308676441818678 }, { "event_time": 3.0, "cohort": 11, "estimate": -2.3984173994303646 }, { "event_time": 4.0, "cohort": 11, "estimate": -2.393911737266922 }, { "event_time": 5.0, "cohort": 11, "estimate": -2.5226659809675764 }, { "event_time": 6.0, "cohort": 11, "estimate": -2.395270153676831 }, { "event_time": 7.0, "cohort": 11, "estimate": -2.4113294652078126 }, { "event_time": 8.0, "cohort": 11, "estimate": -2.3599463205016686 }, { "event_time": 9.0, "cohort": 11, "estimate": -2.5215423423673644 }, { "event_time": 10.0, "cohort": 11, "estimate": -2.580303332162092 }, { "event_time": 11.0, "cohort": 11, "estimate": -2.8349377233997255 }, { "event_time": 12.0, "cohort": 11, "estimate": -2.463460225627248 }, { "event_time": 13.0, "cohort": 11, "estimate": -2.546548115717758 }, { "event_time": 14.0, "cohort": 11, "estimate": -2.4831123459053215 }, { "event_time": 15.0, "cohort": 11, "estimate": -2.600393025308486 }, { "event_time": -11.0, "cohort": 12, "estimate": -0.6061462380722624 }, { "event_time": -10.0, "cohort": 12, "estimate": -0.4547262465202737 }, { "event_time": -9.0, "cohort": 12, "estimate": -0.41937974571768843 }, { "event_time": -8.0, "cohort": 12, "estimate": -0.6083768901740338 }, { "event_time": -7.0, "cohort": 12, "estimate": -0.41340819171885335 }, { "event_time": -6.0, "cohort": 12, "estimate": -0.5814636891887746 }, { "event_time": -5.0, "cohort": 12, "estimate": -0.33811116890472764 }, { "event_time": -4.0, "cohort": 12, "estimate": -0.3316492447691448 }, { "event_time": -3.0, "cohort": 12, "estimate": -0.28684671334311407 }, { "event_time": -2.0, "cohort": 12, "estimate": -0.45133303823658366 }, { "event_time": 0.0, "cohort": 12, "estimate": 0.028025901763801764 }, { "event_time": 1.0, "cohort": 12, "estimate": 0.08544867651300979 }, { "event_time": 2.0, "cohort": 12, "estimate": 0.09209471130002961 }, { "event_time": 3.0, "cohort": 12, "estimate": 0.06312652223752176 }, { "event_time": 4.0, "cohort": 12, "estimate": -0.05234715199856381 }, { "event_time": 5.0, "cohort": 12, "estimate": -0.009994662056954297 }, { "event_time": 6.0, "cohort": 12, "estimate": 0.3052634358401245 }, { "event_time": 7.0, "cohort": 12, "estimate": -0.1674014974607092 }, { "event_time": 8.0, "cohort": 12, "estimate": 0.3542157905534674 }, { "event_time": 9.0, "cohort": 12, "estimate": 0.2616991169663572 }, { "event_time": 10.0, "cohort": 12, "estimate": 0.2533763524422332 }, { "event_time": 11.0, "cohort": 12, "estimate": 0.0748906409736931 }, { "event_time": 12.0, "cohort": 12, "estimate": 0.20855048283528543 }, { "event_time": 13.0, "cohort": 12, "estimate": 0.2253567077919445 }, { "event_time": 14.0, "cohort": 12, "estimate": 0.048048118798253665 }, { "event_time": -12.0, "cohort": 13, "estimate": -1.076213297053449 }, { "event_time": -11.0, "cohort": 13, "estimate": -0.9064105971005038 }, { "event_time": -10.0, "cohort": 13, "estimate": -0.6726012423507596 }, { "event_time": -9.0, "cohort": 13, "estimate": -0.6367215511290794 }, { "event_time": -8.0, "cohort": 13, "estimate": -0.8106080934027068 }, { "event_time": -7.0, "cohort": 13, "estimate": -0.6830242816957737 }, { "event_time": -6.0, "cohort": 13, "estimate": -0.7547329721524009 }, { "event_time": -5.0, "cohort": 13, "estimate": -0.6234607229490503 }, { "event_time": -4.0, "cohort": 13, "estimate": -0.5393900010897243 }, { "event_time": -3.0, "cohort": 13, "estimate": -0.47661906253410236 }, { "event_time": -2.0, "cohort": 13, "estimate": -0.5331896274386426 }, { "event_time": 0.0, "cohort": 13, "estimate": -0.20958858764948 }, { "event_time": 1.0, "cohort": 13, "estimate": 0.015028057567549935 }, { "event_time": 2.0, "cohort": 13, "estimate": -0.03689373147081404 }, { "event_time": 3.0, "cohort": 13, "estimate": -0.18699134161946473 }, { "event_time": 4.0, "cohort": 13, "estimate": -0.11146592133538397 }, { "event_time": 5.0, "cohort": 13, "estimate": -0.03637359076715499 }, { "event_time": 6.0, "cohort": 13, "estimate": -0.13988600232596554 }, { "event_time": 7.0, "cohort": 13, "estimate": -0.044034784376890956 }, { "event_time": 8.0, "cohort": 13, "estimate": -0.03874904113639857 }, { "event_time": 9.0, "cohort": 13, "estimate": -0.031163464713598876 }, { "event_time": 10.0, "cohort": 13, "estimate": 0.12815201305726795 }, { "event_time": 11.0, "cohort": 13, "estimate": -0.029564661448676567 }, { "event_time": 12.0, "cohort": 13, "estimate": 0.18393844586603955 }, { "event_time": 13.0, "cohort": 13, "estimate": 0.27977081010169086 }, { "event_time": -13.0, "cohort": 14, "estimate": -0.1556718500532045 }, { "event_time": -12.0, "cohort": 14, "estimate": -0.6656571351256307 }, { "event_time": -11.0, "cohort": 14, "estimate": -0.5404052624376254 }, { "event_time": -10.0, "cohort": 14, "estimate": -0.3521428004557883 }, { "event_time": -9.0, "cohort": 14, "estimate": -0.35457756912260396 }, { "event_time": -8.0, "cohort": 14, "estimate": -0.4944476174503842 }, { "event_time": -7.0, "cohort": 14, "estimate": -0.387747337716537 }, { "event_time": -6.0, "cohort": 14, "estimate": -0.5588431666340035 }, { "event_time": -5.0, "cohort": 14, "estimate": -0.33263859460566 }, { "event_time": -4.0, "cohort": 14, "estimate": -0.32557728763190846 }, { "event_time": -3.0, "cohort": 14, "estimate": -0.3073314881673316 }, { "event_time": -2.0, "cohort": 14, "estimate": -0.43979856745387264 }, { "event_time": 0.0, "cohort": 14, "estimate": 0.20684741705558746 }, { "event_time": 1.0, "cohort": 14, "estimate": 0.36114128280504093 }, { "event_time": 2.0, "cohort": 14, "estimate": 0.20672133077693025 }, { "event_time": 3.0, "cohort": 14, "estimate": 0.0197657988129631 }, { "event_time": 4.0, "cohort": 14, "estimate": 0.09805505170174647 }, { "event_time": 5.0, "cohort": 14, "estimate": 0.006450756392324737 }, { "event_time": 6.0, "cohort": 14, "estimate": 0.0799752040196543 }, { "event_time": 7.0, "cohort": 14, "estimate": -0.12810554704477367 }, { "event_time": 8.0, "cohort": 14, "estimate": 0.11596717425798142 }, { "event_time": 9.0, "cohort": 14, "estimate": 0.015013582154514774 }, { "event_time": 10.0, "cohort": 14, "estimate": 0.04650940762413647 }, { "event_time": 11.0, "cohort": 14, "estimate": -0.09319769923929569 }, { "event_time": 12.0, "cohort": 14, "estimate": 0.05812259794983904 }, { "event_time": -14.0, "cohort": 15, "estimate": -0.518323544117989 }, { "event_time": -13.0, "cohort": 15, "estimate": -0.08216762345645368 }, { "event_time": -12.0, "cohort": 15, "estimate": -0.6601349676329192 }, { "event_time": -11.0, "cohort": 15, "estimate": -0.48481804288723196 }, { "event_time": -10.0, "cohort": 15, "estimate": -0.32094647196916515 }, { "event_time": -9.0, "cohort": 15, "estimate": -0.34527091149223976 }, { "event_time": -8.0, "cohort": 15, "estimate": -0.44451288170418723 }, { "event_time": -7.0, "cohort": 15, "estimate": -0.38721200214480106 }, { "event_time": -6.0, "cohort": 15, "estimate": -0.5523762442303138 }, { "event_time": -5.0, "cohort": 15, "estimate": -0.3528496317086402 }, { "event_time": -4.0, "cohort": 15, "estimate": -0.3091391420702524 }, { "event_time": -3.0, "cohort": 15, "estimate": -0.20552993100426697 }, { "event_time": -2.0, "cohort": 15, "estimate": -0.41534955585114536 }, { "event_time": 0.0, "cohort": 15, "estimate": -0.007447390077043007 }, { "event_time": 1.0, "cohort": 15, "estimate": 0.12003263331349573 }, { "event_time": 2.0, "cohort": 15, "estimate": 0.10334694346680637 }, { "event_time": 3.0, "cohort": 15, "estimate": 0.14224006631693428 }, { "event_time": 4.0, "cohort": 15, "estimate": 0.07741510463277049 }, { "event_time": 5.0, "cohort": 15, "estimate": 0.08885383970169208 }, { "event_time": 6.0, "cohort": 15, "estimate": -0.07325544079517057 }, { "event_time": 7.0, "cohort": 15, "estimate": -0.040748245576088526 }, { "event_time": 8.0, "cohort": 15, "estimate": 0.1201180478644694 }, { "event_time": 9.0, "cohort": 15, "estimate": 0.028537253855783835 }, { "event_time": 10.0, "cohort": 15, "estimate": 0.06541278288867576 }, { "event_time": 11.0, "cohort": 15, "estimate": -0.08533583506193446 }, { "event_time": -15.0, "cohort": 16, "estimate": -0.6836623185363563 }, { "event_time": -14.0, "cohort": 16, "estimate": -0.4842631737596529 }, { "event_time": -13.0, "cohort": 16, "estimate": -0.38572210117717964 }, { "event_time": -12.0, "cohort": 16, "estimate": -0.6746929323119154 }, { "event_time": -11.0, "cohort": 16, "estimate": -0.5637791356902208 }, { "event_time": -10.0, "cohort": 16, "estimate": -0.4175069241061905 }, { "event_time": -9.0, "cohort": 16, "estimate": -0.39181267934086184 }, { "event_time": -8.0, "cohort": 16, "estimate": -0.5288907361429134 }, { "event_time": -7.0, "cohort": 16, "estimate": -0.4042921307472039 }, { "event_time": -6.0, "cohort": 16, "estimate": -0.5500669258390729 }, { "event_time": -5.0, "cohort": 16, "estimate": -0.38434578819541065 }, { "event_time": -4.0, "cohort": 16, "estimate": -0.3211112214265701 }, { "event_time": -3.0, "cohort": 16, "estimate": -0.2178681782445855 }, { "event_time": -2.0, "cohort": 16, "estimate": -0.4241821303995395 }, { "event_time": 0.0, "cohort": 16, "estimate": -0.023023195390321383 }, { "event_time": 1.0, "cohort": 16, "estimate": 0.16922555094014377 }, { "event_time": 2.0, "cohort": 16, "estimate": 0.17213561741070754 }, { "event_time": 3.0, "cohort": 16, "estimate": 0.3031315150074881 }, { "event_time": 4.0, "cohort": 16, "estimate": 0.31950302170834205 }, { "event_time": 5.0, "cohort": 16, "estimate": 0.2693243483101346 }, { "event_time": 6.0, "cohort": 16, "estimate": 0.2817935846516394 }, { "event_time": 7.0, "cohort": 16, "estimate": 0.11011940217261525 }, { "event_time": 8.0, "cohort": 16, "estimate": 0.29599370498827354 }, { "event_time": 9.0, "cohort": 16, "estimate": 0.40011663893927707 }, { "event_time": 10.0, "cohort": 16, "estimate": 0.13115392598357517 }, { "event_time": -16.0, "cohort": 17, "estimate": -0.6893998351197393 }, { "event_time": -15.0, "cohort": 17, "estimate": -0.6934478024902483 }, { "event_time": -14.0, "cohort": 17, "estimate": -0.6252026271894537 }, { "event_time": -13.0, "cohort": 17, "estimate": -0.5199489953092021 }, { "event_time": -12.0, "cohort": 17, "estimate": -0.834142542168037 }, { "event_time": -11.0, "cohort": 17, "estimate": -0.7013121686046078 }, { "event_time": -10.0, "cohort": 17, "estimate": -0.5702327555268973 }, { "event_time": -9.0, "cohort": 17, "estimate": -0.4408540703700924 }, { "event_time": -8.0, "cohort": 17, "estimate": -0.6763204118683237 }, { "event_time": -7.0, "cohort": 17, "estimate": -0.4990810895312613 }, { "event_time": -6.0, "cohort": 17, "estimate": -0.6920380715340031 }, { "event_time": -5.0, "cohort": 17, "estimate": -0.4846673879150432 }, { "event_time": -4.0, "cohort": 17, "estimate": -0.41662404094735084 }, { "event_time": -3.0, "cohort": 17, "estimate": -0.3583571687023371 }, { "event_time": -2.0, "cohort": 17, "estimate": -0.4876046426301327 }, { "event_time": 0.0, "cohort": 17, "estimate": 0.5155553388936154 }, { "event_time": 1.0, "cohort": 17, "estimate": 0.631884636124396 }, { "event_time": 2.0, "cohort": 17, "estimate": 0.5414106838486237 }, { "event_time": 3.0, "cohort": 17, "estimate": 0.41582289320880783 }, { "event_time": 4.0, "cohort": 17, "estimate": 0.4549876535057423 }, { "event_time": 5.0, "cohort": 17, "estimate": 0.3000502324357486 }, { "event_time": 6.0, "cohort": 17, "estimate": 0.1549794227587465 }, { "event_time": 7.0, "cohort": 17, "estimate": 0.008465177048454231 }, { "event_time": 8.0, "cohort": 17, "estimate": 0.029029521281350196 }, { "event_time": 9.0, "cohort": 17, "estimate": 0.06283335456075267 }, { "event_time": -17.0, "cohort": 18, "estimate": -0.8754675893715245 }, { "event_time": -16.0, "cohort": 18, "estimate": -0.9379627321324511 }, { "event_time": -15.0, "cohort": 18, "estimate": -0.9099661895641368 }, { "event_time": -14.0, "cohort": 18, "estimate": -0.7573218484289631 }, { "event_time": -13.0, "cohort": 18, "estimate": -0.8071268126890153 }, { "event_time": -12.0, "cohort": 18, "estimate": -1.078633845268914 }, { "event_time": -11.0, "cohort": 18, "estimate": -1.0015164551765217 }, { "event_time": -10.0, "cohort": 18, "estimate": -0.7482276295366157 }, { "event_time": -9.0, "cohort": 18, "estimate": -0.7493253042767061 }, { "event_time": -8.0, "cohort": 18, "estimate": -0.8941544081854651 }, { "event_time": -7.0, "cohort": 18, "estimate": -0.8304414569018346 }, { "event_time": -6.0, "cohort": 18, "estimate": -0.9309324565966521 }, { "event_time": -5.0, "cohort": 18, "estimate": -0.7921680894951153 }, { "event_time": -4.0, "cohort": 18, "estimate": -0.6664829099148782 }, { "event_time": -3.0, "cohort": 18, "estimate": -0.6901461619038967 }, { "event_time": -2.0, "cohort": 18, "estimate": -0.30496819207984494 }, { "event_time": 0.0, "cohort": 18, "estimate": 0.042158601855753264 }, { "event_time": 1.0, "cohort": 18, "estimate": 0.1739212437546996 }, { "event_time": 2.0, "cohort": 18, "estimate": 0.08388719362500169 }, { "event_time": 3.0, "cohort": 18, "estimate": 0.13029739543590507 }, { "event_time": 4.0, "cohort": 18, "estimate": 0.01951512040041177 }, { "event_time": 5.0, "cohort": 18, "estimate": -0.02448630569663858 }, { "event_time": 6.0, "cohort": 18, "estimate": -0.181716788406524 }, { "event_time": 7.0, "cohort": 18, "estimate": -0.1953536549886125 }, { "event_time": 8.0, "cohort": 18, "estimate": 0.021903309628023254 }, { "event_time": -18.0, "cohort": 19, "estimate": -0.3870572690171443 }, { "event_time": -17.0, "cohort": 19, "estimate": -0.33304901391946873 }, { "event_time": -16.0, "cohort": 19, "estimate": -0.3645941437132111 }, { "event_time": -15.0, "cohort": 19, "estimate": -0.3131680320737374 }, { "event_time": -14.0, "cohort": 19, "estimate": -0.19125685947158394 }, { "event_time": -13.0, "cohort": 19, "estimate": -0.13000040017639714 }, { "event_time": -12.0, "cohort": 19, "estimate": -0.4064650238405903 }, { "event_time": -11.0, "cohort": 19, "estimate": -0.2648482752356891 }, { "event_time": -10.0, "cohort": 19, "estimate": -0.10175658542704219 }, { "event_time": -9.0, "cohort": 19, "estimate": -0.050331439213671114 }, { "event_time": -8.0, "cohort": 19, "estimate": -0.19884464742828756 }, { "event_time": -7.0, "cohort": 19, "estimate": -0.02741226006549677 }, { "event_time": -6.0, "cohort": 19, "estimate": -0.23695395731506932 }, { "event_time": -5.0, "cohort": 19, "estimate": 0.006876187138665779 }, { "event_time": -4.0, "cohort": 19, "estimate": 0.12750862921636352 }, { "event_time": -3.0, "cohort": 19, "estimate": 0.17199265837409983 }, { "event_time": -2.0, "cohort": 19, "estimate": -0.3538863600765886 }, { "event_time": 0.0, "cohort": 19, "estimate": 0.05190222513340431 }, { "event_time": 1.0, "cohort": 19, "estimate": 0.8151758568138164 }, { "event_time": 2.0, "cohort": 19, "estimate": 1.0051449874169203 }, { "event_time": 3.0, "cohort": 19, "estimate": -0.09931596913207397 }, { "event_time": 4.0, "cohort": 19, "estimate": 0.17760396961741282 }, { "event_time": 5.0, "cohort": 19, "estimate": 0.1535658229599357 }, { "event_time": 6.0, "cohort": 19, "estimate": -0.006010796865593637 }, { "event_time": 7.0, "cohort": 19, "estimate": 0.01646010672850834 }, { "event_time": -19.0, "cohort": 20, "estimate": -0.8164692695366497 }, { "event_time": -18.0, "cohort": 20, "estimate": -1.0440426802811917 }, { "event_time": -17.0, "cohort": 20, "estimate": -0.8656564912581389 }, { "event_time": -16.0, "cohort": 20, "estimate": -0.6890967480645065 }, { "event_time": -15.0, "cohort": 20, "estimate": -0.914638075682497 }, { "event_time": -14.0, "cohort": 20, "estimate": -0.7872548831633269 }, { "event_time": -13.0, "cohort": 20, "estimate": -0.7155660765636845 }, { "event_time": -12.0, "cohort": 20, "estimate": -1.2588843830409426 }, { "event_time": -11.0, "cohort": 20, "estimate": -0.8502157214010146 }, { "event_time": -10.0, "cohort": 20, "estimate": -0.5772504729095147 }, { "event_time": -9.0, "cohort": 20, "estimate": -0.6923183379663105 }, { "event_time": -8.0, "cohort": 20, "estimate": -0.8707773462884315 }, { "event_time": -7.0, "cohort": 20, "estimate": -0.7017756897039603 }, { "event_time": -6.0, "cohort": 20, "estimate": -0.7110797490565638 }, { "event_time": -5.0, "cohort": 20, "estimate": -0.551187332290392 }, { "event_time": -4.0, "cohort": 20, "estimate": -0.7715233474205407 }, { "event_time": -3.0, "cohort": 20, "estimate": -0.6537564639734493 }, { "event_time": -2.0, "cohort": 20, "estimate": -0.7512217058481416 }, { "event_time": 0.0, "cohort": 20, "estimate": -0.5405143456008789 }, { "event_time": 1.0, "cohort": 20, "estimate": -0.027881019983787322 }, { "event_time": 2.0, "cohort": 20, "estimate": -0.35139159041585194 }, { "event_time": 3.0, "cohort": 20, "estimate": -0.25287322812062374 }, { "event_time": 4.0, "cohort": 20, "estimate": -0.07928095521991178 }, { "event_time": 5.0, "cohort": 20, "estimate": -0.27629175213227053 }, { "event_time": 6.0, "cohort": 20, "estimate": 0.09620039930724267 }, { "event_time": -20.0, "cohort": 21, "estimate": -0.7754856311020083 }, { "event_time": -19.0, "cohort": 21, "estimate": -0.8292545263102122 }, { "event_time": -18.0, "cohort": 21, "estimate": -0.7797004433441351 }, { "event_time": -17.0, "cohort": 21, "estimate": -0.7473308678688111 }, { "event_time": -16.0, "cohort": 21, "estimate": -0.5752017122903373 }, { "event_time": -15.0, "cohort": 21, "estimate": -0.5889056360667198 }, { "event_time": -14.0, "cohort": 21, "estimate": -0.6133164836440603 }, { "event_time": -13.0, "cohort": 21, "estimate": -0.4938859359647625 }, { "event_time": -12.0, "cohort": 21, "estimate": -0.638324398943376 }, { "event_time": -11.0, "cohort": 21, "estimate": -0.529972524237543 }, { "event_time": -10.0, "cohort": 21, "estimate": -0.7501768125012608 }, { "event_time": -9.0, "cohort": 21, "estimate": -0.5056766592473559 }, { "event_time": -8.0, "cohort": 21, "estimate": -0.767915264449878 }, { "event_time": -7.0, "cohort": 21, "estimate": -0.30945093729981255 }, { "event_time": -6.0, "cohort": 21, "estimate": -0.685080439456209 }, { "event_time": -5.0, "cohort": 21, "estimate": -0.3696728660097016 }, { "event_time": -4.0, "cohort": 21, "estimate": -0.5423215645911101 }, { "event_time": -3.0, "cohort": 21, "estimate": -0.34066157692272964 }, { "event_time": -2.0, "cohort": 21, "estimate": -0.5675234400416557 }, { "event_time": 0.0, "cohort": 21, "estimate": 0.06621526179964804 }, { "event_time": 1.0, "cohort": 21, "estimate": 0.07573485445775921 }, { "event_time": 2.0, "cohort": 21, "estimate": 0.25146818592030834 }, { "event_time": 3.0, "cohort": 21, "estimate": 0.718889860485535 }, { "event_time": 4.0, "cohort": 21, "estimate": 0.29666991135265114 }, { "event_time": 5.0, "cohort": 21, "estimate": 0.6612396213900292 }, { "event_time": -21.0, "cohort": 22, "estimate": -0.7910498718550185 }, { "event_time": -20.0, "cohort": 22, "estimate": -0.547446739110659 }, { "event_time": -19.0, "cohort": 22, "estimate": -0.7926643263267035 }, { "event_time": -18.0, "cohort": 22, "estimate": -0.8820229145514485 }, { "event_time": -17.0, "cohort": 22, "estimate": -0.8632955147043597 }, { "event_time": -16.0, "cohort": 22, "estimate": -0.9169417615557696 }, { "event_time": -15.0, "cohort": 22, "estimate": -0.8836758606230775 }, { "event_time": -14.0, "cohort": 22, "estimate": -0.7398062342839413 }, { "event_time": -13.0, "cohort": 22, "estimate": -0.713422570443943 }, { "event_time": -12.0, "cohort": 22, "estimate": -1.0653555761634883 }, { "event_time": -11.0, "cohort": 22, "estimate": -0.9562235737397189 }, { "event_time": -10.0, "cohort": 22, "estimate": -0.7396320971171817 }, { "event_time": -9.0, "cohort": 22, "estimate": -0.6117644170718044 }, { "event_time": -8.0, "cohort": 22, "estimate": -0.8410930733174387 }, { "event_time": -7.0, "cohort": 22, "estimate": -0.12820161675778044 }, { "event_time": -6.0, "cohort": 22, "estimate": -0.4087641057749502 }, { "event_time": -5.0, "cohort": 22, "estimate": -0.0621822756474244 }, { "event_time": -4.0, "cohort": 22, "estimate": 0.024865872887036164 }, { "event_time": -3.0, "cohort": 22, "estimate": -0.07874262838900442 }, { "event_time": -2.0, "cohort": 22, "estimate": -0.3203527458895964 }, { "event_time": 0.0, "cohort": 22, "estimate": 0.5409624334378369 }, { "event_time": 1.0, "cohort": 22, "estimate": -0.019064302543766787 }, { "event_time": 2.0, "cohort": 22, "estimate": -0.11302903407636683 }, { "event_time": 3.0, "cohort": 22, "estimate": -0.19112636971886504 }, { "event_time": 4.0, "cohort": 22, "estimate": -0.20617371442913857 }, { "event_time": -2.0, "cohort": 23, "estimate": -0.36134872771906684 }, { "event_time": 0.0, "cohort": 23, "estimate": 0.12495565014639778 }, { "event_time": 1.0, "cohort": 23, "estimate": 0.21326914070404374 }, { "event_time": 2.0, "cohort": 23, "estimate": 0.15001380553739044 }, { "event_time": 3.0, "cohort": 23, "estimate": 0.18728024672043248 } ] } } }, "code_sha256": { "replication_engine.py": "35ded31e20eb4abb8626fef7be43e603e832ff031a721cb5cfe8bce81be6ce8c", "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf", "sparse_did2s.py": "80f31c1a9b71ccb8a6113641ff8ef830af32dbdea8af48d60740c31d4b00b63c", "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb", "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555" } }, "alternative_status": [ { "method": "CS-DID", "status": "unsupported", "reason": "csdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "SDID", "status": "unsupported", "reason": "sdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Matrix completion", "status": "unsupported", "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Horizontal ridge", "status": "unsupported", "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (cohort-averaged)", "status": "unsupported", "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (individual)", "status": "unsupported", "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented." } ], "finished": 1791581184.4972632, "adapter_sample_audit": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 24504, "source_sd": 0.3549213680053363, "rows": 12766, "units": 491, "clusters": 115, "treated_units": 193, "never_treated_units": 298, "treated_cohorts": 21, "latest_cohort_control_index": null, "unique_unit_period_cells": 12766, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 693, "additional_rows_removed": 11738 } } }, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": 0.03635322332315991, "SE": 0.045990893516608594, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": -0.05475438251026949, "upper": 0.12746082915658932, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": -0.039721651217501285, "SE": 0.050805728533818637, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.14036740813604823, "upper": 0.060924105701045665, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": 0.007437503268746014, "SE": 0.057427032737917556, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.10632500628067607, "upper": 0.12120001281816808, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": -0.05744106277769158, "SE": 0.04178419221742845, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.14021522573756007, "upper": 0.025333100182176924, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (equal event-time)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Equal post-event times", "Event study": "No", "Status": "unsupported", "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "SDID", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Matrix completion", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Horizontal ridge", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (cohort-averaged)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (individual)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" } ] }, { "study_id": 21, "specification_id": "S21-P008", "source_specification_id": "LANDMINES-T2-C3-FULL-DROP-LIMITED", "role": "active_comparison", "published_source_location": "", "outcome_label": "", "outcome_variable": "", "treatment_label": "", "unit_fixed_effects": "", "time_fixed_effects": "", "allowed_adjustments": "", "published_weights": "", "published_clustering": "", "panel_structure": "", "design": "", "descriptive_metadata_status": "not_recorded_in_exported_source_metadata", "title": "Landmines and Spatial Development", "status": "ready", "reason": "", "config": "analyses/full-archive/configs/S21-P008.json", "input_bytes": 430339, "specification_type": "scalar", "run_status": "completed", "expanded_status": "unsupported", "expanded_reason": "No enabled adapter supports this specification; per-estimator reasons below.", "regression_result": { "schema": "did-replication-v2", "config": { "outcomes": [ "y" ], "treatments": [ "d" ], "unit": "unit", "time": "time", "cluster": "cluster", "covariates": [], "baseline_by_time": [ "baseline_x", "baseline_y", "baseline_x2", "baseline_y2", "baseline_xy", "baseline_x3", "baseline_y3", "baseline_x2y", "baseline_xy2", "baseline_ln_dist_zbw", "baseline_ln_dist_zam", "baseline_ln_dist_za", "baseline_ln_dist_mwi", "baseline_ln_dist_swz", "baseline_ln_dist_tza", "baseline_elev", "baseline_sachs", "baseline_suit" ], "weight": null, "period_step": 1, "period_values": null, "display_window": [ -10, 10 ], "seed": 20261008, "panelview_max_units": 100, "test_mode": "classical", "test_horizon": null, "post_horizon": null, "post_weighting": "observations", "sample_query": null, "reversal_policy": "drop_post_untreated", "labels": {}, "allow_repeated_cells": true, "time_fe": "archive_time_fe", "unit_fe": null, "frequency_weights": false, "source_sd": null, "require_never_control_periods": false, "latest_cohort_control": true, "slug": "s21-p008", "specification_id": "S21-P008", "source_specification_id": "LANDMINES-T2-C3-FULL-DROP-LIMITED", "study_id": 21, "study": "Landmines and Spatial Development", "citation": "Chiovelli et al. (2025), ECMA. https://doi.org/10.3982/ECTA17951", "description": "LANDMINES-T2-C3-FULL-DROP-LIMITED", "data": "analyses/full-archive/prepared/S21-P008.parquet", "output_dir": "analyses/full-archive/results/S21-P008" }, "source": { "file": "S21-P008.parquet", "bytes": 430339, "sha256": "d41f7dbd5f1a1644d8ac1bc2547d1085747f42d341060471bcec0895edad8e92" }, "versions": { "pyfixest": "0.60.0", "polars": "2.0.0", "duckreg": "0.4.1", "numpy": "2.5.3", "pandas": "3.0.6" }, "specifications": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 24964, "source_sd": 0.3545633613237817, "rows": 13780, "units": 530, "clusters": 117, "treated_units": 204, "never_treated_units": 326, "treated_cohorts": 21, "latest_cohort_control_index": null, "unique_unit_period_cells": 13780, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 654, "additional_rows_removed": 11184 }, "estimates": [ { "method": "Static TWFE", "estimate": 0.02780138155239877, "se": 0.04809412225713041, "pvalue": 0.5643428063919785, "lower": -0.06745508755552018, "upper": 0.12305785066031771 }, { "method": "Dynamic TWFE", "estimate": -0.03441024653904987, "se": 0.049669708930519536, "pvalue": 0.48983143760883374, "lower": -0.13278736358141133, "upper": 0.0639668705033116 }, { "method": "BJS / did2s", "estimate": 0.012158839234669212, "se": 0.05626394600590767, "pvalue": 0.8292865784088342, "lower": -0.09927899522558578, "upper": 0.12359667369492419 }, { "method": "Sun\u2013Abraham", "estimate": -0.0451620507156221, "se": 0.04428006496894837, "pvalue": 0.3098896161897357, "lower": -0.1328642987836991, "upper": 0.04254019735245489 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -22, "estimate": 0.3789491992252633, "se": 0.32307229673696974, "pvalue": 0.2432169335928787, "lower": -0.2609361923661579, "upper": 1.0188345908166845 }, { "event_time": -21, "estimate": 0.06982033723622394, "se": 0.3800937068789865, "pvalue": 0.8545754578610518, "lower": -0.6830031419793602, "upper": 0.8226438164518081 }, { "event_time": -20, "estimate": -0.29850514155929436, "se": 0.1528085703643075, "pvalue": 0.05317309337666455, "lower": -0.6011617694214413, "upper": 0.004151486302852558 }, { "event_time": -19, "estimate": -0.11159187518558229, "se": 0.12275223075543926, "pvalue": 0.3651916386948501, "lower": -0.35471813527966367, "upper": 0.1315343849084991 }, { "event_time": -18, "estimate": -0.11750189485299097, "se": 0.11817522842570934, "pvalue": 0.3221453196970304, "lower": -0.35156282511949344, "upper": 0.11655903541351152 }, { "event_time": -17, "estimate": -0.029447991350636058, "se": 0.10768620545640478, "pvalue": 0.7849850623525517, "lower": -0.2427340899837433, "upper": 0.18383810728247119 }, { "event_time": -16, "estimate": 0.0857822826725432, "se": 0.09574806564126738, "pvalue": 0.3721527217861847, "lower": -0.10385882582171074, "upper": 0.27542339116679715 }, { "event_time": -15, "estimate": -0.012798099808027631, "se": 0.08330360358625342, "pvalue": 0.8781668480349002, "lower": -0.17779138316950543, "upper": 0.1521951835534502 }, { "event_time": -14, "estimate": -0.006032706798613246, "se": 0.0920228303703804, "pvalue": 0.9478436655453198, "lower": -0.18829551745007073, "upper": 0.1762301038528442 }, { "event_time": -13, "estimate": 0.014802653736427102, "se": 0.08296541534223491, "pvalue": 0.8587047085654075, "lower": -0.14952080519522165, "upper": 0.17912611266807588 }, { "event_time": -12, "estimate": -0.09785845402314727, "se": 0.07105424446177379, "pvalue": 0.17109110674121117, "lower": -0.2385903381892212, "upper": 0.04287343014292666 }, { "event_time": -11, "estimate": -0.06953960638398259, "se": 0.07381375785151266, "pvalue": 0.3481016498255784, "lower": -0.21573705452390735, "upper": 0.07665784175594219 }, { "event_time": -10, "estimate": -0.058796405610846224, "se": 0.0684219590223425, "pvalue": 0.39193595557457944, "lower": -0.1943147167896881, "upper": 0.07672190556799563 }, { "event_time": -9, "estimate": -0.08096302462218224, "se": 0.05489223133662054, "pvalue": 0.1429363357262007, "lower": -0.18968400534049257, "upper": 0.027757956096128064 }, { "event_time": -8, "estimate": -0.10437742162667289, "se": 0.052922640294253157, "pvalue": 0.05095905266112116, "lower": -0.20919737911225988, "upper": 0.00044253585891408653 }, { "event_time": -7, "estimate": -0.0864692238790085, "se": 0.06694150112697818, "pvalue": 0.1990242243567153, "lower": -0.21905530165474596, "upper": 0.04611685389672894 }, { "event_time": -6, "estimate": -0.08514182373753389, "se": 0.05611696685425695, "pvalue": 0.13193155773370827, "lower": -0.19628854746821006, "upper": 0.026004899993142302 }, { "event_time": -5, "estimate": -0.05453836060125044, "se": 0.05762162766191531, "pvalue": 0.3458656057196061, "lower": -0.16866525465245588, "upper": 0.059588533449954996 }, { "event_time": -4, "estimate": -0.08142154246939085, "se": 0.04664375734639526, "pvalue": 0.08352751301398523, "lower": -0.1738053811220535, "upper": 0.010962296183271797 }, { "event_time": -3, "estimate": -0.11188140423766106, "se": 0.047881997221522345, "pvalue": 0.021175600478802906, "lower": -0.20671773298428212, "upper": -0.017045075491040007 }, { "event_time": -2, "estimate": -0.07019649970105263, "se": 0.04379867287865545, "pvalue": 0.11171864335089703, "lower": -0.15694529007771735, "upper": 0.016552290675612077 }, { "event_time": 0, "estimate": -0.08080633821586876, "se": 0.052763087957398085, "pvalue": 0.12837009779614766, "lower": -0.18531028219432746, "upper": 0.023697605762589946 }, { "event_time": 1, "estimate": -0.06637999435697581, "se": 0.048556492002170965, "pvalue": 0.1742476031766366, "lower": -0.16255224500467247, "upper": 0.02979225629072084 }, { "event_time": 2, "estimate": -0.04721695066073788, "se": 0.045300185590245616, "pvalue": 0.2994342433020892, "lower": -0.13693967615700092, "upper": 0.04250577483552515 }, { "event_time": 3, "estimate": -0.0692932998213945, "se": 0.054966294426032694, "pvalue": 0.2099645229246907, "lower": -0.17816097182041699, "upper": 0.03957437217762799 }, { "event_time": 4, "estimate": -0.034133509377144336, "se": 0.050332386761668534, "pvalue": 0.49901958312952205, "lower": -0.1338231433631327, "upper": 0.06555612460884402 }, { "event_time": 5, "estimate": 0.01965032794592438, "se": 0.05398571735837293, "pvalue": 0.7165271555478749, "lower": -0.08727518761547609, "upper": 0.12657584350732484 }, { "event_time": 6, "estimate": -0.01841269021460144, "se": 0.05278809488206543, "pvalue": 0.727868885402844, "lower": -0.12296616355829783, "upper": 0.08614078312909494 }, { "event_time": 7, "estimate": -0.021323538957431533, "se": 0.05360766936967041, "pvalue": 0.6915305657673991, "lower": -0.12750028284223042, "upper": 0.08485320492736736 }, { "event_time": 8, "estimate": -0.11096464119629479, "se": 0.05786160968293515, "pvalue": 0.05760018679226943, "lower": -0.2255668498784548, "upper": 0.0036375674858652174 }, { "event_time": 9, "estimate": 0.05972048368343548, "se": 0.07631201702536491, "pvalue": 0.43546671806054293, "lower": -0.09142508153710303, "upper": 0.21086604890397398 }, { "event_time": 10, "estimate": 0.0028327069124250434, "se": 0.07751391594313234, "pvalue": 0.9709110150276944, "lower": -0.15069337055697107, "upper": 0.15635878438182116 }, { "event_time": 11, "estimate": -0.03645076318985205, "se": 0.07918386729481051, "pvalue": 0.6461406368410854, "lower": -0.19328438972922365, "upper": 0.12038286334951956 }, { "event_time": 12, "estimate": -0.0013485989799331308, "se": 0.0948059661365258, "pvalue": 0.9886750451367311, "lower": -0.18912376069819206, "upper": 0.18642656273832578 }, { "event_time": 13, "estimate": -0.042387453376755785, "se": 0.10011989298358985, "pvalue": 0.6728114775695485, "lower": -0.24068751678347522, "upper": 0.15591261002996365 }, { "event_time": 14, "estimate": -0.08180846500960244, "se": 0.11213964996956469, "pvalue": 0.4671522779355824, "lower": -0.3039151716459829, "upper": 0.14029824162677806 }, { "event_time": 15, "estimate": -0.09006095609936673, "se": 0.12098233759138981, "pvalue": 0.4581313950486804, "lower": -0.32968171977115723, "upper": 0.14955980757242374 }, { "event_time": 16, "estimate": 0.024444201597283385, "se": 0.1547257055375445, "pvalue": 0.8747440150613766, "lower": -0.28200955403920563, "upper": 0.3308979572337724 }, { "event_time": 17, "estimate": 0.05110507014164323, "se": 0.1744364642065693, "pvalue": 0.7700666876706119, "lower": -0.29438832664291226, "upper": 0.3965984669261987 }, { "event_time": 18, "estimate": -0.08545640234362159, "se": 0.16413339800991372, "pvalue": 0.6036015237312894, "lower": -0.4105432783140237, "upper": 0.23963047362678055 }, { "event_time": 19, "estimate": -0.06608165887919225, "se": 0.16563573065785425, "pvalue": 0.6906578243536486, "lower": -0.3941440939564486, "upper": 0.2619807761980641 }, { "event_time": 20, "estimate": 0.1489701292430516, "se": 0.24858151035641068, "pvalue": 0.5501543007314064, "lower": -0.34337687389940896, "upper": 0.6413171323855121 }, { "event_time": 21, "estimate": 0.15047035042667586, "se": 0.35558224126012605, "pvalue": 0.6729575806453963, "lower": -0.5538050826258112, "upper": 0.854745783479163 }, { "event_time": 22, "estimate": -0.22758534147474446, "se": 0.1891901905255996, "pvalue": 0.23144721048784944, "lower": -0.6023003522399364, "upper": 0.14712966929044746 }, { "event_time": 23, "estimate": -0.3475985676251466, "se": 0.17092944754827005, "pvalue": 0.04427587959465683, "lower": -0.6861458760252175, "upper": -0.009051259225075825 } ], "BJS / did2s": [ { "event_time": -22, "estimate": 0.35250304006696365, "se": 0.20594762315303555, "pvalue": 0.08964009544954948, "lower": -0.05540217749458426, "upper": 0.7604082576285116 }, { "event_time": -21, "estimate": 0.14468239264069818, "se": 0.3078138562985449, "pvalue": 0.6392145504320506, "lower": -0.4649817350614056, "upper": 0.7543465203428019 }, { "event_time": -20, "estimate": -0.179420616658502, "se": 0.10027968603683973, "pvalue": 0.07619190879132845, "lower": -0.37803717034150053, "upper": 0.019195937024496484 }, { "event_time": -19, "estimate": -0.027196984799804386, "se": 0.06741357691421411, "pvalue": 0.6873710520939504, "lower": -0.16071806815487266, "upper": 0.10632409855526388 }, { "event_time": -18, "estimate": -0.050955048769674154, "se": 0.05921734512610394, "pvalue": 0.39130221299523926, "lower": -0.16824246232302967, "upper": 0.06633236478368135 }, { "event_time": -17, "estimate": 0.02078173309142112, "se": 0.039018095561130284, "pvalue": 0.5953169718877926, "lower": -0.05649852154338711, "upper": 0.09806198772622934 }, { "event_time": -16, "estimate": 0.1253584081469668, "se": 0.04428576378103463, "pvalue": 0.005476577423910516, "lower": 0.03764487286348864, "upper": 0.21307194343044497 }, { "event_time": -15, "estimate": 0.04963735124921794, "se": 0.030675395007026096, "pvalue": 0.10834652465011065, "lower": -0.011119133737401678, "upper": 0.11039383623583757 }, { "event_time": -14, "estimate": 0.043744562364516605, "se": 0.03904696013342984, "pvalue": 0.26489731101547453, "lower": -0.033592862192737986, "upper": 0.12108198692177119 }, { "event_time": -13, "estimate": 0.06588016418761072, "se": 0.03593382339937189, "pvalue": 0.06931077663324278, "lower": -0.005291300804958127, "upper": 0.13705162918017957 }, { "event_time": -12, "estimate": -0.03488319145387046, "se": 0.023974542722019522, "pvalue": 0.14836736628507652, "lower": -0.08236779416616866, "upper": 0.01260141125842773 }, { "event_time": -11, "estimate": -0.009701760913120926, "se": 0.029069620119158514, "pvalue": 0.7391766046884727, "lower": -0.06727780640273419, "upper": 0.04787428457649233 }, { "event_time": -10, "estimate": 0.004743179118414347, "se": 0.027471252811304275, "pvalue": 0.863219792880906, "lower": -0.04966709851978227, "upper": 0.05915345675661097 }, { "event_time": -9, "estimate": -0.017327538222279053, "se": 0.016207483353636386, "pvalue": 0.28724101725685125, "lower": -0.04942850118691413, "upper": 0.014773424742356024 }, { "event_time": -8, "estimate": -0.03623765038287216, "se": 0.015043372508525443, "pvalue": 0.017575542074911816, "lower": -0.06603294513793588, "upper": -0.006442355627808441 }, { "event_time": -7, "estimate": -0.018212448500230287, "se": 0.02625469977325216, "pvalue": 0.4892675462069678, "lower": -0.07021318955789028, "upper": 0.03378829255742971 }, { "event_time": -6, "estimate": -0.01956257910945254, "se": 0.016893264279823635, "pvalue": 0.24923839329056116, "lower": -0.05302181760848456, "upper": 0.013896659389579478 }, { "event_time": -5, "estimate": 0.0036090370755910606, "se": 0.023688392903358044, "pvalue": 0.8791718952882387, "lower": -0.04330880986526725, "upper": 0.05052688401644938 }, { "event_time": -4, "estimate": -0.01670781057367793, "se": 0.024210963689817674, "pvalue": 0.4915142294358562, "lower": -0.06466067480232368, "upper": 0.03124505365496782 }, { "event_time": -3, "estimate": -0.03242342013014543, "se": 0.024058588020707303, "pvalue": 0.18038565164382356, "lower": -0.08007448514640908, "upper": 0.015227644886118219 }, { "event_time": -2, "estimate": 7.368250510898052e-05, "se": 0.030283813442760862, "pvalue": 0.9980628757310261, "lower": -0.05990722585324331, "upper": 0.06005459086346127 }, { "event_time": -1, "estimate": 0.06600620661499558, "se": 0.037227022640915715, "pvalue": 0.07884127616541209, "lower": -0.00772660242173534, "upper": 0.1397390156517265 }, { "event_time": 0, "estimate": -0.0069788784108741715, "se": 0.04277548390764649, "pvalue": 0.8706831576617975, "lower": -0.09170111410612916, "upper": 0.07774335728438081 }, { "event_time": 1, "estimate": -0.0007794213425595418, "se": 0.04524546208306747, "pvalue": 0.9862855089633711, "lower": -0.09039376003755978, "upper": 0.0888349173524407 }, { "event_time": 2, "estimate": 0.013970269986536178, "se": 0.054549603061887116, "pvalue": 0.7983255843252148, "lower": -0.09407209226165943, "upper": 0.12201263223473179 }, { "event_time": 3, "estimate": 0.007834412085039454, "se": 0.0666823570760439, "pvalue": 0.9066761202895995, "lower": -0.12423839824503499, "upper": 0.1399072224151139 }, { "event_time": 4, "estimate": 0.03720571881755659, "se": 0.0576562790588189, "pvalue": 0.5200057433035968, "lower": -0.07698980669137762, "upper": 0.1514012443264908 }, { "event_time": 5, "estimate": 0.09553750640411521, "se": 0.06253387609137344, "pvalue": 0.129291374210676, "lower": -0.028318714617013824, "upper": 0.21939372742524424 }, { "event_time": 6, "estimate": 0.024446429092938583, "se": 0.05889413766653499, "pvalue": 0.6788419910629477, "lower": -0.09220083136180593, "upper": 0.1410936895476831 }, { "event_time": 7, "estimate": 0.009119534622499679, "se": 0.061222495788080346, "pvalue": 0.881846018044187, "lower": -0.11213933247081437, "upper": 0.13037840171581372 }, { "event_time": 8, "estimate": -0.08141119299890712, "se": 0.06762923055742309, "pvalue": 0.23112264945231947, "lower": -0.21535940556724015, "upper": 0.05253701956942591 }, { "event_time": 9, "estimate": 0.0616182725565245, "se": 0.0830493674844532, "pvalue": 0.45961875053497997, "lower": -0.10287146417096396, "upper": 0.22610800928401295 }, { "event_time": 10, "estimate": 0.023273784424932952, "se": 0.07754043559568777, "pvalue": 0.7645997408627327, "lower": -0.13030481855789064, "upper": 0.17685238740775652 }, { "event_time": 11, "estimate": -0.03289724507696824, "se": 0.08149034778822871, "pvalue": 0.6871802419424221, "lower": -0.1942991468557686, "upper": 0.12850465670183214 }, { "event_time": 12, "estimate": 0.024159864753186065, "se": 0.100864146997978, "pvalue": 0.8111183163938245, "lower": -0.17561428750686509, "upper": 0.22393401701323723 }, { "event_time": 13, "estimate": -0.006558304973793346, "se": 0.1046033457556288, "pvalue": 0.950115775617548, "lower": -0.2137384115216104, "upper": 0.20062180157402373 }, { "event_time": 14, "estimate": -0.03437508186880754, "se": 0.13242224371232025, "pvalue": 0.7956425765957725, "lower": -0.29665402106940375, "upper": 0.22790385733178864 }, { "event_time": 15, "estimate": -0.039730119147293755, "se": 0.15407507438058027, "pvalue": 0.7969702624629192, "lower": -0.34489521779628934, "upper": 0.26543497950170186 }, { "event_time": 16, "estimate": 0.09223567087270991, "se": 0.19084727799745155, "pvalue": 0.6297967577651458, "lower": -0.2857614104275812, "upper": 0.470232752173001 }, { "event_time": 17, "estimate": 0.13267516806135596, "se": 0.23609905253829036, "pvalue": 0.5752362962289203, "lower": -0.33494875455193673, "upper": 0.6002990906746486 }, { "event_time": 18, "estimate": -0.021819937528672166, "se": 0.22734851082892094, "pvalue": 0.923705465378847, "lower": -0.4721123096967849, "upper": 0.42847243463944057 }, { "event_time": 19, "estimate": -0.059593958074870064, "se": 0.2662902220489238, "pvalue": 0.8233118363456129, "lower": -0.5870152960655733, "upper": 0.4678273799158332 }, { "event_time": 20, "estimate": 0.2517397940492176, "se": 0.36350720336425435, "pvalue": 0.48998834855815465, "lower": -0.46823202501520894, "upper": 0.9717116131136441 }, { "event_time": 21, "estimate": 0.011914504662125444, "se": 0.530962161182053, "pvalue": 0.9821359570919977, "lower": -1.0397229580969232, "upper": 1.063551967421174 }, { "event_time": 22, "estimate": -0.43270876640895434, "se": 0.45421236874412096, "pvalue": 0.3427445617888551, "lower": -1.3323335945820967, "upper": 0.46691606176418804 }, { "event_time": 23, "estimate": -0.7912212983339153, "se": 0.3182426308786039, "pvalue": 0.01433479796192381, "lower": -1.4215409281430682, "upper": -0.1609016685247624 } ], "Sun\u2013Abraham": [ { "event_time": -22, "estimate": 0.8878233645568973, "se": 0.5236485114263877, "pvalue": 0.09267139128893073, "lower": -0.14932849332320208, "upper": 1.9249752224369967 }, { "event_time": -21, "estimate": 0.13715234773938567, "se": 0.4328035295919379, "pvalue": 0.7518945092212801, "lower": -0.7200695769264787, "upper": 0.99437427240525 }, { "event_time": -20, "estimate": -0.20038244654253906, "se": 0.24639492711293018, "pvalue": 0.4177367149072313, "lower": -0.6883986460564208, "upper": 0.28763375297134264 }, { "event_time": -19, "estimate": -0.13407848015388665, "se": 0.18726165882474463, "pvalue": 0.475433090153147, "lower": -0.5049737908857985, "upper": 0.23681683057802524 }, { "event_time": -18, "estimate": -0.1110243321960301, "se": 0.18361967002765345, "pvalue": 0.5465971757018948, "lower": -0.4747062252157585, "upper": 0.25265756082369834 }, { "event_time": -17, "estimate": -0.044357051106585804, "se": 0.1676746281977203, "pvalue": 0.7918314467038693, "lower": -0.3764577796676507, "upper": 0.28774367745447915 }, { "event_time": -16, "estimate": 0.08237292816254776, "se": 0.14320328112108727, "pvalue": 0.5662587829070939, "lower": -0.20125921406333658, "upper": 0.3660050703884321 }, { "event_time": -15, "estimate": 0.026345674366991416, "se": 0.11688417268270519, "pvalue": 0.8220648527075693, "lower": -0.2051581573242929, "upper": 0.2578495060582757 }, { "event_time": -14, "estimate": 0.04585076295267797, "se": 0.1172255167780129, "pvalue": 0.6964164500131336, "lower": -0.18632914372955872, "upper": 0.27803066963491463 }, { "event_time": -13, "estimate": 0.08036371641496486, "se": 0.09967558664293698, "pvalue": 0.42174694948827823, "lower": -0.11705634230040006, "upper": 0.27778377513032976 }, { "event_time": -12, "estimate": -0.09311931391603168, "se": 0.07942752305657108, "pvalue": 0.24344622859313858, "lower": -0.25043553139279523, "upper": 0.06419690356073188 }, { "event_time": -11, "estimate": -0.06660553393444872, "se": 0.07991030525425914, "pvalue": 0.40627370673880525, "lower": -0.22487796238547758, "upper": 0.09166689451658015 }, { "event_time": -10, "estimate": -0.07107672882854767, "se": 0.07497237544966985, "pvalue": 0.345080488134359, "lower": -0.21956896511028928, "upper": 0.07741550745319394 }, { "event_time": -9, "estimate": -0.08106174751852101, "se": 0.06065551536496899, "pvalue": 0.18402483542078962, "lower": -0.20119763844293545, "upper": 0.039074143405893436 }, { "event_time": -8, "estimate": -0.09848316486814761, "se": 0.05707637987536202, "pvalue": 0.08710706748835878, "lower": -0.21153012697552231, "upper": 0.014563797239227114 }, { "event_time": -7, "estimate": -0.09497160661839248, "se": 0.06916534694478761, "pvalue": 0.1723666853430173, "lower": -0.2319622912463432, "upper": 0.042019078009558244 }, { "event_time": -6, "estimate": -0.08934124257602621, "se": 0.057125711337482524, "pvalue": 0.12055548366811171, "lower": -0.20248591186001613, "upper": 0.023803426707963704 }, { "event_time": -5, "estimate": -0.06526867959510997, "se": 0.058331782210449226, "pvalue": 0.26548534405649404, "lower": -0.18080212421090627, "upper": 0.05026476502068633 }, { "event_time": -4, "estimate": -0.08574873578844143, "se": 0.0470607094711957, "pvalue": 0.07101793668826681, "lower": -0.1789584006612644, "upper": 0.007460929084381535 }, { "event_time": -3, "estimate": -0.10448373681926275, "se": 0.04826817094792737, "pvalue": 0.03246337977227452, "lower": -0.2000849312898681, "upper": -0.008882542348657388 }, { "event_time": -2, "estimate": -0.06733711029628481, "se": 0.04117193967084598, "pvalue": 0.10465290211636993, "lower": -0.14888332458003928, "upper": 0.014209103987469676 }, { "event_time": 0, "estimate": -0.08118878043348421, "se": 0.054221651059933526, "pvalue": 0.13701840025057585, "lower": -0.18858159241905204, "upper": 0.026204031552083604 }, { "event_time": 1, "estimate": -0.06947273397159717, "se": 0.050862155182154, "pvalue": 0.1746120523824247, "lower": -0.17021164106648073, "upper": 0.03126617312328639 }, { "event_time": 2, "estimate": -0.05249889544460166, "se": 0.047283148165603944, "pvalue": 0.2691622586444533, "lower": -0.14614912817952264, "upper": 0.04115133729031933 }, { "event_time": 3, "estimate": -0.07644325168790539, "se": 0.05485212470437755, "pvalue": 0.16609541044882745, "lower": -0.18508479616752418, "upper": 0.032198292791713407 }, { "event_time": 4, "estimate": -0.04942314985849311, "se": 0.05002281942019353, "pvalue": 0.3252031209521517, "lower": -0.14849964671844396, "upper": 0.04965334700145772 }, { "event_time": 5, "estimate": 0.02483100089747071, "se": 0.057487711455072116, "pvalue": 0.6665898785690266, "lower": -0.0890306552323104, "upper": 0.1386926570272518 }, { "event_time": 6, "estimate": -0.025963503051244567, "se": 0.05262479942019872, "pvalue": 0.6226838668918672, "lower": -0.1301935491570842, "upper": 0.07826654305459506 }, { "event_time": 7, "estimate": -0.013797064160053087, "se": 0.054405658452000794, "pvalue": 0.800256514030817, "lower": -0.121554325970994, "upper": 0.09396019765088784 }, { "event_time": 8, "estimate": -0.1103420722809865, "se": 0.05695440886224456, "pvalue": 0.05513058560357282, "lower": -0.2231474554282345, "upper": 0.0024633108662615033 }, { "event_time": 9, "estimate": 0.056898703119153404, "se": 0.07220342138965502, "pvalue": 0.43228458996015157, "lower": -0.08610927075170816, "upper": 0.19990667699001496 }, { "event_time": 10, "estimate": -0.003707897010328757, "se": 0.07891112350468937, "pvalue": 0.962603378924098, "lower": -0.16000132010697718, "upper": 0.15258552608631967 }, { "event_time": 11, "estimate": -0.06762270970125597, "se": 0.0729982330298533, "pvalue": 0.3561817625138412, "lower": -0.2122049081737514, "upper": 0.07695948877123945 }, { "event_time": 12, "estimate": -0.045472692812845134, "se": 0.08610401019375545, "pvalue": 0.5984293869925055, "lower": -0.2160125343185997, "upper": 0.12506714869290944 }, { "event_time": 13, "estimate": -0.1135150468487048, "se": 0.0933364280000811, "pvalue": 0.22638069634543012, "lower": -0.2983796031223161, "upper": 0.07134950942490649 }, { "event_time": 14, "estimate": -0.09416758454688033, "se": 0.10128713477764686, "pvalue": 0.35445235192696084, "lower": -0.2947795174020661, "upper": 0.10644434830830542 }, { "event_time": 15, "estimate": -0.1066615285768045, "se": 0.11248555448357087, "pvalue": 0.34498655649999443, "lower": -0.32945334268799364, "upper": 0.11613028553438462 }, { "event_time": 16, "estimate": 0.018798139923748083, "se": 0.12748869964518905, "pvalue": 0.8830332479347032, "lower": -0.2337092936132103, "upper": 0.27130557346070644 }, { "event_time": 17, "estimate": 0.02687566834610157, "se": 0.14478788556238054, "pvalue": 0.8530661904463027, "lower": -0.25989498263982036, "upper": 0.31364631933202347 }, { "event_time": 18, "estimate": -0.1377983821292643, "se": 0.12239898045417719, "pvalue": 0.2625684485855679, "lower": -0.3802249854912895, "upper": 0.10462822123276094 }, { "event_time": 19, "estimate": -0.04898704264678445, "se": 0.13091997690939108, "pvalue": 0.7089568637270621, "lower": -0.30829055315486803, "upper": 0.21031646786129915 }, { "event_time": 20, "estimate": 0.1375037525325668, "se": 0.2092708730643571, "pvalue": 0.51244316427155, "lower": -0.27698358021601444, "upper": 0.551991085281148 }, { "event_time": 21, "estimate": 0.1740816060610697, "se": 0.28832212315518485, "pvalue": 0.5471723433296275, "lower": -0.3969766881443014, "upper": 0.7451399002664408 }, { "event_time": 22, "estimate": -0.22809713418706393, "se": 0.17178418938497222, "pvalue": 0.1868471281925272, "lower": -0.5683373664942967, "upper": 0.11214309812016884 }, { "event_time": 23, "estimate": -0.4843958955001179, "se": 0.17538079034826629, "pvalue": 0.006682072099183329, "lower": -0.8317596491957202, "upper": -0.13703214180451556 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.0, 16.0, 17.0, 18.0, 19.0, 20.0, 21.0, 22.0, 23.0 ], "weights": [ 0.07617625093353249, 0.07617625093353249, 0.07617625093353249, 0.07617625093353249, 0.07468259895444361, 0.0720687079910381, 0.06646751306945482, 0.060866318147871544, 0.05937266616878267, 0.05675877520537715, 0.05489171023151606, 0.05003734129947722, 0.04480955937266617, 0.038461538461538464, 0.024645257654966394, 0.020537714712471993, 0.019417475728155338, 0.015309932785660941, 0.01344286781179985, 0.008215085884988798, 0.006348020911127707, 0.004107542942494399, 0.0026138909634055266, 0.0022404779686333084 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 1.1683033429576994e-09, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 6.1716623634882295e-15 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 1.0886907640322026, "df_num": 250, "df_den": 12025, "pvalue": 0.16306560648547455, "log10_pvalue": -0.7876376299388466, "inference": "Homoskedastic nested-model F", "observations": 13780, "design_columns": 975, "restricted_design_columns": 725, "fixed_effect_rank": 780, "covariance_rank": 250, "rss_unrestricted": 3536.789856114716, "rss_restricted": 3616.841216835607, "test_horizon": null, "reference_cohort": 3, "pyfixest": "0.27.0", "formulaic": "1.0.2", "design_head": { "index": [ 0, 1, 2, 3, 4 ], "columns": [ "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-21.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-20.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-19.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]" ], "data": [ [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_4,ref=-1.0)+i(rel_time,cohort_dummy_5,ref=-1.0)+i(rel_time,cohort_dummy_6,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_21,ref=-1.0)+i(rel_time,cohort_dummy_22,ref=-1.0)+i(rel_time,cohort_dummy_23,ref=-1.0)+x0+x1+x2+x3+x4+x5+x6+x7+x8+x9+x10+x11+x12+x13+x14+x15+x16+x17+x18+x19+x20+x21+x22+x23+x24+x25+x26+x27+x28+x29+x30+x31+x32+x33+x34+x35+x36+x37+x38+x39+x40+x41+x42+x43+x44+x45+x46+x47+x48+x49+x50+x51+x52+x53+x54+x55+x56+x57+x58+x59+x60+x61+x62+x63+x64+x65+x66+x67+x68+x69+x70+x71+x72+x73+x74+x75+x76+x77+x78+x79+x80+x81+x82+x83+x84+x85+x86+x87+x88+x89+x90+x91+x92+x93+x94+x95+x96+x97+x98+x99+x100+x101+x102+x103+x104+x105+x106+x107+x108+x109+x110+x111+x112+x113+x114+x115+x116+x117+x118+x119+x120+x121+x122+x123+x124+x125+x126+x127+x128+x129+x130+x131+x132+x133+x134+x135+x136+x137+x138+x139+x140+x141+x142+x143+x144+x145+x146+x147+x148+x149+x150+x151+x152+x153+x154+x155+x156+x157+x158+x159+x160+x161+x162+x163+x164+x165+x166+x167+x168+x169+x170+x171+x172+x173+x174+x175+x176+x177+x178+x179+x180+x181+x182+x183+x184+x185+x186+x187+x188+x189+x190+x191+x192+x193+x194+x195+x196+x197+x198+x199+x200+x201+x202+x203+x204+x205+x206+x207+x208+x209+x210+x211+x212+x213+x214+x215+x216+x217+x218+x219+x220+x221+x222+x223+x224+x225+x226+x227+x228+x229+x230+x231+x232+x233+x234+x235+x236+x237+x238+x239+x240+x241+x242+x243+x244+x245+x246+x247+x248+x249+x250+x251+x252+x253+x254+x255+x256+x257+x258+x259+x260+x261+x262+x263+x264+x265+x266+x267+x268+x269+x270+x271+x272+x273+x274+x275+x276+x277+x278+x279+x280+x281+x282+x283+x284+x285+x286+x287+x288+x289+x290+x291+x292+x293+x294+x295+x296+x297+x298+x299+x300+x301+x302+x303+x304+x305+x306+x307+x308+x309+x310+x311+x312+x313+x314+x315+x316+x317+x318+x319+x320+x321+x322+x323+x324+x325+x326+x327+x328+x329+x330+x331+x332+x333+x334+x335+x336+x337+x338+x339+x340+x341+x342+x343+x344+x345+x346+x347+x348+x349+x350+x351+x352+x353+x354+x355+x356+x357+x358+x359+x360+x361+x362+x363+x364+x365+x366+x367+x368+x369+x370+x371+x372+x373+x374+x375+x376+x377+x378+x379+x380+x381+x382+x383+x384+x385+x386+x387+x388+x389+x390+x391+x392+x393+x394+x395+x396+x397+x398+x399+x400+x401+x402+x403+x404+x405+x406+x407+x408+x409+x410+x411+x412+x413+x414+x415+x416+x417+x418+x419+x420+x421+x422+x423+x424+x425+x426+x427+x428+x429+x430+x431+x432+x433+x434+x435+x436+x437+x438+x439+x440+x441+x442+x443+x444+x445+x446+x447+x448+x449|unit_fe+time_fe", "restriction_names": [ "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.20.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.21.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.22.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.20.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.21.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.20.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_23", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_23", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_23" ], "deviations": [ { "event_time": -3.0, "cohort": 4, "estimate": -0.2335824248348972 }, { "event_time": -2.0, "cohort": 4, "estimate": -0.4118822054263821 }, { "event_time": 0.0, "cohort": 4, "estimate": 0.060909006589702844 }, { "event_time": 1.0, "cohort": 4, "estimate": 0.1131350207840216 }, { "event_time": 2.0, "cohort": 4, "estimate": -0.1514117082873061 }, { "event_time": 3.0, "cohort": 4, "estimate": -0.17383177958816945 }, { "event_time": 4.0, "cohort": 4, "estimate": 0.14187945073492483 }, { "event_time": 5.0, "cohort": 4, "estimate": 0.10412640396248529 }, { "event_time": 6.0, "cohort": 4, "estimate": 0.04628425080119048 }, { "event_time": 7.0, "cohort": 4, "estimate": -0.22872938015072922 }, { "event_time": 8.0, "cohort": 4, "estimate": -0.08277891597504926 }, { "event_time": 9.0, "cohort": 4, "estimate": 2.5787395983839074 }, { "event_time": 10.0, "cohort": 4, "estimate": -0.07395220636290424 }, { "event_time": 11.0, "cohort": 4, "estimate": 2.752815212699144 }, { "event_time": 12.0, "cohort": 4, "estimate": 2.8215256519372547 }, { "event_time": 13.0, "cohort": 4, "estimate": 2.5541681620399364 }, { "event_time": 14.0, "cohort": 4, "estimate": 2.4129667211690955 }, { "event_time": 15.0, "cohort": 4, "estimate": 2.410365960326136 }, { "event_time": 16.0, "cohort": 4, "estimate": 2.0051576861344764 }, { "event_time": 17.0, "cohort": 4, "estimate": 2.289953277078906 }, { "event_time": 18.0, "cohort": 4, "estimate": 2.029657550652546 }, { "event_time": 19.0, "cohort": 4, "estimate": 1.628591281655868 }, { "event_time": 20.0, "cohort": 4, "estimate": 1.6755540187823523 }, { "event_time": 21.0, "cohort": 4, "estimate": 1.7686081728615848 }, { "event_time": 22.0, "cohort": 4, "estimate": 1.7027061188369477 }, { "event_time": -4.0, "cohort": 5, "estimate": -0.3008361374770665 }, { "event_time": -3.0, "cohort": 5, "estimate": -0.25822875882873647 }, { "event_time": -2.0, "cohort": 5, "estimate": -0.45285288853851835 }, { "event_time": 0.0, "cohort": 5, "estimate": 0.07929466285693472 }, { "event_time": 1.0, "cohort": 5, "estimate": 0.047376818628304375 }, { "event_time": 2.0, "cohort": 5, "estimate": 0.08106733111263302 }, { "event_time": 3.0, "cohort": 5, "estimate": 0.12903855359654878 }, { "event_time": 4.0, "cohort": 5, "estimate": 0.10078416181259237 }, { "event_time": 5.0, "cohort": 5, "estimate": 0.15757324858026417 }, { "event_time": 6.0, "cohort": 5, "estimate": 0.06677169985466895 }, { "event_time": 7.0, "cohort": 5, "estimate": -0.03520795364289667 }, { "event_time": 8.0, "cohort": 5, "estimate": 0.07764191426083947 }, { "event_time": 9.0, "cohort": 5, "estimate": -0.04507270341117335 }, { "event_time": 10.0, "cohort": 5, "estimate": 0.09315729984848065 }, { "event_time": 11.0, "cohort": 5, "estimate": -0.011842450884367348 }, { "event_time": 12.0, "cohort": 5, "estimate": 0.03950420280130162 }, { "event_time": 13.0, "cohort": 5, "estimate": -0.002498554647969396 }, { "event_time": 14.0, "cohort": 5, "estimate": -0.01627883102024147 }, { "event_time": 15.0, "cohort": 5, "estimate": -0.12218842944730364 }, { "event_time": 16.0, "cohort": 5, "estimate": 0.5859776341866909 }, { "event_time": 17.0, "cohort": 5, "estimate": 0.629944073069012 }, { "event_time": 18.0, "cohort": 5, "estimate": 0.4321461236590852 }, { "event_time": 19.0, "cohort": 5, "estimate": 0.5168242944712014 }, { "event_time": 20.0, "cohort": 5, "estimate": 1.278908025570356 }, { "event_time": 21.0, "cohort": 5, "estimate": 1.449300267553441 }, { "event_time": -5.0, "cohort": 6, "estimate": -0.3116413612463249 }, { "event_time": -4.0, "cohort": 6, "estimate": -0.8307923840069622 }, { "event_time": -3.0, "cohort": 6, "estimate": -0.7473986939271526 }, { "event_time": -2.0, "cohort": 6, "estimate": -0.9141327120096818 }, { "event_time": 0.0, "cohort": 6, "estimate": -0.4183721709062644 }, { "event_time": 1.0, "cohort": 6, "estimate": 0.03883683788484159 }, { "event_time": 2.0, "cohort": 6, "estimate": 0.10462413812114854 }, { "event_time": 3.0, "cohort": 6, "estimate": -0.38946402810009007 }, { "event_time": 4.0, "cohort": 6, "estimate": 0.02989399039471874 }, { "event_time": 5.0, "cohort": 6, "estimate": -0.010543262349487076 }, { "event_time": 6.0, "cohort": 6, "estimate": -0.0077496726305070485 }, { "event_time": 7.0, "cohort": 6, "estimate": -0.04605708558430803 }, { "event_time": 8.0, "cohort": 6, "estimate": 0.03304484595481535 }, { "event_time": 9.0, "cohort": 6, "estimate": 0.3757927696249216 }, { "event_time": 10.0, "cohort": 6, "estimate": 0.24369458715845807 }, { "event_time": 11.0, "cohort": 6, "estimate": -0.0993463056057972 }, { "event_time": 12.0, "cohort": 6, "estimate": 0.5887453108387395 }, { "event_time": 13.0, "cohort": 6, "estimate": 0.4980405179812165 }, { "event_time": 14.0, "cohort": 6, "estimate": 0.4302925186598604 }, { "event_time": 15.0, "cohort": 6, "estimate": 0.2070980590024571 }, { "event_time": 16.0, "cohort": 6, "estimate": 0.3334222865686545 }, { "event_time": 17.0, "cohort": 6, "estimate": 0.4894479987274728 }, { "event_time": 18.0, "cohort": 6, "estimate": 0.22464764134968207 }, { "event_time": 19.0, "cohort": 6, "estimate": 0.35702305811486335 }, { "event_time": 20.0, "cohort": 6, "estimate": 0.37115254026413547 }, { "event_time": -6.0, "cohort": 7, "estimate": -0.29859711762039076 }, { "event_time": -5.0, "cohort": 7, "estimate": -0.14970693952688324 }, { "event_time": -4.0, "cohort": 7, "estimate": -0.23933228944635337 }, { "event_time": -3.0, "cohort": 7, "estimate": -0.12654935585815003 }, { "event_time": -2.0, "cohort": 7, "estimate": -0.4076167057583097 }, { "event_time": 0.0, "cohort": 7, "estimate": 0.12992452879908287 }, { "event_time": 1.0, "cohort": 7, "estimate": 0.16896650701952082 }, { "event_time": 2.0, "cohort": 7, "estimate": 0.23524985587019323 }, { "event_time": 3.0, "cohort": 7, "estimate": 0.25719638177919546 }, { "event_time": 4.0, "cohort": 7, "estimate": 0.19524222693952664 }, { "event_time": 5.0, "cohort": 7, "estimate": 0.16666477029088494 }, { "event_time": 6.0, "cohort": 7, "estimate": 0.12803404225429751 }, { "event_time": 7.0, "cohort": 7, "estimate": 0.07243498396295056 }, { "event_time": 8.0, "cohort": 7, "estimate": 0.1563218496856164 }, { "event_time": 9.0, "cohort": 7, "estimate": 0.1337394567363066 }, { "event_time": 10.0, "cohort": 7, "estimate": 0.1542138031682872 }, { "event_time": 11.0, "cohort": 7, "estimate": 0.11355752507917816 }, { "event_time": 12.0, "cohort": 7, "estimate": 0.22803717675553975 }, { "event_time": 13.0, "cohort": 7, "estimate": 0.02137740084952434 }, { "event_time": 14.0, "cohort": 7, "estimate": -0.12482924501387524 }, { "event_time": 15.0, "cohort": 7, "estimate": -0.11194899759810656 }, { "event_time": 16.0, "cohort": 7, "estimate": -0.19063750397421894 }, { "event_time": 17.0, "cohort": 7, "estimate": -0.1868708842313816 }, { "event_time": 18.0, "cohort": 7, "estimate": -0.2786911213228572 }, { "event_time": 19.0, "cohort": 7, "estimate": -0.17564370149444236 }, { "event_time": -7.0, "cohort": 8, "estimate": -0.6450336561978817 }, { "event_time": -6.0, "cohort": 8, "estimate": -0.8777005152497879 }, { "event_time": -5.0, "cohort": 8, "estimate": -0.6697367756315733 }, { "event_time": -4.0, "cohort": 8, "estimate": -0.6883762773856836 }, { "event_time": -3.0, "cohort": 8, "estimate": -0.4405205507315719 }, { "event_time": -2.0, "cohort": 8, "estimate": -0.4040916225531659 }, { "event_time": 0.0, "cohort": 8, "estimate": -0.17088421884961666 }, { "event_time": 1.0, "cohort": 8, "estimate": -0.2555652055438102 }, { "event_time": 2.0, "cohort": 8, "estimate": -0.12839263474877488 }, { "event_time": 3.0, "cohort": 8, "estimate": 0.1387939697151963 }, { "event_time": 4.0, "cohort": 8, "estimate": 0.07639044328815023 }, { "event_time": 5.0, "cohort": 8, "estimate": 0.011439404483700205 }, { "event_time": 6.0, "cohort": 8, "estimate": -0.003966593177734401 }, { "event_time": 7.0, "cohort": 8, "estimate": -0.04100610292943181 }, { "event_time": 8.0, "cohort": 8, "estimate": 0.026463176582654555 }, { "event_time": 9.0, "cohort": 8, "estimate": -0.011637612424108087 }, { "event_time": 10.0, "cohort": 8, "estimate": 0.09534649119611076 }, { "event_time": 11.0, "cohort": 8, "estimate": -0.0797984602858742 }, { "event_time": 12.0, "cohort": 8, "estimate": 0.14874752434884575 }, { "event_time": 13.0, "cohort": 8, "estimate": 0.0400943766136294 }, { "event_time": 14.0, "cohort": 8, "estimate": -0.16980011326717342 }, { "event_time": 15.0, "cohort": 8, "estimate": 0.000828824227559477 }, { "event_time": 16.0, "cohort": 8, "estimate": -0.05523753356397111 }, { "event_time": 17.0, "cohort": 8, "estimate": 0.2641894650084064 }, { "event_time": 18.0, "cohort": 8, "estimate": -0.15224129397977795 }, { "event_time": -8.0, "cohort": 9, "estimate": -0.37711558059598727 }, { "event_time": -7.0, "cohort": 9, "estimate": -0.25746829925635467 }, { "event_time": -6.0, "cohort": 9, "estimate": -0.44783582738082 }, { "event_time": -5.0, "cohort": 9, "estimate": -0.23823734211610714 }, { "event_time": -4.0, "cohort": 9, "estimate": -0.3399835207139788 }, { "event_time": -3.0, "cohort": 9, "estimate": -0.26385437701986525 }, { "event_time": -2.0, "cohort": 9, "estimate": -0.3853593394183054 }, { "event_time": 0.0, "cohort": 9, "estimate": 0.1338504400841625 }, { "event_time": 1.0, "cohort": 9, "estimate": 0.13228314437119032 }, { "event_time": 2.0, "cohort": 9, "estimate": 0.12450714133103577 }, { "event_time": 3.0, "cohort": 9, "estimate": 0.14577870539906898 }, { "event_time": 4.0, "cohort": 9, "estimate": 0.14595294440389675 }, { "event_time": 5.0, "cohort": 9, "estimate": 0.1079607518601515 }, { "event_time": 6.0, "cohort": 9, "estimate": 0.11145334858108467 }, { "event_time": 7.0, "cohort": 9, "estimate": -0.05803563409651631 }, { "event_time": 8.0, "cohort": 9, "estimate": 0.22253911811174168 }, { "event_time": 9.0, "cohort": 9, "estimate": 0.28626541866958466 }, { "event_time": 10.0, "cohort": 9, "estimate": 0.3025595865792688 }, { "event_time": 11.0, "cohort": 9, "estimate": 0.1635085823294561 }, { "event_time": 12.0, "cohort": 9, "estimate": 0.7453210077845521 }, { "event_time": 13.0, "cohort": 9, "estimate": 0.7726090456788687 }, { "event_time": 14.0, "cohort": 9, "estimate": 0.6819123721483362 }, { "event_time": 15.0, "cohort": 9, "estimate": 0.6365010468538728 }, { "event_time": 16.0, "cohort": 9, "estimate": 0.6679215567262341 }, { "event_time": 17.0, "cohort": 9, "estimate": 0.6349524388977555 }, { "event_time": -9.0, "cohort": 10, "estimate": -0.39710864531880086 }, { "event_time": -8.0, "cohort": 10, "estimate": -0.5491178086462636 }, { "event_time": -7.0, "cohort": 10, "estimate": -0.35345955119006156 }, { "event_time": -6.0, "cohort": 10, "estimate": -0.51077413902923 }, { "event_time": -5.0, "cohort": 10, "estimate": -0.3217394215932181 }, { "event_time": -4.0, "cohort": 10, "estimate": -0.3801950111649095 }, { "event_time": -3.0, "cohort": 10, "estimate": -0.2475701058291898 }, { "event_time": -2.0, "cohort": 10, "estimate": -0.4166396546908387 }, { "event_time": 0.0, "cohort": 10, "estimate": 0.0536863853695972 }, { "event_time": 1.0, "cohort": 10, "estimate": 0.16860070769614754 }, { "event_time": 2.0, "cohort": 10, "estimate": 0.169404185180465 }, { "event_time": 3.0, "cohort": 10, "estimate": 0.0996042281724397 }, { "event_time": 4.0, "cohort": 10, "estimate": 0.08683088882454508 }, { "event_time": 5.0, "cohort": 10, "estimate": 0.07548577939067844 }, { "event_time": 6.0, "cohort": 10, "estimate": 0.2165297976146667 }, { "event_time": 7.0, "cohort": 10, "estimate": -0.06792407785427418 }, { "event_time": 8.0, "cohort": 10, "estimate": 0.20482353483614912 }, { "event_time": 9.0, "cohort": 10, "estimate": 0.3266575338986156 }, { "event_time": 10.0, "cohort": 10, "estimate": 0.3843932082041782 }, { "event_time": 11.0, "cohort": 10, "estimate": 0.4503446797527594 }, { "event_time": 12.0, "cohort": 10, "estimate": 0.08195559568885741 }, { "event_time": 13.0, "cohort": 10, "estimate": 0.14099459955698124 }, { "event_time": 14.0, "cohort": 10, "estimate": 0.003138058574038805 }, { "event_time": 15.0, "cohort": 10, "estimate": 0.00901612779784119 }, { "event_time": 16.0, "cohort": 10, "estimate": 0.4589620651839416 }, { "event_time": -10.0, "cohort": 11, "estimate": -0.2624731136284836 }, { "event_time": -9.0, "cohort": 11, "estimate": -1.366994132349589 }, { "event_time": -8.0, "cohort": 11, "estimate": -1.3480503704499265 }, { "event_time": -7.0, "cohort": 11, "estimate": -1.2067479048410517 }, { "event_time": -6.0, "cohort": 11, "estimate": -1.4167948025772754 }, { "event_time": -5.0, "cohort": 11, "estimate": -0.32844071175324374 }, { "event_time": -4.0, "cohort": 11, "estimate": -0.29057852785688226 }, { "event_time": -3.0, "cohort": 11, "estimate": -1.1967848786547606 }, { "event_time": -2.0, "cohort": 11, "estimate": -1.3590942419369008 }, { "event_time": 0.0, "cohort": 11, "estimate": -0.7886737188705604 }, { "event_time": 1.0, "cohort": 11, "estimate": -0.6552216543087245 }, { "event_time": 2.0, "cohort": 11, "estimate": 0.1499731864859272 }, { "event_time": 3.0, "cohort": 11, "estimate": -0.7864934197882133 }, { "event_time": 4.0, "cohort": 11, "estimate": -0.8443746874256944 }, { "event_time": 5.0, "cohort": 11, "estimate": -0.9257521725091428 }, { "event_time": 6.0, "cohort": 11, "estimate": -0.8874133346571488 }, { "event_time": 7.0, "cohort": 11, "estimate": -0.03450269505077809 }, { "event_time": 8.0, "cohort": 11, "estimate": 0.053106950854145824 }, { "event_time": 9.0, "cohort": 11, "estimate": 0.03248851594849486 }, { "event_time": 10.0, "cohort": 11, "estimate": 0.06090270903308716 }, { "event_time": 11.0, "cohort": 11, "estimate": -0.0373073073721743 }, { "event_time": 12.0, "cohort": 11, "estimate": 0.11340399996647002 }, { "event_time": 13.0, "cohort": 11, "estimate": 0.06714230088123749 }, { "event_time": 14.0, "cohort": 11, "estimate": 0.11135044315741996 }, { "event_time": 15.0, "cohort": 11, "estimate": -0.0705429636045685 }, { "event_time": -11.0, "cohort": 12, "estimate": -0.5877815374669279 }, { "event_time": -10.0, "cohort": 12, "estimate": -0.44112099606008914 }, { "event_time": -9.0, "cohort": 12, "estimate": -0.420438020548467 }, { "event_time": -8.0, "cohort": 12, "estimate": -0.6049033988377257 }, { "event_time": -7.0, "cohort": 12, "estimate": -0.4207790523420072 }, { "event_time": -6.0, "cohort": 12, "estimate": -0.592330051918524 }, { "event_time": -5.0, "cohort": 12, "estimate": -0.32821462932349316 }, { "event_time": -4.0, "cohort": 12, "estimate": -0.35636695807575164 }, { "event_time": -3.0, "cohort": 12, "estimate": -0.29802149161580904 }, { "event_time": -2.0, "cohort": 12, "estimate": -0.45937647980135626 }, { "event_time": 0.0, "cohort": 12, "estimate": 0.06474455456977635 }, { "event_time": 1.0, "cohort": 12, "estimate": 0.039961798299825206 }, { "event_time": 2.0, "cohort": 12, "estimate": 0.08177316398179767 }, { "event_time": 3.0, "cohort": 12, "estimate": 0.096344157010228 }, { "event_time": 4.0, "cohort": 12, "estimate": -0.06854156140620876 }, { "event_time": 5.0, "cohort": 12, "estimate": 0.017045066874006316 }, { "event_time": 6.0, "cohort": 12, "estimate": 0.2748223730400104 }, { "event_time": 7.0, "cohort": 12, "estimate": -0.09980637350212308 }, { "event_time": 8.0, "cohort": 12, "estimate": 0.2801387007090749 }, { "event_time": 9.0, "cohort": 12, "estimate": 0.4478930448165552 }, { "event_time": 10.0, "cohort": 12, "estimate": 0.48168514962428055 }, { "event_time": 11.0, "cohort": 12, "estimate": 0.06408160430953658 }, { "event_time": 12.0, "cohort": 12, "estimate": 0.1584916397990889 }, { "event_time": 13.0, "cohort": 12, "estimate": 0.15936430453708264 }, { "event_time": 14.0, "cohort": 12, "estimate": 0.2033359962742449 }, { "event_time": -12.0, "cohort": 13, "estimate": -1.0671949828605873 }, { "event_time": -11.0, "cohort": 13, "estimate": -0.9571871293191476 }, { "event_time": -10.0, "cohort": 13, "estimate": -0.7067273309017474 }, { "event_time": -9.0, "cohort": 13, "estimate": -0.7054521849165818 }, { "event_time": -8.0, "cohort": 13, "estimate": -0.8595279911492519 }, { "event_time": -7.0, "cohort": 13, "estimate": -0.7330956654836044 }, { "event_time": -6.0, "cohort": 13, "estimate": -0.7596919080451163 }, { "event_time": -5.0, "cohort": 13, "estimate": -0.5881868940550125 }, { "event_time": -4.0, "cohort": 13, "estimate": -0.5577546438514249 }, { "event_time": -3.0, "cohort": 13, "estimate": -0.48003841647834067 }, { "event_time": -2.0, "cohort": 13, "estimate": -0.577643479725495 }, { "event_time": 0.0, "cohort": 13, "estimate": -0.22669304837105314 }, { "event_time": 1.0, "cohort": 13, "estimate": -0.10616025195747411 }, { "event_time": 2.0, "cohort": 13, "estimate": -0.13448453377751596 }, { "event_time": 3.0, "cohort": 13, "estimate": -0.30101789638970655 }, { "event_time": 4.0, "cohort": 13, "estimate": -0.1594282752498062 }, { "event_time": 5.0, "cohort": 13, "estimate": -0.0051387406900368915 }, { "event_time": 6.0, "cohort": 13, "estimate": -0.15941426960826732 }, { "event_time": 7.0, "cohort": 13, "estimate": -0.09244991414282112 }, { "event_time": 8.0, "cohort": 13, "estimate": -0.07593449312758542 }, { "event_time": 9.0, "cohort": 13, "estimate": 0.010752695750978994 }, { "event_time": 10.0, "cohort": 13, "estimate": 0.13886496183851033 }, { "event_time": 11.0, "cohort": 13, "estimate": -0.11689942866635376 }, { "event_time": 12.0, "cohort": 13, "estimate": 0.0763333963598878 }, { "event_time": 13.0, "cohort": 13, "estimate": 0.07620189345364635 }, { "event_time": -13.0, "cohort": 14, "estimate": -0.18790695212668462 }, { "event_time": -12.0, "cohort": 14, "estimate": -0.6560128702504432 }, { "event_time": -11.0, "cohort": 14, "estimate": -0.5385792653605354 }, { "event_time": -10.0, "cohort": 14, "estimate": -0.36812502291760363 }, { "event_time": -9.0, "cohort": 14, "estimate": -0.37540848696656404 }, { "event_time": -8.0, "cohort": 14, "estimate": -0.5114769029281796 }, { "event_time": -7.0, "cohort": 14, "estimate": -0.379214079969097 }, { "event_time": -6.0, "cohort": 14, "estimate": -0.5449586869797218 }, { "event_time": -5.0, "cohort": 14, "estimate": -0.2966619114905064 }, { "event_time": -4.0, "cohort": 14, "estimate": -0.34951379796937754 }, { "event_time": -3.0, "cohort": 14, "estimate": -0.30134928617430146 }, { "event_time": -2.0, "cohort": 14, "estimate": -0.44563539647628303 }, { "event_time": 0.0, "cohort": 14, "estimate": 0.32389026771578294 }, { "event_time": 1.0, "cohort": 14, "estimate": 0.24575673660527636 }, { "event_time": 2.0, "cohort": 14, "estimate": 0.29782488237780524 }, { "event_time": 3.0, "cohort": 14, "estimate": 0.06011823661032972 }, { "event_time": 4.0, "cohort": 14, "estimate": 0.13372875203404183 }, { "event_time": 5.0, "cohort": 14, "estimate": 0.36915738401951464 }, { "event_time": 6.0, "cohort": 14, "estimate": 0.24026046990614428 }, { "event_time": 7.0, "cohort": 14, "estimate": 0.20801828701219788 }, { "event_time": 8.0, "cohort": 14, "estimate": 0.08038389864692544 }, { "event_time": 9.0, "cohort": 14, "estimate": 0.2259606103846098 }, { "event_time": 10.0, "cohort": 14, "estimate": 0.25005926415731977 }, { "event_time": 11.0, "cohort": 14, "estimate": 0.1295825395556806 }, { "event_time": 12.0, "cohort": 14, "estimate": 0.36097808741695897 }, { "event_time": -14.0, "cohort": 15, "estimate": -0.21210737210192 }, { "event_time": -13.0, "cohort": 15, "estimate": -0.10014068941563858 }, { "event_time": -12.0, "cohort": 15, "estimate": -0.623036715750319 }, { "event_time": -11.0, "cohort": 15, "estimate": -0.4822191855861305 }, { "event_time": -10.0, "cohort": 15, "estimate": -0.30052586256633407 }, { "event_time": -9.0, "cohort": 15, "estimate": -0.3197448820620711 }, { "event_time": -8.0, "cohort": 15, "estimate": -0.42763008821080023 }, { "event_time": -7.0, "cohort": 15, "estimate": -0.3112246722174369 }, { "event_time": -6.0, "cohort": 15, "estimate": -0.49696760648848043 }, { "event_time": -5.0, "cohort": 15, "estimate": -0.2793611786736979 }, { "event_time": -4.0, "cohort": 15, "estimate": -0.3002602692808965 }, { "event_time": -3.0, "cohort": 15, "estimate": -0.2046113795847484 }, { "event_time": -2.0, "cohort": 15, "estimate": -0.1978369426001308 }, { "event_time": 0.0, "cohort": 15, "estimate": 0.056026176369420574 }, { "event_time": 1.0, "cohort": 15, "estimate": 0.048370901120210114 }, { "event_time": 2.0, "cohort": 15, "estimate": 0.13824068554449195 }, { "event_time": 3.0, "cohort": 15, "estimate": 0.20699950345126303 }, { "event_time": 4.0, "cohort": 15, "estimate": 0.1414370116157543 }, { "event_time": 5.0, "cohort": 15, "estimate": 0.14655545043543522 }, { "event_time": 6.0, "cohort": 15, "estimate": 0.25088196004790947 }, { "event_time": 7.0, "cohort": 15, "estimate": 0.2241857435616969 }, { "event_time": 8.0, "cohort": 15, "estimate": 0.18492382771476487 }, { "event_time": 9.0, "cohort": 15, "estimate": 0.10268631155851272 }, { "event_time": 10.0, "cohort": 15, "estimate": 0.16321706916582904 }, { "event_time": 11.0, "cohort": 15, "estimate": -0.014754251137968695 }, { "event_time": -15.0, "cohort": 16, "estimate": -0.5494171421330132 }, { "event_time": -14.0, "cohort": 16, "estimate": -0.4336314797853157 }, { "event_time": -13.0, "cohort": 16, "estimate": -0.350538537833904 }, { "event_time": -12.0, "cohort": 16, "estimate": -0.634429096273863 }, { "event_time": -11.0, "cohort": 16, "estimate": -0.5246380097342804 }, { "event_time": -10.0, "cohort": 16, "estimate": -0.38885071415481964 }, { "event_time": -9.0, "cohort": 16, "estimate": -0.35310853911450313 }, { "event_time": -8.0, "cohort": 16, "estimate": -0.4661996643548444 }, { "event_time": -7.0, "cohort": 16, "estimate": -0.34995902768301257 }, { "event_time": -6.0, "cohort": 16, "estimate": -0.5052929858870971 }, { "event_time": -5.0, "cohort": 16, "estimate": -0.27777056188712035 }, { "event_time": -4.0, "cohort": 16, "estimate": -0.2945927287503669 }, { "event_time": -3.0, "cohort": 16, "estimate": -0.22955679892998793 }, { "event_time": -2.0, "cohort": 16, "estimate": -0.41488816420276803 }, { "event_time": 0.0, "cohort": 16, "estimate": 0.0008394498416186211 }, { "event_time": 1.0, "cohort": 16, "estimate": 0.3758519472995201 }, { "event_time": 2.0, "cohort": 16, "estimate": 0.41796848909371886 }, { "event_time": 3.0, "cohort": 16, "estimate": 0.5085832963847511 }, { "event_time": 4.0, "cohort": 16, "estimate": 0.48612554578148887 }, { "event_time": 5.0, "cohort": 16, "estimate": 0.45258961901912104 }, { "event_time": 6.0, "cohort": 16, "estimate": 0.44732855523318477 }, { "event_time": 7.0, "cohort": 16, "estimate": 0.3163645095527889 }, { "event_time": 8.0, "cohort": 16, "estimate": 0.4354074287253785 }, { "event_time": 9.0, "cohort": 16, "estimate": 0.5215617445750494 }, { "event_time": 10.0, "cohort": 16, "estimate": 0.34604265567160664 }, { "event_time": -16.0, "cohort": 17, "estimate": -0.45757792726885793 }, { "event_time": -15.0, "cohort": 17, "estimate": -0.4846975039663929 }, { "event_time": -14.0, "cohort": 17, "estimate": -0.43856017837279004 }, { "event_time": -13.0, "cohort": 17, "estimate": -0.31882030700796227 }, { "event_time": -12.0, "cohort": 17, "estimate": -0.6255020487506895 }, { "event_time": -11.0, "cohort": 17, "estimate": -0.608476357955257 }, { "event_time": -10.0, "cohort": 17, "estimate": -0.43711760552425366 }, { "event_time": -9.0, "cohort": 17, "estimate": -0.23629317508166658 }, { "event_time": -8.0, "cohort": 17, "estimate": -0.4892883580269262 }, { "event_time": -7.0, "cohort": 17, "estimate": -0.3077339185194121 }, { "event_time": -6.0, "cohort": 17, "estimate": -0.5442601773927899 }, { "event_time": -5.0, "cohort": 17, "estimate": -0.32053816906215016 }, { "event_time": -4.0, "cohort": 17, "estimate": -0.3383812127919428 }, { "event_time": -3.0, "cohort": 17, "estimate": -0.2652312308960132 }, { "event_time": -2.0, "cohort": 17, "estimate": -0.4564767080510676 }, { "event_time": 0.0, "cohort": 17, "estimate": 0.7216594691600551 }, { "event_time": 1.0, "cohort": 17, "estimate": 0.7430976891614784 }, { "event_time": 2.0, "cohort": 17, "estimate": 0.6379410519516389 }, { "event_time": 3.0, "cohort": 17, "estimate": 0.5360017142992622 }, { "event_time": 4.0, "cohort": 17, "estimate": 0.5699063116195375 }, { "event_time": 5.0, "cohort": 17, "estimate": 0.4795339037412728 }, { "event_time": 6.0, "cohort": 17, "estimate": 0.35366808478430256 }, { "event_time": 7.0, "cohort": 17, "estimate": 0.195509776982073 }, { "event_time": 8.0, "cohort": 17, "estimate": 0.2192884672189408 }, { "event_time": 9.0, "cohort": 17, "estimate": 0.2936237430070677 }, { "event_time": -17.0, "cohort": 18, "estimate": -0.7534793800362293 }, { "event_time": -16.0, "cohort": 18, "estimate": -0.8468832575175562 }, { "event_time": -15.0, "cohort": 18, "estimate": -0.8306670101446212 }, { "event_time": -14.0, "cohort": 18, "estimate": -0.6776454965604034 }, { "event_time": -13.0, "cohort": 18, "estimate": -0.6838936926908212 }, { "event_time": -12.0, "cohort": 18, "estimate": -1.0249111831387454 }, { "event_time": -11.0, "cohort": 18, "estimate": -0.9016823455596148 }, { "event_time": -10.0, "cohort": 18, "estimate": -0.6295762835943272 }, { "event_time": -9.0, "cohort": 18, "estimate": -0.6487079014750116 }, { "event_time": -8.0, "cohort": 18, "estimate": -0.762508731638214 }, { "event_time": -7.0, "cohort": 18, "estimate": -0.7111459652828492 }, { "event_time": -6.0, "cohort": 18, "estimate": -0.8428868068691476 }, { "event_time": -5.0, "cohort": 18, "estimate": -0.6870448753539662 }, { "event_time": -4.0, "cohort": 18, "estimate": -0.6305409156293025 }, { "event_time": -3.0, "cohort": 18, "estimate": -0.7068301677957277 }, { "event_time": -2.0, "cohort": 18, "estimate": -0.38600609971015665 }, { "event_time": 0.0, "cohort": 18, "estimate": 0.04270930095483072 }, { "event_time": 1.0, "cohort": 18, "estimate": 0.07802667155637999 }, { "event_time": 2.0, "cohort": 18, "estimate": -0.021815333769016204 }, { "event_time": 3.0, "cohort": 18, "estimate": 0.06753132075759002 }, { "event_time": 4.0, "cohort": 18, "estimate": -0.026544312676594545 }, { "event_time": 5.0, "cohort": 18, "estimate": -0.13542074057751244 }, { "event_time": 6.0, "cohort": 18, "estimate": -0.2604044362657361 }, { "event_time": 7.0, "cohort": 18, "estimate": -0.28340310936154034 }, { "event_time": 8.0, "cohort": 18, "estimate": -0.0804089640272915 }, { "event_time": -18.0, "cohort": 19, "estimate": -0.27534268617441926 }, { "event_time": -17.0, "cohort": 19, "estimate": -0.20486457006174275 }, { "event_time": -16.0, "cohort": 19, "estimate": -0.23184900474055348 }, { "event_time": -15.0, "cohort": 19, "estimate": -0.18797201159241217 }, { "event_time": -14.0, "cohort": 19, "estimate": -0.07217652809364483 }, { "event_time": -13.0, "cohort": 19, "estimate": -0.2079028520273805 }, { "event_time": -12.0, "cohort": 19, "estimate": -0.49580637928031807 }, { "event_time": -11.0, "cohort": 19, "estimate": -0.15914211965548358 }, { "event_time": -10.0, "cohort": 19, "estimate": -0.00907413873700258 }, { "event_time": -9.0, "cohort": 19, "estimate": 0.03900625580093925 }, { "event_time": -8.0, "cohort": 19, "estimate": -0.2995447908483977 }, { "event_time": -7.0, "cohort": 19, "estimate": -0.1518150395411832 }, { "event_time": -6.0, "cohort": 19, "estimate": -0.3507261340586796 }, { "event_time": -5.0, "cohort": 19, "estimate": -0.12501336100858668 }, { "event_time": -4.0, "cohort": 19, "estimate": -0.08330746351693719 }, { "event_time": -3.0, "cohort": 19, "estimate": -0.00825648076004376 }, { "event_time": -2.0, "cohort": 19, "estimate": -0.4053972184907142 }, { "event_time": 0.0, "cohort": 19, "estimate": 0.055934585161803385 }, { "event_time": 1.0, "cohort": 19, "estimate": 0.5735636928143721 }, { "event_time": 2.0, "cohort": 19, "estimate": 0.7164434413562579 }, { "event_time": 3.0, "cohort": 19, "estimate": -0.039248230747584656 }, { "event_time": 4.0, "cohort": 19, "estimate": 0.2174637545932926 }, { "event_time": 5.0, "cohort": 19, "estimate": 0.2010020331390765 }, { "event_time": 6.0, "cohort": 19, "estimate": 0.16777659392403182 }, { "event_time": 7.0, "cohort": 19, "estimate": 0.13437630401113104 }, { "event_time": -19.0, "cohort": 20, "estimate": -0.8379322089331568 }, { "event_time": -18.0, "cohort": 20, "estimate": -1.0308918018404412 }, { "event_time": -17.0, "cohort": 20, "estimate": -0.8581279850443047 }, { "event_time": -16.0, "cohort": 20, "estimate": -0.6991261121241898 }, { "event_time": -15.0, "cohort": 20, "estimate": -0.9072313336062129 }, { "event_time": -14.0, "cohort": 20, "estimate": -0.776031261325822 }, { "event_time": -13.0, "cohort": 20, "estimate": -0.7021093061176429 }, { "event_time": -12.0, "cohort": 20, "estimate": -1.2463761996960794 }, { "event_time": -11.0, "cohort": 20, "estimate": -0.8410508392938 }, { "event_time": -10.0, "cohort": 20, "estimate": -0.5679146763367726 }, { "event_time": -9.0, "cohort": 20, "estimate": -0.6862974475266647 }, { "event_time": -8.0, "cohort": 20, "estimate": -0.8719282619603643 }, { "event_time": -7.0, "cohort": 20, "estimate": -0.7073689858280994 }, { "event_time": -6.0, "cohort": 20, "estimate": -0.7131408182040273 }, { "event_time": -5.0, "cohort": 20, "estimate": -0.522062342459969 }, { "event_time": -4.0, "cohort": 20, "estimate": -0.7744877754647801 }, { "event_time": -3.0, "cohort": 20, "estimate": -0.6587516684376332 }, { "event_time": -2.0, "cohort": 20, "estimate": -0.747256221211526 }, { "event_time": 0.0, "cohort": 20, "estimate": -0.4929361909145158 }, { "event_time": 1.0, "cohort": 20, "estimate": -0.03912386835309013 }, { "event_time": 2.0, "cohort": 20, "estimate": -0.3431459454683493 }, { "event_time": 3.0, "cohort": 20, "estimate": -0.24630250888839697 }, { "event_time": 4.0, "cohort": 20, "estimate": -0.08793415316013084 }, { "event_time": 5.0, "cohort": 20, "estimate": -0.26606297039560994 }, { "event_time": 6.0, "cohort": 20, "estimate": 0.10710501333048503 }, { "event_time": -20.0, "cohort": 21, "estimate": -0.6631296718045646 }, { "event_time": -19.0, "cohort": 21, "estimate": -0.7244617505987361 }, { "event_time": -18.0, "cohort": 21, "estimate": -0.69570054077159 }, { "event_time": -17.0, "cohort": 21, "estimate": -0.6692791996015272 }, { "event_time": -16.0, "cohort": 21, "estimate": -0.4891451050509026 }, { "event_time": -15.0, "cohort": 21, "estimate": -0.5131584724090962 }, { "event_time": -14.0, "cohort": 21, "estimate": -0.518004782579485 }, { "event_time": -13.0, "cohort": 21, "estimate": -0.3915731822586652 }, { "event_time": -12.0, "cohort": 21, "estimate": -0.569271264742269 }, { "event_time": -11.0, "cohort": 21, "estimate": -0.45138634024018626 }, { "event_time": -10.0, "cohort": 21, "estimate": -0.6304588912745044 }, { "event_time": -9.0, "cohort": 21, "estimate": -0.42527946739365025 }, { "event_time": -8.0, "cohort": 21, "estimate": -0.7094613842719982 }, { "event_time": -7.0, "cohort": 21, "estimate": -0.2745995245838627 }, { "event_time": -6.0, "cohort": 21, "estimate": -0.6376217777801154 }, { "event_time": -5.0, "cohort": 21, "estimate": -0.32795431731294916 }, { "event_time": -4.0, "cohort": 21, "estimate": -0.49052844031559106 }, { "event_time": -3.0, "cohort": 21, "estimate": -0.33632746633461164 }, { "event_time": -2.0, "cohort": 21, "estimate": -0.5532009627474541 }, { "event_time": 0.0, "cohort": 21, "estimate": 0.06473978800452446 }, { "event_time": 1.0, "cohort": 21, "estimate": 0.03197754530473393 }, { "event_time": 2.0, "cohort": 21, "estimate": 0.21838821830792843 }, { "event_time": 3.0, "cohort": 21, "estimate": 0.6840241371927922 }, { "event_time": 4.0, "cohort": 21, "estimate": 0.283822049222839 }, { "event_time": 5.0, "cohort": 21, "estimate": 0.6683443162719522 }, { "event_time": -21.0, "cohort": 22, "estimate": -0.9016508388010585 }, { "event_time": -20.0, "cohort": 22, "estimate": -1.1396756471852034 }, { "event_time": -19.0, "cohort": 22, "estimate": -1.0333506243442827 }, { "event_time": -18.0, "cohort": 22, "estimate": -1.462953628369706 }, { "event_time": -17.0, "cohort": 22, "estimate": -1.0317398848650743 }, { "event_time": -16.0, "cohort": 22, "estimate": -1.1154501598285118 }, { "event_time": -15.0, "cohort": 22, "estimate": -1.0432030461242956 }, { "event_time": -14.0, "cohort": 22, "estimate": -0.9108430728294122 }, { "event_time": -13.0, "cohort": 22, "estimate": -0.8943596624277491 }, { "event_time": -12.0, "cohort": 22, "estimate": -1.237745772086442 }, { "event_time": -11.0, "cohort": 22, "estimate": -1.0722976785060785 }, { "event_time": -10.0, "cohort": 22, "estimate": -0.8910273904639798 }, { "event_time": -9.0, "cohort": 22, "estimate": -0.8509187935550153 }, { "event_time": -8.0, "cohort": 22, "estimate": -1.0611381219911509 }, { "event_time": -7.0, "cohort": 22, "estimate": -0.4970154197657545 }, { "event_time": -6.0, "cohort": 22, "estimate": -0.785846743208887 }, { "event_time": -5.0, "cohort": 22, "estimate": -0.3637700567988875 }, { "event_time": -4.0, "cohort": 22, "estimate": 0.03342652467887952 }, { "event_time": -3.0, "cohort": 22, "estimate": -0.4475874930487115 }, { "event_time": -2.0, "cohort": 22, "estimate": -0.6854583118067848 }, { "event_time": 0.0, "cohort": 22, "estimate": 0.4256998079165816 }, { "event_time": 1.0, "cohort": 22, "estimate": 0.021287038538923886 }, { "event_time": 2.0, "cohort": 22, "estimate": -0.02873534217563728 }, { "event_time": 3.0, "cohort": 22, "estimate": -0.09983376414049552 }, { "event_time": 4.0, "cohort": 22, "estimate": -0.10751585527791105 }, { "event_time": -2.0, "cohort": 23, "estimate": -0.3726618129869159 }, { "event_time": 0.0, "cohort": 23, "estimate": 0.1540996692063503 }, { "event_time": 1.0, "cohort": 23, "estimate": 0.17280421668293738 }, { "event_time": 2.0, "cohort": 23, "estimate": 0.15299211339056118 }, { "event_time": 3.0, "cohort": 23, "estimate": 0.21068042940486603 } ] } } }, "code_sha256": { "replication_engine.py": "8eee8d949c190fc20313074dd150ebb1656f810c950f0d9a9be8040549c27945", "reference_f_test.py": "3a7f065c4f089053f4685e7c1a255e83643baf5a171c8a252ac6ccb79b899653", "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3", "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2", "sparse_models.py": "1134e0c58f953739e0ba2b9de67820d0434145a3b29d0579ff9bde19c7cb69d9" } }, "alternative_status": [ { "method": "CS-DID", "status": "unsupported", "reason": "csdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "SDID", "status": "unsupported", "reason": "sdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Matrix completion", "status": "unsupported", "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Horizontal ridge", "status": "unsupported", "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (cohort-averaged)", "status": "unsupported", "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (individual)", "status": "unsupported", "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented." } ], "finished": 1791581185.8462021, "adapter_sample_audit": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 24964, "source_sd": 0.3545633613237817, "rows": 13780, "units": 530, "clusters": 117, "treated_units": 204, "never_treated_units": 326, "treated_cohorts": 21, "latest_cohort_control_index": null, "unique_unit_period_cells": 13780, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 654, "additional_rows_removed": 11184 } } }, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": 0.02780138155239877, "SE": 0.04809412225713041, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": -0.06745508755552018, "upper": 0.12305785066031771, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": -0.03441024653904987, "SE": 0.049669708930519536, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.13278736358141133, "upper": 0.0639668705033116, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": 0.012158839234669212, "SE": 0.05626394600590767, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.09927899522558578, "upper": 0.12359667369492419, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": -0.0451620507156221, "SE": 0.04428006496894837, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.1328642987836991, "upper": 0.04254019735245489, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (equal event-time)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Equal post-event times", "Event study": "No", "Status": "unsupported", "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "SDID", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Matrix completion", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Horizontal ridge", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (cohort-averaged)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (individual)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" } ] }, { "study_id": 21, "specification_id": "S21-P009", "source_specification_id": "LANDMINES-T2-C4-FULL-DMSP-2013", "role": "active_comparison", "published_source_location": "", "outcome_label": "", "outcome_variable": "", "treatment_label": "", "unit_fixed_effects": "", "time_fixed_effects": "", "allowed_adjustments": "", "published_weights": "", "published_clustering": "", "panel_structure": "", "design": "", "descriptive_metadata_status": "not_recorded_in_exported_source_metadata", "title": "Landmines and Spatial Development", "status": "ready", "reason": "", "config": "analyses/full-archive/configs/S21-P009.json", "input_bytes": 413051, "specification_type": "scalar", "run_status": "completed", "expanded_status": "unsupported", "expanded_reason": "No enabled adapter supports this specification; per-estimator reasons below.", "regression_result": { "schema": "did-replication-v2", "config": { "outcomes": [ "y" ], "treatments": [ "d" ], "unit": "unit", "time": "time", "cluster": "cluster", "covariates": [], "baseline_by_time": [ "baseline_x", "baseline_y", "baseline_x2", "baseline_y2", "baseline_xy", "baseline_x3", "baseline_y3", "baseline_x2y", "baseline_xy2", "baseline_ln_dist_zbw", "baseline_ln_dist_zam", "baseline_ln_dist_za", "baseline_ln_dist_mwi", "baseline_ln_dist_swz", "baseline_ln_dist_tza", "baseline_elev", "baseline_sachs", "baseline_suit" ], "weight": null, "period_step": 1, "period_values": null, "display_window": [ -10, 10 ], "seed": 20261008, "panelview_max_units": 100, "test_mode": "classical", "test_horizon": null, "post_horizon": null, "post_weighting": "observations", "sample_query": null, "reversal_policy": "drop_post_untreated", "labels": {}, "allow_repeated_cells": true, "time_fe": "archive_time_fe", "unit_fe": null, "frequency_weights": false, "source_sd": null, "require_never_control_periods": false, "latest_cohort_control": true, "slug": "s21-p009", "specification_id": "S21-P009", "source_specification_id": "LANDMINES-T2-C4-FULL-DMSP-2013", "study_id": 21, "study": "Landmines and Spatial Development", "citation": "Chiovelli et al. (2025), ECMA. https://doi.org/10.3982/ECTA17951", "description": "LANDMINES-T2-C4-FULL-DMSP-2013", "data": "analyses/full-archive/prepared/S21-P009.parquet", "output_dir": "analyses/full-archive/results/S21-P009" }, "source": { "file": "S21-P009.parquet", "bytes": 413051, "sha256": "47fbe54751b8e828001e33da0195fba0adce3dfd06b84e390c2c40915e2a1fb8" }, "versions": { "pyfixest": "0.60.0", "polars": "2.0.0", "duckreg": "0.4.1", "numpy": "2.5.3", "pandas": "3.0.6" }, "specifications": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 19814, "source_sd": 0.31954032791757175, "rows": 11536, "units": 575, "clusters": 127, "treated_units": 189, "never_treated_units": 386, "treated_cohorts": 20, "latest_cohort_control_index": null, "unique_unit_period_cells": 11536, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 609, "additional_rows_removed": 8278 }, "estimates": [ { "method": "Static TWFE", "estimate": 0.023914154998751887, "se": 0.0423516440631345, "pvalue": 0.5733109195546111, "lower": -0.05989850354816221, "upper": 0.10772681354566599 }, { "method": "Dynamic TWFE", "estimate": -0.06437742135856342, "se": 0.05407466514201637, "pvalue": 0.2360769310943067, "lower": -0.17138959398710119, "upper": 0.04263475126997436 }, { "method": "BJS / did2s", "estimate": -0.0033377653186534113, "se": 0.05614192470603481, "pvalue": 0.9526860651571454, "lower": -0.11444098385106764, "upper": 0.10776545321376081 }, { "method": "Sun\u2013Abraham", "estimate": -0.06775557959636926, "se": 0.03836676737056948, "pvalue": 0.07981839409443782, "lower": -0.14368228431613952, "upper": 0.008171125123401013 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -21, "estimate": -0.18245017671290212, "se": 0.3241331981145951, "pvalue": 0.5745124388882255, "lower": -0.8239002469108899, "upper": 0.45899989348508574 }, { "event_time": -20, "estimate": -0.33896739480561855, "se": 0.2008918325509994, "pvalue": 0.09401727944341308, "lower": -0.7365264256040702, "upper": 0.05859163599283318 }, { "event_time": -19, "estimate": -0.15462464796362188, "se": 0.14368898986264161, "pvalue": 0.28393581998328565, "lower": -0.438980934731519, "upper": 0.12973163880427527 }, { "event_time": -18, "estimate": -0.09171132582773851, "se": 0.12627216995966967, "pvalue": 0.46900267267861256, "lower": -0.3416002380274889, "upper": 0.1581775863720119 }, { "event_time": -17, "estimate": -0.08208210012181828, "se": 0.11269893217960499, "pvalue": 0.4677625692136773, "lower": -0.30510997378099214, "upper": 0.14094577353735555 }, { "event_time": -16, "estimate": 0.06360709319467395, "se": 0.09524721491234045, "pvalue": 0.5054759109791515, "lower": -0.12488434503833118, "upper": 0.2520985314276791 }, { "event_time": -15, "estimate": -0.04588320932625214, "se": 0.08230308179199584, "pvalue": 0.5781812262611441, "lower": -0.20875858864584207, "upper": 0.11699216999333778 }, { "event_time": -14, "estimate": -0.09001185786936253, "se": 0.08549815924669389, "pvalue": 0.2944506889106562, "lower": -0.25921020154288293, "upper": 0.07918648580415788 }, { "event_time": -13, "estimate": 0.0039045461168946746, "se": 0.09926174634924183, "pvalue": 0.9686848753008688, "lower": -0.19253153181050547, "upper": 0.2003406240442948 }, { "event_time": -12, "estimate": -0.16142520852780787, "se": 0.08112523676734981, "pvalue": 0.048775108781679205, "lower": -0.32196966716992237, "upper": -0.000880749885693366 }, { "event_time": -11, "estimate": -0.10981439257825458, "se": 0.07897580491306651, "pvalue": 0.16683386463738967, "lower": -0.2661051887697602, "upper": 0.04647640361325105 }, { "event_time": -10, "estimate": -0.1055786565226097, "se": 0.0702841821935534, "pvalue": 0.1355557653398325, "lower": -0.24466898686860505, "upper": 0.03351167382338566 }, { "event_time": -9, "estimate": -0.11683450272371249, "se": 0.06160284746997077, "pvalue": 0.06017326078404106, "lower": -0.2387447268656974, "upper": 0.005075721418272422 }, { "event_time": -8, "estimate": -0.14936471658508974, "se": 0.05759767390591836, "pvalue": 0.0106323724451928, "lower": -0.2633488199879449, "upper": -0.03538061318223458 }, { "event_time": -7, "estimate": -0.11612327080598754, "se": 0.07050254864566942, "pvalue": 0.10203360115180964, "lower": -0.2556457419411815, "upper": 0.023399200329206407 }, { "event_time": -6, "estimate": -0.09828166562371654, "se": 0.06826350486451922, "pvalue": 0.15242101680946082, "lower": -0.2333731349394443, "upper": 0.03680980369201123 }, { "event_time": -5, "estimate": -0.06530531960210419, "se": 0.07376697826200641, "pvalue": 0.3776854992198276, "lower": -0.2112880009802966, "upper": 0.08067736177608824 }, { "event_time": -4, "estimate": -0.0999840287591008, "se": 0.06407925173322142, "pvalue": 0.12119290613807014, "lower": -0.22679498413670302, "upper": 0.026826926618501404 }, { "event_time": -3, "estimate": -0.1075079062541876, "se": 0.06930326577450885, "pvalue": 0.12334576359502916, "lower": -0.24465703184388388, "upper": 0.029641219335508673 }, { "event_time": -2, "estimate": -0.08113113615679887, "se": 0.04801628102123206, "pvalue": 0.09356609944182567, "lower": -0.17615394471473766, "upper": 0.013891672401139907 }, { "event_time": 0, "estimate": -0.10155251403203361, "se": 0.06617119286307728, "pvalue": 0.1273663069034285, "lower": -0.2325033594067156, "upper": 0.02939833134264838 }, { "event_time": 1, "estimate": -0.058498009689252534, "se": 0.0636345491137038, "pvalue": 0.35970531611024487, "lower": -0.18442891165620112, "upper": 0.06743289227769605 }, { "event_time": 2, "estimate": -0.03964481730874145, "se": 0.05927211510894572, "pvalue": 0.5048076464799411, "lower": -0.15694259062714955, "upper": 0.07765295600966667 }, { "event_time": 3, "estimate": -0.1130849585375319, "se": 0.06473336732035737, "pvalue": 0.08308533211848021, "lower": -0.24119038943237997, "upper": 0.015020472357316184 }, { "event_time": 4, "estimate": -0.05182589745828386, "se": 0.06043037224698512, "pvalue": 0.39273430592100333, "lower": -0.17141582760241775, "upper": 0.06776403268585005 }, { "event_time": 5, "estimate": -0.022303455990130557, "se": 0.06296423191425912, "pvalue": 0.7237629555666364, "lower": -0.14690781992536944, "upper": 0.10230090794510834 }, { "event_time": 6, "estimate": -0.0807391768301504, "se": 0.06055445713840619, "pvalue": 0.18482853945305358, "lower": -0.2005746673265578, "upper": 0.03909631366625699 }, { "event_time": 7, "estimate": -0.05166650089446678, "se": 0.0725244414719266, "pvalue": 0.4775334775284755, "lower": -0.19519023849319944, "upper": 0.09185723670426588 }, { "event_time": 8, "estimate": -0.10903029766771574, "se": 0.07453501917268938, "pvalue": 0.14601034954109388, "lower": -0.25653290942927587, "upper": 0.038472314093844384 }, { "event_time": 9, "estimate": 0.04891947436169505, "se": 0.09446965753903948, "pvalue": 0.6054830476616108, "lower": -0.1380332006881864, "upper": 0.2358721494115765 }, { "event_time": 10, "estimate": -0.07111191084971569, "se": 0.11656937008305239, "pvalue": 0.5429343468428495, "lower": -0.3017992673366422, "upper": 0.15957544563721082 }, { "event_time": 11, "estimate": 0.005128380158807618, "se": 0.1177907418864121, "pvalue": 0.9653415486463769, "lower": -0.22797603522106802, "upper": 0.23823279553868326 }, { "event_time": 12, "estimate": -0.039750085938767776, "se": 0.14115949189430407, "pvalue": 0.7787145124856424, "lower": -0.3191005705895299, "upper": 0.23960039871199434 }, { "event_time": 13, "estimate": -0.1246155942293905, "se": 0.168306747104832, "pvalue": 0.4604301820546251, "lower": -0.45768969886652433, "upper": 0.20845851040774332 }, { "event_time": 14, "estimate": -0.23600810348420329, "se": 0.12622111366670735, "pvalue": 0.06383257697359286, "lower": -0.4857959767811346, "upper": 0.013779769812728049 }, { "event_time": 15, "estimate": -0.23706309286460434, "se": 0.14052253389266559, "pvalue": 0.09407543962511761, "lower": -0.5151530563554212, "upper": 0.04102687062621255 }, { "event_time": 16, "estimate": 0.03482292658161993, "se": 0.2725547375476113, "pvalue": 0.898538723863642, "lower": -0.5045548864583741, "upper": 0.5742007396216139 }, { "event_time": 17, "estimate": 0.060569453609292404, "se": 0.3876678616098448, "pvalue": 0.8760934412890292, "lower": -0.7066138478531616, "upper": 0.8277527550717465 }, { "event_time": 18, "estimate": 0.04831619521917069, "se": 0.25570839518130295, "pvalue": 0.8504357307635354, "lower": -0.4577232015268298, "upper": 0.5543555919651713 }, { "event_time": 19, "estimate": -0.3387612650249634, "se": 0.1667770994781218, "pvalue": 0.044336103216373116, "lower": -0.668808241977433, "upper": -0.008714288072493803 } ], "BJS / did2s": [ { "event_time": -21, "estimate": -0.028636796814136178, "se": 0.21364654955599768, "pvalue": 0.8935862355594346, "lower": -0.45143703760218945, "upper": 0.3941634439739171 }, { "event_time": -20, "estimate": -0.19626824030233564, "se": 0.15106459874112768, "pvalue": 0.19623600646998504, "lower": -0.49522064021253775, "upper": 0.10268415960786648 }, { "event_time": -19, "estimate": -0.050854179466601195, "se": 0.08883020140393381, "pvalue": 0.5680118623374786, "lower": -0.22664653661389284, "upper": 0.12493817768069043 }, { "event_time": -18, "estimate": -0.01356031965837503, "se": 0.06275448456378654, "pvalue": 0.8292707159490602, "lower": -0.13774959975318327, "upper": 0.11062896043643322 }, { "event_time": -17, "estimate": 0.0009308046711783656, "se": 0.04703811814384129, "pvalue": 0.9842435482751798, "lower": -0.09215624830844552, "upper": 0.09401785765080226 }, { "event_time": -16, "estimate": 0.14132471294706458, "se": 0.05608660662105944, "pvalue": 0.01299373737266901, "lower": 0.03033096727857504, "upper": 0.25231845861555413 }, { "event_time": -15, "estimate": 0.047868930334403405, "se": 0.04121963936085348, "pvalue": 0.2477096749800761, "lower": -0.033703524185381396, "upper": 0.1294413848541882 }, { "event_time": -14, "estimate": -0.0025576624677765085, "se": 0.0266259904429222, "pvalue": 0.9236264337337464, "lower": -0.05524971480320297, "upper": 0.05013438986764995 }, { "event_time": -13, "estimate": 0.08164501253619828, "se": 0.05184825687822246, "pvalue": 0.11783526120831823, "lower": -0.020961163590262344, "upper": 0.1842511886626589 }, { "event_time": -12, "estimate": -0.058785852453969015, "se": 0.03092130195984593, "pvalue": 0.05956695233561451, "lower": -0.11997820000777931, "upper": 0.0024064950998412757 }, { "event_time": -11, "estimate": -0.012129219847055622, "se": 0.03060089538201742, "pvalue": 0.6925039290605614, "lower": -0.07268749220265887, "upper": 0.04842905250854762 }, { "event_time": -10, "estimate": -0.007473859023810691, "se": 0.022555991790491753, "pvalue": 0.7409328848072906, "lower": -0.05211150367593582, "upper": 0.03716378562831444 }, { "event_time": -9, "estimate": -0.017111203829190583, "se": 0.022785753604389714, "pvalue": 0.4540765718947464, "lower": -0.06220354035647982, "upper": 0.027981132698098654 }, { "event_time": -8, "estimate": -0.04835947624074824, "se": 0.023263623352366012, "pvalue": 0.03966835501606164, "lower": -0.09439750295086324, "upper": -0.002321449530633235 }, { "event_time": -7, "estimate": -0.021252858897819905, "se": 0.029942560339752004, "pvalue": 0.4791473347392125, "lower": -0.08050830555851964, "upper": 0.03800258776287982 }, { "event_time": -6, "estimate": -0.007676732193792341, "se": 0.02235042031622734, "pvalue": 0.7318162335340421, "lower": -0.051907556941740325, "upper": 0.03655409255415564 }, { "event_time": -5, "estimate": 0.012509344302866366, "se": 0.030032473001533076, "pvalue": 0.6777329038084213, "lower": -0.046924036872244834, "upper": 0.07194272547797756 }, { "event_time": -4, "estimate": -0.011717471451377937, "se": 0.027617211669751066, "pvalue": 0.6720840749180662, "lower": -0.06637112145476781, "upper": 0.042936178552011935 }, { "event_time": -3, "estimate": -0.010266255583288768, "se": 0.02891680061524307, "pvalue": 0.7231626648739261, "lower": -0.06749175390447931, "upper": 0.04695924273790178 }, { "event_time": -2, "estimate": 0.012221162576354697, "se": 0.03374722843184596, "pvalue": 0.7178553688286661, "lower": -0.05456361038893075, "upper": 0.07900593554164013 }, { "event_time": -1, "estimate": 0.08418122805409838, "se": 0.04340873500519746, "pvalue": 0.05470374239010206, "lower": -0.0017233823907888829, "upper": 0.17008583849898562 }, { "event_time": 0, "estimate": 0.00330671337350423, "se": 0.05062226306245407, "pvalue": 0.948021688784815, "lower": -0.09687325703332844, "upper": 0.1034866837803369 }, { "event_time": 1, "estimate": 0.04010922449012087, "se": 0.05528327870973431, "pvalue": 0.4694773539979768, "lower": -0.06929475885809772, "upper": 0.14951320783833946 }, { "event_time": 2, "estimate": 0.045103021771249266, "se": 0.0602160596226114, "pvalue": 0.45524130033492166, "lower": -0.07406278998961358, "upper": 0.1642688335321121 }, { "event_time": 3, "estimate": -0.025188981790489014, "se": 0.06506880457475901, "pvalue": 0.6993256045419797, "lower": -0.15395823315061039, "upper": 0.10358026956963237 }, { "event_time": 4, "estimate": 0.03048502583033853, "se": 0.05846802072936573, "pvalue": 0.6030057761999426, "lower": -0.0852214683496549, "upper": 0.14619152001033195 }, { "event_time": 5, "estimate": 0.056567148027814054, "se": 0.05921000941632547, "pvalue": 0.34122269877796724, "lower": -0.060607719950682315, "upper": 0.17374201600631042 }, { "event_time": 6, "estimate": -0.033218654003440075, "se": 0.06238367483788408, "pvalue": 0.5953247818449245, "lower": -0.15667411255175515, "upper": 0.09023680454487498 }, { "event_time": 7, "estimate": -0.018047605124559798, "se": 0.08270496330071038, "pvalue": 0.8276132936195543, "lower": -0.18171829613537943, "upper": 0.14562308588625983 }, { "event_time": 8, "estimate": -0.09632926315737396, "se": 0.08610075208277132, "pvalue": 0.2653551431172653, "lower": -0.26672012033846176, "upper": 0.07406159402371383 }, { "event_time": 9, "estimate": 0.0399905181205646, "se": 0.09559210223413497, "pvalue": 0.6764067529817444, "lower": -0.14918344198327116, "upper": 0.22916447822440034 }, { "event_time": 10, "estimate": -0.053965654339937434, "se": 0.11278619886074244, "pvalue": 0.6331396145610693, "lower": -0.2771662261956156, "upper": 0.1692349175157407 }, { "event_time": 11, "estimate": 0.016623168051315668, "se": 0.14326715485630337, "pvalue": 0.9078141525708425, "lower": -0.26689831964014754, "upper": 0.30014465574277893 }, { "event_time": 12, "estimate": -0.0036711681425151592, "se": 0.1814536528150404, "pvalue": 0.9838903140942459, "lower": -0.3627626126872941, "upper": 0.35542027640226376 }, { "event_time": 13, "estimate": -0.08543316883787211, "se": 0.21710087151665228, "pvalue": 0.6946017944164383, "lower": -0.5150694112358715, "upper": 0.34420307356012725 }, { "event_time": 14, "estimate": -0.21669941685366542, "se": 0.18689211658960622, "pvalue": 0.24844932692143, "lower": -0.5865534213283011, "upper": 0.15315458762097026 }, { "event_time": 15, "estimate": -0.24974885332057195, "se": 0.2538249077671095, "pvalue": 0.32702989969143936, "lower": -0.7520608838446643, "upper": 0.2525631772035204 }, { "event_time": 16, "estimate": 0.13091815470851778, "se": 0.45727934820605803, "pvalue": 0.775120100540886, "lower": -0.774024232288707, "upper": 1.0358605417057425 }, { "event_time": 17, "estimate": 0.14036163827111117, "se": 0.6920105128552376, "pvalue": 0.8395937838923441, "lower": -1.2291068229378617, "upper": 1.5098300994800842 }, { "event_time": 18, "estimate": 0.08369565908260729, "se": 0.5626565080757544, "pvalue": 0.881988008026315, "lower": -1.029785029418013, "upper": 1.1971763475832276 }, { "event_time": 19, "estimate": -0.6192682456423739, "se": 0.26486240194320965, "pvalue": 0.020958808025817677, "lower": -1.1434231526606111, "upper": -0.09511333862413662 } ], "Sun\u2013Abraham": [ { "event_time": -21, "estimate": -0.10981607480674699, "se": 0.7229916324418696, "pvalue": 0.879515678472186, "lower": -1.5405952608944204, "upper": 1.3209631112809266 }, { "event_time": -20, "estimate": -0.30575688405847956, "se": 0.2861657529664425, "pvalue": 0.28735545093492837, "lower": -0.8720704964755817, "upper": 0.26055672835862254 }, { "event_time": -19, "estimate": -0.2333858992279775, "se": 0.2142848588094185, "pvalue": 0.2781715124157443, "lower": -0.6574493352635292, "upper": 0.19067753680757418 }, { "event_time": -18, "estimate": -0.13598346273388923, "se": 0.21283016826319415, "pvalue": 0.5240286042424255, "lower": -0.5571681089434692, "upper": 0.2852011834756908 }, { "event_time": -17, "estimate": -0.13925426941677108, "se": 0.2008295703453742, "pvalue": 0.48933777848799637, "lower": -0.5366900851406754, "upper": 0.2581815463071333 }, { "event_time": -16, "estimate": 0.022065515297284538, "se": 0.15819535727811465, "pvalue": 0.8892914332087771, "lower": -0.29099844612750847, "upper": 0.3351294767220776 }, { "event_time": -15, "estimate": -0.049225686213163936, "se": 0.13371290269315833, "pvalue": 0.7133831482253084, "lower": -0.31383958974975773, "upper": 0.2153882173234299 }, { "event_time": -14, "estimate": -0.0824531308345651, "se": 0.13227033141794273, "pvalue": 0.5341693133803086, "lower": -0.3442122282262311, "upper": 0.17930596655710093 }, { "event_time": -13, "estimate": 0.027978696226491014, "se": 0.12395587472795928, "pvalue": 0.8217888256371276, "lower": -0.21732633580417346, "upper": 0.27328372825715547 }, { "event_time": -12, "estimate": -0.19415529071764773, "se": 0.0870192429881792, "pvalue": 0.027437786879790343, "lower": -0.36636381439873345, "upper": -0.02194676703656198 }, { "event_time": -11, "estimate": -0.13345957168052563, "se": 0.08136898254247539, "pvalue": 0.10346248197624346, "lower": -0.29448639604597304, "upper": 0.0275672526849218 }, { "event_time": -10, "estimate": -0.14638125580016378, "se": 0.0716630484786332, "pvalue": 0.043174884205154904, "lower": -0.28820032198840806, "upper": -0.004562189611919482 }, { "event_time": -9, "estimate": -0.12857606341750905, "se": 0.06806236241543212, "pvalue": 0.061177882891982574, "lower": -0.263269477739681, "upper": 0.006117350904662949 }, { "event_time": -8, "estimate": -0.1599116234021723, "se": 0.0624175368722458, "pvalue": 0.01158569129399067, "lower": -0.2834340939210128, "upper": -0.036389152883331805 }, { "event_time": -7, "estimate": -0.1359348326851792, "se": 0.0702789548882739, "pvalue": 0.055328156684588, "lower": -0.2750148183476988, "upper": 0.003145152977340415 }, { "event_time": -6, "estimate": -0.10457919062975166, "se": 0.06281481604319374, "pvalue": 0.09842124555239266, "lower": -0.22888786494868132, "upper": 0.019729483689178012 }, { "event_time": -5, "estimate": -0.09600009639412474, "se": 0.06604152820640374, "pvalue": 0.1485345155823127, "lower": -0.2266943392251326, "upper": 0.03469414643688312 }, { "event_time": -4, "estimate": -0.11850190665212519, "se": 0.05738878448912555, "pvalue": 0.04098386262308784, "lower": -0.2320726240400804, "upper": -0.00493118926416998 }, { "event_time": -3, "estimate": -0.10837899366687563, "se": 0.0620385388385602, "pvalue": 0.08308049023127603, "lower": -0.23115143821884007, "upper": 0.01439345088508881 }, { "event_time": -2, "estimate": -0.08081688374302479, "se": 0.04352183914196088, "pvalue": 0.0656567322398045, "lower": -0.16694532394953038, "upper": 0.005311556463480818 }, { "event_time": 0, "estimate": -0.10225852599362709, "se": 0.06634496728717083, "pvalue": 0.12574776345777997, "lower": -0.23355326584496808, "upper": 0.029036213857713905 }, { "event_time": 1, "estimate": -0.06257917009956099, "se": 0.062389765505462255, "pvalue": 0.3177659640896244, "lower": -0.18604668189995976, "upper": 0.060888341700837775 }, { "event_time": 2, "estimate": -0.05045468968845994, "se": 0.05440263031164162, "pvalue": 0.35547589726304174, "lower": -0.15811589574616297, "upper": 0.05720651636924308 }, { "event_time": 3, "estimate": -0.11798953073596699, "se": 0.06045785020872335, "pvalue": 0.05320439827440139, "lower": -0.23763383895858348, "upper": 0.0016547774866494808 }, { "event_time": 4, "estimate": -0.059146308057820084, "se": 0.05333794890476595, "pvalue": 0.26958655746275256, "lower": -0.1647005409108301, "upper": 0.04640792479518995 }, { "event_time": 5, "estimate": -0.013649250245387677, "se": 0.05558731925419978, "pvalue": 0.8064331107907451, "lower": -0.12365492089291666, "upper": 0.09635642040214129 }, { "event_time": 6, "estimate": -0.08351501493452275, "se": 0.0544868860155357, "pvalue": 0.12784341894873955, "lower": -0.19134296055328218, "upper": 0.024312930684236678 }, { "event_time": 7, "estimate": -0.06166404834550339, "se": 0.06419890764621226, "pvalue": 0.33863541199356395, "lower": -0.18871179925726883, "upper": 0.06538370256626204 }, { "event_time": 8, "estimate": -0.15362421831362025, "se": 0.0718855071883818, "pvalue": 0.034524829365636944, "lower": -0.2958835237486138, "upper": -0.011364912878626704 }, { "event_time": 9, "estimate": -0.018980813458069012, "se": 0.07662172263592232, "pvalue": 0.8047534788804065, "lower": -0.17061295002843915, "upper": 0.13265132311230113 }, { "event_time": 10, "estimate": -0.029317851152111545, "se": 0.10645121023908512, "pvalue": 0.7834515126289542, "lower": -0.23998166676158475, "upper": 0.18134596445736165 }, { "event_time": 11, "estimate": 0.037139107529043563, "se": 0.07153285313285274, "pvalue": 0.604539355911737, "lower": -0.10442230589738521, "upper": 0.17870052095547234 }, { "event_time": 12, "estimate": 0.043984668991712196, "se": 0.09567663758805793, "pvalue": 0.6465079207130836, "lower": -0.14535658409236596, "upper": 0.23332592207579034 }, { "event_time": 13, "estimate": -0.11141039061415049, "se": 0.11461196378926322, "pvalue": 0.33288012709890286, "lower": -0.3382240975895168, "upper": 0.11540331636121583 }, { "event_time": 14, "estimate": -0.22597414805775748, "se": 0.077569455180163, "pvalue": 0.00423382422770761, "lower": -0.3794818194717297, "upper": -0.07246647664378525 }, { "event_time": 15, "estimate": -0.1858071766352328, "se": 0.08644474871507918, "pvalue": 0.03351143268528779, "lower": -0.3568787930388416, "upper": -0.014735560231623979 }, { "event_time": 16, "estimate": 0.07378155112511073, "se": 0.206774695034338, "pvalue": 0.721822691574041, "lower": -0.33541949158342177, "upper": 0.48298259383364317 }, { "event_time": 17, "estimate": 0.17578653292603394, "se": 0.2528875985785583, "pvalue": 0.4882617576926095, "lower": -0.32467059026893985, "upper": 0.6762436561210078 }, { "event_time": 18, "estimate": 0.21019780162312013, "se": 0.15279215673759955, "pvalue": 0.1713518248571931, "lower": -0.09217338477533366, "upper": 0.5125689880215739 }, { "event_time": 19, "estimate": -0.2991401254901853, "se": 0.19628437956940004, "pvalue": 0.1300112495178479, "lower": -0.6875811422879978, "upper": 0.08930089130762725 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.0, 16.0, 17.0, 18.0, 19.0 ], "weights": [ 0.1076923076923077, 0.10484330484330484, 0.09686609686609686, 0.08831908831908832, 0.08660968660968661, 0.08319088319088319, 0.08034188034188035, 0.07464387464387465, 0.06894586894586895, 0.062108262108262105, 0.02849002849002849, 0.023931623931623933, 0.023361823361823363, 0.018803418803418803, 0.017663817663817662, 0.011396011396011397, 0.009116809116809116, 0.0062678062678062675, 0.003988603988603989, 0.003418803418803419 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 2.3622855893634664e-09, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 5.553879630970388e-10 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 1.37786203448453, "df_num": 171, "df_den": 9953, "pvalue": 0.0008678643456103258, "log10_pvalue": -3.06154815334541, "inference": "Homoskedastic nested-model F", "observations": 11536, "design_columns": 798, "restricted_design_columns": 627, "fixed_effect_rank": 785, "covariance_rank": 171, "rss_unrestricted": 2850.0913075833987, "rss_restricted": 2917.5606711811315, "test_horizon": null, "reference_cohort": 3, "pyfixest": "0.27.0", "formulaic": "1.0.2", "design_head": { "index": [ 0, 1, 2, 3, 4 ], "columns": [ "C(rel_time, contr.treatment(base=-1.0))[T.-21.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-20.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-19.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]" ], "data": [ [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_4,ref=-1.0)+i(rel_time,cohort_dummy_5,ref=-1.0)+i(rel_time,cohort_dummy_6,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_21,ref=-1.0)+i(rel_time,cohort_dummy_22,ref=-1.0)+x0+x1+x2+x3+x4+x5+x6+x7+x8+x9+x10+x11+x12+x13+x14+x15+x16+x17+x18+x19+x20+x21+x22+x23+x24+x25+x26+x27+x28+x29+x30+x31+x32+x33+x34+x35+x36+x37+x38+x39+x40+x41+x42+x43+x44+x45+x46+x47+x48+x49+x50+x51+x52+x53+x54+x55+x56+x57+x58+x59+x60+x61+x62+x63+x64+x65+x66+x67+x68+x69+x70+x71+x72+x73+x74+x75+x76+x77+x78+x79+x80+x81+x82+x83+x84+x85+x86+x87+x88+x89+x90+x91+x92+x93+x94+x95+x96+x97+x98+x99+x100+x101+x102+x103+x104+x105+x106+x107+x108+x109+x110+x111+x112+x113+x114+x115+x116+x117+x118+x119+x120+x121+x122+x123+x124+x125+x126+x127+x128+x129+x130+x131+x132+x133+x134+x135+x136+x137+x138+x139+x140+x141+x142+x143+x144+x145+x146+x147+x148+x149+x150+x151+x152+x153+x154+x155+x156+x157+x158+x159+x160+x161+x162+x163+x164+x165+x166+x167+x168+x169+x170+x171+x172+x173+x174+x175+x176+x177+x178+x179+x180+x181+x182+x183+x184+x185+x186+x187+x188+x189+x190+x191+x192+x193+x194+x195+x196+x197+x198+x199+x200+x201+x202+x203+x204+x205+x206+x207+x208+x209+x210+x211+x212+x213+x214+x215+x216+x217+x218+x219+x220+x221+x222+x223+x224+x225+x226+x227+x228+x229+x230+x231+x232+x233+x234+x235+x236+x237+x238+x239+x240+x241+x242+x243+x244+x245+x246+x247+x248+x249+x250+x251+x252+x253+x254+x255+x256+x257+x258+x259+x260+x261+x262+x263+x264+x265+x266+x267+x268+x269+x270+x271+x272+x273+x274+x275+x276+x277+x278+x279+x280+x281+x282+x283+x284+x285+x286+x287+x288+x289+x290+x291+x292+x293+x294+x295+x296+x297+x298+x299+x300+x301+x302+x303+x304+x305+x306+x307+x308+x309+x310+x311+x312+x313+x314+x315+x316+x317+x318+x319+x320+x321+x322+x323+x324+x325+x326+x327+x328+x329+x330+x331+x332+x333+x334+x335+x336+x337+x338+x339+x340+x341+x342+x343+x344+x345+x346+x347+x348+x349+x350+x351+x352+x353+x354+x355+x356+x357+x358+x359+x360+x361+x362+x363+x364+x365+x366+x367+x368+x369+x370+x371+x372+x373+x374+x375+x376+x377|unit_fe+time_fe", "restriction_names": [ "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_21" ], "deviations": [ { "event_time": -3.0, "cohort": 4, "estimate": -0.26332969737901857 }, { "event_time": -2.0, "cohort": 4, "estimate": -0.5503686079067756 }, { "event_time": 0.0, "cohort": 4, "estimate": -0.07582508698989511 }, { "event_time": 1.0, "cohort": 4, "estimate": 0.14442140945553297 }, { "event_time": 2.0, "cohort": 4, "estimate": 0.10777969066537728 }, { "event_time": 3.0, "cohort": 4, "estimate": 0.03558141795681894 }, { "event_time": 4.0, "cohort": 4, "estimate": 0.047131129781135435 }, { "event_time": 5.0, "cohort": 4, "estimate": 0.05205665110791223 }, { "event_time": 6.0, "cohort": 4, "estimate": -0.007898984752440722 }, { "event_time": 7.0, "cohort": 4, "estimate": -0.08069551983946156 }, { "event_time": 8.0, "cohort": 4, "estimate": 0.09114554256516445 }, { "event_time": 9.0, "cohort": 4, "estimate": 3.117714374977366 }, { "event_time": 10.0, "cohort": 4, "estimate": 0.11942853905411017 }, { "event_time": 11.0, "cohort": 4, "estimate": 3.262508563741181 }, { "event_time": 12.0, "cohort": 4, "estimate": 3.3082080597126278 }, { "event_time": 13.0, "cohort": 4, "estimate": 2.9394708972280856 }, { "event_time": 14.0, "cohort": 4, "estimate": 2.869798838466933 }, { "event_time": 15.0, "cohort": 4, "estimate": 2.9038803477115067 }, { "event_time": 16.0, "cohort": 4, "estimate": 2.4291054254665383 }, { "event_time": 17.0, "cohort": 4, "estimate": 2.817760901830072 }, { "event_time": 18.0, "cohort": 4, "estimate": 2.359534311955941 }, { "event_time": -4.0, "cohort": 5, "estimate": -0.40622041713937806 }, { "event_time": -3.0, "cohort": 5, "estimate": -0.24267769445345272 }, { "event_time": -2.0, "cohort": 5, "estimate": -0.4992162438173361 }, { "event_time": 0.0, "cohort": 5, "estimate": -0.06590854960866357 }, { "event_time": 1.0, "cohort": 5, "estimate": 0.1354951356793145 }, { "event_time": 2.0, "cohort": 5, "estimate": 0.14894689059615296 }, { "event_time": 3.0, "cohort": 5, "estimate": 0.023354852650961974 }, { "event_time": 4.0, "cohort": 5, "estimate": 0.023976012362798234 }, { "event_time": 5.0, "cohort": 5, "estimate": 0.09187993319919253 }, { "event_time": 6.0, "cohort": 5, "estimate": 0.028183670811873764 }, { "event_time": 7.0, "cohort": 5, "estimate": -0.14681164951325967 }, { "event_time": 8.0, "cohort": 5, "estimate": 0.0711941123388802 }, { "event_time": 9.0, "cohort": 5, "estimate": 0.034919522475461484 }, { "event_time": 10.0, "cohort": 5, "estimate": 0.0609868469813279 }, { "event_time": 11.0, "cohort": 5, "estimate": -0.07259700149006869 }, { "event_time": 12.0, "cohort": 5, "estimate": -0.09736492538041047 }, { "event_time": 13.0, "cohort": 5, "estimate": -0.10584790256714523 }, { "event_time": 14.0, "cohort": 5, "estimate": -0.0032911699554991625 }, { "event_time": 15.0, "cohort": 5, "estimate": -0.18236636028515868 }, { "event_time": 16.0, "cohort": 5, "estimate": 0.6406411271238414 }, { "event_time": 17.0, "cohort": 5, "estimate": 0.6713137004334343 }, { "event_time": -5.0, "cohort": 6, "estimate": -0.3808650123777196 }, { "event_time": -4.0, "cohort": 6, "estimate": -1.0535352451224842 }, { "event_time": -3.0, "cohort": 6, "estimate": -0.9080672613314249 }, { "event_time": -2.0, "cohort": 6, "estimate": -1.1814014831697297 }, { "event_time": 0.0, "cohort": 6, "estimate": -0.6979744221195678 }, { "event_time": 1.0, "cohort": 6, "estimate": 0.17412183469911813 }, { "event_time": 2.0, "cohort": 6, "estimate": 0.10136956345166653 }, { "event_time": 3.0, "cohort": 6, "estimate": -0.5300794068290738 }, { "event_time": 4.0, "cohort": 6, "estimate": 0.0034490890662419987 }, { "event_time": 5.0, "cohort": 6, "estimate": -0.0030388852840508357 }, { "event_time": 6.0, "cohort": 6, "estimate": -0.009635857555581127 }, { "event_time": 7.0, "cohort": 6, "estimate": -0.14792800756852104 }, { "event_time": 8.0, "cohort": 6, "estimate": 0.04500638083422225 }, { "event_time": 9.0, "cohort": 6, "estimate": 0.003945669854752752 }, { "event_time": 10.0, "cohort": 6, "estimate": -0.2773483720297281 }, { "event_time": 11.0, "cohort": 6, "estimate": -0.19054046885973114 }, { "event_time": 12.0, "cohort": 6, "estimate": 0.11018387522382875 }, { "event_time": 13.0, "cohort": 6, "estimate": 0.11976236854417374 }, { "event_time": 14.0, "cohort": 6, "estimate": 0.11199356592380932 }, { "event_time": 15.0, "cohort": 6, "estimate": -0.13224265826693893 }, { "event_time": 16.0, "cohort": 6, "estimate": -0.026989603745892245 }, { "event_time": -6.0, "cohort": 7, "estimate": 0.12353090984426875 }, { "event_time": -5.0, "cohort": 7, "estimate": -0.13374881738116956 }, { "event_time": -4.0, "cohort": 7, "estimate": -0.2411724593668745 }, { "event_time": -3.0, "cohort": 7, "estimate": -0.05449011779448052 }, { "event_time": -2.0, "cohort": 7, "estimate": -0.5251266616475764 }, { "event_time": 0.0, "cohort": 7, "estimate": 0.04476853567855265 }, { "event_time": 1.0, "cohort": 7, "estimate": 0.18912406370746287 }, { "event_time": 2.0, "cohort": 7, "estimate": 0.25125751508556154 }, { "event_time": 3.0, "cohort": 7, "estimate": 0.25687967105984716 }, { "event_time": 4.0, "cohort": 7, "estimate": 0.17434090311332248 }, { "event_time": 5.0, "cohort": 7, "estimate": 0.09950651559514173 }, { "event_time": 6.0, "cohort": 7, "estimate": 0.11030933760637983 }, { "event_time": 7.0, "cohort": 7, "estimate": -0.012560607753644468 }, { "event_time": 8.0, "cohort": 7, "estimate": 0.10174835242757953 }, { "event_time": 9.0, "cohort": 7, "estimate": 0.13499348891235968 }, { "event_time": 10.0, "cohort": 7, "estimate": 0.05508187749443245 }, { "event_time": 11.0, "cohort": 7, "estimate": 0.01868860082821913 }, { "event_time": 12.0, "cohort": 7, "estimate": 0.1423496381868484 }, { "event_time": 13.0, "cohort": 7, "estimate": -0.10249700416305732 }, { "event_time": 14.0, "cohort": 7, "estimate": -0.27105761796220124 }, { "event_time": 15.0, "cohort": 7, "estimate": -0.21121641950330344 }, { "event_time": -7.0, "cohort": 8, "estimate": -0.3912316276488045 }, { "event_time": -6.0, "cohort": 8, "estimate": -0.316032795638429 }, { "event_time": -5.0, "cohort": 8, "estimate": -0.4932253785664342 }, { "event_time": -4.0, "cohort": 8, "estimate": -0.592028601797636 }, { "event_time": -3.0, "cohort": 8, "estimate": -0.15230642648014142 }, { "event_time": -2.0, "cohort": 8, "estimate": -0.4641154694981493 }, { "event_time": 0.0, "cohort": 8, "estimate": -0.07505494175017417 }, { "event_time": 1.0, "cohort": 8, "estimate": -0.031357061396450364 }, { "event_time": 2.0, "cohort": 8, "estimate": 0.07657202411151744 }, { "event_time": 3.0, "cohort": 8, "estimate": 0.10785988445414191 }, { "event_time": 4.0, "cohort": 8, "estimate": -0.016668360612121066 }, { "event_time": 5.0, "cohort": 8, "estimate": -0.03224745070873085 }, { "event_time": 6.0, "cohort": 8, "estimate": -0.047287080650914914 }, { "event_time": 7.0, "cohort": 8, "estimate": -0.13254230652897148 }, { "event_time": 8.0, "cohort": 8, "estimate": -0.017526980910821718 }, { "event_time": 9.0, "cohort": 8, "estimate": -0.020171687607625503 }, { "event_time": 10.0, "cohort": 8, "estimate": 0.027863846434275707 }, { "event_time": 11.0, "cohort": 8, "estimate": -0.17174497885202894 }, { "event_time": 12.0, "cohort": 8, "estimate": 0.13436918402535608 }, { "event_time": 13.0, "cohort": 8, "estimate": 0.0351620232759105 }, { "event_time": 14.0, "cohort": 8, "estimate": -0.1817401157180851 }, { "event_time": -8.0, "cohort": 9, "estimate": 0.29417253448059977 }, { "event_time": -7.0, "cohort": 9, "estimate": -0.32327821778031135 }, { "event_time": -6.0, "cohort": 9, "estimate": -0.19927591497166924 }, { "event_time": -5.0, "cohort": 9, "estimate": -0.3605930933012618 }, { "event_time": -4.0, "cohort": 9, "estimate": -0.42138784976780164 }, { "event_time": -3.0, "cohort": 9, "estimate": -0.26385779722366204 }, { "event_time": -2.0, "cohort": 9, "estimate": -0.4906402614791463 }, { "event_time": 0.0, "cohort": 9, "estimate": -0.012305652739927552 }, { "event_time": 1.0, "cohort": 9, "estimate": 0.14066137900935502 }, { "event_time": 2.0, "cohort": 9, "estimate": 0.1677422151680364 }, { "event_time": 3.0, "cohort": 9, "estimate": 0.16779573859475397 }, { "event_time": 4.0, "cohort": 9, "estimate": 0.04046561408253251 }, { "event_time": 5.0, "cohort": 9, "estimate": 0.044630043030275575 }, { "event_time": 6.0, "cohort": 9, "estimate": 0.07899311248540357 }, { "event_time": 7.0, "cohort": 9, "estimate": -0.19864192629183727 }, { "event_time": 8.0, "cohort": 9, "estimate": 0.20589507041568528 }, { "event_time": 9.0, "cohort": 9, "estimate": 0.15987792149269167 }, { "event_time": 10.0, "cohort": 9, "estimate": 0.11424925003602386 }, { "event_time": 11.0, "cohort": 9, "estimate": -0.03417338885138119 }, { "event_time": 12.0, "cohort": 9, "estimate": -0.014877547740785941 }, { "event_time": 13.0, "cohort": 9, "estimate": 0.020749800332762514 }, { "event_time": -9.0, "cohort": 10, "estimate": 0.25644099319044794 }, { "event_time": -8.0, "cohort": 10, "estimate": 0.3603318040280445 }, { "event_time": -7.0, "cohort": 10, "estimate": -0.17633547122486148 }, { "event_time": -6.0, "cohort": 10, "estimate": 0.33979249940003015 }, { "event_time": -5.0, "cohort": 10, "estimate": 0.11537606364640882 }, { "event_time": -4.0, "cohort": 10, "estimate": -0.01900438264660543 }, { "event_time": -3.0, "cohort": 10, "estimate": 0.2302160823273438 }, { "event_time": -2.0, "cohort": 10, "estimate": -0.5445521495917286 }, { "event_time": 0.0, "cohort": 10, "estimate": -0.0718959896912008 }, { "event_time": 1.0, "cohort": 10, "estimate": 0.22014783872886204 }, { "event_time": 2.0, "cohort": 10, "estimate": 0.5732008923826702 }, { "event_time": 3.0, "cohort": 10, "estimate": 0.4662084445422789 }, { "event_time": 4.0, "cohort": 10, "estimate": 0.46870659808979726 }, { "event_time": 5.0, "cohort": 10, "estimate": 0.4581527896322935 }, { "event_time": 6.0, "cohort": 10, "estimate": 0.2973330551045244 }, { "event_time": 7.0, "cohort": 10, "estimate": 0.22063644614380012 }, { "event_time": 8.0, "cohort": 10, "estimate": 0.5553077820665276 }, { "event_time": 9.0, "cohort": 10, "estimate": 0.8535026642255101 }, { "event_time": 10.0, "cohort": 10, "estimate": 0.7803589923491232 }, { "event_time": 11.0, "cohort": 10, "estimate": 0.5775952320133524 }, { "event_time": 12.0, "cohort": 10, "estimate": 0.32696697242196826 }, { "event_time": -10.0, "cohort": 11, "estimate": -2.384834938500687 }, { "event_time": -9.0, "cohort": 11, "estimate": -2.592350883049547 }, { "event_time": -8.0, "cohort": 11, "estimate": -2.4503548976197926 }, { "event_time": -7.0, "cohort": 11, "estimate": -3.0361986744701563 }, { "event_time": -6.0, "cohort": 11, "estimate": -2.9786611958403477 }, { "event_time": -5.0, "cohort": 11, "estimate": -0.09552187429882233 }, { "event_time": -4.0, "cohort": 11, "estimate": 0.020382294735501134 }, { "event_time": -3.0, "cohort": 11, "estimate": -3.0498562636779982 }, { "event_time": -2.0, "cohort": 11, "estimate": -3.441373418434092 }, { "event_time": 0.0, "cohort": 11, "estimate": -2.87599081285678 }, { "event_time": 1.0, "cohort": 11, "estimate": -2.534595612316542 }, { "event_time": 2.0, "cohort": 11, "estimate": 0.3713636771634958 }, { "event_time": 3.0, "cohort": 11, "estimate": -2.6557056378161583 }, { "event_time": 4.0, "cohort": 11, "estimate": -2.697276502108314 }, { "event_time": 5.0, "cohort": 11, "estimate": -2.8067120931396805 }, { "event_time": 6.0, "cohort": 11, "estimate": -2.6637895837756504 }, { "event_time": 7.0, "cohort": 11, "estimate": -2.7319310014532485 }, { "event_time": 8.0, "cohort": 11, "estimate": -2.6719049098613947 }, { "event_time": 9.0, "cohort": 11, "estimate": -2.768261872448031 }, { "event_time": 10.0, "cohort": 11, "estimate": -2.8718801947993713 }, { "event_time": 11.0, "cohort": 11, "estimate": -3.1589564140115494 }, { "event_time": -11.0, "cohort": 12, "estimate": 0.4108280102197338 }, { "event_time": -10.0, "cohort": 12, "estimate": 0.34751081869403894 }, { "event_time": -9.0, "cohort": 12, "estimate": 0.2535777080462603 }, { "event_time": -8.0, "cohort": 12, "estimate": 0.2749510216102831 }, { "event_time": -7.0, "cohort": 12, "estimate": -0.25775412410365933 }, { "event_time": -6.0, "cohort": 12, "estimate": -0.16531019235646113 }, { "event_time": -5.0, "cohort": 12, "estimate": -0.2697369732166043 }, { "event_time": -4.0, "cohort": 12, "estimate": -0.387094087823317 }, { "event_time": -3.0, "cohort": 12, "estimate": -0.21900038392394944 }, { "event_time": -2.0, "cohort": 12, "estimate": -0.5338630544473617 }, { "event_time": 0.0, "cohort": 12, "estimate": -0.03545130568267788 }, { "event_time": 1.0, "cohort": 12, "estimate": 0.15780813458182755 }, { "event_time": 2.0, "cohort": 12, "estimate": 0.1479347986331191 }, { "event_time": 3.0, "cohort": 12, "estimate": 0.08597600300371734 }, { "event_time": 4.0, "cohort": 12, "estimate": -0.07543777757061856 }, { "event_time": 5.0, "cohort": 12, "estimate": -0.009570627955986774 }, { "event_time": 6.0, "cohort": 12, "estimate": 0.35110201008401526 }, { "event_time": 7.0, "cohort": 12, "estimate": -0.2233134538798844 }, { "event_time": 8.0, "cohort": 12, "estimate": 0.36045859067591646 }, { "event_time": 9.0, "cohort": 12, "estimate": 0.3420697564189107 }, { "event_time": 10.0, "cohort": 12, "estimate": 0.29443590019856924 }, { "event_time": -12.0, "cohort": 13, "estimate": 0.005280788242326653 }, { "event_time": -11.0, "cohort": 13, "estimate": 0.04091479630886155 }, { "event_time": -10.0, "cohort": 13, "estimate": 0.08539950300666932 }, { "event_time": -9.0, "cohort": 13, "estimate": -0.04027360261242327 }, { "event_time": -8.0, "cohort": 13, "estimate": 0.03534798806570606 }, { "event_time": -7.0, "cohort": 13, "estimate": -0.5786495767453775 }, { "event_time": -6.0, "cohort": 13, "estimate": -0.3678897841072942 }, { "event_time": -5.0, "cohort": 13, "estimate": -0.5898248790449782 }, { "event_time": -4.0, "cohort": 13, "estimate": -0.6166394219864286 }, { "event_time": -3.0, "cohort": 13, "estimate": -0.43958478549085517 }, { "event_time": -2.0, "cohort": 13, "estimate": -0.6421027621192535 }, { "event_time": 0.0, "cohort": 13, "estimate": -0.2704812523162216 }, { "event_time": 1.0, "cohort": 13, "estimate": 0.057737116366416985 }, { "event_time": 2.0, "cohort": 13, "estimate": -0.018044895517479315 }, { "event_time": 3.0, "cohort": 13, "estimate": -0.20206048370401608 }, { "event_time": 4.0, "cohort": 13, "estimate": -0.16698351191701785 }, { "event_time": 5.0, "cohort": 13, "estimate": -0.049350178126836744 }, { "event_time": 6.0, "cohort": 13, "estimate": -0.16218766067555856 }, { "event_time": 7.0, "cohort": 13, "estimate": -0.10764042905642844 }, { "event_time": 8.0, "cohort": 13, "estimate": -0.09829110150871326 }, { "event_time": 9.0, "cohort": 13, "estimate": -0.00650317264716211 }, { "event_time": -13.0, "cohort": 14, "estimate": 0.5649110558117856 }, { "event_time": -12.0, "cohort": 14, "estimate": 0.44255953297571754 }, { "event_time": -11.0, "cohort": 14, "estimate": 0.4385546953448034 }, { "event_time": -10.0, "cohort": 14, "estimate": 0.42132089122003485 }, { "event_time": -9.0, "cohort": 14, "estimate": 0.2596049638398584 }, { "event_time": -8.0, "cohort": 14, "estimate": 0.37281228060903965 }, { "event_time": -7.0, "cohort": 14, "estimate": -0.23745944018103815 }, { "event_time": -6.0, "cohort": 14, "estimate": -0.18090294140195326 }, { "event_time": -5.0, "cohort": 14, "estimate": -0.25926471923641325 }, { "event_time": -4.0, "cohort": 14, "estimate": -0.3904608293086623 }, { "event_time": -3.0, "cohort": 14, "estimate": -0.2628061658155945 }, { "event_time": -2.0, "cohort": 14, "estimate": -0.5355475348063035 }, { "event_time": 0.0, "cohort": 14, "estimate": 0.18468454079017133 }, { "event_time": 1.0, "cohort": 14, "estimate": 0.41717018927681276 }, { "event_time": 2.0, "cohort": 14, "estimate": 0.23977986160912657 }, { "event_time": 3.0, "cohort": 14, "estimate": -0.0010355836469169346 }, { "event_time": 4.0, "cohort": 14, "estimate": 0.05912275427993405 }, { "event_time": 5.0, "cohort": 14, "estimate": -0.013303307288651842 }, { "event_time": 6.0, "cohort": 14, "estimate": 0.07186941944478344 }, { "event_time": 7.0, "cohort": 14, "estimate": -0.20836315799100938 }, { "event_time": 8.0, "cohort": 14, "estimate": 0.06608405413005955 }, { "event_time": -14.0, "cohort": 15, "estimate": 0.3035732400789534 }, { "event_time": -13.0, "cohort": 15, "estimate": 0.6421099510210073 }, { "event_time": -12.0, "cohort": 15, "estimate": 0.46243334984297707 }, { "event_time": -11.0, "cohort": 15, "estimate": 0.4958054499685204 }, { "event_time": -10.0, "cohort": 15, "estimate": 0.4471040351173174 }, { "event_time": -9.0, "cohort": 15, "estimate": 0.26162280396334947 }, { "event_time": -8.0, "cohort": 15, "estimate": 0.44223379910643656 }, { "event_time": -7.0, "cohort": 15, "estimate": -0.27238736210249365 }, { "event_time": -6.0, "cohort": 15, "estimate": -0.16176443070926413 }, { "event_time": -5.0, "cohort": 15, "estimate": -0.30253940230859416 }, { "event_time": -4.0, "cohort": 15, "estimate": -0.3939021906101642 }, { "event_time": -3.0, "cohort": 15, "estimate": -0.15527924096954815 }, { "event_time": -2.0, "cohort": 15, "estimate": -0.5290353324503313 }, { "event_time": 0.0, "cohort": 15, "estimate": -0.06853776191014749 }, { "event_time": 1.0, "cohort": 15, "estimate": 0.15795365406426687 }, { "event_time": 2.0, "cohort": 15, "estimate": 0.10509481135337545 }, { "event_time": 3.0, "cohort": 15, "estimate": 0.14153611508358044 }, { "event_time": 4.0, "cohort": 15, "estimate": 0.02824166167648561 }, { "event_time": 5.0, "cohort": 15, "estimate": 0.07135364874000642 }, { "event_time": 6.0, "cohort": 15, "estimate": -0.10559335098471873 }, { "event_time": 7.0, "cohort": 15, "estimate": -0.12207513138626061 }, { "event_time": -15.0, "cohort": 16, "estimate": 0.24195361603016458 }, { "event_time": -14.0, "cohort": 16, "estimate": 0.33372699296460884 }, { "event_time": -13.0, "cohort": 16, "estimate": 0.32041875101564593 }, { "event_time": -12.0, "cohort": 16, "estimate": 0.38770438593668477 }, { "event_time": -11.0, "cohort": 16, "estimate": 0.36174621001795065 }, { "event_time": -10.0, "cohort": 16, "estimate": 0.34613317270950983 }, { "event_time": -9.0, "cohort": 16, "estimate": 0.24892340545378044 }, { "event_time": -8.0, "cohort": 16, "estimate": 0.32824816069381696 }, { "event_time": -7.0, "cohort": 16, "estimate": -0.2797102794150775 }, { "event_time": -6.0, "cohort": 16, "estimate": -0.1519962765620863 }, { "event_time": -5.0, "cohort": 16, "estimate": -0.32628609959989197 }, { "event_time": -4.0, "cohort": 16, "estimate": -0.39910049477310183 }, { "event_time": -3.0, "cohort": 16, "estimate": -0.17809212361549215 }, { "event_time": -2.0, "cohort": 16, "estimate": -0.5272620426111106 }, { "event_time": 0.0, "cohort": 16, "estimate": -0.07164454078613064 }, { "event_time": 1.0, "cohort": 16, "estimate": 0.19507691371127697 }, { "event_time": 2.0, "cohort": 16, "estimate": 0.19701293898319627 }, { "event_time": 3.0, "cohort": 16, "estimate": 0.32461306994828637 }, { "event_time": 4.0, "cohort": 16, "estimate": 0.30265452888851685 }, { "event_time": 5.0, "cohort": 16, "estimate": 0.27828689675224416 }, { "event_time": 6.0, "cohort": 16, "estimate": 0.29294804425753884 }, { "event_time": -16.0, "cohort": 17, "estimate": 0.2160424582843592 }, { "event_time": -15.0, "cohort": 17, "estimate": 0.19362808460064057 }, { "event_time": -14.0, "cohort": 17, "estimate": 0.20778845680267033 }, { "event_time": -13.0, "cohort": 17, "estimate": 0.06798178081754051 }, { "event_time": -12.0, "cohort": 17, "estimate": 0.16435850863922385 }, { "event_time": -11.0, "cohort": 17, "estimate": 0.2499047036381739 }, { "event_time": -10.0, "cohort": 17, "estimate": 0.24105352247983244 }, { "event_time": -9.0, "cohort": 17, "estimate": 0.13256814729987815 }, { "event_time": -8.0, "cohort": 17, "estimate": 0.1827007347321143 }, { "event_time": -7.0, "cohort": 17, "estimate": -0.3461879037650853 }, { "event_time": -6.0, "cohort": 17, "estimate": -0.28987866183929 }, { "event_time": -5.0, "cohort": 17, "estimate": -0.4816553300301743 }, { "event_time": -4.0, "cohort": 17, "estimate": -0.4956909364869912 }, { "event_time": -3.0, "cohort": 17, "estimate": -0.3163347990933525 }, { "event_time": -2.0, "cohort": 17, "estimate": -0.5816672754238277 }, { "event_time": 0.0, "cohort": 17, "estimate": 0.4788154904504687 }, { "event_time": 1.0, "cohort": 17, "estimate": 0.723362939334501 }, { "event_time": 2.0, "cohort": 17, "estimate": 0.6106436197638401 }, { "event_time": 3.0, "cohort": 17, "estimate": 0.45611790873082053 }, { "event_time": 4.0, "cohort": 17, "estimate": 0.45366475628066205 }, { "event_time": 5.0, "cohort": 17, "estimate": 0.3122038178554819 }, { "event_time": -17.0, "cohort": 18, "estimate": 0.058956268651974925 }, { "event_time": -16.0, "cohort": 18, "estimate": -0.021454591473222692 }, { "event_time": -15.0, "cohort": 18, "estimate": -0.03643387559585326 }, { "event_time": -14.0, "cohort": 18, "estimate": -0.0035656301174948196 }, { "event_time": -13.0, "cohort": 18, "estimate": -0.15442620973268967 }, { "event_time": -12.0, "cohort": 18, "estimate": -0.003958128393963711 }, { "event_time": -11.0, "cohort": 18, "estimate": 0.024780983034092673 }, { "event_time": -10.0, "cohort": 18, "estimate": 0.0012679335469473856 }, { "event_time": -9.0, "cohort": 18, "estimate": -0.1402074287503851 }, { "event_time": -8.0, "cohort": 18, "estimate": 0.021061353815962396 }, { "event_time": -7.0, "cohort": 18, "estimate": -0.6482537191492218 }, { "event_time": -6.0, "cohort": 18, "estimate": -0.6408160303439222 }, { "event_time": -5.0, "cohort": 18, "estimate": -0.7448549965735433 }, { "event_time": -4.0, "cohort": 18, "estimate": -0.7530743979789768 }, { "event_time": -3.0, "cohort": 18, "estimate": -0.6215599790521112 }, { "event_time": -2.0, "cohort": 18, "estimate": -0.3589044619062272 }, { "event_time": 0.0, "cohort": 18, "estimate": 0.034837637619576145 }, { "event_time": 1.0, "cohort": 18, "estimate": 0.2606883150853813 }, { "event_time": 2.0, "cohort": 18, "estimate": 0.15272341944094667 }, { "event_time": 3.0, "cohort": 18, "estimate": 0.17730474031345458 }, { "event_time": 4.0, "cohort": 18, "estimate": 0.011309951496833295 }, { "event_time": -18.0, "cohort": 19, "estimate": 0.5584331236901625 }, { "event_time": -17.0, "cohort": 19, "estimate": 0.6458610781593564 }, { "event_time": -16.0, "cohort": 19, "estimate": 0.6562191144557787 }, { "event_time": -15.0, "cohort": 19, "estimate": 0.6093848261983659 }, { "event_time": -14.0, "cohort": 19, "estimate": 0.6692820084284716 }, { "event_time": -13.0, "cohort": 19, "estimate": 0.6207692069503912 }, { "event_time": -12.0, "cohort": 19, "estimate": 0.7474307287345615 }, { "event_time": -11.0, "cohort": 19, "estimate": 0.7419065980691906 }, { "event_time": -10.0, "cohort": 19, "estimate": 0.7124502549407516 }, { "event_time": -9.0, "cohort": 19, "estimate": 0.6176489256019353 }, { "event_time": -8.0, "cohort": 19, "estimate": 0.700161137617404 }, { "event_time": -7.0, "cohort": 19, "estimate": 0.11513629933873558 }, { "event_time": -6.0, "cohort": 19, "estimate": 0.196637068851836 }, { "event_time": -5.0, "cohort": 19, "estimate": 0.12126018782455542 }, { "event_time": -4.0, "cohort": 19, "estimate": 0.11935007565569732 }, { "event_time": -3.0, "cohort": 19, "estimate": 0.27820115465222733 }, { "event_time": -2.0, "cohort": 19, "estimate": -0.4596501693226118 }, { "event_time": 0.0, "cohort": 19, "estimate": 0.01606821606877492 }, { "event_time": 1.0, "cohort": 19, "estimate": 0.9392970428744443 }, { "event_time": 2.0, "cohort": 19, "estimate": 1.1312742701199343 }, { "event_time": 3.0, "cohort": 19, "estimate": -0.11469830857746455 }, { "event_time": -19.0, "cohort": 20, "estimate": -0.059164429066171004 }, { "event_time": -18.0, "cohort": 20, "estimate": -0.14755419005041218 }, { "event_time": -17.0, "cohort": 20, "estimate": 0.07411629036585567 }, { "event_time": -16.0, "cohort": 20, "estimate": 0.25557873806448894 }, { "event_time": -15.0, "cohort": 20, "estimate": -0.05107796229840188 }, { "event_time": -14.0, "cohort": 20, "estimate": 0.011233665115210269 }, { "event_time": -13.0, "cohort": 20, "estimate": -0.06962642158930918 }, { "event_time": -12.0, "cohort": 20, "estimate": -0.24110341518844156 }, { "event_time": -11.0, "cohort": 20, "estimate": 0.1144673093296985 }, { "event_time": -10.0, "cohort": 20, "estimate": 0.16076019661526353 }, { "event_time": -9.0, "cohort": 20, "estimate": -0.14667599215335175 }, { "event_time": -8.0, "cohort": 20, "estimate": -0.07351856296411985 }, { "event_time": -7.0, "cohort": 20, "estimate": -0.5851925954483181 }, { "event_time": -6.0, "cohort": 20, "estimate": -0.3285535078350014 }, { "event_time": -5.0, "cohort": 20, "estimate": -0.5492574415028388 }, { "event_time": -4.0, "cohort": 20, "estimate": -0.8901840885270201 }, { "event_time": -3.0, "cohort": 20, "estimate": -0.6527082993460025 }, { "event_time": -2.0, "cohort": 20, "estimate": -0.8907403481259306 }, { "event_time": 0.0, "cohort": 20, "estimate": -0.6401002419676404 }, { "event_time": 1.0, "cohort": 20, "estimate": 0.0021547237102786075 }, { "event_time": 2.0, "cohort": 20, "estimate": -0.36997720294560305 }, { "event_time": -20.0, "cohort": 21, "estimate": -0.3101334828337861 }, { "event_time": -19.0, "cohort": 21, "estimate": -0.05650999483232225 }, { "event_time": -18.0, "cohort": 21, "estimate": 0.16611805747286976 }, { "event_time": -17.0, "cohort": 21, "estimate": 0.15962948836849278 }, { "event_time": -16.0, "cohort": 21, "estimate": 0.3605112533539022 }, { "event_time": -15.0, "cohort": 21, "estimate": 0.3007699284184897 }, { "event_time": -14.0, "cohort": 21, "estimate": 0.1589699952475788 }, { "event_time": -13.0, "cohort": 21, "estimate": 0.14289674714445486 }, { "event_time": -12.0, "cohort": 21, "estimate": 0.47763266525793063 }, { "event_time": -11.0, "cohort": 21, "estimate": 0.43675898247216793 }, { "event_time": -10.0, "cohort": 21, "estimate": -0.043697497251178316 }, { "event_time": -9.0, "cohort": 21, "estimate": -0.018094824097410873 }, { "event_time": -8.0, "cohort": 21, "estimate": 0.0932926129874689 }, { "event_time": -7.0, "cohort": 21, "estimate": -0.18379891949264746 }, { "event_time": -6.0, "cohort": 21, "estimate": -0.3473649961454267 }, { "event_time": -5.0, "cohort": 21, "estimate": -0.33175272787976356 }, { "event_time": -4.0, "cohort": 21, "estimate": -0.6532614560712042 }, { "event_time": -3.0, "cohort": 21, "estimate": -0.31341308576273785 }, { "event_time": -2.0, "cohort": 21, "estimate": -0.6891033031664688 }, { "event_time": 0.0, "cohort": 21, "estimate": 0.01963755225639953 }, { "event_time": 1.0, "cohort": 21, "estimate": 0.10424078395680672 }, { "event_time": -2.0, "cohort": 22, "estimate": -0.3948766609554026 }, { "event_time": 0.0, "cohort": 22, "estimate": 0.5545248682070644 } ] } } }, "code_sha256": { "replication_engine.py": "836da12e7ca9210de54b65782ae08d98863e1382a1ec9e9b6fa80c3db0494f39", "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf", "sparse_did2s.py": "80f31c1a9b71ccb8a6113641ff8ef830af32dbdea8af48d60740c31d4b00b63c", "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb", "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555" } }, "alternative_status": [ { "method": "CS-DID", "status": "unsupported", "reason": "csdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "SDID", "status": "unsupported", "reason": "sdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Matrix completion", "status": "unsupported", "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Horizontal ridge", "status": "unsupported", "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (cohort-averaged)", "status": "unsupported", "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (individual)", "status": "unsupported", "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented." } ], "finished": 1791581187.163899, "adapter_sample_audit": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 19814, "source_sd": 0.31954032791757175, "rows": 11536, "units": 575, "clusters": 127, "treated_units": 189, "never_treated_units": 386, "treated_cohorts": 20, "latest_cohort_control_index": null, "unique_unit_period_cells": 11536, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 609, "additional_rows_removed": 8278 } } }, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": 0.023914154998751887, "SE": 0.0423516440631345, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": -0.05989850354816221, "upper": 0.10772681354566599, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": -0.06437742135856342, "SE": 0.05407466514201637, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.17138959398710119, "upper": 0.04263475126997436, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": -0.0033377653186534113, "SE": 0.05614192470603481, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.11444098385106764, "upper": 0.10776545321376081, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": -0.06775557959636926, "SE": 0.03836676737056948, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.14368228431613952, "upper": 0.008171125123401013, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (equal event-time)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Equal post-event times", "Event study": "No", "Status": "unsupported", "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "SDID", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Matrix completion", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Horizontal ridge", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (cohort-averaged)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (individual)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" } ] }, { "study_id": 21, "specification_id": "S21-P010", "source_specification_id": "LANDMINES-T2-C5-FULL-DMSP-RAW", "role": "active_comparison", "published_source_location": "", "outcome_label": "", "outcome_variable": "", "treatment_label": "", "unit_fixed_effects": "", "time_fixed_effects": "", "allowed_adjustments": "", "published_weights": "", "published_clustering": "", "panel_structure": "", "design": "", "descriptive_metadata_status": "not_recorded_in_exported_source_metadata", "title": "Landmines and Spatial Development", "status": "ready", "reason": "", "config": "analyses/full-archive/configs/S21-P010.json", "input_bytes": 413574, "specification_type": "scalar", "run_status": "completed", "expanded_status": "unsupported", "expanded_reason": "No enabled adapter supports this specification; per-estimator reasons below.", "regression_result": { "schema": "did-replication-v2", "config": { "outcomes": [ "y" ], "treatments": [ "d" ], "unit": "unit", "time": "time", "cluster": "cluster", "covariates": [], "baseline_by_time": [ "baseline_x", "baseline_y", "baseline_x2", "baseline_y2", "baseline_xy", "baseline_x3", "baseline_y3", "baseline_x2y", "baseline_xy2", "baseline_ln_dist_zbw", "baseline_ln_dist_zam", "baseline_ln_dist_za", "baseline_ln_dist_mwi", "baseline_ln_dist_swz", "baseline_ln_dist_tza", "baseline_elev", "baseline_sachs", "baseline_suit" ], "weight": null, "period_step": 1, "period_values": null, "display_window": [ -10, 10 ], "seed": 20261008, "panelview_max_units": 100, "test_mode": "classical", "test_horizon": null, "post_horizon": null, "post_weighting": "observations", "sample_query": null, "reversal_policy": "drop_post_untreated", "labels": {}, "allow_repeated_cells": true, "time_fe": "archive_time_fe", "unit_fe": null, "frequency_weights": false, "source_sd": null, "require_never_control_periods": false, "latest_cohort_control": true, "slug": "s21-p010", "specification_id": "S21-P010", "source_specification_id": "LANDMINES-T2-C5-FULL-DMSP-RAW", "study_id": 21, "study": "Landmines and Spatial Development", "citation": "Chiovelli et al. (2025), ECMA. https://doi.org/10.3982/ECTA17951", "description": "LANDMINES-T2-C5-FULL-DMSP-RAW", "data": "analyses/full-archive/prepared/S21-P010.parquet", "output_dir": "analyses/full-archive/results/S21-P010" }, "source": { "file": "S21-P010.parquet", "bytes": 413574, "sha256": "e41e788b08f6949118b217d55dbf6616f92ffcdef997c12cfb5fbab71a9c4f6b" }, "versions": { "pyfixest": "0.60.0", "polars": "2.0.0", "duckreg": "0.4.1", "numpy": "2.5.3", "pandas": "3.0.6" }, "specifications": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 19814, "source_sd": 0.39579322346900797, "rows": 11536, "units": 575, "clusters": 127, "treated_units": 189, "never_treated_units": 386, "treated_cohorts": 20, "latest_cohort_control_index": null, "unique_unit_period_cells": 11536, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 609, "additional_rows_removed": 8278 }, "estimates": [ { "method": "Static TWFE", "estimate": 0.033590378582375006, "se": 0.03798924591060977, "pvalue": 0.3782682801869242, "lower": -0.041589222266514424, "upper": 0.10876997943126443 }, { "method": "Dynamic TWFE", "estimate": -0.034129483049029005, "se": 0.04398867224053275, "pvalue": 0.439279728988989, "lower": -0.12118177223364454, "upper": 0.05292280613558653 }, { "method": "BJS / did2s", "estimate": -0.02498990879730263, "se": 0.042301968827148755, "pvalue": 0.555745778987099, "lower": -0.10870426151255398, "upper": 0.05872444391794872 }, { "method": "Sun\u2013Abraham", "estimate": 0.009146639060140477, "se": 0.0344447007040828, "pvalue": 0.7910231597143482, "lower": -0.05901841102760527, "upper": 0.07731168914788622 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -21, "estimate": -0.18110122891686503, "se": 0.5658424521790903, "pvalue": 0.7494560570566245, "lower": -1.3008868071375725, "upper": 0.9386843493038426 }, { "event_time": -20, "estimate": -0.3029156823446179, "se": 0.17015822143433093, "pvalue": 0.07745343223784233, "lower": -0.6396538002501704, "upper": 0.03382243556093456 }, { "event_time": -19, "estimate": -0.3152968126294058, "se": 0.14732807468120224, "pvalue": 0.03427391176277148, "lower": -0.6068547412713847, "upper": -0.023738883987426795 }, { "event_time": -18, "estimate": -0.14111838340092342, "se": 0.1263626499775122, "pvalue": 0.2662165144677546, "lower": -0.3911863528960518, "upper": 0.10894958609420496 }, { "event_time": -17, "estimate": -0.2649291571936131, "se": 0.13464902560980238, "pvalue": 0.05131617842813511, "lower": -0.5313956204620952, "upper": 0.001537306074869016 }, { "event_time": -16, "estimate": -0.2892217034458199, "se": 0.11403363695296738, "pvalue": 0.012425150898556385, "lower": -0.5148909186138144, "upper": -0.06355248827782528 }, { "event_time": -15, "estimate": -0.22747248173071827, "se": 0.1249307593500144, "pvalue": 0.07101190695853687, "lower": -0.4747067817687626, "upper": 0.019761818307326012 }, { "event_time": -14, "estimate": -0.138430233787905, "se": 0.10049009388627395, "pvalue": 0.17078390572934476, "lower": -0.3372971753801193, "upper": 0.06043670780430929 }, { "event_time": -13, "estimate": -0.12859835362885128, "se": 0.11344277309356013, "pvalue": 0.2591160351123235, "lower": -0.3530982665893002, "upper": 0.09590155933159764 }, { "event_time": -12, "estimate": -0.13243312106636518, "se": 0.08529546874857373, "pvalue": 0.12301747174276674, "lower": -0.301230346202803, "upper": 0.036364104070072595 }, { "event_time": -11, "estimate": -0.0997258821744824, "se": 0.08253040108966835, "pvalue": 0.2291743190327708, "lower": -0.26305111970143136, "upper": 0.06359935535246657 }, { "event_time": -10, "estimate": -0.10370514923887351, "se": 0.06822798695985868, "pvalue": 0.13102153258888333, "lower": -0.23872632966543378, "upper": 0.03131603118768676 }, { "event_time": -9, "estimate": -0.1003784771429467, "se": 0.06762961220486428, "pvalue": 0.14024299664800674, "lower": -0.2342154915203997, "upper": 0.033458537234506286 }, { "event_time": -8, "estimate": -0.07660662860148014, "se": 0.06842188069625252, "pvalue": 0.26500470443075935, "lower": -0.21201151903227394, "upper": 0.05879826182931365 }, { "event_time": -7, "estimate": -0.06685831054882863, "se": 0.08199628106216003, "pvalue": 0.4163921900113409, "lower": -0.2291265402434042, "upper": 0.09540991914574695 }, { "event_time": -6, "estimate": -0.03954768478008259, "se": 0.0516499309889536, "pvalue": 0.44529446895852615, "lower": -0.1417613798020665, "upper": 0.06266601024190133 }, { "event_time": -5, "estimate": -0.0367802321216632, "se": 0.060758859643481274, "pvalue": 0.5460368136616983, "lower": -0.15702022916658742, "upper": 0.08345976492326102 }, { "event_time": -4, "estimate": -0.01123986972134114, "se": 0.04959553561082525, "pvalue": 0.8210781991614764, "lower": -0.10938797668514362, "upper": 0.08690823724246134 }, { "event_time": -3, "estimate": -0.06939097812178278, "se": 0.05131040511788723, "pvalue": 0.1786771337303779, "lower": -0.1709327614263111, "upper": 0.03215080518274552 }, { "event_time": -2, "estimate": 0.0201046459701465, "se": 0.04668890270525545, "pvalue": 0.667488631546631, "lower": -0.07229131992275474, "upper": 0.11250061186304773 }, { "event_time": 0, "estimate": 0.04996481951871865, "se": 0.046603216766565696, "pvalue": 0.28570976431633605, "lower": -0.0422615764205116, "upper": 0.1421912154579489 }, { "event_time": 1, "estimate": 0.06952445317401162, "se": 0.05299205458649896, "pvalue": 0.1919125430689176, "lower": -0.035345264991752445, "upper": 0.1743941713397757 }, { "event_time": 2, "estimate": 0.023817083049914995, "se": 0.04454722752568066, "pvalue": 0.59383552935831, "lower": -0.06434057062359474, "upper": 0.11197473672342473 }, { "event_time": 3, "estimate": -0.07514990760404541, "se": 0.04497984610134655, "pvalue": 0.09725395530610369, "lower": -0.164163700720673, "upper": 0.013863885512582177 }, { "event_time": 4, "estimate": -0.0819585453265829, "se": 0.049103279610506916, "pvalue": 0.09757938767556908, "lower": -0.17913249213710192, "upper": 0.015215401483936117 }, { "event_time": 5, "estimate": -0.06473188336313322, "se": 0.04977504953296532, "pvalue": 0.19580718862096214, "lower": -0.16323524310149895, "upper": 0.03377147637523249 }, { "event_time": 6, "estimate": -0.09400055442072276, "se": 0.06407712204778629, "pvalue": 0.1448700914770528, "lower": -0.22080729521345732, "upper": 0.03280618637201181 }, { "event_time": 7, "estimate": -0.05086764878185767, "se": 0.06858368871163502, "pvalue": 0.4596570654098858, "lower": -0.18659275251825988, "upper": 0.08485745495454453 }, { "event_time": 8, "estimate": -0.029636523693135217, "se": 0.07429166556421327, "pvalue": 0.6906265099037394, "lower": -0.17665754581763277, "upper": 0.11738449843136234 }, { "event_time": 9, "estimate": -0.03983553502222815, "se": 0.08773824822120571, "pvalue": 0.6505904884881488, "lower": -0.21346694892215076, "upper": 0.13379587887769448 }, { "event_time": 10, "estimate": -0.06517569382004977, "se": 0.09951362748641125, "pvalue": 0.5136987146597424, "lower": -0.26211023711310416, "upper": 0.13175884947300465 }, { "event_time": 11, "estimate": 0.056856963276964906, "se": 0.11642215062338962, "pvalue": 0.6261373862717868, "lower": -0.17353905022724803, "upper": 0.28725297678117784 }, { "event_time": 12, "estimate": -0.15215326690463712, "se": 0.09957978916806036, "pvalue": 0.12903065094836003, "lower": -0.34921874222065336, "upper": 0.044912208411379106 }, { "event_time": 13, "estimate": -0.08888579700384057, "se": 0.11774193568369544, "pvalue": 0.45170546003685713, "lower": -0.3218936263433452, "upper": 0.144122032335664 }, { "event_time": 14, "estimate": 0.033509500787236926, "se": 0.15189613283804426, "pvalue": 0.8257547451738486, "lower": -0.267088480655316, "upper": 0.3341074822297898 }, { "event_time": 15, "estimate": -0.12372988724635428, "se": 0.1468905389474076, "pvalue": 0.4012008737320149, "lower": -0.4144219455338334, "upper": 0.1669621710411248 }, { "event_time": 16, "estimate": -0.24554408462321284, "se": 0.07967780840762206, "pvalue": 0.0025282584453987385, "lower": -0.4032241250929386, "upper": -0.08786404415348706 }, { "event_time": 17, "estimate": -0.3312538425414463, "se": 0.0980815476856978, "pvalue": 0.0009740114924029169, "lower": -0.5253543420091842, "upper": -0.13715334307370844 }, { "event_time": 18, "estimate": -0.30818287168501074, "se": 0.12216528749479244, "pvalue": 0.012891860994964338, "lower": -0.5499443842209383, "upper": -0.06642135914908318 }, { "event_time": 19, "estimate": -0.5952477222388115, "se": 0.1742978032041441, "pvalue": 0.0008583769857547133, "lower": -0.9401779507713606, "upper": -0.25031749370626244 } ], "BJS / did2s": [ { "event_time": -21, "estimate": 0.04134903517882971, "se": 0.511527331405423, "pvalue": 0.935701859521824, "lower": -0.9709485157872197, "upper": 1.0536465861448792 }, { "event_time": -20, "estimate": -0.0981323492309769, "se": 0.13389727655739955, "pvalue": 0.46498508993606125, "lower": -0.36311112322467953, "upper": 0.1668464247627257 }, { "event_time": -19, "estimate": -0.11444921619372966, "se": 0.08291111056435128, "pvalue": 0.1699123037423752, "lower": -0.27852786657897544, "upper": 0.049629434191516136 }, { "event_time": -18, "estimate": 0.02612501762668084, "se": 0.07220879455737449, "pvalue": 0.7181088061032621, "lower": -0.11677406400754414, "upper": 0.16902409926090584 }, { "event_time": -17, "estimate": -0.09624301562469643, "se": 0.08414825744494885, "pvalue": 0.25490326694754517, "lower": -0.2627699433169892, "upper": 0.07028391206759634 }, { "event_time": -16, "estimate": -0.13321398310954335, "se": 0.06713189601480421, "pvalue": 0.04938849837490442, "lower": -0.26606603177873267, "upper": -0.00036193444035401146 }, { "event_time": -15, "estimate": -0.08560990722107012, "se": 0.07595734691711348, "pvalue": 0.2618510459441994, "lower": -0.23592726377524115, "upper": 0.06470744933310091 }, { "event_time": -14, "estimate": -0.022625321269519817, "se": 0.056066977662944266, "pvalue": 0.687234326255028, "lower": -0.13358022180695173, "upper": 0.0883295792679121 }, { "event_time": -13, "estimate": -0.027904015533032032, "se": 0.06305659291999005, "pvalue": 0.6588692445499267, "lower": -0.15269115918338272, "upper": 0.09688312811731867 }, { "event_time": -12, "estimate": -0.031214262101316795, "se": 0.04814102515310633, "pvalue": 0.517911264825459, "lower": -0.12648393562900562, "upper": 0.06405541142637201 }, { "event_time": -11, "estimate": -0.0027033129888974143, "se": 0.03825260567452385, "pvalue": 0.9437724132758822, "lower": -0.07840409506831998, "upper": 0.07299746909052517 }, { "event_time": -10, "estimate": -0.009387648501147993, "se": 0.03368157474240963, "pvalue": 0.7809184506671715, "lower": -0.07604249474512673, "upper": 0.05726719774283073 }, { "event_time": -9, "estimate": -0.01545114371421022, "se": 0.026868450994660655, "pvalue": 0.5662718468889989, "lower": -0.0686230183536695, "upper": 0.037720730925249066 }, { "event_time": -8, "estimate": 0.004725365746386514, "se": 0.02957385837121559, "pvalue": 0.8733087812195242, "lower": -0.053800430557683576, "upper": 0.06325116205045661 }, { "event_time": -7, "estimate": 0.007749977327007065, "se": 0.04305839621464736, "pvalue": 0.8574514510082364, "lower": -0.0774613229506446, "upper": 0.09296127760465873 }, { "event_time": -6, "estimate": 0.025738223815232497, "se": 0.02740254559164456, "pvalue": 0.34939232072381604, "lower": -0.02849060833033997, "upper": 0.07996705596080497 }, { "event_time": -5, "estimate": 0.017691254253109735, "se": 0.02750809621640132, "pvalue": 0.521309107659901, "lower": -0.03674645947587811, "upper": 0.07212896798209757 }, { "event_time": -4, "estimate": 0.04418328061269683, "se": 0.027456085469392308, "pvalue": 0.11006775283488726, "lower": -0.010151505376972604, "upper": 0.09851806660236626 }, { "event_time": -3, "estimate": -0.008828358473106845, "se": 0.026694315237766508, "pvalue": 0.7414049020477463, "lower": -0.06165562356891723, "upper": 0.04399890662270354 }, { "event_time": -2, "estimate": 0.05473943789945879, "se": 0.04025802269753781, "pvalue": 0.17634833101001607, "lower": -0.024930005513239983, "upper": 0.13440888131215756 }, { "event_time": -1, "estimate": 0.03151246385225644, "se": 0.034219871543536076, "pvalue": 0.3588718264898713, "lower": -0.036207655936297115, "upper": 0.09923258364080999 }, { "event_time": 0, "estimate": 0.09807485467781564, "se": 0.0561666403008509, "pvalue": 0.0832237428645171, "lower": -0.013077275290150334, "upper": 0.2092269846457816 }, { "event_time": 1, "estimate": 0.11292638714842025, "se": 0.05720503194935658, "pvalue": 0.050562101026318564, "lower": -0.0002806893652910619, "upper": 0.22613346366213155 }, { "event_time": 2, "estimate": 0.05725828732273407, "se": 0.0490933390606473, "pvalue": 0.2456900251622333, "lower": -0.03989598743184514, "upper": 0.15441256207731327 }, { "event_time": 3, "estimate": -0.06268518440793137, "se": 0.0461115785091779, "pvalue": 0.17644025569392854, "lower": -0.15393864268897728, "upper": 0.02856827387311453 }, { "event_time": 4, "estimate": -0.056455609255331066, "se": 0.04470161994224729, "pvalue": 0.20894173504674732, "lower": -0.14491880098239646, "upper": 0.032007582471734325 }, { "event_time": 5, "estimate": -0.0346319980312568, "se": 0.041203574381611784, "pvalue": 0.4022148991409204, "lower": -0.11617266042940069, "upper": 0.04690866436688709 }, { "event_time": 6, "estimate": -0.09280767546831185, "se": 0.056653882316801144, "pvalue": 0.10388485167201619, "lower": -0.20492404306189801, "upper": 0.019308692125274307 }, { "event_time": 7, "estimate": -0.041898307699598104, "se": 0.062482599026056775, "pvalue": 0.5037283664819323, "lower": -0.1655495343081327, "upper": 0.08175291890893652 }, { "event_time": 8, "estimate": -0.015712841356279886, "se": 0.07382686178833307, "pvalue": 0.8318006636022043, "lower": -0.16181403047261628, "upper": 0.13038834776005653 }, { "event_time": 9, "estimate": -0.03564452057422369, "se": 0.08551010228274014, "pvalue": 0.6775005572035585, "lower": -0.20486649916497812, "upper": 0.13357745801653076 }, { "event_time": 10, "estimate": -0.09714497054148077, "se": 0.11051564313770368, "pvalue": 0.3810661054393643, "lower": -0.3158521793710837, "upper": 0.1215622382881221 }, { "event_time": 11, "estimate": -0.017417248182205185, "se": 0.13603497975161563, "pvalue": 0.8983253463328414, "lower": -0.28662647395304286, "upper": 0.2517919775886325 }, { "event_time": 12, "estimate": -0.19586064595411945, "se": 0.1150641825369372, "pvalue": 0.09118647786674552, "lower": -0.4235692805368016, "upper": 0.031847988628562696 }, { "event_time": 13, "estimate": -0.15877588238225754, "se": 0.13350918806181508, "pvalue": 0.2365773838868528, "lower": -0.4229866406522277, "upper": 0.10543487588771261 }, { "event_time": 14, "estimate": -0.027047103587792068, "se": 0.17197873175060577, "pvalue": 0.8752837642684352, "lower": -0.3673879578898731, "upper": 0.313293750714289 }, { "event_time": 15, "estimate": -0.18916244681688224, "se": 0.18594777957597436, "pvalue": 0.3109658233838628, "lower": -0.5571476361031689, "upper": 0.17882274246940436 }, { "event_time": 16, "estimate": -0.3849857705438473, "se": 0.14976638468846948, "pvalue": 0.011315904236395325, "lower": -0.6813690430087478, "upper": -0.08860249807894688 }, { "event_time": 17, "estimate": -0.4822897608407295, "se": 0.22371154775944913, "pvalue": 0.03299527514612593, "lower": -0.9250083371825017, "upper": -0.0395711844989573 }, { "event_time": 18, "estimate": -0.6157717655887811, "se": 0.20727676850271612, "pvalue": 0.0035582660915377813, "lower": -1.0259663969312733, "upper": -0.20557713424628893 }, { "event_time": 19, "estimate": -0.9892119660790553, "se": 0.25934722113931785, "pvalue": 0.00021286171164753534, "lower": -1.5024524924217277, "upper": -0.4759714397363829 } ], "Sun\u2013Abraham": [ { "event_time": -21, "estimate": -0.3418396128315497, "se": 0.3944214206758448, "pvalue": 0.3877613889268669, "lower": -1.122388009144425, "upper": 0.43870878348132564 }, { "event_time": -20, "estimate": -0.4207043843103431, "se": 0.34553313849665956, "pvalue": 0.2256697665936838, "lower": -1.1045043074087886, "upper": 0.2630955387881024 }, { "event_time": -19, "estimate": -0.4049287134191025, "se": 0.2755557776120479, "pvalue": 0.1441901918791585, "lower": -0.9502454965220126, "upper": 0.14038806968380757 }, { "event_time": -18, "estimate": -0.23043163473366796, "se": 0.22083704697499687, "pvalue": 0.2987394027965681, "lower": -0.6674616585276101, "upper": 0.20659838906027422 }, { "event_time": -17, "estimate": -0.32284854452911993, "se": 0.18937211749517313, "pvalue": 0.09068932376266385, "lower": -0.6976103978887827, "upper": 0.05191330883054279 }, { "event_time": -16, "estimate": -0.4187240843969011, "se": 0.1768175587653788, "pvalue": 0.01939997571018501, "lower": -0.7686408351093361, "upper": -0.06880733368446618 }, { "event_time": -15, "estimate": -0.3216143469865449, "se": 0.15679713233932227, "pvalue": 0.042325161786330605, "lower": -0.6319112623624976, "upper": -0.011317431610592121 }, { "event_time": -14, "estimate": -0.19427503143981775, "se": 0.12013108310881211, "pvalue": 0.10833770148765484, "lower": -0.43201091329744984, "upper": 0.043460850417814334 }, { "event_time": -13, "estimate": -0.1704438448080118, "se": 0.12366284970979222, "pvalue": 0.17055483974483404, "lower": -0.4151689889420759, "upper": 0.07428129932605226 }, { "event_time": -12, "estimate": -0.12048491686080304, "se": 0.08384647135494233, "pvalue": 0.15320489261034964, "lower": -0.2864146187528832, "upper": 0.045444785031277135 }, { "event_time": -11, "estimate": -0.07396808576884703, "se": 0.08037734030483279, "pvalue": 0.3591952035287888, "lower": -0.23303247929830756, "upper": 0.0850963077606135 }, { "event_time": -10, "estimate": -0.08970775074113936, "se": 0.06916725755598215, "pvalue": 0.19701199708010217, "lower": -0.22658772006474215, "upper": 0.04717221858246344 }, { "event_time": -9, "estimate": -0.09939657124628554, "se": 0.06225650191120092, "pvalue": 0.11286768483312581, "lower": -0.22260035831132552, "upper": 0.023807215818754432 }, { "event_time": -8, "estimate": -0.08087285047572368, "se": 0.06412173796459981, "pvalue": 0.20955283072098024, "lower": -0.2077678848562131, "upper": 0.04602218390476573 }, { "event_time": -7, "estimate": -0.062332314736651726, "se": 0.07451197602489987, "pvalue": 0.40443441060154933, "lower": -0.20978932478615908, "upper": 0.08512469531285562 }, { "event_time": -6, "estimate": -0.02688037950997524, "se": 0.050505337658576475, "pvalue": 0.5955050159587792, "lower": -0.12682895797990829, "upper": 0.0730681989599578 }, { "event_time": -5, "estimate": -0.028035102595563577, "se": 0.061447479693341876, "pvalue": 0.6489992827864505, "lower": -0.14963785847510325, "upper": 0.0935676532839761 }, { "event_time": -4, "estimate": 0.0034712689247665685, "se": 0.05107767436351715, "pvalue": 0.9459247336628436, "lower": -0.09760994705868424, "upper": 0.10455248490821738 }, { "event_time": -3, "estimate": -0.05107803980270818, "se": 0.04664848557107804, "pvalue": 0.2756245522834068, "lower": -0.14339402137525564, "upper": 0.04123794176983926 }, { "event_time": -2, "estimate": 0.02852372210886229, "se": 0.04620336485863686, "pvalue": 0.5381168965742154, "lower": -0.06291137865942692, "upper": 0.11995882287715151 }, { "event_time": 0, "estimate": 0.06459831946051976, "se": 0.04048244538501907, "pvalue": 0.11305831670328836, "lower": -0.01551524985312415, "upper": 0.1447118887741637 }, { "event_time": 1, "estimate": 0.09352521701660123, "se": 0.05047611255268891, "pvalue": 0.06624194282870788, "lower": -0.006365525827940255, "upper": 0.1934159598611427 }, { "event_time": 2, "estimate": 0.055876197417907544, "se": 0.038024147285163214, "pvalue": 0.14419174212724173, "lower": -0.019372472225192214, "upper": 0.1311248670610073 }, { "event_time": 3, "estimate": -0.03340963205574474, "se": 0.03956120705002601, "pvalue": 0.3999879678110897, "lower": -0.1117000977870106, "upper": 0.04488083367552112 }, { "event_time": 4, "estimate": -0.04842363969822357, "se": 0.037319432202996265, "pvalue": 0.19681431710549382, "lower": -0.12227769891093553, "upper": 0.025430419514488392 }, { "event_time": 5, "estimate": -0.017705722409899954, "se": 0.03772432566040652, "pvalue": 0.6396342365889437, "lower": -0.09236105387176514, "upper": 0.056949609051965236 }, { "event_time": 6, "estimate": -0.05285540105580701, "se": 0.058746614424451414, "pvalue": 0.36998651374104535, "lower": -0.16911322396827494, "upper": 0.06340242185666092 }, { "event_time": 7, "estimate": 0.003177221487099747, "se": 0.05866627278075446, "pvalue": 0.9568954190799039, "lower": -0.11292160767437631, "upper": 0.1192760506485758 }, { "event_time": 8, "estimate": 0.04008924321670867, "se": 0.07042045812667347, "pvalue": 0.570176853316942, "lower": -0.09927077319469013, "upper": 0.17944925962810748 }, { "event_time": 9, "estimate": 0.017139131685052482, "se": 0.08450198944381869, "pvalue": 0.8395988306295356, "lower": -0.1500878212339871, "upper": 0.18436608460409207 }, { "event_time": 10, "estimate": -0.02231695365234583, "se": 0.0900688140093655, "pvalue": 0.804710511588623, "lower": -0.20056048873304183, "upper": 0.15592658142835014 }, { "event_time": 11, "estimate": 0.11103451558088202, "se": 0.11181124705426093, "pvalue": 0.3225872788646533, "lower": -0.11023665531141157, "upper": 0.3323056864731756 }, { "event_time": 12, "estimate": -0.052924428211663335, "se": 0.09409684817022555, "pvalue": 0.5748112549425242, "lower": -0.23913932448051534, "upper": 0.13329046805718864 }, { "event_time": 13, "estimate": -0.0058432374475195226, "se": 0.12485744542389604, "pvalue": 0.9627473046218896, "lower": -0.2529324513810591, "upper": 0.24124597648602003 }, { "event_time": 14, "estimate": 0.13023442958144818, "se": 0.15079680271753063, "pvalue": 0.38942570156671297, "lower": -0.16818800987072538, "upper": 0.42865686903362177 }, { "event_time": 15, "estimate": -0.0343952721816015, "se": 0.13346308735953782, "pvalue": 0.7970482676754057, "lower": -0.29851479851703383, "upper": 0.22972425415383085 }, { "event_time": 16, "estimate": -0.17313428785055995, "se": 0.10513657000963547, "pvalue": 0.10210010750277687, "lower": -0.3811964690937581, "upper": 0.03492789339263819 }, { "event_time": 17, "estimate": -0.27543047351947275, "se": 0.15370878056211545, "pvalue": 0.07554930265330496, "lower": -0.5796156315197277, "upper": 0.028754684480782222 }, { "event_time": 18, "estimate": -0.3502203694569435, "se": 0.16600468909204927, "pvalue": 0.03686232680001549, "lower": -0.6787387689627034, "upper": -0.02170196995118373 }, { "event_time": 19, "estimate": -0.6176299910021755, "se": 0.19749541775560303, "pvalue": 0.002191243015631089, "lower": -1.008467616768372, "upper": -0.22679236523597923 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.0, 16.0, 17.0, 18.0, 19.0 ], "weights": [ 0.1076923076923077, 0.10484330484330484, 0.09686609686609686, 0.08831908831908832, 0.08660968660968661, 0.08319088319088319, 0.08034188034188035, 0.07464387464387465, 0.06894586894586895, 0.062108262108262105, 0.02849002849002849, 0.023931623931623933, 0.023361823361823363, 0.018803418803418803, 0.017663817663817662, 0.011396011396011397, 0.009116809116809116, 0.0062678062678062675, 0.003988603988603989, 0.003418803418803419 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 9.797281874668329e-10, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 1.2702074335600185e-09 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 0.9193909314603954, "df_num": 171, "df_den": 9953, "pvalue": 0.7657199822961114, "log10_pvalue": -0.1159300193711231, "inference": "Homoskedastic nested-model F", "observations": 11536, "design_columns": 798, "restricted_design_columns": 627, "fixed_effect_rank": 785, "covariance_rank": 171, "rss_unrestricted": 2807.6961725448123, "rss_restricted": 2852.0460508012247, "test_horizon": null, "reference_cohort": 3, "pyfixest": "0.27.0", "formulaic": "1.0.2", "design_head": { "index": [ 0, 1, 2, 3, 4 ], "columns": [ "C(rel_time, contr.treatment(base=-1.0))[T.-21.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-20.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-19.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]" ], "data": [ [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_4,ref=-1.0)+i(rel_time,cohort_dummy_5,ref=-1.0)+i(rel_time,cohort_dummy_6,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_21,ref=-1.0)+i(rel_time,cohort_dummy_22,ref=-1.0)+x0+x1+x2+x3+x4+x5+x6+x7+x8+x9+x10+x11+x12+x13+x14+x15+x16+x17+x18+x19+x20+x21+x22+x23+x24+x25+x26+x27+x28+x29+x30+x31+x32+x33+x34+x35+x36+x37+x38+x39+x40+x41+x42+x43+x44+x45+x46+x47+x48+x49+x50+x51+x52+x53+x54+x55+x56+x57+x58+x59+x60+x61+x62+x63+x64+x65+x66+x67+x68+x69+x70+x71+x72+x73+x74+x75+x76+x77+x78+x79+x80+x81+x82+x83+x84+x85+x86+x87+x88+x89+x90+x91+x92+x93+x94+x95+x96+x97+x98+x99+x100+x101+x102+x103+x104+x105+x106+x107+x108+x109+x110+x111+x112+x113+x114+x115+x116+x117+x118+x119+x120+x121+x122+x123+x124+x125+x126+x127+x128+x129+x130+x131+x132+x133+x134+x135+x136+x137+x138+x139+x140+x141+x142+x143+x144+x145+x146+x147+x148+x149+x150+x151+x152+x153+x154+x155+x156+x157+x158+x159+x160+x161+x162+x163+x164+x165+x166+x167+x168+x169+x170+x171+x172+x173+x174+x175+x176+x177+x178+x179+x180+x181+x182+x183+x184+x185+x186+x187+x188+x189+x190+x191+x192+x193+x194+x195+x196+x197+x198+x199+x200+x201+x202+x203+x204+x205+x206+x207+x208+x209+x210+x211+x212+x213+x214+x215+x216+x217+x218+x219+x220+x221+x222+x223+x224+x225+x226+x227+x228+x229+x230+x231+x232+x233+x234+x235+x236+x237+x238+x239+x240+x241+x242+x243+x244+x245+x246+x247+x248+x249+x250+x251+x252+x253+x254+x255+x256+x257+x258+x259+x260+x261+x262+x263+x264+x265+x266+x267+x268+x269+x270+x271+x272+x273+x274+x275+x276+x277+x278+x279+x280+x281+x282+x283+x284+x285+x286+x287+x288+x289+x290+x291+x292+x293+x294+x295+x296+x297+x298+x299+x300+x301+x302+x303+x304+x305+x306+x307+x308+x309+x310+x311+x312+x313+x314+x315+x316+x317+x318+x319+x320+x321+x322+x323+x324+x325+x326+x327+x328+x329+x330+x331+x332+x333+x334+x335+x336+x337+x338+x339+x340+x341+x342+x343+x344+x345+x346+x347+x348+x349+x350+x351+x352+x353+x354+x355+x356+x357+x358+x359+x360+x361+x362+x363+x364+x365+x366+x367+x368+x369+x370+x371+x372+x373+x374+x375+x376+x377|unit_fe+time_fe", "restriction_names": [ "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_21" ], "deviations": [ { "event_time": -3.0, "cohort": 4, "estimate": -1.9526822563074913 }, { "event_time": -2.0, "cohort": 4, "estimate": 0.09832705206331849 }, { "event_time": 0.0, "cohort": 4, "estimate": 0.8111973200163652 }, { "event_time": 1.0, "cohort": 4, "estimate": 0.8877790833450212 }, { "event_time": 2.0, "cohort": 4, "estimate": 0.8304241649055494 }, { "event_time": 3.0, "cohort": 4, "estimate": 0.582881895185516 }, { "event_time": 4.0, "cohort": 4, "estimate": 0.44307480602451377 }, { "event_time": 5.0, "cohort": 4, "estimate": -0.050838380712518706 }, { "event_time": 6.0, "cohort": 4, "estimate": 0.44828913545437615 }, { "event_time": 7.0, "cohort": 4, "estimate": -0.4593610726307747 }, { "event_time": 8.0, "cohort": 4, "estimate": 0.2730038717119927 }, { "event_time": 9.0, "cohort": 4, "estimate": 0.12268569336887665 }, { "event_time": 10.0, "cohort": 4, "estimate": -0.22009219740451372 }, { "event_time": 11.0, "cohort": 4, "estimate": 0.06497647861858444 }, { "event_time": 12.0, "cohort": 4, "estimate": 0.16827952354620954 }, { "event_time": 13.0, "cohort": 4, "estimate": -0.5818506158146605 }, { "event_time": 14.0, "cohort": 4, "estimate": -0.3359171203823425 }, { "event_time": 15.0, "cohort": 4, "estimate": -0.3367979406030323 }, { "event_time": 16.0, "cohort": 4, "estimate": -0.10523386184032707 }, { "event_time": 17.0, "cohort": 4, "estimate": -0.3619406653932827 }, { "event_time": 18.0, "cohort": 4, "estimate": -0.5521282973177629 }, { "event_time": -4.0, "cohort": 5, "estimate": 1.2178098013574377 }, { "event_time": -3.0, "cohort": 5, "estimate": -0.11452682125618047 }, { "event_time": -2.0, "cohort": 5, "estimate": -0.7178228229915965 }, { "event_time": 0.0, "cohort": 5, "estimate": 0.19142531496910284 }, { "event_time": 1.0, "cohort": 5, "estimate": 0.06427526999126408 }, { "event_time": 2.0, "cohort": 5, "estimate": 0.07899106993646501 }, { "event_time": 3.0, "cohort": 5, "estimate": 0.187470902976268 }, { "event_time": 4.0, "cohort": 5, "estimate": 0.47032384187432846 }, { "event_time": 5.0, "cohort": 5, "estimate": 0.009861801378119917 }, { "event_time": 6.0, "cohort": 5, "estimate": 0.39838481930578307 }, { "event_time": 7.0, "cohort": 5, "estimate": 0.5821898590161263 }, { "event_time": 8.0, "cohort": 5, "estimate": 0.5250296954977467 }, { "event_time": 9.0, "cohort": 5, "estimate": 0.5261242071300308 }, { "event_time": 10.0, "cohort": 5, "estimate": 0.568508505664852 }, { "event_time": 11.0, "cohort": 5, "estimate": 0.4258986605320277 }, { "event_time": 12.0, "cohort": 5, "estimate": 0.264086191516475 }, { "event_time": 13.0, "cohort": 5, "estimate": 0.375310955809288 }, { "event_time": 14.0, "cohort": 5, "estimate": 0.8069945048347631 }, { "event_time": 15.0, "cohort": 5, "estimate": 0.8944508291135082 }, { "event_time": 16.0, "cohort": 5, "estimate": 0.4879635545235977 }, { "event_time": 17.0, "cohort": 5, "estimate": 0.446931532716001 }, { "event_time": -5.0, "cohort": 6, "estimate": 0.05747130341185938 }, { "event_time": -4.0, "cohort": 6, "estimate": 0.6732221391496374 }, { "event_time": -3.0, "cohort": 6, "estimate": -0.16817704604250044 }, { "event_time": -2.0, "cohort": 6, "estimate": -0.5972378470416158 }, { "event_time": 0.0, "cohort": 6, "estimate": 0.14388185330144557 }, { "event_time": 1.0, "cohort": 6, "estimate": 0.08985860502725362 }, { "event_time": 2.0, "cohort": 6, "estimate": 0.17679797882062254 }, { "event_time": 3.0, "cohort": 6, "estimate": 0.27781456634710083 }, { "event_time": 4.0, "cohort": 6, "estimate": 0.03179103584386824 }, { "event_time": 5.0, "cohort": 6, "estimate": -0.047870975592268925 }, { "event_time": 6.0, "cohort": 6, "estimate": 0.013324976472712684 }, { "event_time": 7.0, "cohort": 6, "estimate": 0.09457756286284749 }, { "event_time": 8.0, "cohort": 6, "estimate": 0.02294006584736224 }, { "event_time": 9.0, "cohort": 6, "estimate": 0.08547102776683978 }, { "event_time": 10.0, "cohort": 6, "estimate": 0.39003943220888815 }, { "event_time": 11.0, "cohort": 6, "estimate": -0.20282850277980805 }, { "event_time": 12.0, "cohort": 6, "estimate": 0.013734740061286109 }, { "event_time": 13.0, "cohort": 6, "estimate": -0.35138777975110347 }, { "event_time": 14.0, "cohort": 6, "estimate": -0.20021599045178373 }, { "event_time": 15.0, "cohort": 6, "estimate": -0.2759241153243448 }, { "event_time": 16.0, "cohort": 6, "estimate": -0.11711506239902797 }, { "event_time": -6.0, "cohort": 7, "estimate": 0.4232232575403172 }, { "event_time": -5.0, "cohort": 7, "estimate": 0.3382196016051032 }, { "event_time": -4.0, "cohort": 7, "estimate": 0.720820130491508 }, { "event_time": -3.0, "cohort": 7, "estimate": 0.05650132550623267 }, { "event_time": -2.0, "cohort": 7, "estimate": -0.40750073730841885 }, { "event_time": 0.0, "cohort": 7, "estimate": 0.06340071582485948 }, { "event_time": 1.0, "cohort": 7, "estimate": 0.11471113357895706 }, { "event_time": 2.0, "cohort": 7, "estimate": 0.35838756933675603 }, { "event_time": 3.0, "cohort": 7, "estimate": 0.8852152769127098 }, { "event_time": 4.0, "cohort": 7, "estimate": 0.04514616384962229 }, { "event_time": 5.0, "cohort": 7, "estimate": 0.05171109959215938 }, { "event_time": 6.0, "cohort": 7, "estimate": 0.0722554788955442 }, { "event_time": 7.0, "cohort": 7, "estimate": 0.1573081435150433 }, { "event_time": 8.0, "cohort": 7, "estimate": 0.7661110582990031 }, { "event_time": 9.0, "cohort": 7, "estimate": 0.1914265490578956 }, { "event_time": 10.0, "cohort": 7, "estimate": 0.034795803534152916 }, { "event_time": 11.0, "cohort": 7, "estimate": 0.5431996315996368 }, { "event_time": 12.0, "cohort": 7, "estimate": -0.40401158026470685 }, { "event_time": 13.0, "cohort": 7, "estimate": 0.4602856005658431 }, { "event_time": 14.0, "cohort": 7, "estimate": -0.30554847110161226 }, { "event_time": 15.0, "cohort": 7, "estimate": -0.5091329932853824 }, { "event_time": -7.0, "cohort": 8, "estimate": 0.5588385125020636 }, { "event_time": -6.0, "cohort": 8, "estimate": 0.3017610605360889 }, { "event_time": -5.0, "cohort": 8, "estimate": 0.3126362003867279 }, { "event_time": -4.0, "cohort": 8, "estimate": 0.5629744677554777 }, { "event_time": -3.0, "cohort": 8, "estimate": -0.02652344372616411 }, { "event_time": -2.0, "cohort": 8, "estimate": -0.41332410466764136 }, { "event_time": 0.0, "cohort": 8, "estimate": 0.13825670152780917 }, { "event_time": 1.0, "cohort": 8, "estimate": 0.14692321892194043 }, { "event_time": 2.0, "cohort": 8, "estimate": 0.15085640043416904 }, { "event_time": 3.0, "cohort": 8, "estimate": 0.1932929852963694 }, { "event_time": 4.0, "cohort": 8, "estimate": 0.0037635405641914758 }, { "event_time": 5.0, "cohort": 8, "estimate": 0.17574196556620333 }, { "event_time": 6.0, "cohort": 8, "estimate": 0.24882227918384797 }, { "event_time": 7.0, "cohort": 8, "estimate": 0.3440246928420712 }, { "event_time": 8.0, "cohort": 8, "estimate": 0.221847800057899 }, { "event_time": 9.0, "cohort": 8, "estimate": 0.27712598339711886 }, { "event_time": 10.0, "cohort": 8, "estimate": 0.24793043448803642 }, { "event_time": 11.0, "cohort": 8, "estimate": -0.06216040819278181 }, { "event_time": 12.0, "cohort": 8, "estimate": -0.03843218008289388 }, { "event_time": 13.0, "cohort": 8, "estimate": 0.11534143295442142 }, { "event_time": 14.0, "cohort": 8, "estimate": 0.2972780258802566 }, { "event_time": -8.0, "cohort": 9, "estimate": -0.05912919146716117 }, { "event_time": -7.0, "cohort": 9, "estimate": 0.11068937650350298 }, { "event_time": -6.0, "cohort": 9, "estimate": -0.054959829893304335 }, { "event_time": -5.0, "cohort": 9, "estimate": 0.017507211046264598 }, { "event_time": -4.0, "cohort": 9, "estimate": 0.5267035185152575 }, { "event_time": -3.0, "cohort": 9, "estimate": -0.1556203595795172 }, { "event_time": -2.0, "cohort": 9, "estimate": -0.6196023412801958 }, { "event_time": 0.0, "cohort": 9, "estimate": 0.0390638042598728 }, { "event_time": 1.0, "cohort": 9, "estimate": 0.013083478699912401 }, { "event_time": 2.0, "cohort": 9, "estimate": 0.0881713692460864 }, { "event_time": 3.0, "cohort": 9, "estimate": 0.20979524940487698 }, { "event_time": 4.0, "cohort": 9, "estimate": 0.07527334936587167 }, { "event_time": 5.0, "cohort": 9, "estimate": 0.01997753219848165 }, { "event_time": 6.0, "cohort": 9, "estimate": 0.09926576596918896 }, { "event_time": 7.0, "cohort": 9, "estimate": 0.07377640375786003 }, { "event_time": 8.0, "cohort": 9, "estimate": 0.10356569391731793 }, { "event_time": 9.0, "cohort": 9, "estimate": 0.1302830916254742 }, { "event_time": 10.0, "cohort": 9, "estimate": -0.2459288126291328 }, { "event_time": 11.0, "cohort": 9, "estimate": -0.4859107418632221 }, { "event_time": 12.0, "cohort": 9, "estimate": -0.4791943002402626 }, { "event_time": 13.0, "cohort": 9, "estimate": -0.5007509408789133 }, { "event_time": -9.0, "cohort": 10, "estimate": -0.10033815297562555 }, { "event_time": -8.0, "cohort": 10, "estimate": 0.29126951726147776 }, { "event_time": -7.0, "cohort": 10, "estimate": 0.48753139351178043 }, { "event_time": -6.0, "cohort": 10, "estimate": 0.18376038123826294 }, { "event_time": -5.0, "cohort": 10, "estimate": 0.17380739798059705 }, { "event_time": -4.0, "cohort": 10, "estimate": 0.5816098163827239 }, { "event_time": -3.0, "cohort": 10, "estimate": -0.1314157781234126 }, { "event_time": -2.0, "cohort": 10, "estimate": -0.2422920796030159 }, { "event_time": 0.0, "cohort": 10, "estimate": 0.43962597273514953 }, { "event_time": 1.0, "cohort": 10, "estimate": 0.44017273415271 }, { "event_time": 2.0, "cohort": 10, "estimate": 0.2256379805480019 }, { "event_time": 3.0, "cohort": 10, "estimate": 0.2679048897095637 }, { "event_time": 4.0, "cohort": 10, "estimate": 0.12253906163214447 }, { "event_time": 5.0, "cohort": 10, "estimate": 0.0835321221375125 }, { "event_time": 6.0, "cohort": 10, "estimate": 0.10317428393206711 }, { "event_time": 7.0, "cohort": 10, "estimate": 0.14862435383452008 }, { "event_time": 8.0, "cohort": 10, "estimate": 0.18253365085686785 }, { "event_time": 9.0, "cohort": 10, "estimate": 0.25402510767625747 }, { "event_time": 10.0, "cohort": 10, "estimate": 0.25295579394855766 }, { "event_time": 11.0, "cohort": 10, "estimate": 0.38003272786593306 }, { "event_time": 12.0, "cohort": 10, "estimate": 0.027284513894239464 }, { "event_time": -10.0, "cohort": 11, "estimate": -2.014706371549487 }, { "event_time": -9.0, "cohort": 11, "estimate": -1.840666406076961 }, { "event_time": -8.0, "cohort": 11, "estimate": -2.0984876510771087 }, { "event_time": -7.0, "cohort": 11, "estimate": 0.5095806876591145 }, { "event_time": -6.0, "cohort": 11, "estimate": -2.0424860402271188 }, { "event_time": -5.0, "cohort": 11, "estimate": 0.33453492773812077 }, { "event_time": -4.0, "cohort": 11, "estimate": 0.7317818970765305 }, { "event_time": -3.0, "cohort": 11, "estimate": -2.2384887481566196 }, { "event_time": -2.0, "cohort": 11, "estimate": -0.39272231438793315 }, { "event_time": 0.0, "cohort": 11, "estimate": -2.212510094070411 }, { "event_time": 1.0, "cohort": 11, "estimate": -2.0495356468675525 }, { "event_time": 2.0, "cohort": 11, "estimate": 0.5093240800916813 }, { "event_time": 3.0, "cohort": 11, "estimate": -1.8477988393174067 }, { "event_time": 4.0, "cohort": 11, "estimate": -2.095717717010823 }, { "event_time": 5.0, "cohort": 11, "estimate": -2.163132292663903 }, { "event_time": 6.0, "cohort": 11, "estimate": -1.9912015228092705 }, { "event_time": 7.0, "cohort": 11, "estimate": -1.9377193856699535 }, { "event_time": 8.0, "cohort": 11, "estimate": -2.3018775374798826 }, { "event_time": 9.0, "cohort": 11, "estimate": -2.3307446060646204 }, { "event_time": 10.0, "cohort": 11, "estimate": -2.53790308902536 }, { "event_time": 11.0, "cohort": 11, "estimate": -2.7852532224582047 }, { "event_time": -11.0, "cohort": 12, "estimate": 0.024701139986884085 }, { "event_time": -10.0, "cohort": 12, "estimate": 0.3264776038119519 }, { "event_time": -9.0, "cohort": 12, "estimate": -0.1784423133565692 }, { "event_time": -8.0, "cohort": 12, "estimate": -0.20507831209523714 }, { "event_time": -7.0, "cohort": 12, "estimate": -0.1672988008266511 }, { "event_time": -6.0, "cohort": 12, "estimate": -0.24446786169367127 }, { "event_time": -5.0, "cohort": 12, "estimate": -0.17216834265413672 }, { "event_time": -4.0, "cohort": 12, "estimate": 0.3366192603084758 }, { "event_time": -3.0, "cohort": 12, "estimate": -0.09480208280562938 }, { "event_time": -2.0, "cohort": 12, "estimate": -0.5401297584121322 }, { "event_time": 0.0, "cohort": 12, "estimate": 0.07522905518300847 }, { "event_time": 1.0, "cohort": 12, "estimate": 0.17288186203619443 }, { "event_time": 2.0, "cohort": 12, "estimate": 0.28591247927665475 }, { "event_time": 3.0, "cohort": 12, "estimate": 0.3446927086059128 }, { "event_time": 4.0, "cohort": 12, "estimate": 0.11402173913739894 }, { "event_time": 5.0, "cohort": 12, "estimate": 0.1077648376391851 }, { "event_time": 6.0, "cohort": 12, "estimate": 0.21170606066110212 }, { "event_time": 7.0, "cohort": 12, "estimate": -0.01663742046723754 }, { "event_time": 8.0, "cohort": 12, "estimate": -0.12073763569734555 }, { "event_time": 9.0, "cohort": 12, "estimate": 0.28431876367747405 }, { "event_time": 10.0, "cohort": 12, "estimate": -0.37668562105162573 }, { "event_time": -12.0, "cohort": 13, "estimate": 0.5704629965954666 }, { "event_time": -11.0, "cohort": 13, "estimate": 0.2851513158135951 }, { "event_time": -10.0, "cohort": 13, "estimate": 0.20837855715360537 }, { "event_time": -9.0, "cohort": 13, "estimate": 0.08381065172486052 }, { "event_time": -8.0, "cohort": 13, "estimate": 0.08955227958374842 }, { "event_time": -7.0, "cohort": 13, "estimate": 0.0318415327203809 }, { "event_time": -6.0, "cohort": 13, "estimate": 0.16119153619706442 }, { "event_time": -5.0, "cohort": 13, "estimate": 0.13798408372913332 }, { "event_time": -4.0, "cohort": 13, "estimate": 0.5970870836765154 }, { "event_time": -3.0, "cohort": 13, "estimate": -0.06072702501242899 }, { "event_time": -2.0, "cohort": 13, "estimate": -0.5062214306389881 }, { "event_time": 0.0, "cohort": 13, "estimate": 0.23873960806897326 }, { "event_time": 1.0, "cohort": 13, "estimate": 0.2855020799827984 }, { "event_time": 2.0, "cohort": 13, "estimate": 0.2767762251401007 }, { "event_time": 3.0, "cohort": 13, "estimate": 0.3751005917345695 }, { "event_time": 4.0, "cohort": 13, "estimate": 0.18494626516285745 }, { "event_time": 5.0, "cohort": 13, "estimate": 0.23083501339088217 }, { "event_time": 6.0, "cohort": 13, "estimate": 0.12609793884638396 }, { "event_time": 7.0, "cohort": 13, "estimate": 0.20892322186975656 }, { "event_time": 8.0, "cohort": 13, "estimate": 0.20017897100400425 }, { "event_time": 9.0, "cohort": 13, "estimate": 0.16804007661519793 }, { "event_time": -13.0, "cohort": 14, "estimate": 0.9497005188930279 }, { "event_time": -12.0, "cohort": 14, "estimate": 0.8761613631462926 }, { "event_time": -11.0, "cohort": 14, "estimate": 0.2867704268115019 }, { "event_time": -10.0, "cohort": 14, "estimate": 0.264354670241404 }, { "event_time": -9.0, "cohort": 14, "estimate": 0.3955607268755201 }, { "event_time": -8.0, "cohort": 14, "estimate": 0.19231931897843677 }, { "event_time": -7.0, "cohort": 14, "estimate": 0.09076994003333044 }, { "event_time": -6.0, "cohort": 14, "estimate": 0.10451617692894324 }, { "event_time": -5.0, "cohort": 14, "estimate": 0.13041963236796644 }, { "event_time": -4.0, "cohort": 14, "estimate": 0.621816746989678 }, { "event_time": -3.0, "cohort": 14, "estimate": -0.1211204925180216 }, { "event_time": -2.0, "cohort": 14, "estimate": -0.5791265287289097 }, { "event_time": 0.0, "cohort": 14, "estimate": 0.3493564013475133 }, { "event_time": 1.0, "cohort": 14, "estimate": 0.3696910959989394 }, { "event_time": 2.0, "cohort": 14, "estimate": 0.3675933865814579 }, { "event_time": 3.0, "cohort": 14, "estimate": 0.24459763398870604 }, { "event_time": 4.0, "cohort": 14, "estimate": 0.14806689640866869 }, { "event_time": 5.0, "cohort": 14, "estimate": -0.2362225280748482 }, { "event_time": 6.0, "cohort": 14, "estimate": -0.012717112423048883 }, { "event_time": 7.0, "cohort": 14, "estimate": 0.005260984654665058 }, { "event_time": 8.0, "cohort": 14, "estimate": 0.18229010267258422 }, { "event_time": -14.0, "cohort": 15, "estimate": 0.35006667198404756 }, { "event_time": -13.0, "cohort": 15, "estimate": 0.9938685210312871 }, { "event_time": -12.0, "cohort": 15, "estimate": 1.559270881479632 }, { "event_time": -11.0, "cohort": 15, "estimate": 0.28191770158157997 }, { "event_time": -10.0, "cohort": 15, "estimate": 0.267609248503627 }, { "event_time": -9.0, "cohort": 15, "estimate": 0.09798844977238885 }, { "event_time": -8.0, "cohort": 15, "estimate": 0.08009281096925103 }, { "event_time": -7.0, "cohort": 15, "estimate": 0.036813407131469494 }, { "event_time": -6.0, "cohort": 15, "estimate": 0.09407559189494145 }, { "event_time": -5.0, "cohort": 15, "estimate": 0.04384462680204168 }, { "event_time": -4.0, "cohort": 15, "estimate": 0.5356962792095858 }, { "event_time": -3.0, "cohort": 15, "estimate": -0.1867636012312181 }, { "event_time": -2.0, "cohort": 15, "estimate": -0.5356156891390265 }, { "event_time": 0.0, "cohort": 15, "estimate": 0.12076621838630305 }, { "event_time": 1.0, "cohort": 15, "estimate": 0.13615130771835648 }, { "event_time": 2.0, "cohort": 15, "estimate": 0.19688827694635655 }, { "event_time": 3.0, "cohort": 15, "estimate": 0.3657428166349012 }, { "event_time": 4.0, "cohort": 15, "estimate": -0.1278377181574284 }, { "event_time": 5.0, "cohort": 15, "estimate": -0.23064895652722586 }, { "event_time": 6.0, "cohort": 15, "estimate": 0.15354238360984848 }, { "event_time": 7.0, "cohort": 15, "estimate": 0.45285833767784706 }, { "event_time": -15.0, "cohort": 16, "estimate": -0.2036226667157634 }, { "event_time": -14.0, "cohort": 16, "estimate": 0.3222863540489961 }, { "event_time": -13.0, "cohort": 16, "estimate": 0.6705149403729184 }, { "event_time": -12.0, "cohort": 16, "estimate": 0.5158907923507894 }, { "event_time": -11.0, "cohort": 16, "estimate": 0.2654943730484691 }, { "event_time": -10.0, "cohort": 16, "estimate": 0.18647604995449854 }, { "event_time": -9.0, "cohort": 16, "estimate": 0.09344235746405558 }, { "event_time": -8.0, "cohort": 16, "estimate": 0.18933128834013846 }, { "event_time": -7.0, "cohort": 16, "estimate": 0.035074176705384374 }, { "event_time": -6.0, "cohort": 16, "estimate": 0.04974469767101386 }, { "event_time": -5.0, "cohort": 16, "estimate": -8.439910316421217e-05 }, { "event_time": -4.0, "cohort": 16, "estimate": 0.4722354040680449 }, { "event_time": -3.0, "cohort": 16, "estimate": -0.11302233998648879 }, { "event_time": -2.0, "cohort": 16, "estimate": -0.5131048779750359 }, { "event_time": 0.0, "cohort": 16, "estimate": 0.15641725128160364 }, { "event_time": 1.0, "cohort": 16, "estimate": 0.2204212979742618 }, { "event_time": 2.0, "cohort": 16, "estimate": 0.30709337951489557 }, { "event_time": 3.0, "cohort": 16, "estimate": 0.10345096341655825 }, { "event_time": 4.0, "cohort": 16, "estimate": -0.0733492377279566 }, { "event_time": 5.0, "cohort": 16, "estimate": -0.1323253296508946 }, { "event_time": 6.0, "cohort": 16, "estimate": -0.207338923223238 }, { "event_time": -16.0, "cohort": 17, "estimate": -0.3493282075558247 }, { "event_time": -15.0, "cohort": 17, "estimate": -0.2611340318063543 }, { "event_time": -14.0, "cohort": 17, "estimate": -0.19856092796542757 }, { "event_time": -13.0, "cohort": 17, "estimate": 0.23520449874780036 }, { "event_time": -12.0, "cohort": 17, "estimate": 0.26426766047358763 }, { "event_time": -11.0, "cohort": 17, "estimate": -0.38782890266682646 }, { "event_time": -10.0, "cohort": 17, "estimate": -0.4722393434198669 }, { "event_time": -9.0, "cohort": 17, "estimate": -0.35028627306122745 }, { "event_time": -8.0, "cohort": 17, "estimate": -0.6835472985572923 }, { "event_time": -7.0, "cohort": 17, "estimate": -0.6039761457846755 }, { "event_time": -6.0, "cohort": 17, "estimate": -0.36421338822525334 }, { "event_time": -5.0, "cohort": 17, "estimate": -0.1179230606957779 }, { "event_time": -4.0, "cohort": 17, "estimate": -0.1230014233331898 }, { "event_time": -3.0, "cohort": 17, "estimate": -0.7278161192116084 }, { "event_time": -2.0, "cohort": 17, "estimate": -1.1140717203165553 }, { "event_time": 0.0, "cohort": 17, "estimate": -0.5134034613440736 }, { "event_time": 1.0, "cohort": 17, "estimate": -0.4616179286960368 }, { "event_time": 2.0, "cohort": 17, "estimate": -0.553229932761289 }, { "event_time": 3.0, "cohort": 17, "estimate": -0.5242418905854738 }, { "event_time": 4.0, "cohort": 17, "estimate": -0.8768300461362682 }, { "event_time": 5.0, "cohort": 17, "estimate": -1.0010785239365376 }, { "event_time": -17.0, "cohort": 18, "estimate": 0.4509926640101085 }, { "event_time": -16.0, "cohort": 18, "estimate": 0.27121897047453863 }, { "event_time": -15.0, "cohort": 18, "estimate": -0.33638571516636306 }, { "event_time": -14.0, "cohort": 18, "estimate": 0.034107763090064414 }, { "event_time": -13.0, "cohort": 18, "estimate": 0.07838071420954582 }, { "event_time": -12.0, "cohort": 18, "estimate": 0.9408979908809827 }, { "event_time": -11.0, "cohort": 18, "estimate": 0.5413951115422988 }, { "event_time": -10.0, "cohort": 18, "estimate": 0.23468803371488373 }, { "event_time": -9.0, "cohort": 18, "estimate": 0.3055311428929121 }, { "event_time": -8.0, "cohort": 18, "estimate": 0.4669381613311445 }, { "event_time": -7.0, "cohort": 18, "estimate": 0.34059864179292254 }, { "event_time": -6.0, "cohort": 18, "estimate": -0.006614130950064037 }, { "event_time": -5.0, "cohort": 18, "estimate": -0.04502570905005454 }, { "event_time": -4.0, "cohort": 18, "estimate": 0.5934223746098931 }, { "event_time": -3.0, "cohort": 18, "estimate": -0.02561366201752842 }, { "event_time": -2.0, "cohort": 18, "estimate": -0.5051641649824848 }, { "event_time": 0.0, "cohort": 18, "estimate": 0.13287362283624302 }, { "event_time": 1.0, "cohort": 18, "estimate": -0.03382520387740941 }, { "event_time": 2.0, "cohort": 18, "estimate": 0.01637537822594659 }, { "event_time": 3.0, "cohort": 18, "estimate": 0.1770933366669091 }, { "event_time": 4.0, "cohort": 18, "estimate": -0.3162796859415247 }, { "event_time": -18.0, "cohort": 19, "estimate": 0.04521479854791194 }, { "event_time": -17.0, "cohort": 19, "estimate": 0.6631574770023438 }, { "event_time": -16.0, "cohort": 19, "estimate": 0.04034480876482974 }, { "event_time": -15.0, "cohort": 19, "estimate": 0.18765480920338448 }, { "event_time": -14.0, "cohort": 19, "estimate": 1.46921433212501 }, { "event_time": -13.0, "cohort": 19, "estimate": 0.6419822866048186 }, { "event_time": -12.0, "cohort": 19, "estimate": 0.436068945227184 }, { "event_time": -11.0, "cohort": 19, "estimate": -0.03436440530533717 }, { "event_time": -10.0, "cohort": 19, "estimate": -0.3924257406661006 }, { "event_time": -9.0, "cohort": 19, "estimate": 0.7336758448884233 }, { "event_time": -8.0, "cohort": 19, "estimate": 0.6437998197455729 }, { "event_time": -7.0, "cohort": 19, "estimate": 0.48458097703451086 }, { "event_time": -6.0, "cohort": 19, "estimate": 0.40671812892318554 }, { "event_time": -5.0, "cohort": 19, "estimate": 0.12765534954586108 }, { "event_time": -4.0, "cohort": 19, "estimate": 0.9511332235610537 }, { "event_time": -3.0, "cohort": 19, "estimate": 0.3620438758768505 }, { "event_time": -2.0, "cohort": 19, "estimate": -0.0318426011347886 }, { "event_time": 0.0, "cohort": 19, "estimate": 1.049998036507604 }, { "event_time": 1.0, "cohort": 19, "estimate": 1.0528153417403507 }, { "event_time": 2.0, "cohort": 19, "estimate": 0.7116956743685632 }, { "event_time": 3.0, "cohort": 19, "estimate": -0.020706682557498413 }, { "event_time": -19.0, "cohort": 20, "estimate": 0.11475546411967494 }, { "event_time": -18.0, "cohort": 20, "estimate": -0.06870312820212052 }, { "event_time": -17.0, "cohort": 20, "estimate": 0.3758133690543385 }, { "event_time": -16.0, "cohort": 20, "estimate": 0.3784438047327492 }, { "event_time": -15.0, "cohort": 20, "estimate": -0.3112549169085672 }, { "event_time": -14.0, "cohort": 20, "estimate": 0.10039620962901111 }, { "event_time": -13.0, "cohort": 20, "estimate": 0.19654627519828552 }, { "event_time": -12.0, "cohort": 20, "estimate": 0.48856968874826107 }, { "event_time": -11.0, "cohort": 20, "estimate": -0.16280384983893925 }, { "event_time": -10.0, "cohort": 20, "estimate": 0.09055035119560167 }, { "event_time": -9.0, "cohort": 20, "estimate": -0.05465936610156888 }, { "event_time": -8.0, "cohort": 20, "estimate": -0.0651843720208154 }, { "event_time": -7.0, "cohort": 20, "estimate": -0.481783957804493 }, { "event_time": -6.0, "cohort": 20, "estimate": 0.023107859380869095 }, { "event_time": -5.0, "cohort": 20, "estimate": -0.060258138561675306 }, { "event_time": -4.0, "cohort": 20, "estimate": 0.6903855428687279 }, { "event_time": -3.0, "cohort": 20, "estimate": -0.28737255138097373 }, { "event_time": -2.0, "cohort": 20, "estimate": -0.37255198089010844 }, { "event_time": 0.0, "cohort": 20, "estimate": 0.28990263107533554 }, { "event_time": 1.0, "cohort": 20, "estimate": 0.3841350286676922 }, { "event_time": 2.0, "cohort": 20, "estimate": 0.6469382311165495 }, { "event_time": -20.0, "cohort": 21, "estimate": -0.1576149868859156 }, { "event_time": -19.0, "cohort": 21, "estimate": 0.19780242917976953 }, { "event_time": -18.0, "cohort": 21, "estimate": -0.2795966823081447 }, { "event_time": -17.0, "cohort": 21, "estimate": 0.4415062438884403 }, { "event_time": -16.0, "cohort": 21, "estimate": 0.3403009266462117 }, { "event_time": -15.0, "cohort": 21, "estimate": -0.276424552327929 }, { "event_time": -14.0, "cohort": 21, "estimate": 0.43604850545326035 }, { "event_time": -13.0, "cohort": 21, "estimate": 0.3596525370911806 }, { "event_time": -12.0, "cohort": 21, "estimate": 0.35275960007671153 }, { "event_time": -11.0, "cohort": 21, "estimate": -0.0701022700951168 }, { "event_time": -10.0, "cohort": 21, "estimate": 0.056903400433803014 }, { "event_time": -9.0, "cohort": 21, "estimate": -0.38044405337659015 }, { "event_time": -8.0, "cohort": 21, "estimate": -0.21491124856505964 }, { "event_time": -7.0, "cohort": 21, "estimate": -0.1084624893627679 }, { "event_time": -6.0, "cohort": 21, "estimate": -0.24444021244488376 }, { "event_time": -5.0, "cohort": 21, "estimate": -0.2646481005242547 }, { "event_time": -4.0, "cohort": 21, "estimate": 0.5167330255845257 }, { "event_time": -3.0, "cohort": 21, "estimate": -0.3632543763669419 }, { "event_time": -2.0, "cohort": 21, "estimate": -0.6410342797236752 }, { "event_time": 0.0, "cohort": 21, "estimate": 0.10221371491532276 }, { "event_time": 1.0, "cohort": 21, "estimate": 0.5054241213368978 }, { "event_time": -2.0, "cohort": 22, "estimate": -1.5180921394004623 }, { "event_time": 0.0, "cohort": 22, "estimate": 0.5032516592320633 } ] } } }, "code_sha256": { "replication_engine.py": "35ded31e20eb4abb8626fef7be43e603e832ff031a721cb5cfe8bce81be6ce8c", "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf", "sparse_did2s.py": "80f31c1a9b71ccb8a6113641ff8ef830af32dbdea8af48d60740c31d4b00b63c", "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb", "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555" } }, "alternative_status": [ { "method": "CS-DID", "status": "unsupported", "reason": "csdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "SDID", "status": "unsupported", "reason": "sdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Matrix completion", "status": "unsupported", "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Horizontal ridge", "status": "unsupported", "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (cohort-averaged)", "status": "unsupported", "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (individual)", "status": "unsupported", "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented." } ], "finished": 1791581188.482033, "adapter_sample_audit": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 19814, "source_sd": 0.39579322346900797, "rows": 11536, "units": 575, "clusters": 127, "treated_units": 189, "never_treated_units": 386, "treated_cohorts": 20, "latest_cohort_control_index": null, "unique_unit_period_cells": 11536, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 609, "additional_rows_removed": 8278 } } }, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": 0.033590378582375006, "SE": 0.03798924591060977, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": -0.041589222266514424, "upper": 0.10876997943126443, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": -0.034129483049029005, "SE": 0.04398867224053275, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.12118177223364454, "upper": 0.05292280613558653, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": -0.02498990879730263, "SE": 0.042301968827148755, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.10870426151255398, "upper": 0.05872444391794872, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": 0.009146639060140477, "SE": 0.0344447007040828, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.05901841102760527, "upper": 0.07731168914788622, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (equal event-time)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Equal post-event times", "Event study": "No", "Status": "unsupported", "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "SDID", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Matrix completion", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Horizontal ridge", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (cohort-averaged)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (individual)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" } ] }, { "study_id": 21, "specification_id": "S21-P011", "source_specification_id": "LANDMINES-T2-C7-FULL-DISTRICT-YEAR", "role": "active_comparison", "published_source_location": "", "outcome_label": "", "outcome_variable": "", "treatment_label": "", "unit_fixed_effects": "", "time_fixed_effects": "", "allowed_adjustments": "", "published_weights": "", "published_clustering": "", "panel_structure": "", "design": "", "descriptive_metadata_status": "not_recorded_in_exported_source_metadata", "title": "Landmines and Spatial Development", "status": "ready", "reason": "", "config": "analyses/full-archive/configs/S21-P011.json", "input_bytes": 447939, "specification_type": "scalar", "run_status": "completed", "expanded_status": "unsupported", "expanded_reason": "No enabled adapter supports this specification; per-estimator reasons below.", "regression_result": { "schema": "did-replication-v2", "config": { "outcomes": [ "y" ], "treatments": [ "d" ], "unit": "unit", "time": "time", "cluster": "cluster", "covariates": [], "baseline_by_time": [ "baseline_x", "baseline_y", "baseline_x2", "baseline_y2", "baseline_xy", "baseline_x3", "baseline_y3", "baseline_x2y", "baseline_xy2", "baseline_ln_dist_zbw", "baseline_ln_dist_zam", "baseline_ln_dist_za", "baseline_ln_dist_mwi", "baseline_ln_dist_swz", "baseline_ln_dist_tza", "baseline_elev", "baseline_sachs", "baseline_suit" ], "weight": null, "period_step": 1, "period_values": null, "display_window": [ -10, 10 ], "seed": 20261008, "panelview_max_units": 100, "test_mode": "classical", "test_horizon": null, "post_horizon": null, "post_weighting": "observations", "sample_query": null, "reversal_policy": "drop_post_untreated", "labels": {}, "allow_repeated_cells": true, "time_fe": "archive_time_fe", "unit_fe": null, "frequency_weights": false, "source_sd": null, "require_never_control_periods": false, "latest_cohort_control": true, "slug": "s21-p011", "specification_id": "S21-P011", "source_specification_id": "LANDMINES-T2-C7-FULL-DISTRICT-YEAR", "study_id": 21, "study": "Landmines and Spatial Development", "citation": "Chiovelli et al. (2025), ECMA. https://doi.org/10.3982/ECTA17951", "description": "LANDMINES-T2-C7-FULL-DISTRICT-YEAR", "data": "analyses/full-archive/prepared/S21-P011.parquet", "output_dir": "analyses/full-archive/results/S21-P011" }, "source": { "file": "S21-P011.parquet", "bytes": 447939, "sha256": "5c6bc4188da64dfc8cd66a9578a6d4bdd3dbb39904f124087d4351bc693bee29" }, "versions": { "pyfixest": "0.60.0", "polars": "2.0.0", "duckreg": "0.4.1", "numpy": "2.5.3", "pandas": "3.0.6" }, "specifications": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 22639, "source_sd": 0.3403926373095515, "rows": 13190, "units": 646, "clusters": 117, "treated_units": 171, "never_treated_units": 475, "treated_cohorts": 21, "latest_cohort_control_index": null, "unique_unit_period_cells": 13190, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 512, "additional_rows_removed": 9449 }, "estimates": [ { "method": "Static TWFE", "estimate": -0.004913516709668337, "se": 0.056442938359851945, "pvalue": 0.9307796242521573, "lower": -0.1167058680803867, "upper": 0.10687883466105004 }, { "method": "Dynamic TWFE", "estimate": -0.04961829037148674, "se": 0.05810665275823827, "pvalue": 0.3949106463705788, "lower": -0.16470583774031466, "upper": 0.06546925699734117 }, { "method": "BJS / did2s", "estimate": -0.06199561919993342, "se": 0.06401704203908783, "pvalue": 0.33484764858905575, "lower": -0.18878943726306746, "upper": 0.06479819886320061 }, { "method": "Sun\u2013Abraham", "estimate": -0.06304837327176609, "se": 0.042374550049067206, "pvalue": 0.13949515694380005, "lower": -0.1469765089414527, "upper": 0.020879762397920526 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -22, "estimate": 0.7159966987560099, "se": 0.6156946364901624, "pvalue": 0.24725324918709093, "lower": -0.503464107851003, "upper": 1.935457505363023 }, { "event_time": -21, "estimate": 0.32500390573381666, "se": 0.4779275151115671, "pvalue": 0.4978418889021177, "lower": -0.6215917579868128, "upper": 1.271599569454446 }, { "event_time": -20, "estimate": -0.10224780535710468, "se": 0.2514033865356521, "pvalue": 0.6849717756307712, "lower": -0.6001838898358907, "upper": 0.39568827912168125 }, { "event_time": -19, "estimate": 0.08415758622431004, "se": 0.19364297260999494, "pvalue": 0.6646588734389794, "lower": -0.2993767205205193, "upper": 0.4676918929691393 }, { "event_time": -18, "estimate": 0.08303789417342547, "se": 0.17313146023025228, "pvalue": 0.6323982847311521, "lower": -0.25987077780232404, "upper": 0.4259465661491749 }, { "event_time": -17, "estimate": 0.014883139433936555, "se": 0.12082095758158094, "pvalue": 0.902175027783074, "lower": -0.22441799079414937, "upper": 0.25418426966202246 }, { "event_time": -16, "estimate": 0.08367935130851084, "se": 0.14229614296592613, "pvalue": 0.5576319618720261, "lower": -0.19815608949943858, "upper": 0.36551479211646026 }, { "event_time": -15, "estimate": -0.05562577582579817, "se": 0.12986353988603844, "pvalue": 0.6691977390801537, "lower": -0.31283687969546903, "upper": 0.20158532804387272 }, { "event_time": -14, "estimate": -0.033008821159180156, "se": 0.10336038440608472, "pvalue": 0.7500305188455136, "lower": -0.23772708613803858, "upper": 0.17170944381967826 }, { "event_time": -13, "estimate": 0.06893949560999446, "se": 0.12000964852404547, "pvalue": 0.5667759369924162, "lower": -0.1687547348027061, "upper": 0.306633726022695 }, { "event_time": -12, "estimate": -0.10996061067617709, "se": 0.10838551531509633, "pvalue": 0.31244023904089585, "lower": -0.3246317805991848, "upper": 0.1047105592468306 }, { "event_time": -11, "estimate": -0.04377678890166035, "se": 0.09762623030548576, "pvalue": 0.6546922323156669, "lower": -0.23713783916676504, "upper": 0.14958426136344435 }, { "event_time": -10, "estimate": -0.04829877146587355, "se": 0.08590741491528758, "pvalue": 0.5750517088656475, "lower": -0.218449231251134, "upper": 0.12185168831938689 }, { "event_time": -9, "estimate": -0.05837334929970675, "se": 0.07339501907286992, "pvalue": 0.4280452633792163, "lower": -0.20374143252641377, "upper": 0.08699473392700027 }, { "event_time": -8, "estimate": -0.08436610753913237, "se": 0.06883011594786825, "pvalue": 0.2227886034970874, "lower": -0.22069282493775433, "upper": 0.05196060985948958 }, { "event_time": -7, "estimate": -0.05410906533577839, "se": 0.09162917549825084, "pvalue": 0.5559893189502783, "lower": -0.23559219291150132, "upper": 0.12737406223994455 }, { "event_time": -6, "estimate": -0.05121520574321516, "se": 0.08379885389138603, "pvalue": 0.5422839491801049, "lower": -0.2171893947367644, "upper": 0.11475898325033407 }, { "event_time": -5, "estimate": -0.03626868110828259, "se": 0.08129135449083232, "pvalue": 0.6563157707196473, "lower": -0.1972764515879446, "upper": 0.12473908937137941 }, { "event_time": -4, "estimate": -0.07360957149136974, "se": 0.06991630786947024, "pvalue": 0.29460977897091645, "lower": -0.2120876288535776, "upper": 0.06486848587083813 }, { "event_time": -3, "estimate": -0.08645904528206734, "se": 0.06254792882983234, "pvalue": 0.16954005963853067, "lower": -0.21034309952239383, "upper": 0.03742500895825915 }, { "event_time": -2, "estimate": -0.04106517361614314, "se": 0.046722549834776236, "pvalue": 0.381264094934295, "lower": -0.13360507072009162, "upper": 0.05147472348780533 }, { "event_time": 0, "estimate": -0.08951238661409529, "se": 0.0593487166334837, "pvalue": 0.13421071396806927, "lower": -0.2070599979909494, "upper": 0.028035224762758826 }, { "event_time": 1, "estimate": -0.05819773739182461, "se": 0.06201224174638184, "pvalue": 0.34994373192972034, "lower": -0.18102079586548755, "upper": 0.06462532108183835 }, { "event_time": 2, "estimate": -0.059128652155954566, "se": 0.06160074107280894, "pvalue": 0.33911752150215796, "lower": -0.1811366816955096, "upper": 0.06287937738360047 }, { "event_time": 3, "estimate": -0.10287745839503813, "se": 0.07450794774824579, "pvalue": 0.1700078904187346, "lower": -0.25044983709507695, "upper": 0.04469492030500068 }, { "event_time": 4, "estimate": -0.04116977063420091, "se": 0.060552902120597496, "pvalue": 0.4979239313815705, "lower": -0.16110242309861647, "upper": 0.07876288183021465 }, { "event_time": 5, "estimate": -0.010942972916814179, "se": 0.06450017271338733, "pvalue": 0.865574594852421, "lower": -0.13869369215605137, "upper": 0.11680774632242302 }, { "event_time": 6, "estimate": -0.04486185741216237, "se": 0.05961650817764, "pvalue": 0.4532703829373031, "lower": -0.1629398636846111, "upper": 0.07321614886028638 }, { "event_time": 7, "estimate": -0.09033300087492849, "se": 0.07757186630899969, "pvalue": 0.24660785114840444, "lower": -0.2439738563458135, "upper": 0.06330785459595653 }, { "event_time": 8, "estimate": -0.11438770235118961, "se": 0.08517764544801001, "pvalue": 0.18191607831561524, "lower": -0.2830927617537594, "upper": 0.05431735705138016 }, { "event_time": 9, "estimate": 0.0017501214353967144, "se": 0.08979817870363778, "pvalue": 0.9844840983089954, "lower": -0.17610648627849634, "upper": 0.17960672914928977 }, { "event_time": 10, "estimate": -0.04767879962006169, "se": 0.08599290679769447, "pvalue": 0.5803380635467104, "lower": -0.21799858685061638, "upper": 0.122640987610493 }, { "event_time": 11, "estimate": -0.03936993770849931, "se": 0.09958721611584712, "pvalue": 0.6933245107631075, "lower": -0.23661496746005903, "upper": 0.1578750920430604 }, { "event_time": 12, "estimate": 0.004954159804974857, "se": 0.10649219399805136, "pvalue": 0.9629747200282371, "lower": -0.2059670486864835, "upper": 0.2158753682964332 }, { "event_time": 13, "estimate": 0.08377967009560496, "se": 0.12381952198691604, "pvalue": 0.4999894405846849, "lower": -0.16146049476373592, "upper": 0.32901983495494586 }, { "event_time": 14, "estimate": -0.09013517649008662, "se": 0.12045471090539814, "pvalue": 0.45579912005580286, "lower": -0.3287109090280107, "upper": 0.14844055604783743 }, { "event_time": 15, "estimate": -0.03602117553686306, "se": 0.14200334165346523, "pvalue": 0.8002039822540183, "lower": -0.3172766864517983, "upper": 0.24523433537807215 }, { "event_time": 16, "estimate": -0.017961083042360784, "se": 0.15932565813649857, "pvalue": 0.9104379726421672, "lower": -0.3335256244064175, "upper": 0.29760345832169594 }, { "event_time": 17, "estimate": 0.04215039480719413, "se": 0.234035867807996, "pvalue": 0.8573865193173004, "lower": -0.42138713048140103, "upper": 0.5056879200957893 }, { "event_time": 18, "estimate": 0.008283112655660028, "se": 0.18191103015890997, "pvalue": 0.9637600755407103, "lower": -0.35201460381119676, "upper": 0.3685808291225168 }, { "event_time": 19, "estimate": -0.07727233980344177, "se": 0.10638661501223916, "pvalue": 0.4690963988291682, "lower": -0.2879844358102872, "upper": 0.13343975620340365 }, { "event_time": 20, "estimate": -0.09280802132043062, "se": 0.1575886437889444, "pvalue": 0.5570561458021038, "lower": -0.404932186901077, "upper": 0.2193161442602158 }, { "event_time": 21, "estimate": -0.41770589163373917, "se": 0.26220629316045013, "pvalue": 0.11387187466848062, "lower": -0.9370384938757377, "upper": 0.10162671060825934 }, { "event_time": 22, "estimate": -0.2556198701254867, "se": 0.18473070085814336, "pvalue": 0.16909395963931653, "lower": -0.6215022996976172, "upper": 0.11026255944664376 }, { "event_time": 23, "estimate": -0.29174552990627445, "se": 0.18707222698439738, "pvalue": 0.12159415275793735, "lower": -0.662265647009501, "upper": 0.07877458719695202 } ], "BJS / did2s": [ { "event_time": -22, "estimate": 0.40575783163400614, "se": 0.3484972816648711, "pvalue": 0.24668863100618837, "lower": -0.284484946217747, "upper": 1.0960006094857593 }, { "event_time": -21, "estimate": 0.1431493476483249, "se": 0.21689560981252234, "pvalue": 0.5105673593610327, "lower": -0.2864397369655778, "upper": 0.5727384322622275 }, { "event_time": -20, "estimate": -0.13468175761095236, "se": 0.11970019501145701, "pvalue": 0.2628443277790202, "lower": -0.37176307635006794, "upper": 0.10239956112816323 }, { "event_time": -19, "estimate": 0.03885710554707953, "se": 0.07952743889919378, "pvalue": 0.6260473559558332, "lower": -0.11865700784564018, "upper": 0.19637121893979922 }, { "event_time": -18, "estimate": 0.03486993816748086, "se": 0.0621287575199662, "pvalue": 0.57570787157362, "lower": -0.08818389447703992, "upper": 0.15792377081200162 }, { "event_time": -17, "estimate": 0.004501349172212371, "se": 0.04117457728878565, "pvalue": 0.9131347988865555, "lower": -0.07705008924621798, "upper": 0.08605278759064272 }, { "event_time": -16, "estimate": 0.07340023448607239, "se": 0.03085446199675, "pvalue": 0.018996216820177186, "lower": 0.012289084763423525, "upper": 0.13451138420872125 }, { "event_time": -15, "estimate": -0.013188430617376803, "se": 0.035015622469446506, "pvalue": 0.7071261156619488, "lower": -0.08254128297265331, "upper": 0.056164421737899706 }, { "event_time": -14, "estimate": -0.001926851596594673, "se": 0.025200051096086952, "pvalue": 0.9391830993399887, "lower": -0.051838728060802176, "upper": 0.04798502486761284 }, { "event_time": -13, "estimate": 0.06376205458246531, "se": 0.03728859563438601, "pvalue": 0.08994657024060657, "lower": -0.010092707526182118, "upper": 0.13761681669111275 }, { "event_time": -12, "estimate": -0.03994348929594585, "se": 0.03716228669155005, "pvalue": 0.28467726053824005, "lower": -0.11354808062806926, "upper": 0.03366110203617756 }, { "event_time": -11, "estimate": -0.0026271566186160697, "se": 0.02842890183359902, "pvalue": 0.926530534612231, "lower": -0.05893417881159918, "upper": 0.05367986557436705 }, { "event_time": -10, "estimate": 0.0027640684818226275, "se": 0.025629136571433606, "pvalue": 0.9143020477945056, "lower": -0.04799766583213398, "upper": 0.05352580279577923 }, { "event_time": -9, "estimate": -0.004786503003839311, "se": 0.021390874103030325, "pvalue": 0.8233347198787545, "lower": -0.04715382446762993, "upper": 0.037580818459951315 }, { "event_time": -8, "estimate": -0.030593698432214052, "se": 0.016578925819696597, "pvalue": 0.06753896961195191, "lower": -0.06343035000354551, "upper": 0.002242953139117404 }, { "event_time": -7, "estimate": -0.004062860038660764, "se": 0.025981578249156867, "pvalue": 0.8760095476999407, "lower": -0.055522649503866366, "upper": 0.04739692942654484 }, { "event_time": -6, "estimate": -0.0007832213928175824, "se": 0.01890559107574743, "pvalue": 0.9670258893970013, "lower": -0.038228126669301456, "upper": 0.036661683883666286 }, { "event_time": -5, "estimate": 0.015585240471788404, "se": 0.02103902920155936, "pvalue": 0.4603252114133075, "lower": -0.02608520783131617, "upper": 0.05725568877489298 }, { "event_time": -4, "estimate": -0.014821315882490497, "se": 0.0228111863358602, "pvalue": 0.5171454528789776, "lower": -0.060001744686234704, "upper": 0.030359112921253706 }, { "event_time": -3, "estimate": -0.022099305198921084, "se": 0.020042225100349982, "pvalue": 0.27246707746641136, "lower": -0.0617954573798125, "upper": 0.017596846981970334 }, { "event_time": -2, "estimate": 0.0020442885291241035, "se": 0.03319046059715161, "pvalue": 0.9509932256169894, "lower": -0.06369360076318824, "upper": 0.06778217782143643 }, { "event_time": -1, "estimate": 0.028608197564267045, "se": 0.0381235190762866, "pvalue": 0.4545283791756576, "lower": -0.046900235623471336, "upper": 0.10411663075200542 }, { "event_time": 0, "estimate": -0.08259499092674848, "se": 0.05912699172401681, "pvalue": 0.16510780466070418, "lower": -0.19970344818251956, "upper": 0.03451346632902262 }, { "event_time": 1, "estimate": -0.03597302059960637, "se": 0.07598337991409186, "pvalue": 0.6367942219424028, "lower": -0.18646767861218444, "upper": 0.11452163741297168 }, { "event_time": 2, "estimate": -0.07444535158077975, "se": 0.06518970555017027, "pvalue": 0.25581404396392565, "lower": -0.20356177748609863, "upper": 0.05467107432453913 }, { "event_time": 3, "estimate": -0.11480213846227232, "se": 0.08700548529486847, "pvalue": 0.18960653883183848, "lower": -0.28712746499386077, "upper": 0.05752318806931615 }, { "event_time": 4, "estimate": -0.046561257767293494, "se": 0.0694588449421159, "pvalue": 0.5039714708871554, "lower": -0.18413325216042228, "upper": 0.09101073662583528 }, { "event_time": 5, "estimate": -0.01745631534023386, "se": 0.06573181670993335, "pvalue": 0.7910427611072892, "lower": -0.14764646070480275, "upper": 0.11273383002433503 }, { "event_time": 6, "estimate": -0.04476514468266323, "se": 0.06875607478975654, "pvalue": 0.5162877757051523, "lower": -0.18094521423827695, "upper": 0.09141492487295047 }, { "event_time": 7, "estimate": -0.11029965958021634, "se": 0.10195413138397086, "pvalue": 0.2815605280909804, "lower": -0.31223266325743937, "upper": 0.09163334409700669 }, { "event_time": 8, "estimate": -0.15480610129766828, "se": 0.11589049013711764, "pvalue": 0.18423072312026503, "lower": -0.3843418195009721, "upper": 0.07472961690563559 }, { "event_time": 9, "estimate": -0.0416866307544263, "se": 0.12006445130016971, "pvalue": 0.7290686136331594, "lower": -0.27948940497052555, "upper": 0.19611614346167291 }, { "event_time": 10, "estimate": -0.05222160279053286, "se": 0.09822586240077492, "pvalue": 0.595986338852024, "lower": -0.2467702999754763, "upper": 0.14232709439441057 }, { "event_time": 11, "estimate": -0.0673958704488632, "se": 0.12368218658750536, "pvalue": 0.5868603624219179, "lower": -0.31236402524507323, "upper": 0.17757228434734681 }, { "event_time": 12, "estimate": -0.030679933930508822, "se": 0.13043848400860822, "pvalue": 0.814463446544304, "lower": -0.28902978707930244, "upper": 0.22766991921828478 }, { "event_time": 13, "estimate": 0.06542310052353209, "se": 0.13961444843854934, "pvalue": 0.6402361516003744, "lower": -0.2111009063728426, "upper": 0.34194710741990675 }, { "event_time": 14, "estimate": -0.04865845112474425, "se": 0.14297573341736905, "pvalue": 0.7342260802556684, "lower": -0.3318399064518444, "upper": 0.2345230042023559 }, { "event_time": 15, "estimate": -0.004503928509064879, "se": 0.18101694017285266, "pvalue": 0.9801924314410864, "lower": -0.3630307871009983, "upper": 0.3540229300828685 }, { "event_time": 16, "estimate": -0.014219827757523458, "se": 0.1980838973379688, "pvalue": 0.9428951277300168, "lower": -0.40654994549354134, "upper": 0.37811028997849444 }, { "event_time": 17, "estimate": 0.003333934396728296, "se": 0.2780715807274602, "pvalue": 0.9904546019546285, "lower": -0.5474218689369813, "upper": 0.5540897377304378 }, { "event_time": 18, "estimate": 0.07053628496160554, "se": 0.22265527077174552, "pvalue": 0.7519678677395076, "lower": -0.37046053391348305, "upper": 0.5115331038366941 }, { "event_time": 19, "estimate": -0.09108718088558379, "se": 0.16202972958157433, "pvalue": 0.5750893988480797, "lower": -0.4120074764662647, "upper": 0.22983311469509712 }, { "event_time": 20, "estimate": -0.12966931543185178, "se": 0.26667100344261563, "pvalue": 0.6277058452173534, "lower": -0.6578448389521537, "upper": 0.39850620808845016 }, { "event_time": 21, "estimate": -0.773231614371218, "se": 0.35986924582020896, "pvalue": 0.03374122127564352, "lower": -1.485998000128066, "upper": -0.06046522861436998 }, { "event_time": 22, "estimate": -0.5463737736962192, "se": 0.38020875929845693, "pvalue": 0.153399524313509, "lower": -1.2994251287254523, "upper": 0.20667758133301384 }, { "event_time": 23, "estimate": -0.5274628165036013, "se": 0.40300950479050096, "pvalue": 0.19318575268217292, "lower": -1.3256739209298285, "upper": 0.27074828792262606 } ], "Sun\u2013Abraham": [ { "event_time": -22, "estimate": 1.3431384828344246, "se": 1.0062372125487455, "pvalue": 0.18455150166002132, "lower": -0.6498411049815747, "upper": 3.336118070650424 }, { "event_time": -21, "estimate": 0.44455034455049347, "se": 0.8789153400153586, "pvalue": 0.6139608941344068, "lower": -1.296252231844098, "upper": 2.185352920945085 }, { "event_time": -20, "estimate": 0.05517023940125796, "se": 0.4664186646028343, "pvalue": 0.906046581992878, "lower": -0.8686306957433607, "upper": 0.9789711745458767 }, { "event_time": -19, "estimate": 0.10761718535152257, "se": 0.3154835319860702, "pvalue": 0.7336316616075051, "lower": -0.5172377014477221, "upper": 0.7324720721507672 }, { "event_time": -18, "estimate": 0.10829500051708003, "se": 0.2992945826673682, "pvalue": 0.7181342518387231, "lower": -0.48449563230905107, "upper": 0.7010856333432112 }, { "event_time": -17, "estimate": -0.03674848184295554, "se": 0.229680841300182, "pvalue": 0.8731609019195021, "lower": -0.4916603283887756, "upper": 0.4181633647028645 }, { "event_time": -16, "estimate": 0.056864587169186104, "se": 0.24881071763753707, "pvalue": 0.8196245481214081, "lower": -0.43593638987422634, "upper": 0.5496655642125985 }, { "event_time": -15, "estimate": -0.047313991827490964, "se": 0.20402913471847128, "pvalue": 0.8170256725022729, "lower": -0.4514194013101238, "upper": 0.3567914176551419 }, { "event_time": -14, "estimate": -0.0228591913867587, "se": 0.1555591102778914, "pvalue": 0.8834276933672683, "lower": -0.33096361012255143, "upper": 0.28524522734903407 }, { "event_time": -13, "estimate": 0.07831890513236454, "se": 0.15859874941374127, "pvalue": 0.6223685137600181, "lower": -0.23580590191398476, "upper": 0.3924437121787139 }, { "event_time": -12, "estimate": -0.15352928868388463, "se": 0.11243219657332895, "pvalue": 0.17472932374078204, "lower": -0.37621542073061176, "upper": 0.06915684336284247 }, { "event_time": -11, "estimate": -0.09117010271649738, "se": 0.09723092375088134, "pvalue": 0.35036442178799987, "lower": -0.28374819854061006, "upper": 0.1014079931076153 }, { "event_time": -10, "estimate": -0.10077788453170214, "se": 0.08695890568817037, "pvalue": 0.24887145597793744, "lower": -0.27301095428308003, "upper": 0.07145518521967575 }, { "event_time": -9, "estimate": -0.07576344184238704, "se": 0.08021735903887586, "pvalue": 0.34688908697727294, "lower": -0.23464402900338127, "upper": 0.0831171453186072 }, { "event_time": -8, "estimate": -0.09604964739259221, "se": 0.07328579507349599, "pvalue": 0.19257596791854112, "lower": -0.24120139872604662, "upper": 0.049102103940862216 }, { "event_time": -7, "estimate": -0.06973722324326559, "se": 0.08493789048214465, "pvalue": 0.41330885530394385, "lower": -0.2379674177262237, "upper": 0.09849297123969253 }, { "event_time": -6, "estimate": -0.05316410141439147, "se": 0.07536231430050631, "pvalue": 0.48194646287863235, "lower": -0.20242866072346877, "upper": 0.09610045789468584 }, { "event_time": -5, "estimate": -0.05579112089755758, "se": 0.07077306418312142, "pvalue": 0.43212337408685586, "lower": -0.19596609209235394, "upper": 0.08438385029723877 }, { "event_time": -4, "estimate": -0.09505917121041996, "se": 0.06134249022274518, "pvalue": 0.12395043329792564, "lower": -0.21655570240118155, "upper": 0.026437359980341635 }, { "event_time": -3, "estimate": -0.08400278690234414, "se": 0.05247544380681942, "pvalue": 0.11214077971208394, "lower": -0.18793701539671148, "upper": 0.019931441592023216 }, { "event_time": -2, "estimate": -0.0343148650079762, "se": 0.040572485969633885, "pvalue": 0.3994240534210875, "lower": -0.11467378570383967, "upper": 0.04604405568788726 }, { "event_time": 0, "estimate": -0.09912878342780115, "se": 0.055877941672811626, "pvalue": 0.07868296996047623, "lower": -0.2098020876688642, "upper": 0.011544520813261919 }, { "event_time": 1, "estimate": -0.07087932714385001, "se": 0.05495576096439854, "pvalue": 0.19970209878061837, "lower": -0.17972613629486398, "upper": 0.03796748200716396 }, { "event_time": 2, "estimate": -0.06962680089915156, "se": 0.05737241748708292, "pvalue": 0.22736818407064305, "lower": -0.18326010279800659, "upper": 0.04400650099970346 }, { "event_time": 3, "estimate": -0.1150180415173592, "se": 0.06933471621021071, "pvalue": 0.09984129107514958, "lower": -0.2523441833164243, "upper": 0.022308100281705906 }, { "event_time": 4, "estimate": -0.060769613311743284, "se": 0.051385445124840425, "pvalue": 0.239376891894146, "lower": -0.1625449620739369, "upper": 0.04100573545045033 }, { "event_time": 5, "estimate": -0.0183123761170665, "se": 0.05387542897630298, "pvalue": 0.734544875771937, "lower": -0.12501945164117007, "upper": 0.08839469940703708 }, { "event_time": 6, "estimate": -0.07951131731353146, "se": 0.048085056914832607, "pvalue": 0.10092163512448375, "lower": -0.1747498313687742, "upper": 0.01572719674171126 }, { "event_time": 7, "estimate": -0.0937169654264851, "se": 0.06519440929868746, "pvalue": 0.15326804653062653, "lower": -0.22284270769842612, "upper": 0.035408776845455944 }, { "event_time": 8, "estimate": -0.14123178225735272, "se": 0.07539547086736714, "pvalue": 0.06355597197408185, "lower": -0.29056201232490686, "upper": 0.008098447810201415 }, { "event_time": 9, "estimate": -0.02069382528564897, "se": 0.07733379717713926, "pvalue": 0.7894893920077886, "lower": -0.17386315484358836, "upper": 0.1324755042722904 }, { "event_time": 10, "estimate": -0.05039142635300445, "se": 0.07332957806271052, "pvalue": 0.4933339747004436, "lower": -0.19562989541336256, "upper": 0.09484704270735367 }, { "event_time": 11, "estimate": -0.055254910868011556, "se": 0.08748895461574807, "pvalue": 0.5289141669165376, "lower": -0.2285378093079254, "upper": 0.11802798757190229 }, { "event_time": 12, "estimate": -0.01395927153182315, "se": 0.09462054432785748, "pvalue": 0.8829706346160855, "lower": -0.20136718199441062, "upper": 0.1734486389307643 }, { "event_time": 13, "estimate": 0.05604816200890321, "se": 0.1139372360094487, "pvalue": 0.6237045523398782, "lower": -0.16961889027972904, "upper": 0.28171521429753543 }, { "event_time": 14, "estimate": -0.06091066255318211, "se": 0.08074398718960538, "pvalue": 0.4521571055720989, "lower": -0.22083430312313818, "upper": 0.09901297801677394 }, { "event_time": 15, "estimate": 0.003775380647734111, "se": 0.11019200263039736, "pvalue": 0.9727272413223953, "lower": -0.21447376502507132, "upper": 0.22202452632053954 }, { "event_time": 16, "estimate": 0.03324926252477067, "se": 0.13049841309316385, "pvalue": 0.7993389841632775, "lower": -0.2252192877271974, "upper": 0.29171781277673875 }, { "event_time": 17, "estimate": -0.0010905350732823699, "se": 0.18926867562625121, "pvalue": 0.9954126427360956, "lower": -0.3759609954696305, "upper": 0.37377992532306575 }, { "event_time": 18, "estimate": -0.02018520960019176, "se": 0.14700737509087164, "pvalue": 0.8910258148561859, "lower": -0.31135183925842885, "upper": 0.2709814200580453 }, { "event_time": 19, "estimate": -0.1287537862145644, "se": 0.09126079636996105, "pvalue": 0.16096993904446366, "lower": -0.3095072925100334, "upper": 0.05199972008090456 }, { "event_time": 20, "estimate": -0.15621890809212644, "se": 0.11606795671123009, "pvalue": 0.18095089422974947, "lower": -0.38610612120668475, "upper": 0.0736683050224319 }, { "event_time": 21, "estimate": -0.3874925188790508, "se": 0.23480371974569564, "pvalue": 0.10159028034747924, "lower": -0.8525508716814925, "upper": 0.07756583392339084 }, { "event_time": 22, "estimate": -0.24268044693455093, "se": 0.1942607591157343, "pvalue": 0.21408822671857705, "lower": -0.6274383576966159, "upper": 0.14207746382751407 }, { "event_time": 23, "estimate": -0.2812350795373243, "se": 0.2087699398368762, "pvalue": 0.18057202836471073, "lower": -0.694730250910061, "upper": 0.13226009183541249 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.0, 16.0, 17.0, 18.0, 19.0, 20.0, 21.0, 22.0, 23.0 ], "weights": [ 0.07741059302851969, 0.07695789950203712, 0.07695789950203712, 0.07605251244907198, 0.07469443186962427, 0.07288365776369397, 0.06790402897238569, 0.06111362607514713, 0.06020823902218198, 0.058850158442734266, 0.057039384336803986, 0.05296514259846084, 0.04843820733363513, 0.04481665912177456, 0.019918515165233137, 0.015844273426889995, 0.015391579900407425, 0.011770031688546853, 0.010864644635581712, 0.006337709370755998, 0.005432322317790856, 0.0036215482118605704, 0.0022634676324128564, 0.0022634676324128564 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 2.637788744236369e-07, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 4.539251019491486e-09 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 0.9587473690971191, "df_num": 242, "df_den": 9148, "pvalue": 0.6646258531167744, "log10_pvalue": -0.1774227692150308, "inference": "Homoskedastic nested-model F", "observations": 13190, "design_columns": 967, "restricted_design_columns": 725, "fixed_effect_rank": 3075, "covariance_rank": 242, "rss_unrestricted": 2568.0710319659247, "rss_restricted": 2633.2039337612405, "test_horizon": null, "reference_cohort": 3, "pyfixest": "0.27.0", "formulaic": "1.0.2", "design_head": { "index": [ 0, 1, 2, 3, 4 ], "columns": [ "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-21.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-20.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-19.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]" ], "data": [ [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_4,ref=-1.0)+i(rel_time,cohort_dummy_5,ref=-1.0)+i(rel_time,cohort_dummy_6,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_21,ref=-1.0)+i(rel_time,cohort_dummy_22,ref=-1.0)+i(rel_time,cohort_dummy_23,ref=-1.0)+x0+x1+x2+x3+x4+x5+x6+x7+x8+x9+x10+x11+x12+x13+x14+x15+x16+x17+x18+x19+x20+x21+x22+x23+x24+x25+x26+x27+x28+x29+x30+x31+x32+x33+x34+x35+x36+x37+x38+x39+x40+x41+x42+x43+x44+x45+x46+x47+x48+x49+x50+x51+x52+x53+x54+x55+x56+x57+x58+x59+x60+x61+x62+x63+x64+x65+x66+x67+x68+x69+x70+x71+x72+x73+x74+x75+x76+x77+x78+x79+x80+x81+x82+x83+x84+x85+x86+x87+x88+x89+x90+x91+x92+x93+x94+x95+x96+x97+x98+x99+x100+x101+x102+x103+x104+x105+x106+x107+x108+x109+x110+x111+x112+x113+x114+x115+x116+x117+x118+x119+x120+x121+x122+x123+x124+x125+x126+x127+x128+x129+x130+x131+x132+x133+x134+x135+x136+x137+x138+x139+x140+x141+x142+x143+x144+x145+x146+x147+x148+x149+x150+x151+x152+x153+x154+x155+x156+x157+x158+x159+x160+x161+x162+x163+x164+x165+x166+x167+x168+x169+x170+x171+x172+x173+x174+x175+x176+x177+x178+x179+x180+x181+x182+x183+x184+x185+x186+x187+x188+x189+x190+x191+x192+x193+x194+x195+x196+x197+x198+x199+x200+x201+x202+x203+x204+x205+x206+x207+x208+x209+x210+x211+x212+x213+x214+x215+x216+x217+x218+x219+x220+x221+x222+x223+x224+x225+x226+x227+x228+x229+x230+x231+x232+x233+x234+x235+x236+x237+x238+x239+x240+x241+x242+x243+x244+x245+x246+x247+x248+x249+x250+x251+x252+x253+x254+x255+x256+x257+x258+x259+x260+x261+x262+x263+x264+x265+x266+x267+x268+x269+x270+x271+x272+x273+x274+x275+x276+x277+x278+x279+x280+x281+x282+x283+x284+x285+x286+x287+x288+x289+x290+x291+x292+x293+x294+x295+x296+x297+x298+x299+x300+x301+x302+x303+x304+x305+x306+x307+x308+x309+x310+x311+x312+x313+x314+x315+x316+x317+x318+x319+x320+x321+x322+x323+x324+x325+x326+x327+x328+x329+x330+x331+x332+x333+x334+x335+x336+x337+x338+x339+x340+x341+x342+x343+x344+x345+x346+x347+x348+x349+x350+x351+x352+x353+x354+x355+x356+x357+x358+x359+x360+x361+x362+x363+x364+x365+x366+x367+x368+x369+x370+x371+x372+x373+x374+x375+x376+x377+x378+x379+x380+x381+x382+x383+x384+x385+x386+x387+x388+x389+x390+x391+x392+x393+x394+x395+x396+x397+x398+x399+x400+x401+x402+x403+x404+x405+x406+x407+x408+x409+x410+x411+x412+x413+x414+x415+x416+x417+x418+x419+x420+x421+x422+x423+x424+x425+x426+x427+x428+x429+x430+x431+x432+x433+x434+x435+x436+x437+x438+x439+x440+x441+x442+x443+x444+x445+x446+x447+x448+x449|unit_fe+time_fe", "restriction_names": [ "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_4", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.20.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.21.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.20.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.19.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_10", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_11", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_12", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_13", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_14", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_15", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_16", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_18", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_21", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_22", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_23", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_23", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_23" ], "deviations": [ { "event_time": -3.0, "cohort": 4, "estimate": -0.28538396993545834 }, { "event_time": -2.0, "cohort": 4, "estimate": -0.5768316381088421 }, { "event_time": 0.0, "cohort": 4, "estimate": -0.017180660761793108 }, { "event_time": 1.0, "cohort": 4, "estimate": -0.04211896958222923 }, { "event_time": 2.0, "cohort": 4, "estimate": -0.19539502090650523 }, { "event_time": 3.0, "cohort": 4, "estimate": -0.3443658663302535 }, { "event_time": 4.0, "cohort": 4, "estimate": -0.05515641583905698 }, { "event_time": 5.0, "cohort": 4, "estimate": -0.16869997603402545 }, { "event_time": 6.0, "cohort": 4, "estimate": -0.11013453495541525 }, { "event_time": 7.0, "cohort": 4, "estimate": -0.20345698294809345 }, { "event_time": 8.0, "cohort": 4, "estimate": 0.007130661819420123 }, { "event_time": 9.0, "cohort": 4, "estimate": 2.8175866490511106 }, { "event_time": 10.0, "cohort": 4, "estimate": -0.09366333959837778 }, { "event_time": 11.0, "cohort": 4, "estimate": 2.770070546619302 }, { "event_time": 12.0, "cohort": 4, "estimate": 2.8342776780919503 }, { "event_time": 13.0, "cohort": 4, "estimate": 2.9046546014530827 }, { "event_time": 14.0, "cohort": 4, "estimate": 2.7779776856476377 }, { "event_time": -4.0, "cohort": 5, "estimate": -0.20698180726304094 }, { "event_time": -3.0, "cohort": 5, "estimate": -0.2407231765071568 }, { "event_time": -2.0, "cohort": 5, "estimate": -0.4522349947961861 }, { "event_time": 0.0, "cohort": 5, "estimate": -5.989957620938791e-06 }, { "event_time": 1.0, "cohort": 5, "estimate": 0.12724249242336685 }, { "event_time": 2.0, "cohort": 5, "estimate": -0.0313200066287063 }, { "event_time": 3.0, "cohort": 5, "estimate": -0.03951732488145865 }, { "event_time": 4.0, "cohort": 5, "estimate": -0.04192663169759403 }, { "event_time": 5.0, "cohort": 5, "estimate": -0.0020185754656152216 }, { "event_time": 6.0, "cohort": 5, "estimate": 0.052677443808965094 }, { "event_time": 7.0, "cohort": 5, "estimate": 0.03094791838890644 }, { "event_time": 8.0, "cohort": 5, "estimate": 0.07076064055970714 }, { "event_time": 9.0, "cohort": 5, "estimate": -0.01740705870408002 }, { "event_time": 10.0, "cohort": 5, "estimate": -0.07904346996720765 }, { "event_time": 11.0, "cohort": 5, "estimate": 0.020678316626569562 }, { "event_time": 12.0, "cohort": 5, "estimate": 0.08579023576300197 }, { "event_time": 13.0, "cohort": 5, "estimate": 0.027975169846230663 }, { "event_time": 14.0, "cohort": 5, "estimate": -0.03837318582726987 }, { "event_time": 15.0, "cohort": 5, "estimate": 0.08059283089731845 }, { "event_time": 16.0, "cohort": 5, "estimate": -0.45769031300726304 }, { "event_time": 17.0, "cohort": 5, "estimate": -0.3294794877127073 }, { "event_time": 18.0, "cohort": 5, "estimate": -0.16477632436597262 }, { "event_time": 19.0, "cohort": 5, "estimate": 0.020427757563528243 }, { "event_time": 20.0, "cohort": 5, "estimate": 0.1452016124363788 }, { "event_time": 21.0, "cohort": 5, "estimate": 0.6731475173571578 }, { "event_time": -5.0, "cohort": 6, "estimate": -1.03262634604999 }, { "event_time": -4.0, "cohort": 6, "estimate": -1.0542106996567262 }, { "event_time": -3.0, "cohort": 6, "estimate": -1.0340395298675227 }, { "event_time": -2.0, "cohort": 6, "estimate": -1.2318026337124066 }, { "event_time": 0.0, "cohort": 6, "estimate": -0.709800016143597 }, { "event_time": 1.0, "cohort": 6, "estimate": 0.21370877763931068 }, { "event_time": 2.0, "cohort": 6, "estimate": -0.1556699329405309 }, { "event_time": 3.0, "cohort": 6, "estimate": -0.7261612585550243 }, { "event_time": 4.0, "cohort": 6, "estimate": -0.12790042155048448 }, { "event_time": 5.0, "cohort": 6, "estimate": -0.02662683370967224 }, { "event_time": 6.0, "cohort": 6, "estimate": 0.09439892303443233 }, { "event_time": 7.0, "cohort": 6, "estimate": 0.09823511391501709 }, { "event_time": 8.0, "cohort": 6, "estimate": 0.3364492099041145 }, { "event_time": 9.0, "cohort": 6, "estimate": 0.2621541771665283 }, { "event_time": 10.0, "cohort": 6, "estimate": -0.7738233049231761 }, { "event_time": 11.0, "cohort": 6, "estimate": -0.07372430593765271 }, { "event_time": 12.0, "cohort": 6, "estimate": 0.10921977058828512 }, { "event_time": 13.0, "cohort": 6, "estimate": 0.08449817776729862 }, { "event_time": 14.0, "cohort": 6, "estimate": -0.0662311178712665 }, { "event_time": 15.0, "cohort": 6, "estimate": -0.029792214688201563 }, { "event_time": 16.0, "cohort": 6, "estimate": -0.10424712754254889 }, { "event_time": 17.0, "cohort": 6, "estimate": 0.19137454409669094 }, { "event_time": 18.0, "cohort": 6, "estimate": -0.07706320744940698 }, { "event_time": 19.0, "cohort": 6, "estimate": -0.07139513777871552 }, { "event_time": 20.0, "cohort": 6, "estimate": 0.20529136357794403 }, { "event_time": -6.0, "cohort": 7, "estimate": -1.2252882718565432 }, { "event_time": -5.0, "cohort": 7, "estimate": -0.8844392506716652 }, { "event_time": -4.0, "cohort": 7, "estimate": -0.18443562941232028 }, { "event_time": -3.0, "cohort": 7, "estimate": -0.191479600600442 }, { "event_time": -2.0, "cohort": 7, "estimate": -0.5008760483888743 }, { "event_time": 0.0, "cohort": 7, "estimate": -0.017599634239897015 }, { "event_time": 1.0, "cohort": 7, "estimate": 0.16434414379287593 }, { "event_time": 2.0, "cohort": 7, "estimate": 0.007353757443385296 }, { "event_time": 3.0, "cohort": 7, "estimate": 0.002128202848020941 }, { "event_time": 4.0, "cohort": 7, "estimate": -0.02768915325413933 }, { "event_time": 5.0, "cohort": 7, "estimate": 0.061293721946913904 }, { "event_time": 6.0, "cohort": 7, "estimate": 0.01138975700823619 }, { "event_time": 7.0, "cohort": 7, "estimate": -0.2234002832931265 }, { "event_time": 8.0, "cohort": 7, "estimate": -0.14612314993512474 }, { "event_time": 9.0, "cohort": 7, "estimate": -0.3398692886659052 }, { "event_time": 10.0, "cohort": 7, "estimate": -0.020546291912419065 }, { "event_time": 11.0, "cohort": 7, "estimate": -0.05015364134871982 }, { "event_time": 12.0, "cohort": 7, "estimate": -0.21656803941234357 }, { "event_time": 13.0, "cohort": 7, "estimate": -0.28781397949088594 }, { "event_time": 14.0, "cohort": 7, "estimate": -0.2242117274661936 }, { "event_time": 15.0, "cohort": 7, "estimate": 0.004198350743302326 }, { "event_time": 16.0, "cohort": 7, "estimate": 0.11986942353810998 }, { "event_time": 17.0, "cohort": 7, "estimate": -0.03947661781579696 }, { "event_time": 18.0, "cohort": 7, "estimate": -0.20542419341758403 }, { "event_time": 19.0, "cohort": 7, "estimate": -0.205308681693792 }, { "event_time": -7.0, "cohort": 8, "estimate": -0.835645171283226 }, { "event_time": -6.0, "cohort": 8, "estimate": -1.2888719628223604 }, { "event_time": -5.0, "cohort": 8, "estimate": -1.000738482860585 }, { "event_time": -4.0, "cohort": 8, "estimate": -0.537065765829091 }, { "event_time": -3.0, "cohort": 8, "estimate": -0.1988483441278126 }, { "event_time": -2.0, "cohort": 8, "estimate": -0.4016029455943835 }, { "event_time": 0.0, "cohort": 8, "estimate": 0.07472977506756423 }, { "event_time": 1.0, "cohort": 8, "estimate": -0.09150885917882967 }, { "event_time": 2.0, "cohort": 8, "estimate": -0.011584850356509704 }, { "event_time": 3.0, "cohort": 8, "estimate": 0.0027882877023255592 }, { "event_time": 4.0, "cohort": 8, "estimate": 0.006688935081677644 }, { "event_time": 5.0, "cohort": 8, "estimate": 0.08968570846183221 }, { "event_time": 6.0, "cohort": 8, "estimate": 0.03497704960465889 }, { "event_time": 7.0, "cohort": 8, "estimate": -0.017533872319862392 }, { "event_time": 8.0, "cohort": 8, "estimate": 0.010938497426169091 }, { "event_time": 9.0, "cohort": 8, "estimate": -0.018499063889137413 }, { "event_time": 10.0, "cohort": 8, "estimate": -0.013719327529530534 }, { "event_time": 11.0, "cohort": 8, "estimate": -0.06127688415258223 }, { "event_time": 12.0, "cohort": 8, "estimate": 0.22932026747724188 }, { "event_time": 13.0, "cohort": 8, "estimate": 0.19217580600747353 }, { "event_time": 14.0, "cohort": 8, "estimate": -0.25923680062573307 }, { "event_time": 15.0, "cohort": 8, "estimate": 0.3960018938935722 }, { "event_time": 16.0, "cohort": 8, "estimate": 0.2964853895328704 }, { "event_time": 17.0, "cohort": 8, "estimate": 0.7624227853478555 }, { "event_time": 18.0, "cohort": 8, "estimate": 0.140780970958606 }, { "event_time": -8.0, "cohort": 9, "estimate": -1.5457806078894614 }, { "event_time": -7.0, "cohort": 9, "estimate": -0.6587754174355901 }, { "event_time": -6.0, "cohort": 9, "estimate": -1.0039444657629235 }, { "event_time": -5.0, "cohort": 9, "estimate": -0.6837389294414234 }, { "event_time": -4.0, "cohort": 9, "estimate": -0.28641077576416873 }, { "event_time": -3.0, "cohort": 9, "estimate": -0.26140527073732833 }, { "event_time": -2.0, "cohort": 9, "estimate": -0.5706168126291585 }, { "event_time": 0.0, "cohort": 9, "estimate": 0.1261152293759514 }, { "event_time": 1.0, "cohort": 9, "estimate": 0.15915392265902897 }, { "event_time": 2.0, "cohort": 9, "estimate": -0.06484045319320238 }, { "event_time": 3.0, "cohort": 9, "estimate": 0.018996950524913125 }, { "event_time": 4.0, "cohort": 9, "estimate": -0.0491100551796564 }, { "event_time": 5.0, "cohort": 9, "estimate": -0.3986272913683122 }, { "event_time": 6.0, "cohort": 9, "estimate": 0.16282960030436253 }, { "event_time": 7.0, "cohort": 9, "estimate": -0.5121800092993938 }, { "event_time": 8.0, "cohort": 9, "estimate": -0.4124719059895139 }, { "event_time": 9.0, "cohort": 9, "estimate": -0.6931548766377897 }, { "event_time": 10.0, "cohort": 9, "estimate": -0.03413454142007971 }, { "event_time": 11.0, "cohort": 9, "estimate": -0.0018913161683538626 }, { "event_time": 12.0, "cohort": 9, "estimate": -0.4551654504442795 }, { "event_time": 13.0, "cohort": 9, "estimate": 0.0740268340590226 }, { "event_time": 14.0, "cohort": 9, "estimate": -0.029097674463736956 }, { "event_time": 15.0, "cohort": 9, "estimate": 0.03855169455322703 }, { "event_time": 16.0, "cohort": 9, "estimate": 0.03335225907942131 }, { "event_time": 17.0, "cohort": 9, "estimate": -0.5744380034584234 }, { "event_time": -9.0, "cohort": 10, "estimate": -0.617261765682937 }, { "event_time": -8.0, "cohort": 10, "estimate": -0.8564501906964355 }, { "event_time": -7.0, "cohort": 10, "estimate": -0.3484421809195223 }, { "event_time": -6.0, "cohort": 10, "estimate": -0.4260749858915961 }, { "event_time": -5.0, "cohort": 10, "estimate": -0.2529516718219704 }, { "event_time": -4.0, "cohort": 10, "estimate": 0.17580700015484396 }, { "event_time": -3.0, "cohort": 10, "estimate": 0.16221440174280943 }, { "event_time": -2.0, "cohort": 10, "estimate": -0.492757359038148 }, { "event_time": 0.0, "cohort": 10, "estimate": 0.03226009254064126 }, { "event_time": 1.0, "cohort": 10, "estimate": 0.13122384713732213 }, { "event_time": 2.0, "cohort": 10, "estimate": 0.4550789690908257 }, { "event_time": 3.0, "cohort": 10, "estimate": 0.44138084543612505 }, { "event_time": 4.0, "cohort": 10, "estimate": 0.39661676141025115 }, { "event_time": 5.0, "cohort": 10, "estimate": 0.46108825402588854 }, { "event_time": 6.0, "cohort": 10, "estimate": 0.18501991725850916 }, { "event_time": 7.0, "cohort": 10, "estimate": 0.23410835100871613 }, { "event_time": 8.0, "cohort": 10, "estimate": 0.5095503407505417 }, { "event_time": 9.0, "cohort": 10, "estimate": 0.6213909722398151 }, { "event_time": 10.0, "cohort": 10, "estimate": 0.546390696898169 }, { "event_time": 11.0, "cohort": 10, "estimate": 0.41981340731515465 }, { "event_time": 12.0, "cohort": 10, "estimate": 0.2929791581539902 }, { "event_time": 13.0, "cohort": 10, "estimate": 0.18888591984156272 }, { "event_time": 14.0, "cohort": 10, "estimate": 0.14599026547060798 }, { "event_time": 15.0, "cohort": 10, "estimate": 0.4279759677522517 }, { "event_time": 16.0, "cohort": 10, "estimate": 0.5978198632493119 }, { "event_time": -10.0, "cohort": 11, "estimate": -2.6723291231247894 }, { "event_time": -9.0, "cohort": 11, "estimate": -2.324598189982448 }, { "event_time": -8.0, "cohort": 11, "estimate": -2.9100012416436627 }, { "event_time": -7.0, "cohort": 11, "estimate": -2.4969175593228705 }, { "event_time": -6.0, "cohort": 11, "estimate": -2.782325586288776 }, { "event_time": -5.0, "cohort": 11, "estimate": 0.04743351024447817 }, { "event_time": -4.0, "cohort": 11, "estimate": 0.9254147187954583 }, { "event_time": -3.0, "cohort": 11, "estimate": -2.0207080307513583 }, { "event_time": -2.0, "cohort": 11, "estimate": -2.6862642321456813 }, { "event_time": 0.0, "cohort": 11, "estimate": -1.8052721521559505 }, { "event_time": 1.0, "cohort": 11, "estimate": -1.6306194757325194 }, { "event_time": 2.0, "cohort": 11, "estimate": 0.6538602883655881 }, { "event_time": 3.0, "cohort": 11, "estimate": -1.6928233594529574 }, { "event_time": 4.0, "cohort": 11, "estimate": -1.7034410555754944 }, { "event_time": 5.0, "cohort": 11, "estimate": -1.531970362313982 }, { "event_time": 6.0, "cohort": 11, "estimate": -1.508185382790549 }, { "event_time": 7.0, "cohort": 11, "estimate": -1.6427715681816712 }, { "event_time": 8.0, "cohort": 11, "estimate": -1.4272991982434098 }, { "event_time": 9.0, "cohort": 11, "estimate": -1.8357016657918188 }, { "event_time": 10.0, "cohort": 11, "estimate": -1.863452600546139 }, { "event_time": 11.0, "cohort": 11, "estimate": -2.231481102729359 }, { "event_time": 12.0, "cohort": 11, "estimate": -1.4700190312459902 }, { "event_time": 13.0, "cohort": 11, "estimate": -1.7340838652573523 }, { "event_time": 14.0, "cohort": 11, "estimate": -1.832892697693355 }, { "event_time": 15.0, "cohort": 11, "estimate": -1.5705572410260014 }, { "event_time": -11.0, "cohort": 12, "estimate": -1.1753723941434042 }, { "event_time": -10.0, "cohort": 12, "estimate": -1.075024232788147 }, { "event_time": -9.0, "cohort": 12, "estimate": -0.8682818632310504 }, { "event_time": -8.0, "cohort": 12, "estimate": -1.3318384400759973 }, { "event_time": -7.0, "cohort": 12, "estimate": -0.7767339043369442 }, { "event_time": -6.0, "cohort": 12, "estimate": -1.101649621878273 }, { "event_time": -5.0, "cohort": 12, "estimate": -0.8359011221559403 }, { "event_time": -4.0, "cohort": 12, "estimate": -0.45755522368651314 }, { "event_time": -3.0, "cohort": 12, "estimate": -0.39280138492877226 }, { "event_time": -2.0, "cohort": 12, "estimate": -0.5713423234313932 }, { "event_time": 0.0, "cohort": 12, "estimate": -0.191512414983008 }, { "event_time": 1.0, "cohort": 12, "estimate": -0.16255840941960054 }, { "event_time": 2.0, "cohort": 12, "estimate": -0.19317018206263636 }, { "event_time": 3.0, "cohort": 12, "estimate": -0.24916549047170228 }, { "event_time": 4.0, "cohort": 12, "estimate": -0.21487944202545672 }, { "event_time": 5.0, "cohort": 12, "estimate": -0.14309767889125796 }, { "event_time": 6.0, "cohort": 12, "estimate": 0.05059414745079473 }, { "event_time": 7.0, "cohort": 12, "estimate": -0.35481229793148367 }, { "event_time": 8.0, "cohort": 12, "estimate": 0.06002038350056427 }, { "event_time": 9.0, "cohort": 12, "estimate": -0.03575395873358912 }, { "event_time": 10.0, "cohort": 12, "estimate": -0.2739824820415197 }, { "event_time": 11.0, "cohort": 12, "estimate": -0.33498939825067864 }, { "event_time": 12.0, "cohort": 12, "estimate": -0.03747494050356448 }, { "event_time": 13.0, "cohort": 12, "estimate": -0.07028772743724429 }, { "event_time": 14.0, "cohort": 12, "estimate": -0.3715344199194833 }, { "event_time": -12.0, "cohort": 13, "estimate": -1.4322635050561052 }, { "event_time": -11.0, "cohort": 13, "estimate": -1.3601435404702849 }, { "event_time": -10.0, "cohort": 13, "estimate": -1.0414381263678338 }, { "event_time": -9.0, "cohort": 13, "estimate": -0.8392069222123888 }, { "event_time": -8.0, "cohort": 13, "estimate": -1.3003280483584636 }, { "event_time": -7.0, "cohort": 13, "estimate": -0.8732998869216465 }, { "event_time": -6.0, "cohort": 13, "estimate": -1.1263630127544284 }, { "event_time": -5.0, "cohort": 13, "estimate": -0.9280522790903054 }, { "event_time": -4.0, "cohort": 13, "estimate": -0.5170197257065107 }, { "event_time": -3.0, "cohort": 13, "estimate": -0.43420687370651667 }, { "event_time": -2.0, "cohort": 13, "estimate": -0.5531378056833329 }, { "event_time": 0.0, "cohort": 13, "estimate": -0.08747642014716527 }, { "event_time": 1.0, "cohort": 13, "estimate": 0.060186839118303845 }, { "event_time": 2.0, "cohort": 13, "estimate": -0.16929914745683272 }, { "event_time": 3.0, "cohort": 13, "estimate": -0.28977351135348556 }, { "event_time": 4.0, "cohort": 13, "estimate": -0.12625998662441046 }, { "event_time": 5.0, "cohort": 13, "estimate": 0.021457746349363982 }, { "event_time": 6.0, "cohort": 13, "estimate": -0.1261536023503603 }, { "event_time": 7.0, "cohort": 13, "estimate": -0.079306255886372 }, { "event_time": 8.0, "cohort": 13, "estimate": -0.18009318745634104 }, { "event_time": 9.0, "cohort": 13, "estimate": -0.13093129481392 }, { "event_time": 10.0, "cohort": 13, "estimate": -0.037927824391041955 }, { "event_time": 11.0, "cohort": 13, "estimate": -0.14102607310986853 }, { "event_time": 12.0, "cohort": 13, "estimate": 0.010915687028193687 }, { "event_time": 13.0, "cohort": 13, "estimate": 0.059336241298217324 }, { "event_time": -13.0, "cohort": 14, "estimate": -0.19276103285699242 }, { "event_time": -12.0, "cohort": 14, "estimate": -1.056149364481492 }, { "event_time": -11.0, "cohort": 14, "estimate": -1.0744594606080375 }, { "event_time": -10.0, "cohort": 14, "estimate": -0.7095378397324917 }, { "event_time": -9.0, "cohort": 14, "estimate": -0.5908612448935197 }, { "event_time": -8.0, "cohort": 14, "estimate": -1.0352061655836864 }, { "event_time": -7.0, "cohort": 14, "estimate": -0.6846864176545543 }, { "event_time": -6.0, "cohort": 14, "estimate": -1.058917662622664 }, { "event_time": -5.0, "cohort": 14, "estimate": -0.7087393956348778 }, { "event_time": -4.0, "cohort": 14, "estimate": -0.37115346623068857 }, { "event_time": -3.0, "cohort": 14, "estimate": -0.3895400690148504 }, { "event_time": -2.0, "cohort": 14, "estimate": -0.4696258253940749 }, { "event_time": 0.0, "cohort": 14, "estimate": 0.35643667084288644 }, { "event_time": 1.0, "cohort": 14, "estimate": 0.6206482798820593 }, { "event_time": 2.0, "cohort": 14, "estimate": 0.16733688138555727 }, { "event_time": 3.0, "cohort": 14, "estimate": -0.28593544768649726 }, { "event_time": 4.0, "cohort": 14, "estimate": -0.14388460341031742 }, { "event_time": 5.0, "cohort": 14, "estimate": -0.0996096013116328 }, { "event_time": 6.0, "cohort": 14, "estimate": -0.22951972693814246 }, { "event_time": 7.0, "cohort": 14, "estimate": -0.6185187752582473 }, { "event_time": 8.0, "cohort": 14, "estimate": -0.34077472023294286 }, { "event_time": 9.0, "cohort": 14, "estimate": -0.29666770782560126 }, { "event_time": 10.0, "cohort": 14, "estimate": -0.40648993681190176 }, { "event_time": 11.0, "cohort": 14, "estimate": -0.52949428322776 }, { "event_time": 12.0, "cohort": 14, "estimate": -0.5901986762523196 }, { "event_time": -14.0, "cohort": 15, "estimate": -0.35523602590434034 }, { "event_time": -13.0, "cohort": 15, "estimate": -0.1875900413132947 }, { "event_time": -12.0, "cohort": 15, "estimate": -1.2381317283105493 }, { "event_time": -11.0, "cohort": 15, "estimate": -1.0242362837078143 }, { "event_time": -10.0, "cohort": 15, "estimate": -0.759132913362314 }, { "event_time": -9.0, "cohort": 15, "estimate": -0.5835737529693432 }, { "event_time": -8.0, "cohort": 15, "estimate": -1.0241182578314836 }, { "event_time": -7.0, "cohort": 15, "estimate": -0.5726777496091264 }, { "event_time": -6.0, "cohort": 15, "estimate": -1.0062556458209895 }, { "event_time": -5.0, "cohort": 15, "estimate": -0.6229619327368681 }, { "event_time": -4.0, "cohort": 15, "estimate": -0.20944060712495116 }, { "event_time": -3.0, "cohort": 15, "estimate": -0.22130783552973676 }, { "event_time": -2.0, "cohort": 15, "estimate": -0.41620829779705165 }, { "event_time": 0.0, "cohort": 15, "estimate": 0.013601995762087359 }, { "event_time": 1.0, "cohort": 15, "estimate": 0.17604087772270716 }, { "event_time": 2.0, "cohort": 15, "estimate": 0.10750048092908976 }, { "event_time": 3.0, "cohort": 15, "estimate": 0.14887154896191349 }, { "event_time": 4.0, "cohort": 15, "estimate": 0.07098217198067813 }, { "event_time": 5.0, "cohort": 15, "estimate": 0.13298924479425395 }, { "event_time": 6.0, "cohort": 15, "estimate": -0.142807273759989 }, { "event_time": 7.0, "cohort": 15, "estimate": -0.16461481487110124 }, { "event_time": 8.0, "cohort": 15, "estimate": -0.18731029591081577 }, { "event_time": 9.0, "cohort": 15, "estimate": -0.1991096748299857 }, { "event_time": 10.0, "cohort": 15, "estimate": -0.08328052987175036 }, { "event_time": 11.0, "cohort": 15, "estimate": -0.12757288857996643 }, { "event_time": -15.0, "cohort": 16, "estimate": -1.2326522674395446 }, { "event_time": -14.0, "cohort": 16, "estimate": -0.4861357205890451 }, { "event_time": -13.0, "cohort": 16, "estimate": -0.43352214777404563 }, { "event_time": -12.0, "cohort": 16, "estimate": -1.1009350183588738 }, { "event_time": -11.0, "cohort": 16, "estimate": -1.0728525689946466 }, { "event_time": -10.0, "cohort": 16, "estimate": -0.7969313925017069 }, { "event_time": -9.0, "cohort": 16, "estimate": -0.5962364682334179 }, { "event_time": -8.0, "cohort": 16, "estimate": -1.1722668887043355 }, { "event_time": -7.0, "cohort": 16, "estimate": -0.7401658780910864 }, { "event_time": -6.0, "cohort": 16, "estimate": -1.0173265742135134 }, { "event_time": -5.0, "cohort": 16, "estimate": -0.7546865396915805 }, { "event_time": -4.0, "cohort": 16, "estimate": -0.26475996143690894 }, { "event_time": -3.0, "cohort": 16, "estimate": -0.22490332279541775 }, { "event_time": -2.0, "cohort": 16, "estimate": -0.4553331873082976 }, { "event_time": 0.0, "cohort": 16, "estimate": -0.013445747480533968 }, { "event_time": 1.0, "cohort": 16, "estimate": 0.23458228680786475 }, { "event_time": 2.0, "cohort": 16, "estimate": 0.11854002191985331 }, { "event_time": 3.0, "cohort": 16, "estimate": 0.04408473709405836 }, { "event_time": 4.0, "cohort": 16, "estimate": 0.04158134578930811 }, { "event_time": 5.0, "cohort": 16, "estimate": 0.10872284055606532 }, { "event_time": 6.0, "cohort": 16, "estimate": 0.06083839579576383 }, { "event_time": 7.0, "cohort": 16, "estimate": 0.0366691263074346 }, { "event_time": 8.0, "cohort": 16, "estimate": 0.11379719947651802 }, { "event_time": 9.0, "cohort": 16, "estimate": 0.3049457185932457 }, { "event_time": 10.0, "cohort": 16, "estimate": 0.04640797138416715 }, { "event_time": -16.0, "cohort": 17, "estimate": -0.9747621238307723 }, { "event_time": -15.0, "cohort": 17, "estimate": -1.1496104338281161 }, { "event_time": -14.0, "cohort": 17, "estimate": -0.4000826230818495 }, { "event_time": -13.0, "cohort": 17, "estimate": -0.440230777232661 }, { "event_time": -12.0, "cohort": 17, "estimate": -1.3364969647564817 }, { "event_time": -11.0, "cohort": 17, "estimate": -1.2355206742942342 }, { "event_time": -10.0, "cohort": 17, "estimate": -0.9837683966273307 }, { "event_time": -9.0, "cohort": 17, "estimate": -0.7700525681585887 }, { "event_time": -8.0, "cohort": 17, "estimate": -1.164632991945399 }, { "event_time": -7.0, "cohort": 17, "estimate": -0.7578514716586513 }, { "event_time": -6.0, "cohort": 17, "estimate": -1.2342317574031811 }, { "event_time": -5.0, "cohort": 17, "estimate": -0.8691692711316721 }, { "event_time": -4.0, "cohort": 17, "estimate": -0.44415783169996403 }, { "event_time": -3.0, "cohort": 17, "estimate": -0.35244457412447605 }, { "event_time": -2.0, "cohort": 17, "estimate": -0.34732802015610276 }, { "event_time": 0.0, "cohort": 17, "estimate": 0.9958942032615756 }, { "event_time": 1.0, "cohort": 17, "estimate": 1.1003548771250713 }, { "event_time": 2.0, "cohort": 17, "estimate": 0.9034622886913557 }, { "event_time": 3.0, "cohort": 17, "estimate": 0.9319229118229799 }, { "event_time": 4.0, "cohort": 17, "estimate": 0.9317141506194964 }, { "event_time": 5.0, "cohort": 17, "estimate": 0.7048557910751094 }, { "event_time": 6.0, "cohort": 17, "estimate": 0.24368040943105934 }, { "event_time": 7.0, "cohort": 17, "estimate": 0.4545826828772317 }, { "event_time": 8.0, "cohort": 17, "estimate": 0.3191122930233763 }, { "event_time": 9.0, "cohort": 17, "estimate": 0.33280212430251327 }, { "event_time": -17.0, "cohort": 18, "estimate": -1.3437491268831039 }, { "event_time": -16.0, "cohort": 18, "estimate": -1.5992410322171149 }, { "event_time": -15.0, "cohort": 18, "estimate": -1.8001285837760321 }, { "event_time": -14.0, "cohort": 18, "estimate": -1.1824072385282707 }, { "event_time": -13.0, "cohort": 18, "estimate": -1.309949767607137 }, { "event_time": -12.0, "cohort": 18, "estimate": -2.024171102698036 }, { "event_time": -11.0, "cohort": 18, "estimate": -1.8906314805686824 }, { "event_time": -10.0, "cohort": 18, "estimate": -1.6194522752304477 }, { "event_time": -9.0, "cohort": 18, "estimate": -1.4738638891635445 }, { "event_time": -8.0, "cohort": 18, "estimate": -1.8848484819290607 }, { "event_time": -7.0, "cohort": 18, "estimate": -1.471816821141913 }, { "event_time": -6.0, "cohort": 18, "estimate": -1.8616701788972714 }, { "event_time": -5.0, "cohort": 18, "estimate": -1.5305550879360137 }, { "event_time": -4.0, "cohort": 18, "estimate": -1.1547661955364126 }, { "event_time": -3.0, "cohort": 18, "estimate": -1.1970414860105083 }, { "event_time": -2.0, "cohort": 18, "estimate": -0.5604609091698772 }, { "event_time": 0.0, "cohort": 18, "estimate": 0.023457890128428555 }, { "event_time": 1.0, "cohort": 18, "estimate": 0.2225431931157802 }, { "event_time": 2.0, "cohort": 18, "estimate": -0.24739310388835073 }, { "event_time": 3.0, "cohort": 18, "estimate": -0.8925359015116885 }, { "event_time": 4.0, "cohort": 18, "estimate": -0.7480143411734652 }, { "event_time": 5.0, "cohort": 18, "estimate": -0.8681658947787094 }, { "event_time": 6.0, "cohort": 18, "estimate": -0.5723796009277933 }, { "event_time": 7.0, "cohort": 18, "estimate": -0.6890622115927567 }, { "event_time": 8.0, "cohort": 18, "estimate": -0.3502423077956103 }, { "event_time": -18.0, "cohort": 19, "estimate": -0.6426984317137154 }, { "event_time": -17.0, "cohort": 19, "estimate": -0.19985617443099224 }, { "event_time": -16.0, "cohort": 19, "estimate": -0.4724342591182146 }, { "event_time": -15.0, "cohort": 19, "estimate": -0.7671753341394363 }, { "event_time": -14.0, "cohort": 19, "estimate": 0.3528656263081966 }, { "event_time": -13.0, "cohort": 19, "estimate": 0.022468227711955335 }, { "event_time": -12.0, "cohort": 19, "estimate": -0.43376521100477844 }, { "event_time": -11.0, "cohort": 19, "estimate": -0.6041576869447887 }, { "event_time": -10.0, "cohort": 19, "estimate": -0.28943966972631546 }, { "event_time": -9.0, "cohort": 19, "estimate": -0.10938367181842074 }, { "event_time": -8.0, "cohort": 19, "estimate": -0.40215361245681025 }, { "event_time": -7.0, "cohort": 19, "estimate": -0.3204607697246192 }, { "event_time": -6.0, "cohort": 19, "estimate": -0.5059044217125921 }, { "event_time": -5.0, "cohort": 19, "estimate": -0.42204811469622217 }, { "event_time": -4.0, "cohort": 19, "estimate": 0.16358934237335115 }, { "event_time": -3.0, "cohort": 19, "estimate": 0.30750143024739296 }, { "event_time": -2.0, "cohort": 19, "estimate": -0.46711348065279024 }, { "event_time": 0.0, "cohort": 19, "estimate": -0.10360306638028233 }, { "event_time": 1.0, "cohort": 19, "estimate": 0.19005120917263585 }, { "event_time": 2.0, "cohort": 19, "estimate": 0.6104883605747011 }, { "event_time": 3.0, "cohort": 19, "estimate": 0.3617288177441935 }, { "event_time": 4.0, "cohort": 19, "estimate": -0.1230850280999084 }, { "event_time": 5.0, "cohort": 19, "estimate": -0.28027192423701874 }, { "event_time": 6.0, "cohort": 19, "estimate": -0.21702620462423916 }, { "event_time": 7.0, "cohort": 19, "estimate": -0.19009914138301587 }, { "event_time": -19.0, "cohort": 20, "estimate": -0.9224485387637369 }, { "event_time": -18.0, "cohort": 20, "estimate": -1.111429243120466 }, { "event_time": -17.0, "cohort": 20, "estimate": -0.8481063880062751 }, { "event_time": -16.0, "cohort": 20, "estimate": -0.8890738176619375 }, { "event_time": -15.0, "cohort": 20, "estimate": -1.2373876196221336 }, { "event_time": -14.0, "cohort": 20, "estimate": -0.6170592509463297 }, { "event_time": -13.0, "cohort": 20, "estimate": -0.5079450466503665 }, { "event_time": -12.0, "cohort": 20, "estimate": -1.678518818445451 }, { "event_time": -11.0, "cohort": 20, "estimate": -1.2906889263163486 }, { "event_time": -10.0, "cohort": 20, "estimate": -0.9319566538944365 }, { "event_time": -9.0, "cohort": 20, "estimate": -0.8379796969242803 }, { "event_time": -8.0, "cohort": 20, "estimate": -1.46811787217015 }, { "event_time": -7.0, "cohort": 20, "estimate": -0.9329626417839535 }, { "event_time": -6.0, "cohort": 20, "estimate": -1.2618370295464922 }, { "event_time": -5.0, "cohort": 20, "estimate": -1.001412065220094 }, { "event_time": -4.0, "cohort": 20, "estimate": -0.7700110455775165 }, { "event_time": -3.0, "cohort": 20, "estimate": -0.7277880844884104 }, { "event_time": -2.0, "cohort": 20, "estimate": -0.7684397938156154 }, { "event_time": 0.0, "cohort": 20, "estimate": -0.4872938095733199 }, { "event_time": 1.0, "cohort": 20, "estimate": 0.07052549848451846 }, { "event_time": 2.0, "cohort": 20, "estimate": -0.5400763526715715 }, { "event_time": 3.0, "cohort": 20, "estimate": -0.23734867635726473 }, { "event_time": 4.0, "cohort": 20, "estimate": -0.12766764537919778 }, { "event_time": 5.0, "cohort": 20, "estimate": -0.22483742465826742 }, { "event_time": 6.0, "cohort": 20, "estimate": 0.1999430830347091 }, { "event_time": -20.0, "cohort": 21, "estimate": -0.34744758063835945 }, { "event_time": -19.0, "cohort": 21, "estimate": -0.7680681398752653 }, { "event_time": -18.0, "cohort": 21, "estimate": -0.6463471899139026 }, { "event_time": -17.0, "cohort": 21, "estimate": -0.29060119758841707 }, { "event_time": -16.0, "cohort": 21, "estimate": -0.6536894804679338 }, { "event_time": -15.0, "cohort": 21, "estimate": -0.9135004622726242 }, { "event_time": -14.0, "cohort": 21, "estimate": -0.17462142467494157 }, { "event_time": -13.0, "cohort": 21, "estimate": -0.03382827614053885 }, { "event_time": -12.0, "cohort": 21, "estimate": -0.6308030956604727 }, { "event_time": -11.0, "cohort": 21, "estimate": -0.6169099929105285 }, { "event_time": -10.0, "cohort": 21, "estimate": -0.827386165994614 }, { "event_time": -9.0, "cohort": 21, "estimate": -0.3514860631863076 }, { "event_time": -8.0, "cohort": 21, "estimate": -1.191675530371393 }, { "event_time": -7.0, "cohort": 21, "estimate": -0.20851677352202325 }, { "event_time": -6.0, "cohort": 21, "estimate": -0.806948732733406 }, { "event_time": -5.0, "cohort": 21, "estimate": -0.3574562637396588 }, { "event_time": -4.0, "cohort": 21, "estimate": -0.2114930957779464 }, { "event_time": -3.0, "cohort": 21, "estimate": -0.43493977491414626 }, { "event_time": -2.0, "cohort": 21, "estimate": -0.3857412074579833 }, { "event_time": 0.0, "cohort": 21, "estimate": -0.033725625182844415 }, { "event_time": 1.0, "cohort": 21, "estimate": -0.06222902148174956 }, { "event_time": 2.0, "cohort": 21, "estimate": -0.3794841293556374 }, { "event_time": 3.0, "cohort": 21, "estimate": 0.23904417482145027 }, { "event_time": 4.0, "cohort": 21, "estimate": -0.19654805501501837 }, { "event_time": 5.0, "cohort": 21, "estimate": 0.2188626006202248 }, { "event_time": -21.0, "cohort": 22, "estimate": -1.1742828746420977 }, { "event_time": -20.0, "cohort": 22, "estimate": -0.5243989083058994 }, { "event_time": -19.0, "cohort": 22, "estimate": -0.8245334802694696 }, { "event_time": -18.0, "cohort": 22, "estimate": -0.9118715080753229 }, { "event_time": -17.0, "cohort": 22, "estimate": -1.0537290804636348 }, { "event_time": -16.0, "cohort": 22, "estimate": -1.008533827487597 }, { "event_time": -15.0, "cohort": 22, "estimate": -1.3836924476126233 }, { "event_time": -14.0, "cohort": 22, "estimate": -0.64510154897023 }, { "event_time": -13.0, "cohort": 22, "estimate": -0.47639109802277824 }, { "event_time": -12.0, "cohort": 22, "estimate": -1.2606567659598624 }, { "event_time": -11.0, "cohort": 22, "estimate": -1.5867285464259324 }, { "event_time": -10.0, "cohort": 22, "estimate": -1.1290805724619988 }, { "event_time": -9.0, "cohort": 22, "estimate": -0.9930288783242172 }, { "event_time": -8.0, "cohort": 22, "estimate": -1.317680117165602 }, { "event_time": -7.0, "cohort": 22, "estimate": -0.30334932492185923 }, { "event_time": -6.0, "cohort": 22, "estimate": -0.869798957628104 }, { "event_time": -5.0, "cohort": 22, "estimate": -0.29557295758075997 }, { "event_time": -4.0, "cohort": 22, "estimate": 0.17477991087927586 }, { "event_time": -3.0, "cohort": 22, "estimate": 0.24602144163566014 }, { "event_time": -2.0, "cohort": 22, "estimate": -0.19849457730851205 }, { "event_time": 0.0, "cohort": 22, "estimate": -0.6752307225257965 }, { "event_time": 1.0, "cohort": 22, "estimate": -0.6677072989985602 }, { "event_time": 2.0, "cohort": 22, "estimate": -0.47778431565376195 }, { "event_time": 3.0, "cohort": 22, "estimate": -0.7905340735793954 }, { "event_time": 4.0, "cohort": 22, "estimate": -0.608363552292921 }, { "event_time": -2.0, "cohort": 23, "estimate": -0.3576967426782318 }, { "event_time": 0.0, "cohort": 23, "estimate": 0.16052397008389108 }, { "event_time": 1.0, "cohort": 23, "estimate": 0.28562603787220864 }, { "event_time": 2.0, "cohort": 23, "estimate": 0.11482897229594252 }, { "event_time": 3.0, "cohort": 23, "estimate": 0.1276671507289327 } ] } } }, "code_sha256": { "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0", "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909", "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3", "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2", "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec" } }, "alternative_status": [ { "method": "CS-DID", "status": "unsupported", "reason": "csdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "SDID", "status": "unsupported", "reason": "sdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Matrix completion", "status": "unsupported", "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Horizontal ridge", "status": "unsupported", "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (cohort-averaged)", "status": "unsupported", "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (individual)", "status": "unsupported", "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented." } ], "finished": 1791581189.831983, "adapter_sample_audit": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 22639, "source_sd": 0.3403926373095515, "rows": 13190, "units": 646, "clusters": 117, "treated_units": 171, "never_treated_units": 475, "treated_cohorts": 21, "latest_cohort_control_index": null, "unique_unit_period_cells": 13190, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 0, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 512, "additional_rows_removed": 9449 } } }, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": -0.004913516709668337, "SE": 0.056442938359851945, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": -0.1167058680803867, "upper": 0.10687883466105004, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": -0.04961829037148674, "SE": 0.05810665275823827, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.16470583774031466, "upper": 0.06546925699734117, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": -0.06199561919993342, "SE": 0.06401704203908783, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.18878943726306746, "upper": 0.06479819886320061, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": -0.06304837327176609, "SE": 0.042374550049067206, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.1469765089414527, "upper": 0.020879762397920526, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (equal event-time)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Equal post-event times", "Event study": "No", "Status": "unsupported", "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "SDID", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Matrix completion", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Horizontal ridge", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (cohort-averaged)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (individual)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" } ] } ]