spb/wp11_uqo

1model,mdape,ci_lo,ci_hi,boot_se,diff_vs_ref,diff_lo,diff_hi,diff_vs_d4,diff_d4_lo,diff_d4_hi,dm_ape_vs_a6_t,dm_ape_vs_a6_p,dm_ape_vs_a6_diff,dm_sqlog_vs_a6_t,dm_sqlog_vs_a6_p,dm_sqlog_vs_a6_diff,dm_ape_vs_d4_t,dm_ape_vs_d4_p,dm_ape_vs_d4_diff,dm_sqlog_vs_d4_t,dm_sqlog_vs_d4_p,dm_sqlog_vs_d4_diff,n_clusters2A1 Linear (levels),20.369511213481317,19.050772109018073,21.69348139159165,0.6849601233930911,-1.3529929997912902,-2.2770702594184407,-0.42539919706467916,-0.8429234648931541,-2.5898121968575603,1.1895847489303906,6.317663783346769,2.6554691778812867e-10,0.01986016708541528,6.164003649673723,7.092830767163605e-10,0.010278990678011518,3.520049279845853,0.0004314666251414856,0.03148122910226971,3.9079109150864686,9.309761836728825e-05,0.0191792975131057,10713A2 Semi-log,23.154885105735325,21.6887719627368,24.674870127680457,0.7875237764863192,1.4323808924627173,0.7670651228422551,2.2976528083716783,1.9424504273608534,0.5295622515203463,3.4375141515059062,7.796357304870725,6.439293542825908e-15,0.020079573813942913,7.223963685447007,5.049294315995212e-13,0.01875468338548904,3.965893940282591,7.312137370973915e-05,0.03170063583079734,5.055071810178792,4.3022885698462687e-07,0.02765499022058323,10714A3 Log-log,21.769614210046917,20.51940280719328,23.227311337108237,0.6739267745802049,0.04710999677431005,-0.04315938950036894,0.18763013229223433,0.5571795316724462,-0.5423402505386862,1.8391490439319191,1.804661231143382,0.07112771002474405,0.0016242249323772874,2.543121816787227,0.010986691828438477,0.0027661012937557784,1.646327603990528,0.09969632924843053,0.013245286949231714,2.098866610291465,0.03582866095871928,0.011666408128849963,10715A4 Box-Cox,20.957181720703545,19.742168516904147,22.156377541760673,0.6381565190731153,-0.7653224925690623,-1.4473333084469813,-0.09482024347911353,-0.25525295767092615,-1.7949341953230935,1.4690422686693982,4.264381230833118,2.0045693571724144e-05,0.010662650910869802,2.2871023500844068,0.022189849754430613,0.004248697550322327,2.5043936657330677,0.012266146996653404,0.022283712927724228,2.2903116877035994,0.02200325477123455,0.01314900438541651,10716A5 Semi-log + quadratics,23.30291738895638,21.869038097481326,24.922485533073313,0.8102019586928445,1.5804131756837734,1.0783669250409043,2.22065102463182,2.0904827105819095,0.9486003551587855,3.181577878834679,6.065811464275289,1.3128906850568e-09,0.014657718840144185,7.152656593716022,8.51096970677645e-13,0.014242937291334905,4.603816313944034,4.148183673891026e-06,0.026278780856998613,6.444665276370954,1.1585576942252374e-10,0.023143244126429093,10717A6 Semi-log + splines,21.722504213272607,20.45126930153131,23.100552763771457,0.6610274998462855,,,,0.5100695348981361,-0.5516760349102061,1.677839052305929,,,,,,,1.615823456025302,0.1061324886702475,0.011621062016854429,1.9765879301563614,0.04808822757633413,0.008900306835094185,10718B1 No time effects,29.296772516609654,27.25307447396948,31.453026176290106,1.0868368852006105,7.574268303337046,6.039750998516674,9.027043210519999,8.084337838235182,7.297235701980839,9.07468513889715,5.307042338766459,1.1141830524863394e-07,0.03809608422158093,9.288145872580824,0.0,0.05526071935683395,19.75478536885888,0.0,0.04971714623843536,16.92421738378873,0.0,0.06416102619192815,10719B2 Year FE,23.651696383010147,22.215432187910814,25.268875459898798,0.8096188915960055,1.92919216973754,1.3131800189892668,2.7530865495071235,2.439261704635676,1.3173521256992164,3.562209825093329,6.1579767061896264,7.368019527831393e-10,0.018243638720086247,6.017796983225028,1.7680674702091892e-09,0.017393371073605394,5.139555821884859,2.7538867297671743e-07,0.029864700736940673,7.23985001734488,4.4919623576333834e-13,0.026293677908699582,107110B3 Quarter FE,23.30291738895638,21.869038097481326,24.922485533073313,0.8102019586928445,1.5804131756837734,1.0783669250409043,2.22065102463182,2.0904827105819095,0.9486003551587855,3.181577878834679,6.065811464275289,1.3128906850568e-09,0.014657718840144185,7.152656593716022,8.51096970677645e-13,0.014242937291334905,4.603816313944034,4.148183673891026e-06,0.026278780856998613,6.444665276370954,1.1585576942252374e-10,0.023143244126429093,107111B4 Month FE,22.8719130040602,21.532938038433826,24.438984492545977,0.7619484470830038,1.149408790787593,0.6893140083694228,1.8098306190197673,1.659478325685729,0.5920810512262819,2.7576763092148138,5.991209061016688,2.082866767949554e-09,0.015514713115132013,5.990884007795864,2.0870345451839967e-09,0.013182139195661349,4.567473208327871,4.936387487219918e-06,0.027135775131986443,6.024141823255467,1.7000925112142795e-09,0.02208244603075553,107112C1 No spatial controls,29.015774167241894,27.422211588155974,30.325868927192477,0.7462222947018358,7.293269953969286,4.96861955562622,9.193766804289842,7.803339488867422,4.996711778534667,10.324147123803586,11.088323777905881,0.0,0.07999490232725531,7.508284601340977,5.995204332975845e-14,0.07197270723135413,17.010072661797665,0.0,0.09161596434410973,6.338419778689569,2.3213364563900996e-10,0.08087301406644831,107113C2 Municipality FE,23.30291738895638,21.869038097481326,24.922485533073313,0.8102019586928445,1.5804131756837734,1.0783669250409043,2.22065102463182,2.0904827105819095,0.9486003551587855,3.181577878834679,6.065811464275289,1.3128906850568e-09,0.014657718840144185,7.152656593716022,8.51096970677645e-13,0.014242937291334905,4.603816313944034,4.148183673891026e-06,0.026278780856998613,6.444665276370954,1.1585576942252374e-10,0.023143244126429093,107114C3 Grid-cell FE (~5.5 km),24.2625431905187,22.503220945710353,26.363285194699493,1.0301736045564578,2.540038977246091,1.5785786294135338,3.4839259747851203,3.0501085121442273,2.0572172007955043,3.9118766585912756,4.503146745467939,6.695461754135934e-06,0.02135390761763703,4.450105287824345,8.582820140379255e-06,0.019512732314535812,8.314219574865609,0.0,0.03297496963449146,12.3741576283692,0.0,0.028413039149629993,107115C4 Grid-cell FE (~1.1 km),25.324930433263678,24.251360863509277,26.29352775446495,0.49390977597366215,3.60242621999107,2.1189111166682935,4.91703661788902,4.112495754889206,2.25480020889692,5.928810388694186,12.43144220323286,0.0,0.046280353244677816,9.969202355421647,0.0,0.03664597988132135,7.149992224263942,8.677503160470224e-13,0.057901415261532245,6.861875584202508,6.796341267545358e-12,0.045546286716415536,107116D1 OLS (muni + month FE),22.8719130040602,21.532938038433826,24.438984492545977,0.7619484470830038,1.149408790787593,0.6893140083694228,1.8098306190197673,1.659478325685729,0.5920810512262819,2.7576763092148138,5.991209061016688,2.082866767949554e-09,0.015514713115132013,5.990884007795864,2.0870345451839967e-09,0.013182139195661349,4.567473208327871,4.936387487219918e-06,0.027135775131986443,6.024141823255467,1.7000925112142795e-09,0.02208244603075553,107117D2 Ridge (cross-validated),22.257318062238202,20.96191993033077,23.668021827486456,0.6692303373351438,0.5348138489655945,0.48101405213608955,0.6088791910137628,1.0448833838637306,0.0012400068282902282,2.185150952674026,6.580369386315953,4.692801702788074e-11,0.0019757308258080398,16.00748490968894,0.0,0.0030196459938548717,1.9584584383888557,0.05017624333623605,0.01359679284266247,2.647413747037119,0.008111004795629206,0.011919952828949056,107118D3 Random forest,21.340119821052188,19.907687448517617,22.980295616439495,0.8411843763724454,-0.38238439222041976,-1.5015448169575225,0.5571785755217394,0.12768514267771636,-0.14568791249818178,0.36811779443404413,-1.568790205531711,0.11669683137166498,-0.011096028010637537,-1.9109037795897155,0.05601694727646822,-0.008186663027891686,0.9790991544458619,0.3275309894032459,0.0005250340062168912,1.2895287248262932,0.19721433670042376,0.0007136438072025015,107119D4 Gradient boosting,21.21243467837447,19.70747318840484,22.945391194003907,0.8986037102049517,-0.5100695348981361,-1.6778390523059303,0.551676034910206,,,,-1.615823456025302,0.1061324886702475,-0.011621062016854429,-1.9765879301563614,0.04808822757633413,-0.008900306835094185,,,,,,,107120"D5 Gradient boosting, no coordinates",26.207233073287274,25.23007220277521,27.506849996204814,0.608040527286014,4.484728860014666,2.8779728042965105,6.210941230892228,4.994798394912802,3.1215058615470648,6.500510794984376,5.875060368764621,4.2268928357458435e-09,0.04862694035641765,9.378346817879406,0.0,0.05248089385093869,13.890923788390463,0.0,0.06024800237327208,11.078685604065148,0.0,0.06138120068603288,107121D6 Spatial k-NN comparables,25.63120139114109,23.14828800408425,28.333593401968223,1.407855973507387,3.9086971778684827,1.7817973469367552,5.637733529113384,4.418766712766619,3.332669523407553,5.470721729412763,4.036460402580431,5.4263679257982034e-05,0.0336081057574204,7.832489620597485,4.884981308350689e-15,0.0690122998080397,26.494126476851566,0.0,0.04522916777427483,15.848240562584424,0.0,0.0779126066431339,107122