class,geo_id,model,mae,mean_n,n,mae_nc,mase
condo,56083,no_change,0.020667224323352117,15.064516129032258,31,0.020667224323352117,1.0
condo,97007,lightgbm_panel,0.03244539373107067,0.41935483870967744,31,0.026003932843309957,1.2477110261195707
condo,39062,lightgbm_panel,0.017399207780333877,2.5483870967741935,31,0.019780115171822352,0.879631267522639
condo,67050,qanss,0.013351365026590609,2.2580645161290325,31,0.019021983400938594,0.7018913193842771
condo,39062,qanss,0.016424910917760584,2.5483870967741935,31,0.019780115171822352,0.8303748878650916
plex,73005,no_change,0.11262191222002997,1.8064516129032258,31,0.11262191222002997,1.0
house,36033,ridge_panel,0.03138416057569242,45.45161290322581,31,0.05185831818869241,0.6051904819106854
condo,59020,qanss,0.018944605923236022,4.354838709677419,31,0.022315331790274066,0.8489502240559496
plex,52007,qanss,0.02419550302279443,2.064516129032258,31,0.03415381944202661,0.7084274443701493
house,64008,ar2_cell,0.04253045478741491,103.93548387096774,31,0.049997097642969016,0.8506584740403602
house,67050,qanss,0.03691644154187834,42.193548387096776,31,0.04159016449971364,0.8876243214217757
plex,81017,qanss,0.026210402025295638,44.61290322580645,31,0.034448956494260115,0.760847488360433
condo,93042,qanss,0.011991382574568025,1.0,31,0.02357619042804361,0.5086225703498056
house,49058,lightgbm_panel,0.025684234621614437,71.29032258064517,31,0.038576338909586866,0.6658028041959024
plex,54048,lightgbm_panel,0.03917682154871061,9.35483870967742,31,0.0473858363588674,0.8267622682020971
condo,89008,ar2_cell,0.016573731472251187,1.032258064516129,31,0.027446325447215727,0.60385975908234
plex,58227,no_change,0.03785756266424333,36.87096774193548,31,0.03785756266424333,1.0
plex,59015,qanss,0.035977699112770066,2.129032258064516,31,0.0411503183641954,0.8742994111091497
house,54048,qanss,0.03837154991067152,38.67741935483871,31,0.0412589791459181,0.9300169491582722
condo,75005,lightgbm_panel,0.01893455598767412,0.03225806451612903,31,0.02801200834396392,0.6759442505933057
plex,66023,lightgbm_panel,0.028736429180160856,327.3225806451613,31,0.03683169795933435,0.7802091886148873
condo,36033,ar2_cell,0.05219879441907849,1.6129032258064515,31,0.04732516642857713,1.102981740124604
plex,25213,no_change,0.042253739630389246,21.096774193548388,31,0.042253739630389246,1.0
house,52007,ar2_cell,0.041560625252370004,17.580645161290324,31,0.04669869629194173,0.8899739939751091
house,66142,ar2_cell,0.039359343353724124,32.38709677419355,31,0.04282535405677127,0.9190663853367693
condo,54048,ar2_cell,0.02494363471020134,11.838709677419354,31,0.026008798810985268,0.9590460094476168
house,49058,ar2_cell,0.02860999596875165,71.29032258064517,31,0.038576338909586866,0.7416462209077489
plex,77043,ridge_panel,0.03755254619015215,3.7419354838709675,31,0.03987415489031853,0.9417766042552523
condo,81017,ridge_panel,0.03767393640881915,64.06451612903226,31,0.01714133948740538,2.1978408651494314
plex,62037,lightgbm_panel,0.02954575895679766,1.8387096774193548,31,0.045379686247517696,0.6510789606531013
plex,72015,ar2_cell,0.034128529820584924,2.3870967741935485,31,0.04335487778304856,0.7871900825408147
plex,59015,lightgbm_panel,0.03341827857635609,2.129032258064516,31,0.0411503183641954,0.8121025524175068
house,31084,ridge_panel,0.0374474847907572,24.93548387096774,31,0.053606686577799545,0.6985599592395914
condo,97007,ar2_cell,0.03280254210633696,0.41935483870967744,31,0.026003932843309957,1.2614454245822313
plex,66097,qanss,0.05846130827315418,0.3225806451612903,31,0.05119406630797862,1.1419547711146156
house,81017,ar2_cell,0.03810212768845942,239.4516129032258,31,0.03579933680374744,1.0643249593515076
house,65005,ridge_panel,0.03301220385004262,243.29032258064515,31,0.041379745530324814,0.7977865360687123
plex,25213,lightgbm_panel,0.03134314784195227,21.096774193548388,31,0.042253739630389246,0.7417839963071579
condo,58012,ridge_panel,0.024631146099245934,16.580645161290324,31,0.02034696210739908,1.210556444211833
house,56083,ar2_cell,0.05089730170099319,83.19354838709677,31,0.05205309160046616,0.9777959413372747
condo,58012,no_change,0.02034696210739908,16.580645161290324,31,0.02034696210739908,1.0
condo,25213,no_change,0.02891749372381526,20.225806451612904,31,0.02891749372381526,1.0
plex,23072,no_change,0.03536485260469175,1.1935483870967742,31,0.03536485260469175,1.0
plex,67020,ridge_panel,0.05148911866947618,0.6774193548387096,31,0.049477669192032364,1.0406536829703315
condo,74005,lightgbm_panel,0.015110680693318463,14.193548387096774,31,0.023803078624137133,0.6348204336054126
house,72015,qanss,0.042099555153392906,19.612903225806452,31,0.04921084363839667,0.8554934652765189
plex,43027,qanss,0.03104477060275479,28.741935483870968,31,0.03619729110186907,0.8576545276657948
house,75017,qanss,0.03921417224927842,65.12903225806451,31,0.0515436228550365,0.7607958090095073
plex,62037,qanss,0.03574854794749979,1.8387096774193548,31,0.045379686247517696,0.7877654277403751
condo,59010,no_change,0.02215047220188633,6.354838709677419,31,0.02215047220188633,1.0
house,89008,lightgbm_panel,0.03757219187390388,28.258064516129032,31,0.06225114519865197,0.603558243852476
plex,73010,no_change,0.04264331680898908,6.193548387096774,31,0.04264331680898908,1.0
condo,23027,lightgbm_panel,0.029550552856059415,206.67741935483872,31,0.04315247707704911,0.6847938949900061
house,58007,ridge_panel,0.03526049784615335,53.25806451612903,31,0.04274583538565665,0.8248873259354992
condo,67050,no_change,0.019021983400938594,2.2580645161290325,31,0.019021983400938594,1.0
house,57005,ar2_cell,0.06036577164747617,29.193548387096776,31,0.07481395194669913,0.8068785310323334
condo,64008,ar2_cell,0.025318943794652504,29.161290322580644,31,0.022350951288172907,1.1327904333114502
plex,60013,no_change,0.038276934681138734,5.516129032258065,31,0.038276934681138734,1.0
condo,43027,qanss,0.018252019386029814,21.032258064516128,31,0.027732303052543164,0.6581501489958668
house,58227,ar2_cell,0.04808960587292372,126.61290322580645,31,0.04729289736931875,1.0168462612341835
house,70052,lightgbm_panel,0.03244858986080565,42.645161290322584,31,0.047289861099482314,0.6861637802772245
condo,63048,ar2_cell,0.11174341204595031,0.5483870967741935,31,0.10840198911434598,1.0308243691735184
condo,73015,no_change,0.02113681356166819,12.0,31,0.02113681356166819,1.0
plex,73010,ridge_panel,0.03631213901281281,6.193548387096774,31,0.04264331680898908,0.8515317693383156
condo,65005,lightgbm_panel,0.019402047999074502,106.3225806451613,31,0.02373101542599955,0.8175818712678321
house,73010,no_change,0.04004584204120924,14.67741935483871,31,0.04004584204120924,1.0
plex,66097,ridge_panel,0.076935959589524,0.3225806451612903,31,0.05119406630797862,1.5028296272986914
condo,29073,lightgbm_panel,0.020927499376806467,2.774193548387097,31,0.027267913551409163,0.7674771059161205
house,65005,lightgbm_panel,0.029773693325683807,243.29032258064515,31,0.041379745530324814,0.719523354822576
plex,29073,lightgbm_panel,0.03646651307079706,4.0,31,0.04422468206153482,0.8245737757946358
plex,67050,qanss,0.046735883937793384,3.4838709677419355,31,0.05026861830629679,0.9297228671180547
condo,45072,no_change,0.021456874458969384,8.451612903225806,31,0.021456874458969384,1.0
plex,39062,lightgbm_panel,0.03440596326495833,5.903225806451613,31,0.04305233836240001,0.7991659587765148
plex,77022,lightgbm_panel,0.026246124619592293,4.612903225806452,31,0.04267808014544396,0.614979036782988
plex,56083,qanss,0.03500504350481772,12.935483870967742,31,0.04250873582724773,0.8234788173206458
condo,66142,ar2_cell,0.022542939717916495,7.516129032258065,31,0.016607775144014854,1.3573726475963621
house,64008,lightgbm_panel,0.030758700227367937,103.93548387096774,31,0.049997097642969016,0.6152097157122373
condo,56083,ar2_cell,0.02111911304837882,15.064516129032258,31,0.020667224323352117,1.0218649934774313
house,60013,ridge_panel,0.027322117264795834,71.61290322580645,31,0.04043187610407731,0.6757568507200824
house,58037,ar2_cell,0.037552845556001274,25.483870967741936,31,0.045454688965401946,0.8261599938476051
condo,67050,lightgbm_panel,0.010858462231798807,2.2580645161290325,31,0.019021983400938594,0.5708375411190308
plex,94068,ar2_cell,0.035728576114471715,34.774193548387096,31,0.04750220348743283,0.7521456583361245
condo,71083,lightgbm_panel,0.01183184792681598,9.064516129032258,31,0.018305539174260373,0.6463534241839145
house,49058,qanss,0.027329218256273796,71.29032258064517,31,0.038576338909586866,0.7084450994773386
condo,29073,ridge_panel,0.01788851298317688,2.774193548387097,31,0.027267913551409163,0.6560279336903072
house,74005,no_change,0.057871954942973355,58.16129032258065,31,0.057871954942973355,1.0
plex,52007,ridge_panel,0.026550936582729005,2.064516129032258,31,0.03415381944202661,0.7773928953333347
condo,86042,no_change,0.014319056544310114,1.3548387096774193,31,0.014319056544310114,1.0
house,77043,no_change,0.048336064932705126,20.93548387096774,31,0.048336064932705126,1.0
house,94068,qanss,0.03509563339851777,118.25806451612904,31,0.049232221755305894,0.7128590209263796
condo,53052,no_change,0.020011209271961664,2.3225806451612905,31,0.020011209271961664,1.0
house,66097,lightgbm_panel,0.029483357861999262,23.129032258064516,31,0.043875596271610716,0.6719762320603763
plex,63048,qanss,0.042362930681138326,6.709677419354839,31,0.03830553493100908,1.1059219185278812
condo,47017,ar2_cell,0.023203409348751775,14.258064516129032,31,0.02264416872940787,1.0246968933161862
condo,59010,qanss,0.02114353629816435,6.354838709677419,31,0.02215047220188633,0.9545411088962594
house,57005,lightgbm_panel,0.05411271741471509,29.193548387096776,31,0.07481395194669913,0.7232971391922655
plex,49058,ridge_panel,0.034623899248082506,14.516129032258064,31,0.04457630667672722,0.7767332430472363
house,58037,lightgbm_panel,0.03413909485322125,25.483870967741936,31,0.045454688965401946,0.751057715502275
plex,75005,no_change,0.04858681867096674,3.3870967741935485,31,0.04858681867096674,1.0
condo,93042,lightgbm_panel,0.010800275688153681,1.0,31,0.02357619042804361,0.4581009693282285
plex,67015,ar2_cell,0.04267279905337352,2.096774193548387,31,0.05144541426491628,0.8294772170291311
house,70052,ridge_panel,0.03159604539419321,42.645161290322584,31,0.047289861099482314,0.668135719995572
plex,77043,ar2_cell,0.03261674372243461,3.7419354838709675,31,0.03987415489031853,0.8179921007016496
plex,66142,no_change,0.03464322033434304,0.22580645161290322,31,0.03464322033434304,1.0
plex,74005,ridge_panel,0.04457401865727949,16.806451612903224,31,0.06013443296421019,0.741239527174195
house,77022,no_change,0.044004152441317654,21.677419354838708,31,0.044004152441317654,1.0
plex,70052,qanss,0.03583297245556153,12.612903225806452,31,0.04570453322970466,0.784013530462503
condo,54048,lightgbm_panel,0.0195166439561004,11.838709677419354,31,0.026008798810985268,0.7503862096029289
house,59010,lightgbm_panel,0.04149697603948432,30.032258064516128,31,0.07093713073413009,0.5849824430454278
condo,47017,no_change,0.02264416872940787,14.258064516129032,31,0.02264416872940787,1.0
house,75017,no_change,0.0515436228550365,65.12903225806451,31,0.0515436228550365,1.0
condo,67035,lightgbm_panel,0.04751128166313515,6.548387096774194,31,0.05125393045448844,0.9269783066749072
plex,67035,ridge_panel,0.042521106238843955,1.8387096774193548,31,0.05458335596662332,0.7790123103615101
plex,70052,ar2_cell,0.03568773565552654,12.612903225806452,31,0.04570453322970466,0.7808357975381769
condo,23027,ridge_panel,0.02929735238261284,206.67741935483872,31,0.04315247707704911,0.6789263181879958
condo,94068,ridge_panel,0.015862589292055477,9.0,31,0.02395382559589923,0.6622152786639254
plex,75017,lightgbm_panel,0.04340073550562269,22.225806451612904,31,0.04485191596319712,0.9676450732056757
condo,46078,ridge_panel,0.03392304142658683,5.903225806451613,31,0.02451927636475571,1.3835253912855356
plex,67035,no_change,0.05458335596662332,1.8387096774193548,31,0.05458335596662332,1.0
plex,10043,qanss,0.022794134741887535,5.129032258064516,31,0.03459142469954136,0.6589533371312618
house,54048,ar2_cell,0.03264249986146201,38.67741935483871,31,0.0412589791459181,0.7911611129790024
house,71105,ar2_cell,0.061556110737307365,23.774193548387096,31,0.062278506108098805,0.9884005668097183
plex,94068,lightgbm_panel,0.0338373095237488,34.774193548387096,31,0.04750220348743283,0.712331366537571
house,64015,lightgbm_panel,0.03413309866230732,45.25806451612903,31,0.05584029507055853,0.6112628634783809
house,64008,no_change,0.049997097642969016,103.93548387096774,31,0.049997097642969016,1.0
condo,72005,no_change,0.026595215410543986,11.32258064516129,31,0.026595215410543986,1.0
condo,57035,ridge_panel,0.031545624337499585,7.870967741935484,31,0.01532486156195089,2.0584606399200487
condo,57040,lightgbm_panel,0.01756293941101281,7.064516129032258,31,0.016365534667589835,1.0731662464896001
condo,52007,ar2_cell,0.02395217213172872,0.4838709677419355,31,0.02323295529710769,1.0309567519682081
house,72005,lightgbm_panel,0.03725742533559305,39.29032258064516,31,0.0538945005594945,0.6913029149321892
plex,58227,qanss,0.03331762993781944,36.87096774193548,31,0.03785756266424333,0.8800785785738954
condo,81017,no_change,0.01714133948740538,64.06451612903226,31,0.01714133948740538,1.0
condo,60013,ridge_panel,0.034490823016232026,26.419354838709676,31,0.028624259866592363,1.2049507367869652
condo,60028,ridge_panel,0.02983962182442326,3.7096774193548385,31,0.030911044899383993,0.9653385034880498
house,73015,ridge_panel,0.026879733661753474,55.12903225806452,31,0.03660299678554128,0.7343588236570664
plex,39062,qanss,0.035848431300495226,5.903225806451613,31,0.04305233836240001,0.8326709457390042
plex,37067,qanss,0.03635573103543724,28.258064516129032,31,0.049867401931253656,0.7290480279192533
house,66142,lightgbm_panel,0.03399730264689389,32.38709677419355,31,0.04282535405677127,0.7938592311887368
condo,57040,qanss,0.02030873070927638,7.064516129032258,31,0.016365534667589835,1.240945140001788
condo,71105,qanss,0.01808631165576029,0.9354838709677419,31,0.017236888695607726,1.0492793667785887
plex,73005,ar2_cell,0.11027398880290538,1.8064516129032258,31,0.11262191222002997,0.9791521616811351
condo,57040,ar2_cell,0.024118121262909104,7.064516129032258,31,0.016365534667589835,1.4737142264390801
condo,60013,ar2_cell,0.02718230002634244,26.419354838709676,31,0.028624259866592363,0.94962455459214
house,29073,qanss,0.05167991308729053,29.548387096774192,31,0.05437088358660437,0.9505071405538675
condo,66023,ar2_cell,0.021284965438794008,650.0322580645161,31,0.01999067162592292,1.0647448888707027
plex,58037,no_change,0.03850021495403664,0.3225806451612903,31,0.03850021495403664,1.0
plex,63048,no_change,0.03830553493100908,6.709677419354839,31,0.03830553493100908,1.0
plex,57035,ridge_panel,0.08600714489506822,0.8387096774193549,31,0.08399501363571772,1.023955365589641
condo,31084,ar2_cell,0.026857246824586876,0.45161290322580644,31,0.02830470765268615,0.9488614810702025
condo,70052,ar2_cell,0.02072671989400265,3.4193548387096775,31,0.017722565754334185,1.1695101139028798
house,47017,ridge_panel,0.042810088653738074,57.516129032258064,31,0.06052674791096199,0.7072920672479207
plex,94068,ridge_panel,0.03198948527922206,34.774193548387096,31,0.04750220348743283,0.673431608023935
house,52007,qanss,0.0420841494437689,17.580645161290324,31,0.04669869629194173,0.9011846750640635
condo,58037,ridge_panel,0.026734278278460265,6.354838709677419,31,0.018184980073822334,1.4701296438011955
plex,59015,no_change,0.0411503183641954,2.129032258064516,31,0.0411503183641954,1.0
plex,47017,ar2_cell,0.056198215258399166,10.741935483870968,31,0.06004426134857524,0.93594648341415
plex,64008,ar2_cell,0.04263194348352463,14.32258064516129,31,0.05117722509265536,0.83302569465891
house,39062,ridge_panel,0.024687168056315687,42.645161290322584,31,0.04222309311293329,0.5846840256417358
plex,67015,lightgbm_panel,0.03802518053827915,2.096774193548387,31,0.05144541426491628,0.7391364435801775
house,73005,ridge_panel,0.044265210069013974,21.161290322580644,31,0.0458492500640935,0.965451125310334
plex,29073,ridge_panel,0.027015800425191226,4.0,31,0.04422468206153482,0.6108760801852928
plex,31084,qanss,0.03893247009328036,6.580645161290323,31,0.04394431158707675,0.8859501648156372
plex,57005,ar2_cell,0.08203840708559738,2.129032258064516,31,0.08347570427522993,0.9827818500950456
plex,71083,no_change,0.03995544215767985,1.6129032258064515,31,0.03995544215767985,1.0
house,57040,qanss,0.041811861496223665,25.806451612903224,31,0.05883188748045653,0.7107006639913299
plex,66023,no_change,0.03683169795933435,327.3225806451613,31,0.03683169795933435,1.0
plex,64015,ar2_cell,0.042426650771355254,6.741935483870968,31,0.05138163816712156,0.8257161952166701
house,81017,no_change,0.03579933680374744,239.4516129032258,31,0.03579933680374744,1.0
house,59020,ridge_panel,0.0626384959342264,17.516129032258064,31,0.07726397627349975,0.8107076409386189
house,64015,qanss,0.03555780994531847,45.25806451612903,31,0.05584029507055853,0.6367768991977645
plex,58007,lightgbm_panel,0.03145711747473024,2.2903225806451615,31,0.04106606969004364,0.7660123725538054
condo,75045,ridge_panel,0.02557213019610823,0.03225806451612903,31,0.027567478140892183,0.9276194966189469
house,67050,ar2_cell,0.035860402074147604,42.193548387096776,31,0.04159016449971364,0.8622327539578382
house,62037,ar2_cell,0.036711965072010036,17.93548387096774,31,0.03876282944562176,0.9470919846940283
house,93042,qanss,0.0531625935613585,28.0,31,0.06864221092399593,0.7744883628562427
house,67020,ar2_cell,0.05150709878176968,23.258064516129032,31,0.05515306632914995,0.9338936565082099
plex,65005,lightgbm_panel,0.0235562914666027,32.354838709677416,31,0.03666756988636981,0.6424284876145863
condo,66142,qanss,0.01884392426208396,7.516129032258065,31,0.016607775144014854,1.1346447130141315
plex,46078,ar2_cell,0.05871394765907872,1.032258064516129,31,0.05068820948551821,1.1583354049200236
house,73010,ridge_panel,0.029508407611411602,14.67741935483871,31,0.04004584204120924,0.736865704585408
plex,77022,ridge_panel,0.03119474780695596,4.612903225806452,31,0.04267808014544396,0.7309313750910632
condo,67020,qanss,0.015022152961138836,8.67741935483871,31,0.019298102869673456,0.778426411268945
plex,75045,ar2_cell,0.03443749743624428,2.6451612903225805,31,0.04524363309448174,0.7611567657338407
plex,66023,ar2_cell,0.033476095793442184,327.3225806451613,31,0.03683169795933435,0.9088936336957077
condo,77043,ar2_cell,0.0344271515076839,2.870967741935484,31,0.03229926382975352,1.0658803770001162
plex,46078,qanss,0.0668868533470451,1.032258064516129,31,0.05068820948551821,1.3195741973516524
house,53052,lightgbm_panel,0.02683235427046938,34.0,31,0.039846841615424185,0.6733872292674491
plex,29073,no_change,0.04422468206153482,4.0,31,0.04422468206153482,1.0
house,36033,qanss,0.035298861253065056,45.45161290322581,31,0.05185831818869241,0.6806788666887754
condo,58033,no_change,0.04998527906843036,16.161290322580644,31,0.04998527906843036,1.0
house,93042,ridge_panel,0.044968099784591035,28.0,31,0.06864221092399593,0.655108557537314
condo,67020,no_change,0.019298102869673456,8.67741935483871,31,0.019298102869673456,1.0
plex,45072,qanss,0.0248055175139,4.548387096774194,31,0.03226703268651503,0.7687573181858358
condo,57005,qanss,0.024610168048231393,13.419354838709678,31,0.01924783452678323,1.278594119976796
plex,57035,qanss,0.08478248816057912,0.8387096774193549,31,0.08399501363571772,1.0093752532534448
condo,58012,lightgbm_panel,0.01365874234319992,16.580645161290324,31,0.02034696210739908,0.6712914817997808
plex,71083,ar2_cell,0.03224009801504372,1.6129032258064515,31,0.03995544215767985,0.8069012948927369
plex,10043,lightgbm_panel,0.026555062736379174,5.129032258064516,31,0.03459142469954136,0.7676776243544332
condo,77022,ar2_cell,0.03269792421504786,3.032258064516129,31,0.03368421633122685,0.9707194578469486
house,74005,lightgbm_panel,0.031668144523013926,58.16129032258065,31,0.057871954942973355,0.5472105539586404
house,60028,no_change,0.04802941077653713,21.06451612903226,31,0.04802941077653713,1.0
plex,58033,ridge_panel,0.028698089060519304,1.4838709677419355,31,0.04098607539926355,0.700191193739788
plex,75017,no_change,0.04485191596319712,22.225806451612904,31,0.04485191596319712,1.0
condo,59015,no_change,0.02127217810570437,5.0,31,0.02127217810570437,1.0
house,73015,qanss,0.02944270083583921,55.12903225806452,31,0.03660299678554128,0.804379515927218
house,94068,no_change,0.049232221755305894,118.25806451612904,31,0.049232221755305894,1.0
condo,58007,no_change,0.0163216874623934,52.70967741935484,31,0.0163216874623934,1.0
plex,56083,no_change,0.04250873582724773,12.935483870967742,31,0.04250873582724773,1.0
condo,59020,ar2_cell,0.019214586244895915,4.354838709677419,31,0.022315331790274066,0.8610486469786848
house,75005,lightgbm_panel,0.03228640800586928,21.225806451612904,31,0.05345600043508866,0.6039809889083358
condo,66142,lightgbm_panel,0.018919650493689162,7.516129032258065,31,0.016607775144014854,1.1392043985197782
house,73005,no_change,0.0458492500640935,21.161290322580644,31,0.0458492500640935,1.0
house,10043,qanss,0.06192053426293252,43.354838709677416,31,0.08409389427762744,0.7363261601194039
house,63048,no_change,0.06289317944714591,31.580645161290324,31,0.06289317944714591,1.0
condo,60028,ar2_cell,0.025244818851727555,3.7096774193548385,31,0.030911044899383993,0.8166925101982121
house,73010,lightgbm_panel,0.026908593546259612,14.67741935483871,31,0.04004584204120924,0.6719447556769883
condo,59015,ar2_cell,0.019606654391482386,5.0,31,0.02127217810570437,0.9217041289356562
condo,73010,no_change,0.022341556055840858,12.419354838709678,31,0.022341556055840858,1.0
house,31084,lightgbm_panel,0.0449491123861399,24.93548387096774,31,0.053606686577799545,0.8384982407167643
house,29073,lightgbm_panel,0.04457517621540511,29.548387096774192,31,0.05437088358660437,0.8198354206328794
condo,49058,no_change,0.020082203937462777,2.3225806451612905,31,0.020082203937462777,1.0
condo,73005,lightgbm_panel,0.0232390606699612,4.064516129032258,31,0.03159246505716242,0.7355887116726463
house,73005,ar2_cell,0.04515894787904926,21.161290322580644,31,0.0458492500640935,0.9849440899452171
condo,64015,ridge_panel,0.03053501710360777,23.548387096774192,31,0.02192500669747209,1.392702749191333
house,67035,no_change,0.054086779656309564,24.70967741935484,31,0.054086779656309564,1.0
condo,57040,no_change,0.016365534667589835,7.064516129032258,31,0.016365534667589835,1.0
condo,58007,qanss,0.013095156018566432,52.70967741935484,31,0.0163216874623934,0.8023163075961858
condo,77022,qanss,0.03654499050712578,3.032258064516129,31,0.03368421633122685,1.0849292187108672
plex,59010,ar2_cell,0.13445541190841329,1.3548387096774193,31,0.1398889974677805,0.9611578776192268
condo,58007,lightgbm_panel,0.013338637190333156,52.70967741935484,31,0.0163216874623934,0.8172339545813843
condo,74005,ar2_cell,0.020603451994070866,14.193548387096774,31,0.023803078624137133,0.8655792941497182
plex,75028,lightgbm_panel,0.07769678424507108,6.0,31,0.0861077084608662,0.902320891286781
condo,73015,lightgbm_panel,0.018150902015186033,12.0,31,0.02113681356166819,0.8587340737159581
house,57035,ridge_panel,0.0481534172504527,20.29032258064516,31,0.063868571135985,0.753945428776345
house,58012,no_change,0.04487488781505725,14.35483870967742,31,0.04487488781505725,1.0
condo,36033,ridge_panel,0.0569817068284805,1.6129032258064515,31,0.04732516642857713,1.204046623152968
house,58012,ar2_cell,0.042491057667094455,14.35483870967742,31,0.04487488781505725,0.9468783040129867
condo,71105,ridge_panel,0.03047787495282648,0.9354838709677419,31,0.017236888695607726,1.7681772790348642
plex,71105,no_change,0.039506321886504735,0.6774193548387096,31,0.039506321886504735,1.0
condo,67015,ridge_panel,0.02635879817150396,9.193548387096774,31,0.01835236067676886,1.4362619957044525
house,46078,qanss,0.051342782061398064,16.483870967741936,31,0.06231486181034645,0.8239251531626339
condo,58037,ar2_cell,0.019135608341210378,6.354838709677419,31,0.018184980073822334,1.0522754637909388
plex,58012,no_change,0.03890905819338008,1.3870967741935485,31,0.03890905819338008,1.0
condo,73010,lightgbm_panel,0.017063032351500366,12.419354838709678,31,0.022341556055840858,0.7637351807032929
house,43027,ridge_panel,0.0319147380568584,135.5483870967742,31,0.06012064179280478,0.5308449328742519
house,66023,ar2_cell,0.04826110613726618,293.7096774193548,31,0.04990598058484665,0.9670405344549042
plex,64015,no_change,0.05138163816712156,6.741935483870968,31,0.05138163816712156,1.0
house,29073,ar2_cell,0.04732409475324053,29.548387096774192,31,0.05437088358660437,0.8703940718171446
condo,52007,ridge_panel,0.03160971353824334,0.4838709677419355,31,0.02323295529710769,1.3605550018933017
condo,29073,no_change,0.027267913551409163,2.774193548387097,31,0.027267913551409163,1.0
condo,58012,qanss,0.015215389940251862,16.580645161290324,31,0.02034696210739908,0.7477966420706537
plex,66142,ar2_cell,0.03234432373657412,0.22580645161290322,31,0.03464322033434304,0.9336407939105493
plex,45072,lightgbm_panel,0.01913122996564207,4.548387096774194,31,0.03226703268651503,0.5929032939442662
house,29073,ridge_panel,0.04294933809615969,29.548387096774192,31,0.05437088358660437,0.7899326857130814
condo,72005,ar2_cell,0.027089690460328768,11.32258064516129,31,0.026595215410543986,1.0185926318757599
house,67020,no_change,0.05515306632914995,23.258064516129032,31,0.05515306632914995,1.0
plex,67015,no_change,0.05144541426491628,2.096774193548387,31,0.05144541426491628,1.0
condo,81017,lightgbm_panel,0.024646429076703516,64.06451612903226,31,0.01714133948740538,1.4378356542563382
condo,54048,ridge_panel,0.025407745376767904,11.838709677419354,31,0.026008798810985268,0.976890380882815
condo,43027,lightgbm_panel,0.02000226947081814,21.032258064516128,31,0.027732303052543164,0.7212624726089546
house,31084,no_change,0.053606686577799545,24.93548387096774,31,0.053606686577799545,1.0
condo,25213,qanss,0.021125572651369877,20.225806451612904,31,0.02891749372381526,0.730546459286398
house,53052,ar2_cell,0.03840422862320794,34.0,31,0.039846841615424185,0.9637960517388202
house,23072,ridge_panel,0.07042172435718091,13.483870967741936,31,0.09983719388119296,0.7053656219643284
plex,62037,no_change,0.045379686247517696,1.8387096774193548,31,0.045379686247517696,1.0
plex,65005,no_change,0.03666756988636981,32.354838709677416,31,0.03666756988636981,1.0
plex,59020,lightgbm_panel,0.03455963477627565,1.935483870967742,31,0.04978100303484061,0.694233395660753
house,54048,lightgbm_panel,0.033653028351313105,38.67741935483871,31,0.0412589791459181,0.8156534419403473
condo,60013,no_change,0.028624259866592363,26.419354838709676,31,0.028624259866592363,1.0
condo,56083,qanss,0.019217311415152823,15.064516129032258,31,0.020667224323352117,0.9298448168213367
house,66142,qanss,0.041284789479658024,32.38709677419355,31,0.04282535405677127,0.9640268104947596
condo,72005,lightgbm_panel,0.023965372242231137,11.32258064516129,31,0.026595215410543986,0.9011159290226987
plex,53052,qanss,0.035564703612847054,8.0,31,0.042374739526830324,0.8392902000100467
house,57035,no_change,0.063868571135985,20.29032258064516,31,0.063868571135985,1.0
condo,75017,ar2_cell,0.023456185015965695,26.06451612903226,31,0.027149973464123366,0.8639487271308485
house,52007,lightgbm_panel,0.036727961726304964,17.580645161290324,31,0.04669869629194173,0.78648794597383
plex,72015,qanss,0.041800471514487195,2.3870967741935485,31,0.04335487778304856,0.9641469115346204
plex,62037,ar2_cell,0.028710882358731784,1.8387096774193548,31,0.045379686247517696,0.6326813764672578
condo,58227,ridge_panel,0.027104619133787138,90.7741935483871,31,0.017898659666376982,1.5143379246829163
house,49058,no_change,0.038576338909586866,71.29032258064517,31,0.038576338909586866,1.0
condo,72015,qanss,0.03286161052961211,8.935483870967742,31,0.033215725578710484,0.9893389338053377
condo,58037,lightgbm_panel,0.014289385576163065,6.354838709677419,31,0.018184980073822334,0.7857795564336604
condo,49058,ar2_cell,0.014952626445264397,2.3225806451612905,31,0.020082203937462777,0.7445709889127606
plex,23027,no_change,0.035919313188354667,86.58064516129032,31,0.035919313188354667,1.0
condo,81017,ar2_cell,0.023485904368000052,64.06451612903226,31,0.01714133948740538,1.3701323858182934
house,23072,ar2_cell,0.0818555695736842,13.483870967741936,31,0.09983719388119296,0.81989052768343
plex,25213,ridge_panel,0.02560131491566794,21.096774193548388,31,0.042253739630389246,0.6058946531032074
plex,60013,lightgbm_panel,0.03016250962806724,5.516129032258065,31,0.038276934681138734,0.7880074483323258
house,57035,lightgbm_panel,0.04934107181980084,20.29032258064516,31,0.063868571135985,0.772540718262616
condo,67020,ar2_cell,0.017529248829041364,8.67741935483871,31,0.019298102869673456,0.9083405217301538
plex,89008,no_change,0.040821175723862846,6.032258064516129,31,0.040821175723862846,1.0
condo,71083,ridge_panel,0.028768684905640073,9.064516129032258,31,0.018305539174260373,1.5715835863546728
condo,97007,ridge_panel,0.04240576571920198,0.41935483870967744,31,0.026003932843309957,1.6307443175893193
condo,49058,lightgbm_panel,0.015118992021949478,2.3225806451612905,31,0.020082203937462777,0.752855217934792
plex,65005,qanss,0.025773598608879462,32.354838709677416,31,0.03666756988636981,0.7028990109993657
condo,62037,lightgbm_panel,0.03999506939658265,0.7096774193548387,31,0.03616204057581137,1.105995921683003
condo,65005,qanss,0.01875836972606861,106.3225806451613,31,0.02373101542599955,0.7904579466716396
condo,39062,no_change,0.019780115171822352,2.5483870967741935,31,0.019780115171822352,1.0
condo,23027,no_change,0.04315247707704911,206.67741935483872,31,0.04315247707704911,1.0
condo,52007,lightgbm_panel,0.02055645152706242,0.4838709677419355,31,0.02323295529710769,0.8847971023996904
house,59010,no_change,0.07093713073413009,30.032258064516128,31,0.07093713073413009,1.0
plex,75045,no_change,0.04524363309448174,2.6451612903225805,31,0.04524363309448174,1.0
plex,58007,ridge_panel,0.028636828336728534,2.2903225806451615,31,0.04106606969004364,0.6973355023471228
condo,52007,no_change,0.02323295529710769,0.4838709677419355,31,0.02323295529710769,1.0
house,67050,lightgbm_panel,0.03133584993557939,42.193548387096776,31,0.04159016449971364,0.7534437603822208
condo,63048,no_change,0.10840198911434598,0.5483870967741935,31,0.10840198911434598,1.0
house,56083,ridge_panel,0.03846224606387872,83.19354838709677,31,0.05205309160046616,0.7389041626786731
house,74005,ar2_cell,0.04437051111842547,58.16129032258065,31,0.057871954942973355,0.7667014387564388
house,57005,qanss,0.045106756097998905,29.193548387096776,31,0.07481395194669913,0.6029190401562401
house,67035,lightgbm_panel,0.05242899295303271,24.70967741935484,31,0.054086779656309564,0.9693495025251802
house,67020,lightgbm_panel,0.03953319098291571,23.258064516129032,31,0.05515306632914995,0.7167904454665163
house,94068,ar2_cell,0.04832517773529944,118.25806451612904,31,0.049232221755305894,0.9815762119265175
condo,58227,lightgbm_panel,0.014644300835096009,90.7741935483871,31,0.017898659666376982,0.8181786294649561
house,46078,ar2_cell,0.05784430724483032,16.483870967741936,31,0.06231486181034645,0.9282586138259901
plex,64008,no_change,0.05117722509265536,14.32258064516129,31,0.05117722509265536,1.0
house,72015,ridge_panel,0.036200632069335444,19.612903225806452,31,0.04921084363839667,0.7356230739578292
plex,59015,ridge_panel,0.03448057772879944,2.129032258064516,31,0.0411503183641954,0.8379176419398191
plex,77022,qanss,0.03136971758833254,4.612903225806452,31,0.04267808014544396,0.7350311326429563
plex,86042,lightgbm_panel,0.02585870405522599,8.741935483870968,31,0.0421136533245558,0.6140218673488531
plex,57040,ridge_panel,0.07592181996270923,1.8064516129032258,31,0.08351832822287102,0.9090438180241074
house,57035,ar2_cell,0.050408289629206966,20.29032258064516,31,0.063868571135985,0.7892503109531097
plex,75045,ridge_panel,0.03978057695899003,2.6451612903225805,31,0.04524363309448174,0.8792524878786088
plex,75028,qanss,0.0817383887966491,6.0,31,0.0861077084608662,0.9492575085051435
condo,53052,qanss,0.013963774100973535,2.3225806451612905,31,0.020011209271961664,0.6977976148867034
condo,60028,no_change,0.030911044899383993,3.7096774193548385,31,0.030911044899383993,1.0
plex,75028,ridge_panel,0.06719314854824104,6.0,31,0.0861077084608662,0.7803383663238309
house,63048,lightgbm_panel,0.04624536044059638,31.580645161290324,31,0.06289317944714591,0.7353000889303107
condo,66023,no_change,0.01999067162592292,650.0322580645161,31,0.01999067162592292,1.0
plex,10043,ar2_cell,0.025892408261060183,5.129032258064516,31,0.03459142469954136,0.7485210131111912
house,73005,lightgbm_panel,0.04608545031864157,21.161290322580644,31,0.0458492500640935,1.0051516710571684
plex,66142,lightgbm_panel,0.027917387769792884,0.22580645161290322,31,0.03464322033434304,0.8058542912685688
plex,58007,ar2_cell,0.03097139592403434,2.2903225806451615,31,0.04106606969004364,0.7541845654526631
condo,47017,qanss,0.016249006792243413,14.258064516129032,31,0.02264416872940787,0.7175801852748478
house,56083,no_change,0.05205309160046616,83.19354838709677,31,0.05205309160046616,1.0
plex,73005,lightgbm_panel,0.08359684396610342,1.8064516129032258,31,0.11262191222002997,0.7422786766644476
condo,62037,ridge_panel,0.05349501178713494,0.7096774193548387,31,0.03616204057581137,1.4793139694367115
condo,65005,ridge_panel,0.030776321750600393,106.3225806451613,31,0.02373101542599955,1.2968817894274365
condo,37067,lightgbm_panel,0.014524827080958218,13.612903225806452,31,0.024895368597045987,0.5834349077555611
condo,58033,ar2_cell,0.04923275796199468,16.161290322580644,31,0.04998527906843036,0.9849451454416115
condo,70052,ridge_panel,0.025439597238005065,3.4193548387096775,31,0.017722565754334185,1.4354353421870432
plex,36033,no_change,0.04814805015467382,16.06451612903226,31,0.04814805015467382,1.0
house,31084,qanss,0.03931071409766978,24.93548387096774,31,0.053606686577799545,0.7333173640683429
plex,49058,no_change,0.04457630667672722,14.516129032258064,31,0.04457630667672722,1.0
condo,37067,ridge_panel,0.01817860706912746,13.612903225806452,31,0.024895368597045987,0.7302003582820815
condo,75045,ar2_cell,0.023514969183154735,0.03225806451612903,31,0.027567478140892183,0.8529967472169258
condo,31084,ridge_panel,0.029407170269130714,0.45161290322580644,31,0.02830470765268615,1.0389497969727286
house,89008,qanss,0.04482018172144291,28.258064516129032,31,0.06225114519865197,0.719989673738781
house,58007,lightgbm_panel,0.034049237480015135,53.25806451612903,31,0.04274583538565665,0.7965509896536107
plex,23072,ar2_cell,0.026400844402180886,1.1935483870967742,31,0.03536485260469175,0.7465277657817345
plex,56083,ar2_cell,0.03393520705753711,12.935483870967742,31,0.04250873582724773,0.7983113681725849
house,54048,no_change,0.0412589791459181,38.67741935483871,31,0.0412589791459181,1.0
house,89008,ridge_panel,0.03832334539570274,28.258064516129032,31,0.06225114519865197,0.6156247451096309
house,65005,ar2_cell,0.040610513842591456,243.29032258064515,31,0.041379745530324814,0.9814104297193024
plex,75005,qanss,0.0615316879099038,3.3870967741935485,31,0.04858681867096674,1.2664275948297954
condo,25213,ar2_cell,0.02051280792127373,20.225806451612904,31,0.02891749372381526,0.7093563542258235
house,60013,lightgbm_panel,0.026766989166940713,71.61290322580645,31,0.04043187610407731,0.662026889329566
plex,72005,no_change,0.08304598225275957,3.7419354838709675,31,0.08304598225275957,1.0
plex,58007,no_change,0.04106606969004364,2.2903225806451615,31,0.04106606969004364,1.0
condo,45072,qanss,0.017566257486453577,8.451612903225806,31,0.021456874458969384,0.8186773670156114
plex,64008,qanss,0.04675285101615594,14.32258064516129,31,0.05117722509265536,0.9135479880261351
plex,58033,ar2_cell,0.03178974719856117,1.4838709677419355,31,0.04098607539926355,0.775623108308935
condo,72015,ar2_cell,0.029595565677507023,8.935483870967742,31,0.033215725578710484,0.8910106632286308
plex,47017,qanss,0.05029222156667481,10.741935483870968,31,0.06004426134857524,0.8375858148160593
condo,86042,ridge_panel,0.02770930692211786,1.3548387096774193,31,0.014319056544310114,1.9351349606289918
plex,58227,ar2_cell,0.03095334817821075,36.87096774193548,31,0.03785756266424333,0.8176265453942272
house,43027,qanss,0.036003914334491204,135.5483870967742,31,0.06012064179280478,0.598861110940438
house,23027,ar2_cell,0.04266852934025038,331.4193548387097,31,0.050999907884849545,0.8366393413217487
house,58033,qanss,0.039923685597105955,37.61290322580645,31,0.04492332877735862,0.8887071969882052
condo,65005,no_change,0.02373101542599955,106.3225806451613,31,0.02373101542599955,1.0
plex,75005,ridge_panel,0.057338235590219916,3.3870967741935485,31,0.04858681867096674,1.1801191590360829
condo,66142,ridge_panel,0.03045140142363312,7.516129032258065,31,0.016607775144014854,1.833562964308754
plex,97007,no_change,0.03222354310206974,3.193548387096774,31,0.03222354310206974,1.0
plex,70052,no_change,0.04570453322970466,12.612903225806452,31,0.04570453322970466,1.0
condo,67015,qanss,0.013899291751046336,9.193548387096774,31,0.01835236067676886,0.7573571594329336
house,89008,no_change,0.06225114519865197,28.258064516129032,31,0.06225114519865197,1.0
plex,58227,lightgbm_panel,0.034431097526807446,36.87096774193548,31,0.03785756266424333,0.9094906038239963
plex,52007,ar2_cell,0.022177440809718972,2.064516129032258,31,0.03415381944202661,0.6493399910180884
condo,10043,lightgbm_panel,0.01344342818603027,5.129032258064516,31,0.020513984828815956,0.6553299272770403
house,59010,qanss,0.05726135607318634,30.032258064516128,31,0.07093713073413009,0.8072127457170479
house,75005,ar2_cell,0.04662175134881168,21.225806451612904,31,0.05345600043508866,0.8721518813481794
house,75028,lightgbm_panel,0.03680471878078513,22.032258064516128,31,0.05830042237291534,0.6312942047892182
house,54048,ridge_panel,0.03243680593312682,38.67741935483871,31,0.0412589791459181,0.7861756787149182
condo,58007,ar2_cell,0.018314279495422907,52.70967741935484,31,0.0163216874623934,1.1220824769265196
house,75017,ar2_cell,0.04354597790673822,65.12903225806451,31,0.0515436228550365,0.8448373531912726
condo,67050,ridge_panel,0.021158546425869,2.2580645161290325,31,0.019021983400938594,1.1123207280700804
plex,57035,lightgbm_panel,0.08222815253347986,0.8387096774193549,31,0.08399501363571772,0.9789646905719825
condo,59015,lightgbm_panel,0.01505993668645436,5.0,31,0.02127217810570437,0.707964018147059
plex,10043,ridge_panel,0.02621835882827166,5.129032258064516,31,0.03459142469954136,0.7579438851103257
condo,64015,qanss,0.02197471594280829,23.548387096774192,31,0.02192500669747209,1.0022672396876362
condo,73005,ridge_panel,0.028289399232262875,4.064516129032258,31,0.03159246505716242,0.8954476702301298
house,45072,no_change,0.056349940040470725,27.838709677419356,31,0.056349940040470725,1.0
condo,94068,qanss,0.010349537427061859,9.0,31,0.02395382559589923,0.43206198465574724
house,89008,ar2_cell,0.05945622878687219,28.258064516129032,31,0.06225114519865197,0.9551025703565643
condo,53052,ridge_panel,0.024274702031365513,2.3225806451612905,31,0.020011209271961664,1.2130552282703657
house,23072,no_change,0.09983719388119296,13.483870967741936,31,0.09983719388119296,1.0
plex,57005,no_change,0.08347570427522993,2.129032258064516,31,0.08347570427522993,1.0
house,59020,lightgbm_panel,0.05292653275073402,17.516129032258064,31,0.07726397627349975,0.6850091763771539
house,58227,qanss,0.03168298894121292,126.61290322580645,31,0.04729289736931875,0.6699312307680106
condo,75028,no_change,0.1505321778372725,0.12903225806451613,31,0.1505321778372725,1.0
condo,59020,ridge_panel,0.023604912555016073,4.354838709677419,31,0.022315331790274066,1.0577890025056254
house,59015,lightgbm_panel,0.06928607542633033,14.096774193548388,31,0.09469235203782474,0.7316966358450374
house,77022,lightgbm_panel,0.02930476826469593,21.677419354838708,31,0.044004152441317654,0.665954611982942
house,31084,ar2_cell,0.055229347285156355,24.93548387096774,31,0.053606686577799545,1.0302697445215503
house,57005,ridge_panel,0.05964226120936873,29.193548387096776,31,0.07481395194669913,0.7972077354216043
condo,37067,qanss,0.018679872680068738,13.612903225806452,31,0.024895368597045987,0.750335252408564
house,77043,ridge_panel,0.0329664740168059,20.93548387096774,31,0.048336064932705126,0.6820264343550263
condo,57035,lightgbm_panel,0.017516816368875452,7.870967741935484,31,0.01532486156195089,1.143032600853428
house,58012,ridge_panel,0.032877518442056365,14.35483870967742,31,0.04487488781505725,0.7326484820988164
house,58037,ridge_panel,0.031430697153099464,25.483870967741936,31,0.045454688965401946,0.691473154222287
house,71105,ridge_panel,0.050124220501499395,23.774193548387096,31,0.062278506108098805,0.8048398016242904
plex,67050,ridge_panel,0.049223352780107026,3.4838709677419355,31,0.05026861830629679,0.9792064003068326
house,58007,qanss,0.03699615571250431,53.25806451612903,31,0.04274583538565665,0.8654914655128803
condo,63048,qanss,0.12483422839325399,0.5483870967741935,31,0.10840198911434598,1.1515861416673336
plex,77043,qanss,0.030720976830192554,3.7419354838709675,31,0.03987415489031853,0.7704483496815534
condo,66097,no_change,0.02179156434253552,7.645161290322581,31,0.02179156434253552,1.0
condo,75028,ar2_cell,0.14945707647705567,0.12903225806451613,31,0.1505321778372725,0.9928579963721841
plex,57005,ridge_panel,0.07457537179851521,2.129032258064516,31,0.08347570427522993,0.8933781684863754
condo,66097,ar2_cell,0.024410968003397374,7.645161290322581,31,0.02179156434253552,1.1202026444585702
house,60013,ar2_cell,0.03604056950504533,71.61290322580645,31,0.04043187610407731,0.8913899867587609
plex,57040,no_change,0.08351832822287102,1.8064516129032258,31,0.08351832822287102,1.0
plex,70052,ridge_panel,0.02892480535715263,12.612903225806452,31,0.04570453322970466,0.6328651298500427
house,43027,lightgbm_panel,0.03368893671162389,135.5483870967742,31,0.06012064179280478,0.5603555735104573
plex,60028,ar2_cell,0.04703058087477735,2.7419354838709675,31,0.046779150280574375,1.0053748431233773
plex,74005,qanss,0.04677463560707238,16.806451612903224,31,0.06013443296421019,0.7778344835297761
plex,59010,no_change,0.1398889974677805,1.3548387096774193,31,0.1398889974677805,1.0
condo,77043,lightgbm_panel,0.03282521610315127,2.870967741935484,31,0.03229926382975352,1.016283723250474
house,53052,no_change,0.039846841615424185,34.0,31,0.039846841615424185,1.0
condo,73010,qanss,0.017207532707078407,12.419354838709678,31,0.022341556055840858,0.7702029645593894
plex,60028,ridge_panel,0.04324465330909209,2.7419354838709675,31,0.046779150280574375,0.9244428992343192
plex,58037,ar2_cell,0.030800741529929673,0.3225806451612903,31,0.03850021495403664,0.8000147938576717
house,47017,no_change,0.06052674791096199,57.516129032258064,31,0.06052674791096199,1.0
plex,49058,lightgbm_panel,0.03671009190540365,14.516129032258064,31,0.04457630667672722,0.8235337254750531
plex,31084,lightgbm_panel,0.03413889720849557,6.580645161290323,31,0.04394431158707675,0.7768672662182566
plex,31084,ridge_panel,0.029023124258367252,6.580645161290323,31,0.04394431158707675,0.6604523591377056
plex,72015,no_change,0.04335487778304856,2.3870967741935485,31,0.04335487778304856,1.0
condo,94068,no_change,0.02395382559589923,9.0,31,0.02395382559589923,1.0
plex,59010,qanss,0.13366462978220447,1.3548387096774193,31,0.1398889974677805,0.9555049517957291
condo,10043,qanss,0.011448535848850961,5.129032258064516,31,0.020513984828815956,0.5580844455324557
house,81017,ridge_panel,0.034316677093411366,239.4516129032258,31,0.03579933680374744,0.958584157062349
condo,43027,ridge_panel,0.022524008789708953,21.032258064516128,31,0.027732303052543164,0.8121939511130292
house,67035,ridge_panel,0.04833555438379976,24.70967741935484,31,0.054086779656309564,0.8936667091467538
house,74005,ridge_panel,0.037435134289031745,58.16129032258065,31,0.057871954942973355,0.6468614085340659
plex,59015,ar2_cell,0.03301620875518459,2.129032258064516,31,0.0411503183641954,0.8023317939603538
plex,46078,lightgbm_panel,0.06409829927277393,1.032258064516129,31,0.05068820948551821,1.2645603370757657
house,37067,lightgbm_panel,0.026813065329657302,105.90322580645162,31,0.042348025499698155,0.6331597521553495
condo,59020,lightgbm_panel,0.014287017924125412,4.354838709677419,31,0.022315331790274066,0.6402332736254578
house,47017,ar2_cell,0.051759822060154906,57.516129032258064,31,0.06052674791096199,0.8551561722149075
house,75005,ridge_panel,0.03377864557470935,21.225806451612904,31,0.05345600043508866,0.6318962380233923
house,58037,qanss,0.03703232043456658,25.483870967741936,31,0.045454688965401946,0.8147084773312145
house,37067,no_change,0.042348025499698155,105.90322580645162,31,0.042348025499698155,1.0
condo,57005,lightgbm_panel,0.02168994774200192,13.419354838709678,31,0.01924783452678323,1.1268772968626941
plex,89008,lightgbm_panel,0.02581371082002106,6.032258064516129,31,0.040821175723862846,0.6323607873188016
condo,73010,ridge_panel,0.02811141121234693,12.419354838709678,31,0.022341556055840858,1.258256638082182
plex,23072,lightgbm_panel,0.02840232534444425,1.1935483870967742,31,0.03536485260469175,0.8031229668033791
condo,62037,no_change,0.03616204057581137,0.7096774193548387,31,0.03616204057581137,1.0
house,45072,lightgbm_panel,0.03673318780530768,27.838709677419356,31,0.056349940040470725,0.6518762536202484
condo,72015,ridge_panel,0.04210591798525493,8.935483870967742,31,0.033215725578710484,1.2676501040291166
plex,63048,ridge_panel,0.048134808250034945,6.709677419354839,31,0.03830553493100908,1.2566019071846686
plex,36033,ar2_cell,0.037720545190253994,16.06451612903226,31,0.04814805015467382,0.7834283022693161
house,59020,qanss,0.06575620409682556,17.516129032258064,31,0.07726397627349975,0.8510590221769215
plex,66023,qanss,0.02970525102307239,327.3225806451613,31,0.03683169795933435,0.806513211958617
condo,58033,ridge_panel,0.05745247386065083,16.161290322580644,31,0.04998527906843036,1.1493878784191203
condo,29073,ar2_cell,0.02159990721094434,2.774193548387097,31,0.027267913551409163,0.7921364122788959
house,60028,qanss,0.036204033300523346,21.06451612903226,31,0.04802941077653713,0.7537888288691935
house,97007,ar2_cell,0.045485796172735966,19.741935483870968,31,0.046568619400292464,0.9767477919358353
condo,74005,qanss,0.016067998488429283,14.193548387096774,31,0.023803078624137133,0.6750386679870807
plex,39062,no_change,0.04305233836240001,5.903225806451613,31,0.04305233836240001,1.0
house,75028,qanss,0.05468483301694988,22.032258064516128,31,0.05830042237291534,0.9379834792132629
condo,75017,lightgbm_panel,0.019584231693666274,26.06451612903226,31,0.027149973464123366,0.7213352057063832
condo,57005,ridge_panel,0.03151497084465514,13.419354838709678,31,0.01924783452678323,1.637325528791422
plex,59010,ridge_panel,0.1271416819216133,1.3548387096774193,31,0.1398889974677805,0.9088754957365165
condo,64015,ar2_cell,0.023629589125955898,23.548387096774192,31,0.02192500669747209,1.0777460391234608
plex,72005,lightgbm_panel,0.07218543833607588,3.7419354838709675,31,0.08304598225275957,0.8692225244126991
condo,62037,ar2_cell,0.03996324694980654,0.7096774193548387,31,0.03616204057581137,1.1051159258014267
plex,56083,lightgbm_panel,0.03383105838147965,12.935483870967742,31,0.04250873582724773,0.7958613146946195
house,71105,lightgbm_panel,0.04873894319661856,23.774193548387096,31,0.062278506108098805,0.7825965367894473
plex,65005,ridge_panel,0.02593023023847665,32.354838709677416,31,0.03666756988636981,0.7071706774905615
house,97007,ridge_panel,0.027913253468065162,19.741935483870968,31,0.046568619400292464,0.5994004938847266
house,10043,lightgbm_panel,0.0530113846810798,43.354838709677416,31,0.08409389427762744,0.6303832773645623
house,75005,no_change,0.05345600043508866,21.225806451612904,31,0.05345600043508866,1.0
plex,97007,ar2_cell,0.029320032060843316,3.193548387096774,31,0.03222354310206974,0.9098947303209518
plex,43027,ridge_panel,0.026809616924206654,28.741935483870968,31,0.03619729110186907,0.740652576701308
plex,58012,ar2_cell,0.032624339449666834,1.3870967741935485,31,0.03890905819338008,0.8384767189049434
condo,64015,lightgbm_panel,0.01932944344091134,23.548387096774192,31,0.02192500669747209,0.8816163072433627
house,86042,qanss,0.037947860423796005,31.129032258064516,31,0.048913991190868616,0.775807892586778
plex,45072,ar2_cell,0.027331155210058165,4.548387096774194,31,0.03226703268651503,0.847030325830994
house,77043,ar2_cell,0.044100175847488175,20.93548387096774,31,0.048336064932705126,0.9123658681956366
condo,73005,ar2_cell,0.029395438826298328,4.064516129032258,31,0.03159246505716242,0.9304572711597888
condo,75017,no_change,0.027149973464123366,26.06451612903226,31,0.027149973464123366,1.0
condo,86042,ar2_cell,0.01696281482112454,1.3548387096774193,31,0.014319056544310114,1.1846321556614678
plex,58033,qanss,0.03532530049972142,1.4838709677419355,31,0.04098607539926355,0.8618854124382974
plex,97007,qanss,0.030023409254941243,3.193548387096774,31,0.03222354310206974,0.931722782930497
condo,39062,ar2_cell,0.016597469482519337,2.5483870967741935,31,0.019780115171822352,0.8390987281086798
plex,81017,ar2_cell,0.02857081598744992,44.61290322580645,31,0.034448956494260115,0.8293666599802635
house,72005,ridge_panel,0.036311950093259666,39.29032258064516,31,0.0538945005594945,0.6737598403602361
house,66142,ridge_panel,0.03383044251268051,32.38709677419355,31,0.04282535405677127,0.7899629380257618
condo,57035,no_change,0.01532486156195089,7.870967741935484,31,0.01532486156195089,1.0
condo,46078,no_change,0.02451927636475571,5.903225806451613,31,0.02451927636475571,1.0
plex,23072,ridge_panel,0.022941272245461993,1.1935483870967742,31,0.03536485260469175,0.6487026116551223
house,36033,lightgbm_panel,0.03377541976577265,45.45161290322581,31,0.05185831818869241,0.6513018729777724
house,71083,ridge_panel,0.03894835202087938,38.74193548387097,31,0.04653390370965805,0.8369887096490403
plex,23027,lightgbm_panel,0.024612171277548882,86.58064516129032,31,0.035919313188354667,0.6852071794493094
condo,49058,qanss,0.015428713366982429,2.3225806451612905,31,0.020082203937462777,0.7682778949476061
plex,58012,qanss,0.03542743751864256,1.3870967741935485,31,0.03890905819338008,0.9105190195703612
plex,60013,ar2_cell,0.027777172692628648,5.516129032258065,31,0.038276934681138734,0.7256895810498658
condo,53052,ar2_cell,0.01825195811065412,2.3225806451612905,31,0.020011209271961664,0.9120867141311402
plex,57040,qanss,0.07994649689724401,1.8064516129032258,31,0.08351832822287102,0.9572329642890424
house,10043,no_change,0.08409389427762744,43.354838709677416,31,0.08409389427762744,1.0
condo,59010,ridge_panel,0.024512453195793052,6.354838709677419,31,0.02215047220188633,1.1066334375348248
house,66097,ar2_cell,0.03988806643873075,23.129032258064516,31,0.043875596271610716,0.9091173642816096
plex,47017,lightgbm_panel,0.03516948686359853,10.741935483870968,31,0.06004426134857524,0.5857260306597651
house,62037,qanss,0.02786059503731223,17.93548387096774,31,0.03876282944562176,0.7187451338245658
house,39062,lightgbm_panel,0.029571438337564013,42.645161290322584,31,0.04222309311293329,0.7003617252404948
condo,73005,no_change,0.03159246505716242,4.064516129032258,31,0.03159246505716242,1.0
house,73010,ar2_cell,0.03862145899143098,14.67741935483871,31,0.04004584204120924,0.9644311874298337
condo,49058,ridge_panel,0.025276490006335934,2.3225806451612905,31,0.020082203937462777,1.2586511961061886
condo,94068,ar2_cell,0.012160930469945829,9.0,31,0.02395382559589923,0.5076821830091188
condo,59010,lightgbm_panel,0.014667128055074188,6.354838709677419,31,0.02215047220188633,0.6621587080127862
plex,57035,ar2_cell,0.08026048744882894,0.8387096774193549,31,0.08399501363571772,0.9555387156303677
house,45072,ridge_panel,0.037084456729964355,27.838709677419356,31,0.056349940040470725,0.6581099590049283
house,23072,lightgbm_panel,0.0691756613824882,13.483870967741936,31,0.09983719388119296,0.6928846724679358
house,60028,ridge_panel,0.034274508918833865,21.06451612903226,31,0.04802941077653713,0.7136150197282313
condo,25213,lightgbm_panel,0.01969188337548084,20.225806451612904,31,0.02891749372381526,0.6809678447085964
plex,75028,ar2_cell,0.0744786618143883,6.0,31,0.0861077084608662,0.8649476701407863
house,75028,ar2_cell,0.055845089433890285,22.032258064516128,31,0.05830042237291534,0.9578848173119628
plex,73015,qanss,0.04486229081333283,8.419354838709678,31,0.043195280421150034,1.0385924197257108
condo,67020,ridge_panel,0.025506876686081266,8.67741935483871,31,0.019298102869673456,1.3217297502421734
house,59020,ar2_cell,0.06672556867703702,17.516129032258064,31,0.07726397627349975,0.8636051611017433
house,70052,no_change,0.047289861099482314,42.645161290322584,31,0.047289861099482314,1.0
condo,70052,lightgbm_panel,0.013772609655795454,3.4193548387096775,31,0.017722565754334185,0.7771227849684949
plex,74005,lightgbm_panel,0.04054419839122046,16.806451612903224,31,0.06013443296421019,0.6742260031844132
house,10043,ridge_panel,0.05041439198227537,43.354838709677416,31,0.08409389427762744,0.5995012172445883
plex,47017,no_change,0.06004426134857524,10.741935483870968,31,0.06004426134857524,1.0
condo,57040,ridge_panel,0.03502072578036226,7.064516129032258,31,0.016365534667589835,2.139907219146161
house,71105,qanss,0.05442107417813421,23.774193548387096,31,0.062278506108098805,0.8738339690369868
plex,81017,no_change,0.034448956494260115,44.61290322580645,31,0.034448956494260115,1.0
plex,89008,ar2_cell,0.03356541139704515,6.032258064516129,31,0.040821175723862846,0.8222548910423423
house,77043,lightgbm_panel,0.03064596588628653,20.93548387096774,31,0.048336064932705126,0.6340186345113682
house,62037,no_change,0.03876282944562176,17.93548387096774,31,0.03876282944562176,1.0
plex,73010,lightgbm_panel,0.035805941071321755,6.193548387096774,31,0.04264331680898908,0.8396612588018476
condo,56083,ridge_panel,0.030173223354241413,15.064516129032258,31,0.020667224323352117,1.45995528389114
plex,64015,ridge_panel,0.03442662242671488,6.741935483870968,31,0.05138163816712156,0.6700179997130576
house,23072,qanss,0.09051072567608927,13.483870967741936,31,0.09983719388119296,0.9065832297309733
plex,94068,qanss,0.03317908236389698,34.774193548387096,31,0.04750220348743283,0.6984745954506053
plex,67050,lightgbm_panel,0.047388774862342956,3.4838709677419355,31,0.05026861830629679,0.9427109090923015
plex,66142,ridge_panel,0.03336952237434334,0.22580645161290322,31,0.03464322033434304,0.963233846400329
plex,58033,no_change,0.04098607539926355,1.4838709677419355,31,0.04098607539926355,1.0
house,77022,ar2_cell,0.04162003728913623,21.677419354838708,31,0.044004152441317654,0.9458206778244214
house,63048,qanss,0.053734405127011504,31.580645161290324,31,0.06289317944714591,0.8543757144949041
plex,58007,qanss,0.04262166516549873,2.2903225806451615,31,0.04106606969004364,1.0378803106115666
plex,53052,no_change,0.042374739526830324,8.0,31,0.042374739526830324,1.0
condo,58037,qanss,0.01443592019292446,6.354838709677419,31,0.018184980073822334,0.7938375590361672
plex,77043,no_change,0.03987415489031853,3.7419354838709675,31,0.03987415489031853,1.0
house,67015,qanss,0.056868537206932086,22.06451612903226,31,0.058004210395505955,0.9804208490930193
condo,66142,no_change,0.016607775144014854,7.516129032258065,31,0.016607775144014854,1.0
house,57040,ar2_cell,0.05534506681859885,25.806451612903224,31,0.05883188748045653,0.9407324699039109
house,93042,lightgbm_panel,0.05088093255011002,28.0,31,0.06864221092399593,0.7412484514295135
condo,75045,no_change,0.027567478140892183,0.03225806451612903,31,0.027567478140892183,1.0
condo,63048,lightgbm_panel,0.10219797215953073,0.5483870967741935,31,0.10840198911434598,0.9427684214514639
condo,57005,ar2_cell,0.023971511834040338,13.419354838709678,31,0.01924783452678323,1.2454134412203173
condo,77043,ridge_panel,0.04209049331058725,2.870967741935484,31,0.03229926382975352,1.303140948736244
plex,63048,lightgbm_panel,0.04318881178178445,6.709677419354839,31,0.03830553493100908,1.1274822779415687
plex,45072,no_change,0.03226703268651503,4.548387096774194,31,0.03226703268651503,1.0
condo,62037,qanss,0.049410303050156215,0.7096774193548387,31,0.03616204057581137,1.3663582658332216
plex,75045,lightgbm_panel,0.043446043869734635,2.6451612903225805,31,0.04524363309448174,0.9602686808773022
condo,65005,ar2_cell,0.01995675848799694,106.3225806451613,31,0.02373101542599955,0.8409567871306696
plex,60028,lightgbm_panel,0.045479851022576775,2.7419354838709675,31,0.046779150280574375,0.9722248213102505
plex,66097,no_change,0.05119406630797862,0.3225806451612903,31,0.05119406630797862,1.0
plex,45072,ridge_panel,0.02424387436691901,4.548387096774194,31,0.03226703268651503,0.7513512197559759
house,46078,no_change,0.06231486181034645,16.483870967741936,31,0.06231486181034645,1.0
plex,60028,no_change,0.046779150280574375,2.7419354838709675,31,0.046779150280574375,1.0
plex,75017,ar2_cell,0.034186070187577675,22.225806451612904,31,0.04485191596319712,0.7621986587067714
house,64015,no_change,0.05584029507055853,45.25806451612903,31,0.05584029507055853,1.0
condo,75005,ridge_panel,0.02519302174410199,0.03225806451612903,31,0.02801200834396392,0.8993650663941284
house,58037,no_change,0.045454688965401946,25.483870967741936,31,0.045454688965401946,1.0
condo,56083,lightgbm_panel,0.016468823786491994,15.064516129032258,31,0.020667224323352117,0.7968570684106667
plex,67020,qanss,0.05613898959324447,0.6774193548387096,31,0.049477669192032364,1.1346328658966984
plex,66097,ar2_cell,0.05906854672932601,0.3225806451612903,31,0.05119406630797862,1.1538162718697762
house,75045,qanss,0.07029288721574947,20.387096774193548,31,0.09293699871561867,0.7563498734324449
house,37067,ridge_panel,0.028085623403142572,105.90322580645162,31,0.042348025499698155,0.6632097499644407
condo,97007,no_change,0.026003932843309957,0.41935483870967744,31,0.026003932843309957,1.0
house,59010,ridge_panel,0.05090436934494693,30.032258064516128,31,0.07093713073413009,0.7175983694031092
condo,66097,lightgbm_panel,0.021841548107479715,7.645161290322581,31,0.02179156434253552,1.00229372082511
condo,39062,ridge_panel,0.02608303328975439,2.5483870967741935,31,0.019780115171822352,1.318649212260949
plex,93042,no_change,0.048276651651072366,7.225806451612903,31,0.048276651651072366,1.0
plex,67035,qanss,0.0412377423869478,1.8387096774193548,31,0.05458335596662332,0.7555003106105072
condo,75045,qanss,0.020185686969350865,0.03225806451612903,31,0.027567478140892183,0.7322282751503647
condo,58227,no_change,0.017898659666376982,90.7741935483871,31,0.017898659666376982,1.0
house,58033,lightgbm_panel,0.03440260105374835,37.61290322580645,31,0.04492332877735862,0.7658070314479295
condo,72005,ridge_panel,0.03309824535804918,11.32258064516129,31,0.026595215410543986,1.2445187920879555
house,52007,ridge_panel,0.03829931546001701,17.580645161290324,31,0.04669869629194173,0.8201367168921564
condo,58012,ar2_cell,0.01897980371763681,16.580645161290324,31,0.02034696210739908,0.9328077389368555
condo,59015,qanss,0.01817376526224907,5.0,31,0.02127217810570437,0.8543443540168354
plex,74005,no_change,0.06013443296421019,16.806451612903224,31,0.06013443296421019,1.0
condo,75017,qanss,0.01895741499693713,26.06451612903226,31,0.027149973464123366,0.6982480119911689
house,58227,no_change,0.04729289736931875,126.61290322580645,31,0.04729289736931875,1.0
condo,23072,ar2_cell,0.03697835175421757,7.483870967741935,31,0.046714921979306503,0.7915747300316164
house,60013,no_change,0.04043187610407731,71.61290322580645,31,0.04043187610407731,1.0
condo,71083,ar2_cell,0.019314207687735136,9.064516129032258,31,0.018305539174260373,1.0551018193931738
condo,58033,qanss,0.053470190510867176,16.161290322580644,31,0.04998527906843036,1.0697187553492686
plex,56083,ridge_panel,0.033329068713541174,12.935483870967742,31,0.04250873582724773,0.7840522204421222
condo,71105,lightgbm_panel,0.011364655206264907,0.9354838709677419,31,0.017236888695607726,0.6593217260352112
house,77043,qanss,0.03308550490119207,20.93548387096774,31,0.048336064932705126,0.6844890031336781
plex,29073,ar2_cell,0.035625353279422275,4.0,31,0.04422468206153482,0.8055536324682375
house,59010,ar2_cell,0.06877673688979866,30.032258064516128,31,0.07093713073413009,0.9695449502683084
plex,67015,ridge_panel,0.041237501239690555,2.096774193548387,31,0.05144541426491628,0.8015777854822891
house,58033,ar2_cell,0.04007266413128073,37.61290322580645,31,0.04492332877735862,0.892023481382737
condo,89008,qanss,0.01879102622493382,1.032258064516129,31,0.027446325447215727,0.6846463385808195
house,71083,qanss,0.04747449290386615,38.74193548387097,31,0.04653390370965805,1.0202129870744732
house,43027,no_change,0.06012064179280478,135.5483870967742,31,0.06012064179280478,1.0
condo,31084,no_change,0.02830470765268615,0.45161290322580644,31,0.02830470765268615,1.0
condo,67015,no_change,0.01835236067676886,9.193548387096774,31,0.01835236067676886,1.0
plex,62037,ridge_panel,0.024170048691322502,1.8387096774193548,31,0.045379686247517696,0.5326182415517389
house,58007,ar2_cell,0.039406875205658116,53.25806451612903,31,0.04274583538565665,0.9218880588044627
house,39062,ar2_cell,0.03428606859573265,42.645161290322584,31,0.04222309311293329,0.8120217176896151
condo,71083,qanss,0.014236499970749114,9.064516129032258,31,0.018305539174260373,0.777715413636503
house,23027,qanss,0.03014504369779495,331.4193548387097,31,0.050999907884849545,0.5910803557892325
house,66023,lightgbm_panel,0.03670361613554775,293.7096774193548,31,0.04990598058484665,0.7354552641871616
house,59015,no_change,0.09469235203782474,14.096774193548388,31,0.09469235203782474,1.0
condo,58033,lightgbm_panel,0.050499473429866854,16.161290322580644,31,0.04998527906843036,1.0102869158884271
plex,72015,lightgbm_panel,0.03322024671601273,2.3870967741935485,31,0.04335487778304856,0.7662401190991618
plex,59020,ridge_panel,0.03172946586590319,1.935483870967742,31,0.04978100303484061,0.6373810074436718
plex,73005,qanss,0.10815287918144662,1.8064516129032258,31,0.11262191222002997,0.9603182635555665
house,63048,ar2_cell,0.05951135602726345,31.580645161290324,31,0.06289317944714591,0.9462290911413618
house,58227,ridge_panel,0.03614993937150105,126.61290322580645,31,0.04729289736931875,0.7643841122526215
plex,74005,ar2_cell,0.047765035258120536,16.806451612903224,31,0.06013443296421019,0.7943042430706636
plex,25213,ar2_cell,0.03478389611436316,21.096774193548388,31,0.042253739630389246,0.8232146176559078
house,75045,ridge_panel,0.06958223062852711,20.387096774193548,31,0.09293699871561867,0.7487032246591514
plex,36033,lightgbm_panel,0.03423153679304246,16.06451612903226,31,0.04814805015467382,0.7109641342292142
condo,74005,ridge_panel,0.02443218778565964,14.193548387096774,31,0.023803078624137133,1.0264297392558528
plex,58012,ridge_panel,0.03277262609364752,1.3870967741935485,31,0.03890905819338008,0.8422878274453685
plex,66023,ridge_panel,0.03269347158688563,327.3225806451613,31,0.03683169795933435,0.8876449742551182
condo,70052,qanss,0.01686936581727029,3.4193548387096775,31,0.017722565754334185,0.9518579900398881
house,62037,lightgbm_panel,0.024580991338807825,17.93548387096774,31,0.03876282944562176,0.6341382115382249
condo,67035,qanss,0.0454088274116719,6.548387096774194,31,0.05125393045448844,0.8859579550097767
plex,53052,lightgbm_panel,0.0338502352836336,8.0,31,0.042374739526830324,0.7988305217121328
plex,60013,qanss,0.0305600865526451,5.516129032258065,31,0.038276934681138734,0.7983943021357932
plex,86042,qanss,0.02778599286306506,8.741935483870968,31,0.0421136533245558,0.659785857306839
condo,10043,ridge_panel,0.018665138247028784,5.129032258064516,31,0.020513984828815956,0.9098738447349293
plex,57005,qanss,0.07291866180619491,2.129032258064516,31,0.08347570427522993,0.8735315555502579
plex,47017,ridge_panel,0.036099974167908964,10.741935483870968,31,0.06004426134857524,0.6012227206583092
plex,49058,ar2_cell,0.036251378870331835,14.516129032258064,31,0.04457630667672722,0.8132432131094043
condo,60013,lightgbm_panel,0.02398203169022957,26.419354838709676,31,0.028624259866592363,0.8378218966010443
house,77022,ridge_panel,0.033332158948547144,21.677419354838708,31,0.044004152441317654,0.7574775810759611
plex,77043,lightgbm_panel,0.02956290871758763,3.7419354838709675,31,0.03987415489031853,0.7414052736391793
condo,67020,lightgbm_panel,0.010132972990553999,8.67741935483871,31,0.019298102869673456,0.5250761206417727
condo,54048,qanss,0.02344852353424747,11.838709677419354,31,0.026008798810985268,0.901561187221902
plex,49058,qanss,0.03678525144236163,14.516129032258064,31,0.04457630667672722,0.8252198126043222
house,64015,ridge_panel,0.036881129259373494,45.25806451612903,31,0.05584029507055853,0.6604751857555791
condo,75045,lightgbm_panel,0.02207013108766616,0.03225806451612903,31,0.027567478140892183,0.800585783540659
house,58033,ridge_panel,0.0329563302992095,37.61290322580645,31,0.04492332877735862,0.7336128287051495
plex,71083,ridge_panel,0.02832465024896774,1.6129032258064515,31,0.03995544215767985,0.7089059392006615
house,62037,ridge_panel,0.028834692798637214,17.93548387096774,31,0.03876282944562176,0.7438748205697372
plex,57040,lightgbm_panel,0.07185417950114913,1.8064516129032258,31,0.08351832822287102,0.8603402514164822
house,71105,no_change,0.062278506108098805,23.774193548387096,31,0.062278506108098805,1.0
condo,75028,ridge_panel,0.14428598589641123,0.12903225806451613,31,0.1505321778372725,0.9585059352053387
plex,81017,ridge_panel,0.0272511140637625,44.61290322580645,31,0.034448956494260115,0.7910577514388013
condo,53052,lightgbm_panel,0.012641866813453733,2.3225806451612905,31,0.020011209271961664,0.6317392738062387
plex,73010,ar2_cell,0.04118314757438466,6.193548387096774,31,0.04264331680898908,0.9657585445066361
house,75028,ridge_panel,0.044563052978393074,22.032258064516128,31,0.05830042237291534,0.7643692989623306
house,67015,ar2_cell,0.05400084962320104,22.06451612903226,31,0.058004210395505955,0.9309815486667656
condo,60013,qanss,0.02545538352734965,26.419354838709676,31,0.028624259866592363,0.889294034011299
condo,29073,qanss,0.01939329955025572,2.774193548387097,31,0.027267913551409163,0.7112131815180082
condo,67035,no_change,0.05125393045448844,6.548387096774194,31,0.05125393045448844,1.0
plex,66097,lightgbm_panel,0.06682727956428632,0.3225806451612903,31,0.05119406630797862,1.3053715866651376
plex,86042,no_change,0.0421136533245558,8.741935483870968,31,0.0421136533245558,1.0
house,81017,lightgbm_panel,0.02999525987252597,239.4516129032258,31,0.03579933680374744,0.837871942627331
condo,74005,no_change,0.023803078624137133,14.193548387096774,31,0.023803078624137133,1.0
house,43027,ar2_cell,0.05352578984644654,135.5483870967742,31,0.06012064179280478,0.8903063615141329
house,58007,no_change,0.04274583538565665,53.25806451612903,31,0.04274583538565665,1.0
house,23027,lightgbm_panel,0.03361049946588253,331.4193548387097,31,0.050999907884849545,0.6590305916193064
house,75045,lightgbm_panel,0.06538581028437597,20.387096774193548,31,0.09293699871561867,0.70354983685725
house,75045,no_change,0.09293699871561867,20.387096774193548,31,0.09293699871561867,1.0
house,39062,qanss,0.02778650153641849,42.645161290322584,31,0.04222309311293329,0.6580877782236009
house,77022,qanss,0.0319390386123828,21.677419354838708,31,0.044004152441317654,0.7258187430146632
house,52007,no_change,0.04669869629194173,17.580645161290324,31,0.04669869629194173,1.0
condo,93042,no_change,0.02357619042804361,1.0,31,0.02357619042804361,1.0
condo,59010,ar2_cell,0.019378850595468268,6.354838709677419,31,0.02215047220188633,0.87487302387251
condo,73015,ridge_panel,0.027718117463697484,12.0,31,0.02113681356166819,1.311366889944308
plex,25213,qanss,0.03117180461704999,21.096774193548388,31,0.042253739630389246,0.7377288942877606
house,74005,qanss,0.045114897758494026,58.16129032258065,31,0.057871954942973355,0.7795640876993001
condo,43027,ar2_cell,0.023657716692318812,21.032258064516128,31,0.027732303052543164,0.853074360520855
house,57040,ridge_panel,0.049666722341460044,25.806451612903224,31,0.05883188748045653,0.844214327782003
house,46078,lightgbm_panel,0.03879995566614538,16.483870967741936,31,0.06231486181034645,0.6226436926753038
plex,81017,lightgbm_panel,0.023532084643007708,44.61290322580645,31,0.034448956494260115,0.6831000714616312
plex,72005,ridge_panel,0.0683874060669826,3.7419354838709675,31,0.08304598225275957,0.8234884363079482
plex,36033,ridge_panel,0.02922000296912988,16.06451612903226,31,0.04814805015467382,0.6068782198918068
house,60028,ar2_cell,0.04698666328076065,21.06451612903226,31,0.04802941077653713,0.9782893964569336
plex,77022,ar2_cell,0.033582983079667866,4.612903225806452,31,0.04267808014544396,0.7868906699931059
house,66023,ridge_panel,0.040096754896490595,293.7096774193548,31,0.04990598058484665,0.803445888180093
condo,73015,ar2_cell,0.02437561211743557,12.0,31,0.02113681356166819,1.1532302182785477
house,72015,no_change,0.04921084363839667,19.612903225806452,31,0.04921084363839667,1.0
condo,64008,ridge_panel,0.03761885963370615,29.161290322580644,31,0.022350951288172907,1.683098815289008
plex,52007,lightgbm_panel,0.023129147239024088,2.064516129032258,31,0.03415381944202661,0.6772052911471285
condo,60028,qanss,0.03171724622806355,3.7096774193548385,31,0.030911044899383993,1.0260813353706988
condo,66097,qanss,0.02418385933301323,7.645161290322581,31,0.02179156434253552,1.1097807827319734
condo,60028,lightgbm_panel,0.021718675951608597,3.7096774193548385,31,0.030911044899383993,0.7026186278174444
plex,37067,ridge_panel,0.025613735057366648,28.258064516129032,31,0.049867401931253656,0.513636846224259
house,75005,qanss,0.042682422079850374,21.225806451612904,31,0.05345600043508866,0.7984589518940799
condo,23027,ar2_cell,0.03675675421935796,206.67741935483872,31,0.04315247707704911,0.851787816345478
house,75017,ridge_panel,0.03135788844043301,65.12903225806451,31,0.0515436228550365,0.6083757156268446
condo,47017,lightgbm_panel,0.01841340688048405,14.258064516129032,31,0.02264416872940787,0.8131632960573487
plex,73005,ridge_panel,0.08711363942772953,1.8064516129032258,31,0.11262191222002997,0.7735052416579039
plex,36033,qanss,0.03754595657491275,16.06451612903226,31,0.04814805015467382,0.7798022236476401
house,58012,qanss,0.03820421487633402,14.35483870967742,31,0.04487488781505725,0.8513495350402867
house,67035,ar2_cell,0.048806506125822935,24.70967741935484,31,0.054086779656309564,0.9023740447473535
condo,43027,no_change,0.027732303052543164,21.032258064516128,31,0.027732303052543164,1.0
condo,77022,lightgbm_panel,0.029968356217720583,3.032258064516129,31,0.03368421633122685,0.8896854218911577
condo,23072,no_change,0.046714921979306503,7.483870967741935,31,0.046714921979306503,1.0
plex,43027,lightgbm_panel,0.023870926800498928,28.741935483870968,31,0.03619729110186907,0.6594672162985793
house,29073,no_change,0.05437088358660437,29.548387096774192,31,0.05437088358660437,1.0
plex,93042,ar2_cell,0.03588563617344519,7.225806451612903,31,0.048276651651072366,0.7433331630539473
plex,67020,no_change,0.049477669192032364,0.6774193548387096,31,0.049477669192032364,1.0
plex,64015,qanss,0.041767409842837784,6.741935483870968,31,0.05138163816712156,0.8128859128038507
condo,64008,qanss,0.024916769058505848,29.161290322580644,31,0.022350951288172907,1.1147968038251086
condo,77022,no_change,0.03368421633122685,3.032258064516129,31,0.03368421633122685,1.0
house,67015,lightgbm_panel,0.03779792961082053,22.06451612903226,31,0.058004210395505955,0.6516411369638958
plex,54048,no_change,0.0473858363588674,9.35483870967742,31,0.0473858363588674,1.0
condo,66023,qanss,0.013887094310254897,650.0322580645161,31,0.01999067162592292,0.6946787266640305
plex,46078,no_change,0.05068820948551821,1.032258064516129,31,0.05068820948551821,1.0
plex,73015,ridge_panel,0.03453197033130713,8.419354838709678,31,0.043195280421150034,0.7994385033416516
plex,71105,ridge_panel,0.033080826396225345,0.6774193548387096,31,0.039506321886504735,0.8373552590205994
plex,75005,ar2_cell,0.047285350824585744,3.3870967741935485,31,0.04858681867096674,0.973213561167801
plex,71083,qanss,0.03909805039567655,1.6129032258064515,31,0.03995544215767985,0.9785413021180019
condo,77043,qanss,0.033283907519923946,2.870967741935484,31,0.03229926382975352,1.0304850195769288
plex,31084,no_change,0.04394431158707675,6.580645161290323,31,0.04394431158707675,1.0
plex,75017,ridge_panel,0.03714707255742044,22.225806451612904,31,0.04485191596319712,0.8282159582190686
plex,65005,ar2_cell,0.024214393706548685,32.354838709677416,31,0.03666756988636981,0.6603762884092774
house,73015,ar2_cell,0.028237981811138645,55.12903225806452,31,0.03660299678554128,0.7714663904867227
condo,70052,no_change,0.017722565754334185,3.4193548387096775,31,0.017722565754334185,1.0
plex,64008,lightgbm_panel,0.03721714297727719,14.32258064516129,31,0.05117722509265536,0.7272208078866387
condo,58007,ridge_panel,0.02603280016175309,52.70967741935484,31,0.0163216874623934,1.5949821500831298
plex,43027,ar2_cell,0.034019030504392596,28.741935483870968,31,0.03619729110186907,0.9398225521532467
plex,70052,lightgbm_panel,0.03076191562510301,12.612903225806452,31,0.04570453322970466,0.6730604920631806
house,93042,no_change,0.06864221092399593,28.0,31,0.06864221092399593,1.0
condo,36033,no_change,0.04732516642857713,1.6129032258064515,31,0.04732516642857713,1.0
house,37067,qanss,0.026841576629265597,105.90322580645162,31,0.042348025499698155,0.6338330137601556
plex,93042,qanss,0.031393299127965714,7.225806451612903,31,0.048276651651072366,0.6502791319262585
condo,10043,no_change,0.020513984828815956,5.129032258064516,31,0.020513984828815956,1.0
condo,47017,ridge_panel,0.023448915022591534,14.258064516129032,31,0.02264416872940787,1.0355387871729884
house,71083,ar2_cell,0.044400412346342656,38.74193548387097,31,0.04653390370965805,0.9541518937111526
house,57005,no_change,0.07481395194669913,29.193548387096776,31,0.07481395194669913,1.0
house,66097,no_change,0.043875596271610716,23.129032258064516,31,0.043875596271610716,1.0
condo,71083,no_change,0.018305539174260373,9.064516129032258,31,0.018305539174260373,1.0
condo,59015,ridge_panel,0.02646544658358893,5.0,31,0.02127217810570437,1.2441343078305613
condo,46078,qanss,0.03349513183653035,5.903225806451613,31,0.02451927636475571,1.3660734247718924
condo,67015,lightgbm_panel,0.011173139491401302,9.193548387096774,31,0.01835236067676886,0.6088121135034524
house,46078,ridge_panel,0.04174023295749047,16.483870967741936,31,0.06231486181034645,0.6698278989131953
house,73010,qanss,0.02783043374110182,14.67741935483871,31,0.04004584204120924,0.6949643788851503
condo,58227,ar2_cell,0.019615831823368103,90.7741935483871,31,0.017898659666376982,1.0959385892015627
house,47017,lightgbm_panel,0.04178589140693417,57.516129032258064,31,0.06052674791096199,0.6903706683267272
house,59015,ar2_cell,0.07830748848503105,14.096774193548388,31,0.09469235203782474,0.8269674033838681
house,93042,ar2_cell,0.06636313843368183,28.0,31,0.06864221092399593,0.966797798910679
condo,94068,lightgbm_panel,0.010078777769982764,9.0,31,0.02395382559589923,0.42075858528869803
condo,45072,lightgbm_panel,0.01803809547474377,8.451612903225806,31,0.021456874458969384,0.840667428484837
plex,58037,ridge_panel,0.030317000605999466,0.3225806451612903,31,0.03850021495403664,0.7874501646859199
condo,52007,qanss,0.0204442899216897,0.4838709677419355,31,0.02323295529710769,0.8799694081206642
plex,53052,ridge_panel,0.032845071329355616,8.0,31,0.042374739526830324,0.7751096926167339
plex,54048,qanss,0.03768338666698188,9.35483870967742,31,0.0473858363588674,0.7952457857152523
house,66023,qanss,0.04329760109339727,293.7096774193548,31,0.04990598058484665,0.8675834155745266
condo,23072,ridge_panel,0.03559868484503895,7.483870967741935,31,0.046714921979306503,0.7620409782726008
house,75045,ar2_cell,0.08156134418556678,20.387096774193548,31,0.09293699871561867,0.87759821505684
house,37067,ar2_cell,0.037712273716188856,105.90322580645162,31,0.042348025499698155,0.8905320442025723
condo,75017,ridge_panel,0.028429821691579683,26.06451612903226,31,0.027149973464123366,1.0471399439541824
plex,71105,qanss,0.03705640515041271,0.6774193548387096,31,0.039506321886504735,0.937986716578419
house,10043,ar2_cell,0.08244613691349638,43.354838709677416,31,0.08409389427762744,0.9804057431483533
house,36033,no_change,0.05185831818869241,45.45161290322581,31,0.05185831818869241,1.0
house,94068,ridge_panel,0.030347969587730974,118.25806451612904,31,0.049232221755305894,0.6164249449997712
house,66097,ridge_panel,0.03217350572343949,23.129032258064516,31,0.043875596271610716,0.7332893101730231
house,23027,no_change,0.050999907884849545,331.4193548387097,31,0.050999907884849545,1.0
house,57040,lightgbm_panel,0.039051878483587495,25.806451612903224,31,0.05883188748045653,0.6637876185182774
house,36033,ar2_cell,0.04722667547545266,45.45161290322581,31,0.05185831818869241,0.910686600047711
plex,73015,lightgbm_panel,0.036133285682099184,8.419354838709678,31,0.043195280421150034,0.8365100383607411
condo,77043,no_change,0.03229926382975352,2.870967741935484,31,0.03229926382975352,1.0
house,81017,qanss,0.0340503466043641,239.4516129032258,31,0.03579933680374744,0.9511446201092683
house,53052,qanss,0.03057432528905002,34.0,31,0.039846841615424185,0.7672960779208936
condo,46078,lightgbm_panel,0.022994826517623163,5.903225806451613,31,0.02451927636475571,0.937826474792551
house,75017,lightgbm_panel,0.028544907112887884,65.12903225806451,31,0.0515436228550365,0.5538009463007443
plex,97007,lightgbm_panel,0.026897253663988704,3.193548387096774,31,0.03222354310206974,0.8347081380464668
house,86042,lightgbm_panel,0.031084112641289633,31.129032258064516,31,0.048913991190868616,0.635485101184965
condo,36033,qanss,0.044722962251642046,1.6129032258064515,31,0.04732516642857713,0.9450143681826811
condo,64008,no_change,0.022350951288172907,29.161290322580644,31,0.022350951288172907,1.0
plex,59020,ar2_cell,0.039580900826147285,1.935483870967742,31,0.04978100303484061,0.795100508490066
condo,58037,no_change,0.018184980073822334,6.354838709677419,31,0.018184980073822334,1.0
plex,77022,no_change,0.04267808014544396,4.612903225806452,31,0.04267808014544396,1.0
condo,58227,qanss,0.013813870331319719,90.7741935483871,31,0.017898659666376982,0.7717823897880673
plex,63048,ar2_cell,0.03488490708853806,6.709677419354839,31,0.03830553493100908,0.9107014730734917
house,56083,qanss,0.032708127083124414,83.19354838709677,31,0.05205309160046616,0.6283608922631504
house,66023,no_change,0.04990598058484665,293.7096774193548,31,0.04990598058484665,1.0
plex,64008,ridge_panel,0.035594518696422515,14.32258064516129,31,0.05117722509265536,0.695514823869003
house,64008,ridge_panel,0.031119350773442217,103.93548387096774,31,0.049997097642969016,0.6224231453526876
plex,71083,lightgbm_panel,0.027208328911047533,1.6129032258064515,31,0.03995544215767985,0.680966783039787
condo,23072,lightgbm_panel,0.036284128143438614,7.483870967741935,31,0.046714921979306503,0.7767138765534392
plex,66142,qanss,0.032805322679169954,0.22580645161290322,31,0.03464322033434304,0.9469478403729369
condo,86042,qanss,0.01298772942623786,1.3548387096774193,31,0.014319056544310114,0.9070241035816513
condo,64008,lightgbm_panel,0.025223896282064773,29.161290322580644,31,0.022350951288172907,1.1285379291847903
house,86042,ar2_cell,0.046905335283968924,31.129032258064516,31,0.048913991190868616,0.9589349415576892
house,65005,no_change,0.041379745530324814,243.29032258064515,31,0.041379745530324814,1.0
condo,93042,ridge_panel,0.018282638954457454,1.0,31,0.02357619042804361,0.7754704480461976
house,60013,qanss,0.028245641554379218,71.61290322580645,31,0.04043187610407731,0.6985983406179566
house,58033,no_change,0.04492332877735862,37.61290322580645,31,0.04492332877735862,1.0
house,73015,no_change,0.03660299678554128,55.12903225806452,31,0.03660299678554128,1.0
house,86042,ridge_panel,0.03152093117292164,31.129032258064516,31,0.048913991190868616,0.64441544035781
condo,97007,qanss,0.030844965667581725,0.41935483870967744,31,0.026003932843309957,1.1861654101878372
plex,64015,lightgbm_panel,0.03666063524018422,6.741935483870968,31,0.05138163816712156,0.7134968161377712
condo,75028,qanss,0.15802158535457295,0.12903225806451613,31,0.1505321778372725,1.0497528676253964
house,72005,no_change,0.0538945005594945,39.29032258064516,31,0.0538945005594945,1.0
condo,25213,ridge_panel,0.017563666845438322,20.225806451612904,31,0.02891749372381526,0.6073716834932208
house,71083,no_change,0.04653390370965805,38.74193548387097,31,0.04653390370965805,1.0
condo,77022,ridge_panel,0.03955962927227204,3.032258064516129,31,0.03368421633122685,1.1744262916278212
condo,57005,no_change,0.01924783452678323,13.419354838709678,31,0.01924783452678323,1.0
condo,71105,ar2_cell,0.01972965449943234,0.9354838709677419,31,0.017236888695607726,1.1446180832193813
plex,72015,ridge_panel,0.038251123569239306,2.3870967741935485,31,0.04335487778304856,0.8822795847943832
house,67015,ridge_panel,0.04507684286253872,22.06451612903226,31,0.058004210395505955,0.777130531648978
plex,58037,qanss,0.03825116825218294,0.3225806451612903,31,0.03850021495403664,0.9935312906135454
condo,89008,ridge_panel,0.020327667904635166,1.032258064516129,31,0.027446325447215727,0.7406334936794715
plex,75045,qanss,0.041525079586932884,2.6451612903225805,31,0.04524363309448174,0.9178104574452842
house,25213,no_change,0.057400505327128745,129.74193548387098,31,0.057400505327128745,1.0
plex,39062,ar2_cell,0.03487548702905697,5.903225806451613,31,0.04305233836240001,0.8100718417542603
house,60028,lightgbm_panel,0.03681700496227864,21.06451612903226,31,0.04802941077653713,0.7665512519729709
plex,54048,ridge_panel,0.04362907161539256,9.35483870967742,31,0.0473858363588674,0.920719670008065
condo,72015,lightgbm_panel,0.03176942210026914,8.935483870967742,31,0.033215725578710484,0.956457266754144
plex,67050,ar2_cell,0.047146332542790645,3.4838709677419355,31,0.05026861830629679,0.9378879732782502
house,66097,qanss,0.03569107432683513,23.129032258064516,31,0.043875596271610716,0.8134607244056692
condo,45072,ar2_cell,0.021010320863608406,8.451612903225806,31,0.021456874458969384,0.9791883204511033
plex,37067,no_change,0.049867401931253656,28.258064516129032,31,0.049867401931253656,1.0
house,57040,no_change,0.05883188748045653,25.806451612903224,31,0.05883188748045653,1.0
condo,31084,qanss,0.02561844374234267,0.45161290322580644,31,0.02830470765268615,0.9050948010731865
plex,23027,ridge_panel,0.01745131548637399,86.58064516129032,31,0.035919313188354667,0.48584769410434747
condo,73005,qanss,0.028239358814811884,4.064516129032258,31,0.03159246505716242,0.8938637350303773
plex,86042,ridge_panel,0.02780235028054371,8.741935483870968,31,0.0421136533245558,0.6601742685746194
plex,86042,ar2_cell,0.032240557019089906,8.741935483870968,31,0.0421136533245558,0.7655606786384156
condo,67035,ar2_cell,0.053639106707259666,6.548387096774194,31,0.05125393045448844,1.0465364554800176
condo,73010,ar2_cell,0.023127032041962797,12.419354838709678,31,0.022341556055840858,1.0351576221530276
plex,67015,qanss,0.04221282812200315,2.096774193548387,31,0.05144541426491628,0.8205362659658981
condo,23072,qanss,0.03823079981470127,7.483870967741935,31,0.046714921979306503,0.8183851796142679
plex,57005,lightgbm_panel,0.07102614241514354,2.129032258064516,31,0.08347570427522993,0.8508600560105655
condo,75028,lightgbm_panel,0.1329150959766056,0.12903225806451613,31,0.1505321778372725,0.8829679998404647
condo,72015,no_change,0.033215725578710484,8.935483870967742,31,0.033215725578710484,1.0
condo,72005,qanss,0.02340422515650637,11.32258064516129,31,0.026595215410543986,0.8800163787065056
house,97007,lightgbm_panel,0.02904330980256011,19.741935483870968,31,0.046568619400292464,0.6236669709469143
condo,89008,no_change,0.027446325447215727,1.032258064516129,31,0.027446325447215727,1.0
house,72005,qanss,0.04466377024812968,39.29032258064516,31,0.0538945005594945,0.8287259327846456
house,23027,ridge_panel,0.03259705455153104,331.4193548387097,31,0.050999907884849545,0.6391590868189508
condo,57035,ar2_cell,0.022862474268061306,7.870967741935484,31,0.01532486156195089,1.4918551907069142
house,72015,lightgbm_panel,0.03131170924805687,19.612903225806452,31,0.04921084363839667,0.6362766198063299
condo,93042,ar2_cell,0.011992070279625365,1.0,31,0.02357619042804361,0.5086517398231113
plex,89008,qanss,0.027688489682001743,6.032258064516129,31,0.040821175723862846,0.6782874131137746
condo,45072,ridge_panel,0.02407191493913954,8.451612903225806,31,0.021456874458969384,1.1218742499132728
house,59020,no_change,0.07726397627349975,17.516129032258064,31,0.07726397627349975,1.0
condo,46078,ar2_cell,0.030297338698031015,5.903225806451613,31,0.02451927636475571,1.2356538687079996
house,58227,lightgbm_panel,0.030807620784467867,126.61290322580645,31,0.04729289736931875,0.6514217249978492
plex,75005,lightgbm_panel,0.05145727270099172,3.3870967741935485,31,0.04858681867096674,1.059078863538358
house,73015,lightgbm_panel,0.023716903334544077,55.12903225806452,31,0.03660299678554128,0.6479497696186615
plex,58012,lightgbm_panel,0.029829395659212575,1.3870967741935485,31,0.03890905819338008,0.7666439909945623
plex,67020,lightgbm_panel,0.041912729715739595,0.6774193548387096,31,0.049477669192032364,0.8471039642766561
plex,67050,no_change,0.05026861830629679,3.4838709677419355,31,0.05026861830629679,1.0
house,67050,ridge_panel,0.031002442270817627,42.193548387096776,31,0.04159016449971364,0.745427257712123
house,72015,ar2_cell,0.050553755830428634,19.612903225806452,31,0.04921084363839667,1.0272889487914438
plex,39062,ridge_panel,0.030277910620962373,5.903225806451613,31,0.04305233836240001,0.7032814423712174
plex,75017,qanss,0.046838470053658425,22.225806451612904,31,0.04485191596319712,1.0442913986571132
condo,71105,no_change,0.017236888695607726,0.9354838709677419,31,0.017236888695607726,1.0
plex,60013,ridge_panel,0.030341684671938284,5.516129032258065,31,0.038276934681138734,0.7926884669500296
condo,67050,ar2_cell,0.017614873111422402,2.2580645161290325,31,0.019021983400938594,0.9260271518559541
house,53052,ridge_panel,0.03215555403041449,34.0,31,0.039846841615424185,0.8069787397645967
condo,75005,qanss,0.021882950996460124,0.03225806451612903,31,0.02801200834396392,0.7811989318208061
plex,67035,ar2_cell,0.045148124919342225,1.8387096774193548,31,0.05458335596662332,0.8271408769176714
house,67035,qanss,0.049543020608782205,24.70967741935484,31,0.054086779656309564,0.9159913184626569
plex,53052,ar2_cell,0.03414532976424549,8.0,31,0.042374739526830324,0.8057944460667602
condo,73015,qanss,0.017204495761502323,12.0,31,0.02113681356166819,0.8139588169856803
house,86042,no_change,0.048913991190868616,31.129032258064516,31,0.048913991190868616,1.0
house,67015,no_change,0.058004210395505955,22.06451612903226,31,0.058004210395505955,1.0
condo,75005,no_change,0.02801200834396392,0.03225806451612903,31,0.02801200834396392,1.0
plex,58037,lightgbm_panel,0.032007781122127654,0.3225806451612903,31,0.03850021495403664,0.8313662965347088
condo,86042,lightgbm_panel,0.016729099595267697,1.3548387096774193,31,0.014319056544310114,1.1683101846479718
condo,31084,lightgbm_panel,0.025526890213194958,0.45161290322580644,31,0.02830470765268615,0.9018602321007342
house,70052,qanss,0.036502570047882425,42.645161290322584,31,0.047289861099482314,0.7718899823176267
house,45072,qanss,0.04531756666436213,27.838709677419356,31,0.056349940040470725,0.8042167681423422
plex,46078,ridge_panel,0.0769026646412073,1.032258064516129,31,0.05068820948551821,1.517170667927788
house,45072,ar2_cell,0.057947763972213885,27.838709677419356,31,0.056349940040470725,1.0283553794484181
house,25213,qanss,0.03796580981004167,129.74193548387098,31,0.057400505327128745,0.6614194351368923
condo,67035,ridge_panel,0.04810920741914317,6.548387096774194,31,0.05125393045448844,0.938644256011982
plex,97007,ridge_panel,0.04149623579106052,3.193548387096774,31,0.03222354310206974,1.287761425229344
condo,66023,ridge_panel,0.023373811770144217,650.0322580645161,31,0.01999067162592292,1.1692359420197873
condo,37067,no_change,0.024895368597045987,13.612903225806452,31,0.024895368597045987,1.0
house,64015,ar2_cell,0.04931259468517401,45.25806451612903,31,0.05584029507055853,0.8831005391870465
condo,81017,qanss,0.02033241965770401,64.06451612903226,31,0.01714133948740538,1.186162824243886
plex,67035,lightgbm_panel,0.04231335945718816,1.8387096774193548,31,0.05458335596662332,0.7752062640315112
house,49058,ridge_panel,0.022957892837022934,71.29032258064517,31,0.038576338909586866,0.5951288661899824
condo,66097,ridge_panel,0.036423341251656874,7.645161290322581,31,0.02179156434253552,1.6714422461429814
plex,43027,no_change,0.03619729110186907,28.741935483870968,31,0.03619729110186907,1.0
plex,57035,no_change,0.08399501363571772,0.8387096774193549,31,0.08399501363571772,1.0
plex,71105,ar2_cell,0.03210551554971714,0.6774193548387096,31,0.039506321886504735,0.8126677963580383
plex,73015,ar2_cell,0.03889675897299931,8.419354838709678,31,0.043195280421150034,0.9004863168790541
house,56083,lightgbm_panel,0.03670606365042599,83.19354838709677,31,0.05205309160046616,0.7051658704955244
plex,71105,lightgbm_panel,0.02952311631189131,0.6774193548387096,31,0.039506321886504735,0.7473010622630586
plex,37067,lightgbm_panel,0.03455729394692007,28.258064516129032,31,0.049867401931253656,0.6929836447978615
plex,93042,lightgbm_panel,0.03480026069327411,7.225806451612903,31,0.048276651651072366,0.72085075296437
house,39062,no_change,0.04222309311293329,42.645161290322584,31,0.04222309311293329,1.0
plex,59020,no_change,0.04978100303484061,1.935483870967742,31,0.04978100303484061,1.0
house,97007,no_change,0.046568619400292464,19.741935483870968,31,0.046568619400292464,1.0
plex,60028,qanss,0.05049684664561243,2.7419354838709675,31,0.046779150280574375,1.079473362443308
house,70052,ar2_cell,0.03969464066625458,42.645161290322584,31,0.047289861099482314,0.8393900879249807
plex,73015,no_change,0.043195280421150034,8.419354838709678,31,0.043195280421150034,1.0
plex,58227,ridge_panel,0.03204843870198197,36.87096774193548,31,0.03785756266424333,0.8465531441159547
house,59015,ridge_panel,0.07442664940449777,14.096774193548388,31,0.09469235203782474,0.7859837442285533
condo,37067,ar2_cell,0.017047861906959325,13.612903225806452,31,0.024895368597045987,0.6847804578793091
plex,54048,ar2_cell,0.03837176424024941,9.35483870967742,31,0.0473858363588674,0.8097728601780568
condo,36033,lightgbm_panel,0.05635290883837328,1.6129032258064515,31,0.04732516642857713,1.190759866072965
plex,67020,ar2_cell,0.04428755756679636,0.6774193548387096,31,0.049477669192032364,0.895101937702599
plex,59020,qanss,0.04547590620797982,1.935483870967742,31,0.04978100303484061,0.9135192831721822
house,97007,qanss,0.03402288979569675,19.741935483870968,31,0.046568619400292464,0.7305969177064132
house,25213,lightgbm_panel,0.03762055344713439,129.74193548387098,31,0.057400505327128745,0.6554045688750076
plex,10043,no_change,0.03459142469954136,5.129032258064516,31,0.03459142469954136,1.0
plex,94068,no_change,0.04750220348743283,34.774193548387096,31,0.04750220348743283,1.0
house,47017,qanss,0.045235264312290906,57.516129032258064,31,0.06052674791096199,0.7473599007637803
house,59015,qanss,0.07434872224846903,14.096774193548388,31,0.09469235203782474,0.7851607933317627
house,58012,lightgbm_panel,0.0353608459105456,14.35483870967742,31,0.04487488781505725,0.7879873941140121
condo,67015,ar2_cell,0.0186124856023191,9.193548387096774,31,0.01835236067676886,1.0141739218257362
house,66142,no_change,0.04282535405677127,32.38709677419355,31,0.04282535405677127,1.0
plex,23027,ar2_cell,0.023721599023590004,86.58064516129032,31,0.035919313188354667,0.6604134911822518
plex,75028,no_change,0.0861077084608662,6.0,31,0.0861077084608662,1.0
plex,93042,ridge_panel,0.03064484072202915,7.225806451612903,31,0.048276651651072366,0.6347756042303825
house,94068,lightgbm_panel,0.029863705211948897,118.25806451612904,31,0.049232221755305894,0.6065886150817559
condo,10043,ar2_cell,0.01339946765518867,5.129032258064516,31,0.020513984828815956,0.6531869730334627
house,25213,ridge_panel,0.03355606772654239,129.74193548387098,31,0.057400505327128745,0.5845953364923262
house,63048,ridge_panel,0.04874484827918456,31.580645161290324,31,0.06289317944714591,0.7750418838365246
condo,75005,ar2_cell,0.02319942330716182,0.03225806451612903,31,0.02801200834396392,0.8281956446068557
condo,59020,no_change,0.022315331790274066,4.354838709677419,31,0.022315331790274066,1.0
condo,89008,lightgbm_panel,0.016620609952174643,1.032258064516129,31,0.027446325447215727,0.6055677647683329
plex,52007,no_change,0.03415381944202661,2.064516129032258,31,0.03415381944202661,1.0
house,75028,no_change,0.05830042237291534,22.032258064516128,31,0.05830042237291534,1.0
condo,66023,lightgbm_panel,0.015263683540365034,650.0322580645161,31,0.01999067162592292,0.763540306498349
house,73005,qanss,0.05021439542418621,21.161290322580644,31,0.0458492500640935,1.0952064723848391
plex,37067,ar2_cell,0.03762680714475115,28.258064516129032,31,0.049867401931253656,0.7545371462628596
condo,54048,no_change,0.026008798810985268,11.838709677419354,31,0.026008798810985268,1.0
plex,73010,qanss,0.043355319492792706,6.193548387096774,31,0.04264331680898908,1.0166967003761194
condo,57035,qanss,0.019067255319590835,7.870967741935484,31,0.01532486156195089,1.2442040825302914
plex,23072,qanss,0.03565046495276472,1.1935483870967742,31,0.03536485260469175,1.0080761639604594
plex,72005,ar2_cell,0.07044932041656982,3.7419354838709675,31,0.08304598225275957,0.848317022756737
plex,59010,lightgbm_panel,0.12651600056294515,1.3548387096774193,31,0.1398889974677805,0.9044027968824679
plex,23027,qanss,0.026739558320076115,86.58064516129032,31,0.035919313188354667,0.7444340090763567
house,64008,qanss,0.03326651912684149,103.93548387096774,31,0.049997097642969016,0.6653690053050447
condo,63048,ridge_panel,0.11108421229351945,0.5483870967741935,31,0.10840198911434598,1.0247433022316976
house,67050,no_change,0.04159016449971364,42.193548387096776,31,0.04159016449971364,1.0
house,65005,qanss,0.030747302972810326,243.29032258064515,31,0.041379745530324814,0.7430520071777003
condo,64015,no_change,0.02192500669747209,23.548387096774192,31,0.02192500669747209,1.0
plex,31084,ar2_cell,0.034949362393569924,6.580645161290323,31,0.04394431158707675,0.7953102718270348
plex,58033,lightgbm_panel,0.03343914315887629,1.4838709677419355,31,0.04098607539926355,0.8158659455224917
plex,72005,qanss,0.0675849944778673,3.7419354838709675,31,0.08304598225275957,0.8138261797201091
house,72005,ar2_cell,0.04861741294205251,39.29032258064516,31,0.0538945005594945,0.9020848590735788
plex,89008,ridge_panel,0.030927187979514822,6.032258064516129,31,0.040821175723862846,0.7576260955520618
house,71083,lightgbm_panel,0.03106692727633187,38.74193548387097,31,0.04653390370965805,0.6676191937424749
plex,29073,qanss,0.03684820816007737,4.0,31,0.04422468206153482,0.8332045916985061
house,25213,ar2_cell,0.05217574791966208,129.74193548387098,31,0.057400505327128745,0.9089771531158048
plex,57040,ar2_cell,0.08305782092687408,1.8064516129032258,31,0.08351832822287102,0.9944861528505688
house,67020,qanss,0.047460961541995875,23.258064516129032,31,0.05515306632914995,0.8605316929933127
house,67020,ridge_panel,0.04763498764815535,23.258064516129032,31,0.05515306632914995,0.8636870226556909
house,57035,qanss,0.07318952974661579,20.29032258064516,31,0.063868571135985,1.1459396765082654
condo,23027,qanss,0.032551645479997296,206.67741935483872,31,0.04315247707704911,0.7543401372272571