Crime Prediction
Jeyaraman Ramalingam
12/6/2021
Libraries
Data Sources
## [1] "Report.Number" "Beat" "Longitude" "Latitude"
## [5] "OffenseCode" "Year" "Month" "Day"## [1] "ï..ID" "Longitude" "Latitude" "OffenseCode" "Year"
## [6] "Month" "Day" "Hour" "HourC" "DayDec"## [1] "DR_NO" "LON" "LAT" "AREA" "Rpt.Dist.No"
## [6] "OffenseCode" "Month" "Day" "DayDec"## [1] "CMPLNT_NUM" "Longitude" "Latitude" "PD_CD" "ADDR_PCT_CD"
## [6] "OffenseCode" "Month" "Day" "DayDec"## [1] "IncidntNum" "Y" "X" "Incident.Code"
## [5] "OffenseCode" "Month" "Day" "DayDec"## [1] "Offense.ID" "Longitude" "Latitude" "OffenseCode" "Year"
## [6] "Month" "Day" "Hour" "HourC" "DayDec"Input Statistics - Atlanta
## Report.Number Beat Longitude Latitude OffenseCode
## 0 0 0 0 0
## Year Month Day
## 0 0 0
Input Statistics - Chicago
## ï..ID Longitude Latitude OffenseCode Year Month
## 0 0 0 0 0 0
## Day Hour HourC DayDec
## 0 0 0 0
## Input Statistics - Los Angeles 
## DR_NO LON LAT AREA Rpt.Dist.No OffenseCode
## 0 0 0 0 0 0
## Month Day DayDec
## 0 0 0
## Input Statistics - Seattle 
## Offense.ID Longitude Latitude OffenseCode Year Month
## 0 0 0 0 0 0
## Day Hour HourC DayDec
## 0 0 0 0
## Input Statistics - San Francisco 
## IncidntNum Y X Incident.Code OffenseCode
## 0 0 0 0 0
## Month Day DayDec
## 0 0 0
## Input Statistics - New York 
## CMPLNT_NUM Longitude Latitude PD_CD ADDR_PCT_CD OffenseCode
## 0 0 0 0 0 0
## Month Day DayDec
## 0 0 0
Prediction Models - Atlanta
## MSE: 6.374332 MAE: 1.94385 RMSE: 2.524744
## List of 3
## $ learn :List of 2
## ..$ y: num [1:4252] 33.7 33.8 33.8 33.8 33.7 ...
## ..$ X:'data.frame': 4252 obs. of 7 variables:
## .. ..$ Report.Number: int [1:4252] 90010930 90011083 90011208 90011218 90011289 90011327 90010108 90010247 90010267 90010730 ...
## .. ..$ Beat : int [1:4252] 411 511 407 210 411 609 507 609 610 403 ...
## .. ..$ Longitude : num [1:4252] -84.5 -84.4 -84.5 -84.4 -84.5 ...
## .. ..$ OffenseCode : num [1:4252] 7 7 7 7 7 7 6 6 6 6 ...
## .. ..$ Year : num [1:4252] 2009 2009 2009 2009 2009 ...
## .. ..$ Month : num [1:4252] 1 1 1 1 1 1 1 1 1 1 ...
## .. ..$ Day : num [1:4252] 1 1 1 1 1 1 1 1 1 1 ...
## $ k : num 5
## $ theDots: list()
## - attr(*, "class")= chr "knnreg"## MSE: 0.05996715 MAE: 0.2408336 RMSE: 0.2448819## MSE: 802.4301 MAE: 28.30328 RMSE: 28.3272## pred_y
## test_y 33.6701338928385 33.6745520863736 33.674822149964 33.6775710928207
## 33.6484 0 0 0 0
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## 33.7188 0 0 0 0
## 33.71884 0 0 0 0
## 33.71936 0 0 0 0
## 33.71983 0 0 0 0
## 33.72029 0 0 0 0
## pred_y
## test_y 33.6809943414255 33.682712821954 33.6862655042804 33.6868885654874
## 33.6484 0 0 0 0
## 33.64873 0 1 0 0
## 33.64901 0 0 0 0
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## pred_y
## test_y 33.6876921520236 33.6904231530223 33.690426856817 33.6904332235573
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.6905658851484 33.6907499814614 33.6908426345702 33.69086919718
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.6909321306219 33.6915547840257 33.691690338686 33.6918190352021
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.6919291323888 33.6927492996194 33.6928615266656 33.6929575055624
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.6931513353837 33.6931823265847 33.6932019943496 33.693397532316
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.6946278749643 33.6948501699149 33.6952863230801 33.6953871501101
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.6955846717877 33.6957605566733 33.6961960190899 33.6963460560047
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.6965619706849 33.6973410528882 33.6973786293246 33.6975571184889
## 33.6484 0 0 0 0
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## 33.71936 0 0 0 0
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## pred_y
## test_y 33.6977530052759 33.6977701974419 33.6988288992428 33.6994640220348
## 33.6484 0 1 0 0
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## pred_y
## test_y 33.6995015259127 33.7004307382044 33.7015008404991 33.7017893596655
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.701951963942 33.7019554849122 33.7021994195434 33.7028545596553
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7031267151808 33.7031756429586 33.7034686754826 33.7036635176606
## 33.6484 0 0 0 0
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## 33.71936 0 0 0 0
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## 33.72029 0 0 0 0
## pred_y
## test_y 33.7041381961768 33.7043216865296 33.7044050493745 33.7045858185363
## 33.6484 0 0 0 0
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## 33.71936 0 0 0 0
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## pred_y
## test_y 33.7046531371119 33.7047905493424 33.705428196404 33.7057861957515
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7062052621207 33.7070358425745 33.7071966381461 33.707683486468
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7084711052324 33.7088417523599 33.7092518213612 33.7098842597993
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7102915340837 33.7104686982674 33.7106871624851 33.7109180017633
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7109386085052 33.7110183617299 33.7115261298055 33.7117918209892
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7120104759321 33.7121294566357 33.7127038812614 33.7128082716158
## 33.6484 0 0 0 0
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## 33.71936 0 0 0 0
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## 33.72029 0 0 0 0
## pred_y
## test_y 33.7128764137222 33.7128782754773 33.7130040635805 33.7130577101752
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7133149172034 33.7134591493531 33.7139582175981 33.7142534173892
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7142686397659 33.7142905625267 33.714335434896 33.7145816010944
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7146975730189 33.7147384369006 33.7150242315483 33.7155214152714
## 33.6484 0 0 0 0
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## 33.71936 0 0 0 0
## 33.71983 0 0 0 0
## 33.72029 0 0 0 0
## pred_y
## test_y 33.7157513986516 33.7157907259366 33.7159447660261 33.716295092187
## 33.6484 0 0 0 0
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## 33.71936 0 0 0 0
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## 33.72029 0 0 0 0
## pred_y
## test_y 33.7168650703547 33.7169623200681 33.7170359004988 33.7172642699004
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7173103807071 33.7174671293563 33.7174870554806 33.7175952786454
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7184478865005 33.7186487499503 33.7186721014783 33.7187603246606
## 33.6484 0 0 0 0
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## 33.71884 0 0 0 0
## 33.71936 0 0 0 0
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## pred_y
## test_y 33.7189227854324 33.7190381618957 33.7194012628486 33.7194357010013
## 33.6484 0 0 0 0
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## 33.71884 0 0 0 0
## 33.71936 0 0 0 0
## 33.71983 0 0 0 0
## 33.72029 0 0 0 0
## pred_y
## test_y 33.7199557420486 33.7200212432435 33.7206644735491 33.7211541932857
## 33.6484 0 0 0 0
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## 33.71936 0 0 0 0
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## pred_y
## test_y 33.7212501235862 33.7213956625078 33.7222205321543 33.7222801082683
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.722304539738 33.7227129459061 33.7228294676682 33.7229091011333
## 33.6484 0 0 0 0
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## 33.71936 0 0 0 0
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## pred_y
## test_y 33.7237996358048 33.7239280012473 33.7241290725904 33.7244484897855
## 33.6484 0 0 0 0
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## 33.71936 0 0 0 0
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## pred_y
## test_y 33.7245028214019 33.7245196398084 33.7245761536285 33.7245977263411
## 33.6484 0 0 0 0
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## 33.71884 0 0 0 0
## 33.71936 0 0 0 0
## 33.71983 0 0 0 0
## 33.72029 0 0 0 0
## pred_y
## test_y 33.7246996179707 33.7250464899239 33.7253286255572 33.725431459162
## 33.6484 0 0 0 0
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## 33.71936 0 0 0 1
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## pred_y
## test_y 33.7255675684905 33.7258297477943 33.7259149325972 33.7260198489789
## 33.6484 0 0 0 0
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## 33.71936 0 0 0 0
## 33.71983 0 0 0 0
## 33.72029 0 0 0 0
## pred_y
## test_y 33.7260267234352 33.7260677333683 33.7261643726388 33.7265003579227
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7266201508222 33.7268016933746 33.7271213347805 33.7271911244829
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## pred_y
## test_y 33.7272648859754 33.7272972862679 33.7273857390955 33.7274716646794
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## pred_y
## test_y 33.7274891323938 33.7276596208697 33.7278984663459 33.7279802050817
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7280167961283 33.7280177171394 33.7280468864551 33.7282194335695
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7282357910524 33.7283190639166 33.728433577264 33.7286037760553
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## pred_y
## test_y 33.728675432991 33.7286839369905 33.7290727271629 33.7292646754074
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## pred_y
## test_y 33.7293199496795 33.7298110503606 33.7301917901296 33.7303186520956
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7306207932227 33.7306233786399 33.7307381983444 33.7307983997978
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7310321101259 33.7312621269727 33.7318581360008 33.7318681342285
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7318733114466 33.7318957150664 33.7320020119813 33.7320230362125
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7322763449546 33.7329926445027 33.7333389501921 33.7334266213056
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7339665745531 33.7340180472685 33.7342328868844 33.7344827776015
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## pred_y
## test_y 33.7348084389743 33.7355744939059 33.7355808156853 33.7356133544319
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## pred_y
## test_y 33.7357884185189 33.7358115263469 33.7365030691982 33.7367558187783
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7371955341493 33.7372298332738 33.737341783548 33.7374614596432
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7377007426059 33.7377298446148 33.7385013079829 33.7387111606207
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7387229913661 33.7390932828646 33.7392134381844 33.7395446160172
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## pred_y
## test_y 33.7397634933389 33.7397950063759 33.73989037806 33.740546371672
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7405486960806 33.7405690008078 33.7411053509343 33.7413434968696
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7419170096495 33.7425453312319 33.7428987348047 33.742966615085
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7431053148711 33.7432988793763 33.743414148169 33.7435059485841
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7435528998462 33.7435623107145 33.7435783946922 33.7435963285625
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7438697966699 33.7440111049402 33.7443216548162 33.7444281508643
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## pred_y
## test_y 33.7446020382943 33.7446084190696 33.7447987797482 33.7448552183571
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## pred_y
## test_y 33.7449194055066 33.7452582940881 33.7454697117419 33.74606811728
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## pred_y
## test_y 33.7462138058535 33.7463701779509 33.7464866934824 33.7466382793506
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## pred_y
## test_y 33.7469987490585 33.7471417450779 33.7475373893974 33.7476014692033
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7476052419061 33.7477772475892 33.7481363434322 33.7481493855765
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## pred_y
## test_y 33.7487871317391 33.7492022006172 33.7496594972849 33.7500447390416
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## pred_y
## test_y 33.7503884956307 33.7505131564248 33.7505370149131 33.7505662627767
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## pred_y
## test_y 33.7506315577621 33.7507618548495 33.7512932313593 33.7513165078301
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## pred_y
## test_y 33.7513985105944 33.7514797998975 33.7515511552177 33.7516708891361
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## pred_y
## test_y 33.751708862542 33.7519289501813 33.7520967046077 33.7523747774829
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7524507457461 33.7524654525898 33.7527259935542 33.752785115543
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## pred_y
## test_y 33.7528945371237 33.752922161645 33.7530773701132 33.7531152453679
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7531801463869 33.7532133709239 33.7534819209878 33.7534870287806
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.753558038692 33.7535758684064 33.7538019681203 33.7538181446066
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7538970377771 33.7540474604063 33.7540518765809 33.7542835386797
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7543705764431 33.7543899247702 33.7544422540943 33.754481803773
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## pred_y
## test_y 33.7544960031561 33.7545196246398 33.7545412458654 33.7548019046788
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## pred_y
## test_y 33.7548234121721 33.7549650897511 33.7549772092865 33.7549806911433
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## pred_y
## test_y 33.7550123619681 33.7550157320808 33.7551036046067 33.7551592315283
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## pred_y
## test_y 33.7551808438786 33.7551888378969 33.7552871924315 33.755363198783
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## pred_y
## test_y 33.7553655492487 33.7554313787486 33.7556059111677 33.7557598783804
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## pred_y
## test_y 33.7558646814456 33.7559816046 33.7560490894615 33.7561459922321
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## pred_y
## test_y 33.7561615672131 33.7562162666549 33.7562316036055 33.7563253699784
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7563482520916 33.7564883493893 33.7565396401153 33.7565441701243
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7565459298604 33.7565465493876 33.7565570011916 33.7565623822041
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7566482799296 33.7566738716706 33.7566855840456 33.7569380462213
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7569426702325 33.7569445171983 33.7569827778412 33.7569992667951
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## pred_y
## test_y 33.7572520850526 33.7572964757144 33.7573201970106 33.7573516154411
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## pred_y
## test_y 33.7573585631729 33.7573714008273 33.7573764128017 33.7573879867463
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## pred_y
## test_y 33.7574745414882 33.7575206515098 33.7575237976635 33.7576292565056
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## pred_y
## test_y 33.7576941808556 33.7578600789244 33.7578729079454 33.7579092599389
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## pred_y
## test_y 33.7579340677892 33.7580154844591 33.7581541042742 33.7582088471357
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## pred_y
## test_y 33.7582166165621 33.7583143256735 33.7583371922383 33.7583895594379
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## pred_y
## test_y 33.7584281962038 33.7584912699715 33.7585105541494 33.7586780052732
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7587124545219 33.7587176541644 33.7587750223134 33.7587805378517
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7587898769463 33.7588441876661 33.7588927707242 33.7592734302759
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7593665772411 33.7594700391043 33.759691156063 33.7597241590828
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7597364613907 33.7597826300037 33.7597849300636 33.759789379572
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7598371385936 33.7598669839168 33.7598881791329 33.7598965964894
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7599669805232 33.7599688792831 33.7600248609273 33.7600480903958
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.760076220064 33.7601043333523 33.7601560501012 33.7602227988803
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7602451504997 33.7604311915467 33.7604397518614 33.7606076095164
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7606145235502 33.7607231395954 33.7608024764174 33.7608984602056
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## pred_y
## test_y 33.7609234420386 33.7609916679811 33.760997815281 33.7610899321885
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## pred_y
## test_y 33.7611602799576 33.7612073064769 33.7612338205853 33.7613412419792
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7613776109806 33.7613918644813 33.7614022391499 33.7616496701622
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## pred_y
## test_y 33.7616641138656 33.761688130017 33.761704682875 33.7617769842552
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7618353538154 33.7619176996918 33.7620305105555 33.7620507212737
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7620810693083 33.7621573808052 33.7623775667106 33.7625230707625
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7626134973088 33.7627143818117 33.7627431339754 33.7627968061169
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7628084110739 33.7628258512178 33.7628776555957 33.7629322380084
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7630365975538 33.7630533178581 33.7630740394151 33.7632154879916
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.763374026763 33.7634599260425 33.7635311025004 33.7635699144109
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7636588342206 33.7637288338344 33.7638574199039 33.7638702294213
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## pred_y
## test_y 33.7639735493606 33.7640877385844 33.7643468434468 33.7643724758746
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## pred_y
## test_y 33.7645168220223 33.7647470923565 33.764767412937 33.7649254199165
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7649541155455 33.7649647335538 33.7650861315897 33.7651229404356
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7652265028328 33.7655026846655 33.7655830992277 33.7656119145215
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## pred_y
## test_y 33.765613804939 33.7656525320947 33.7660550050169 33.7662323567089
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7664107987494 33.7665165885837 33.7665513014889 33.7668042468287
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7668170296433 33.767080971331 33.7670996602385 33.7671114534041
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7671761780294 33.7671902733605 33.7672219786845 33.7672455488341
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7672823741881 33.7674373924901 33.7674707125292 33.7675291949679
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7675338430272 33.7675977452988 33.7676949472756 33.7677654713656
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7678283560271 33.767945265978 33.7679461666494 33.7679565916498
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## pred_y
## test_y 33.7680279527493 33.7680796563224 33.7683646542269 33.7684032561193
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## pred_y
## test_y 33.7684705613649 33.7685378638138 33.7687047898513 33.7689259863014
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7689695253346 33.7689758830539 33.769113130355 33.7691985960493
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## pred_y
## test_y 33.7692755157559 33.7693242821489 33.7694398081588 33.7694619717675
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## pred_y
## test_y 33.769484167559 33.7695030465907 33.769534398144 33.7695418465091
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## pred_y
## test_y 33.7695856702974 33.7697409463878 33.769775626325 33.7697936156308
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## pred_y
## test_y 33.7699262144893 33.770045383398 33.770182131485 33.7702866997286
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7703059616157 33.7703092434241 33.7703439785839 33.770465791183
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## pred_y
## test_y 33.7704863837033 33.7705689605755 33.7705848331916 33.7707100916353
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## pred_y
## test_y 33.7707549107044 33.7707732347011 33.770780419874 33.7707949246474
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## pred_y
## test_y 33.770826925411 33.7708524146475 33.7709737146347 33.7709745363186
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## pred_y
## test_y 33.7710174505725 33.7711867712733 33.7713089851588 33.7714577495969
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## pred_y
## test_y 33.7717029704894 33.7717089331838 33.7718488260512 33.7720181899909
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## pred_y
## test_y 33.7720182470071 33.7720924363613 33.7722932953308 33.7723292772716
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7723666629475 33.7724225989484 33.7724470292126 33.7725578992688
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## pred_y
## test_y 33.7727417377592 33.7729240345839 33.7732107748015 33.7733305549948
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## pred_y
## test_y 33.7735956579914 33.7737183370174 33.7737422107466 33.7740228158155
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## pred_y
## test_y 33.7741543339146 33.7742571661006 33.7743179166549 33.7744810252841
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## pred_y
## test_y 33.7746539004286 33.7750339054876 33.7754608445311 33.7755712931125
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## pred_y
## test_y 33.7756324620709 33.7756910450801 33.7757131093136 33.7757420939018
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## pred_y
## test_y 33.7757898673226 33.7758800385574 33.7760442276507 33.776228456928
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## pred_y
## test_y 33.7762715460615 33.7765628155049 33.7766431653334 33.7766502755299
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## pred_y
## test_y 33.7767226162168 33.7767862266227 33.7769899307563 33.7770081006703
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## pred_y
## test_y 33.7770413026707 33.777170604197 33.7771740237229 33.7772018450251
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## pred_y
## test_y 33.7774201218126 33.7774875193908 33.7776929685159 33.7777309476719
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7777632831263 33.7779168193116 33.7780110770005 33.7781172608063
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7784342099719 33.7786486197414 33.7787599383189 33.7788272210104
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## pred_y
## test_y 33.7788295908712 33.7788593228822 33.778920456797 33.7790227056313
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## pred_y
## test_y 33.7791307043339 33.7797098919263 33.7799063019656 33.7801836747132
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## pred_y
## test_y 33.7805497941342 33.7807151035252 33.780722809101 33.7807576688011
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## pred_y
## test_y 33.7812576281896 33.7815325496535 33.781733171385 33.7820221241578
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7827927476767 33.7830026675356 33.7830812553288 33.7840303757142
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.7858658298267 33.7867209365432 33.7907074242529 33.797716544603
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## pred_y
## test_y 33.7991829765461 33.8009362605676 33.8024763521924 33.8028764092041
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8031182287766 33.8031756944121 33.8036904130642 33.8036925228163
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8037806133057 33.8043979381203 33.8046698665839 33.8055292544993
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8059383251485 33.8059750756448 33.8063709693931 33.8063902294509
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8064939057862 33.8068806781904 33.8077943040089 33.8082223809361
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## pred_y
## test_y 33.8083985478594 33.8085018944567 33.8086429728027 33.8093454233228
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## pred_y
## test_y 33.8095146399196 33.809587765395 33.8105302703528 33.8106194339145
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8108862606191 33.8110267239461 33.8110844599979 33.8124195454618
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8137710705529 33.8153277619587 33.8160983893643 33.8180323817078
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8180638563036 33.8182562497687 33.8188541287797 33.8195419459668
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## pred_y
## test_y 33.8197454314619 33.8198592837714 33.8198971622746 33.8207035062436
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## pred_y
## test_y 33.8210758341878 33.8218517919458 33.8221247079403 33.8223447254513
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8223702452306 33.8223748136742 33.8223805534134 33.8237645768905
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8238403981807 33.8256838831421 33.82574785627 33.8260012477292
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.826502487044 33.8266915584837 33.8270295777386 33.8272980164508
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## pred_y
## test_y 33.8274809531594 33.828184123685 33.8291103250575 33.8292872356938
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8314553675762 33.8315143720155 33.832046978935 33.8321002720923
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8322780100885 33.8329979438958 33.8346867412015 33.8348924300768
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8352671896738 33.8352804733699 33.8358497878648 33.8361672585975
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8363834158678 33.8368514428848 33.8376101592729 33.8407965072535
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.840819516008 33.8411166680701 33.8411808724145 33.8414225769555
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## pred_y
## test_y 33.8415169650326 33.8416621042576 33.8418605609167 33.8419192406805
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8419553081714 33.8419825259597 33.8423183836783 33.8425770111404
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8425799078568 33.8426480552858 33.8426728423239 33.8428166320918
## 33.6484 0 0 0 0
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## pred_y
## test_y 33.8428253943415 33.8429384952068 33.8430556319804 33.8431018985885
## 33.6484 0 0 0 0
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## 33.7188 0 0 0 0
## 33.71884 0 0 0 0
## 33.71936 0 0 0 0
## 33.71983 0 0 0 0
## 33.72029 0 0 0 0
## pred_y
## test_y 33.8431230238222 33.8438573695009 33.8440088888247 33.8441025012029
## 33.6484 0 0 0 0
## 33.64873 0 0 0 0
## 33.64901 0 0 0 0
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## 33.7188 0 0 0 0
## 33.71884 0 0 0 0
## 33.71936 0 0 0 0
## 33.71983 0 0 0 0
## 33.72029 0 0 0 0
## pred_y
## test_y 33.8441065749586 33.8441164787982 33.8446204695423 33.8466448484702
## 33.6484 0 0 0 0
## 33.64873 0 0 0 0
## 33.64901 0 0 0 0
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## 33.7188 0 0 0 0
## 33.71884 0 0 0 0
## 33.71936 0 0 0 0
## 33.71983 0 0 0 0
## 33.72029 0 0 0 0
## pred_y
## test_y 33.8478246429688 33.8490628471601 33.8501959405211 33.8503616041415
## 33.6484 0 0 0 0
## 33.64873 0 0 0 0
## 33.64901 0 0 0 0
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## 33.70769 0 0 0 0
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## 33.70827 0 0 0 0
## 33.70833 0 0 0 0
## 33.70836 0 0 0 0
## 33.70837 0 0 0 0
## 33.70845 0 0 0 0
## 33.70847 0 0 0 0
## 33.70882 0 0 0 0
## 33.70979 0 0 0 0
## 33.71 0 0 0 0
## 33.71039 0 0 0 0
## 33.71057 0 0 0 0
## 33.71111 0 0 0 0
## 33.712 0 0 0 0
## 33.71208 0 0 0 0
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## 33.71385 0 0 0 0
## 33.71451 0 0 0 0
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## 33.71677 0 0 0 0
## 33.7169 0 0 0 0
## 33.71703 0 0 0 0
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## 33.71744 0 0 0 0
## 33.71745 0 0 0 0
## 33.71756 0 0 0 0
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## 33.71806 0 0 0 0
## 33.71809 0 0 0 0
## 33.71815 0 0 0 0
## 33.71819 0 0 0 0
## 33.71851 0 0 0 0
## 33.71879 0 0 0 0
## 33.7188 0 0 0 0
## 33.71884 0 0 0 0
## 33.71936 0 0 0 0
## 33.71983 0 0 0 0
## 33.72029 0 0 0 0
## [ reached getOption("max.print") -- omitted 524 rows ]## RMSE Rsquared MAE
## 0.01183818 0.93724516 0.00866289
## IncNodePurity
## Report.Number 0.23846852
## Beat 5.48513938
## Longitude 1.25917495
## OffenseCode 0.31388552
## Year 0.00000000
## Month 0.01322691
## Day 0.12843549## MSE: 0.05997728 MAE: 0.2410301 RMSE: 0.2449026
## MAE: 1.957219
## MSE: 5.058824
## RMSE: 2.249183
## R-squared: -648.1769## [1] train-rmse:23.281811
## [2] train-rmse:16.298937
## [3] train-rmse:11.410450
## [4] train-rmse:7.988180
## [5] train-rmse:5.592375
## [6] train-rmse:3.915182
## [7] train-rmse:2.741080
## [8] train-rmse:1.919202
## [9] train-rmse:1.343938
## [10] train-rmse:0.941234
## [11] train-rmse:0.659306
## [12] train-rmse:0.461947
## [13] train-rmse:0.323837
## [14] train-rmse:0.227199
## [15] train-rmse:0.159703
## [16] train-rmse:0.112599
## [17] train-rmse:0.079784
## [18] train-rmse:0.057229
## [19] train-rmse:0.041792
## [20] train-rmse:0.031601
## [21] train-rmse:0.025068
## [22] train-rmse:0.020628
## [23] train-rmse:0.017466
## [24] train-rmse:0.015965
## [25] train-rmse:0.014798
## [26] train-rmse:0.014312
## [27] train-rmse:0.013816
## [28] train-rmse:0.013121
## [29] train-rmse:0.012727
## [30] train-rmse:0.012575
## [31] train-rmse:0.012344
## [32] train-rmse:0.011998
## [33] train-rmse:0.011787
## [34] train-rmse:0.011421
## [35] train-rmse:0.011197
## [36] train-rmse:0.011101
## [37] train-rmse:0.010944
## [38] train-rmse:0.010816
## [39] train-rmse:0.010670
## [40] train-rmse:0.010471
## [41] train-rmse:0.010421
## [42] train-rmse:0.010367
## [43] train-rmse:0.010180
## [44] train-rmse:0.010055
## [45] train-rmse:0.009983
## [46] train-rmse:0.009944
## [47] train-rmse:0.009843
## [48] train-rmse:0.009641
## [49] train-rmse:0.009563
## [50] train-rmse:0.009456## MSE: 0.06042996 MAE: 0.2418078 RMSE: 0.2458251Prediction Models - Chicago
## MSE: 106.9614 MAE: 8.527009 RMSE: 10.34221
## List of 3
## $ learn :List of 2
## ..$ y: num [1:4194] 23 26 7 2 2 26 7 23 2 26 ...
## ..$ X:'data.frame': 4194 obs. of 9 variables:
## .. ..$ ï..ID : int [1:4194] 10224781 10224886 10225046 10225135 10225138 10225141 10225233 10225312 10225387 10225582 ...
## .. ..$ Longitude: num [1:4194] -87.7 -87.7 -87.7 -87.7 -87.7 ...
## .. ..$ Latitude : num [1:4194] 42 42 42 42 42 ...
## .. ..$ Year : num [1:4194] 2015 2015 2015 2015 2015 ...
## .. ..$ Month : num [1:4194] 9 9 9 9 9 9 9 9 9 9 ...
## .. ..$ Day : num [1:4194] 5 5 5 5 6 1 5 6 3 4 ...
## .. ..$ Hour : num [1:4194] 11 5 8 3 12 2 11 4 2 8 ...
## .. ..$ HourC : num [1:4194] 11 5 8 3 12 2 11 4 2 8 ...
## .. ..$ DayDec : num [1:4194] 0 0 0 0 0 0 0 0 0 0 ...
## $ k : num 5
## $ theDots: list()
## - attr(*, "class")= chr "knnreg"## MSE: 115.3957 MAE: 9.382114 RMSE: 10.74224## MSE: 187.2561 MAE: 11.00407 RMSE: 13.68415## y_pred
## test_y 5.18568571428571 6.24831111111111 6.61491515151516 7.39782029007029
## 2 0 0 0 0
## 3 1 0 0 0
## 4 0 0 1 0
## 6 0 0 0 0
## 7 0 1 0 0
## 9 0 0 0 0
## 10 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 14 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 1
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## y_pred
## test_y 7.49233333333333 7.52546666666666 7.72385 7.73983333333334
## 2 1 0 0 1
## 3 0 0 0 0
## 4 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 10 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 14 0 0 0 0
## 16 0 1 0 0
## 17 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 1 0
## 27 0 0 0 0
## y_pred
## test_y 7.74882727272727 7.79940196078431 7.97355726495727 8.0709
## 2 1 0 1 0
## 3 0 0 0 1
## 4 0 1 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 10 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 14 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## y_pred
## test_y 8.17631111111111 8.2549 8.28830952380953 8.30293333333333
## 2 0 0 0 0
## 3 0 0 1 1
## 4 1 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 9 0 1 0 0
## 10 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 14 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## y_pred
## test_y 8.42700952380953 8.50951538461539 8.53741904761905 8.63208571428571
## 2 0 0 0 0
## 3 1 1 0 0
## 4 0 0 0 0
## 6 0 0 0 0
## 7 0 0 1 0
## 9 0 0 0 0
## 10 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 14 0 0 0 0
## 16 0 0 0 1
## 17 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## y_pred
## test_y 8.65691538461538 8.67654761904763 8.68568571428571 8.79416666666667
## 2 0 0 0 0
## 3 1 0 0 0
## 4 0 0 0 0
## 6 0 0 0 0
## 7 0 1 1 1
## 9 0 0 0 0
## 10 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 14 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## y_pred
## test_y 8.85419090909091 8.8808 8.92059393939394 8.98642424242424
## 2 0 1 0 0
## 3 1 0 1 0
## 4 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 10 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 14 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 1
## 27 0 0 0 0
## y_pred
## test_y 9.07728571428571 9.11093333333333 9.2347880952381 9.23688637110016
## 2 0 0 0 0
## 3 1 0 0 0
## 4 0 0 0 0
## 6 0 0 0 0
## 7 0 0 1 0
## 9 0 0 0 0
## 10 0 0 0 0
## 12 0 0 0 1
## 13 0 0 0 0
## 14 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 20 0 0 0 0
## 21 0 1 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## y_pred
## test_y 9.24476666666667 9.28761538461538 9.29403454715219 9.35505555555555
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 1 0
## 6 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 10 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 14 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 20 0 0 0 0
## 21 1 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 1 0 1
## 27 0 0 0 0
## y_pred
## test_y 9.39169999999999 9.45943333333333 9.48311904761905 9.48651494252873
## 2 0 0 0 0
## 3 0 0 1 1
## 4 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 10 0 1 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 14 0 0 0 0
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## y_pred
## test_y 9.50145238095239 9.51169999999999 9.51669523809524 9.53630253411307
## 2 0 0 0 0
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## y_pred
## test_y 9.57567142857143 9.62458585858586 9.62636666666666 9.63736825396825
## 2 0 0 1 0
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## y_pred
## test_y 9.64416666666667 9.64939999999999 9.68313333333334 9.693
## 2 0 0 0 0
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## y_pred
## test_y 9.69601666666667 9.69626666666667 9.69723333333333 9.73223846153845
## 2 0 0 0 0
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## y_pred
## test_y 9.78993333333334 9.80548333333333 9.81520196078431 9.82626666666666
## 2 0 0 0 0
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## y_pred
## test_y 9.8355 9.88723333333333 9.95017226890756 9.95717619047619
## 2 0 1 0 0
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## y_pred
## test_y 10.0114051282051 10.0348 10.0756333333333 10.1185 10.1247388888889
## 2 0 0 0 0 0
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## y_pred
## test_y 10.1511049284049 10.1606 10.174246833446 10.250073015873
## 2 0 0 0 0
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## y_pred
## test_y 10.2968333333333 10.3248019607843 10.3332333333333 10.3344476190476
## 2 0 1 0 0
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## y_pred
## test_y 10.3418 10.3482333333333 10.4453666666667 10.4483333333333
## 2 0 0 0 0
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## y_pred
## test_y 10.4566888888889 10.4779206773619 10.5455 10.55895 10.5595666666667
## 2 0 0 0 0 0
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## y_pred
## test_y 10.5623 10.5892666666667 10.6175333333333 10.6209 10.6643333333333
## 2 0 0 0 0 0
## 3 0 0 0 0 0
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## y_pred
## test_y 10.6839 10.6926428571429 10.7176 10.7337598997494 10.7414666666667
## 2 0 0 0 0 0
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## y_pred
## test_y 10.7762833333333 10.7876873440285 10.8029677224736 10.9046262443439
## 2 0 0 0 1
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## y_pred
## test_y 10.9092 10.9435619047619 10.9669444444444 10.9968666666667
## 2 0 0 0 0
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## y_pred
## test_y 11.0053913419913 11.0097 11.016646031746 11.0278261904762
## 2 0 0 0 0
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## y_pred
## test_y 11.0305333333333 11.0588857142857 11.0632666666667 11.0895 11.0932
## 2 0 0 0 0 0
## 3 1 1 0 0 0
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## y_pred
## test_y 11.0938833333333 11.0985333333333 11.0985666666667 11.1249
## 2 0 0 0 0
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## y_pred
## test_y 11.1490264069264 11.1512713369963 11.1572 11.1715476190476
## 2 1 0 0 0
## 3 0 0 0 0
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## y_pred
## test_y 11.1797333333333 11.2102785714286 11.2241063051702 11.2291634920635
## 2 0 0 0 1
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## y_pred
## test_y 11.2368816091954 11.2378142857143 11.237925 11.2421285714286
## 2 0 0 0 0
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## y_pred
## test_y 11.2689279503106 11.270896969697 11.2721767195767 11.2780060606061
## 2 0 0 0 0
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## y_pred
## test_y 11.2801215686275 11.2919333333333 11.3015218487395 11.3128558663559
## 2 0 1 0 0
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## y_pred
## test_y 11.3270976190476 11.3490844389844 11.3503233211233 11.3852333333333
## 2 0 0 0 0
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## y_pred
## test_y 11.4008333333333 11.4291548875855 11.4469980392157 11.4485333333333
## 2 0 0 0 1
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## y_pred
## test_y 11.4564666666667 11.4655325611326 11.4745857142857 11.4912380952381
## 2 0 1 0 1
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## y_pred
## test_y 11.5021 11.5063444444444 11.5065440709617 11.5128666666667
## 2 0 0 0 0
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## y_pred
## test_y 11.5265666666667 11.5301428571429 11.5344261904762 11.5378130952381
## 2 0 0 0 0
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## y_pred
## test_y 11.5573 11.5628333333333 11.56595 11.5713681818182 11.608319047619
## 2 0 0 0 0 0
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## y_pred
## test_y 11.6162 11.666956998557 11.7004333333333 11.7294333333333
## 2 0 0 0 0
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## y_pred
## test_y 11.7428882352941 11.7455928571429 11.7456333333333 11.7544666666667
## 2 0 0 0 0
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## y_pred
## test_y 11.802575 11.8446952380952 11.8524333333333 11.8524833333333
## 2 0 0 0 0
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## y_pred
## test_y 11.8592904761905 11.8613666666667 11.8689 11.8702115680616
## 2 0 0 0 0
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## y_pred
## test_y 11.8829111111111 11.9070225108225 11.9236972431078 11.9518734360411
## 2 0 1 0 0
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## y_pred
## test_y 11.9674666666667 11.9738222222222 11.9783 11.9802333333333
## 2 0 0 1 1
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## y_pred
## test_y 12.0150333333333 12.0173292929293 12.0258 12.0664714285714
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## y_pred
## test_y 12.0956333333333 12.1332 12.1593333333333 12.1626248565055
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## y_pred
## test_y 12.166970940171 12.1674666666667 12.1689277777778 12.2108333333333
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## y_pred
## test_y 12.212 12.2199033613445 12.2257404761905 12.2415051282051
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## y_pred
## test_y 12.2584262626263 12.2612 12.2626606060606 12.2687 12.2765454545455
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## 24 0 0 0 0 0
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## y_pred
## test_y 12.3000476190476 12.329826007326 12.3336761904762 12.3533178493005
## 2 0 0 0 0
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## y_pred
## test_y 12.3573343915344 12.3589414565826 12.3653261904762 12.3689333333333
## 2 0 0 0 0
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## y_pred
## test_y 12.3788 12.3845333333333 12.3969841269841 12.3978814814815
## 2 0 0 0 0
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## y_pred
## test_y 12.4070666666667 12.4077666666667 12.4094714285714 12.4231
## 2 0 0 0 0
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## y_pred
## test_y 12.442519047619 12.4533619047619 12.4700428571429 12.4779151515151
## 2 0 0 0 0
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## y_pred
## test_y 12.4797 12.4815142857143 12.4855 12.4999333333333 12.5082487179487
## 2 0 0 0 0 0
## 3 0 0 0 0 1
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## y_pred
## test_y 12.5085833333333 12.5273666666667 12.5336777777778 12.5446666666667
## 2 0 0 0 0
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## y_pred
## test_y 12.569025311943 12.5737528011205 12.5739833333333 12.5758358974359
## 2 0 0 0 0
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## y_pred
## test_y 12.5848 12.5886 12.604863003663 12.6092 12.6148 12.6177162321339 12.6233
## 2 0 0 0 0 0 0 0
## 3 0 0 0 1 0 0 0
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## 16 0 0 1 0 0 0 0
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## 20 0 0 0 0 0 0 0
## 21 0 0 0 0 0 1 1
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## 25 0 0 0 0 0 0 0
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## y_pred
## test_y 12.6265126984127 12.6323 12.6328406926407 12.6576 12.6698100529101
## 2 0 0 0 0 0
## 3 0 0 0 0 0
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## y_pred
## test_y 12.6756785714286 12.6933404761905 12.6984333333333 12.7001
## 2 0 0 0 0
## 3 0 1 0 0
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## y_pred
## test_y 12.7012333333333 12.7116647058823 12.7188742706569 12.7280333333333
## 2 0 0 0 0
## 3 0 0 0 1
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## y_pred
## test_y 12.7303619598604 12.7386876305574 12.7719476190476 12.7888 12.7962
## 2 0 0 0 0 0
## 3 0 0 0 0 0
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## y_pred
## test_y 12.8015333333333 12.8043619047619 12.8247666666667 12.8327206349206
## 2 0 0 0 0
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## y_pred
## test_y 12.8452 12.8854843137255 12.8941706582633 12.8976333333333
## 2 1 0 0 0
## 3 0 0 0 0
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## y_pred
## test_y 12.8986289377289 12.9051595238095 12.9094111111111 12.9100333333333
## 2 0 0 0 0
## 3 0 1 0 0
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## y_pred
## test_y 12.9230565217391 12.9314952380952 12.93205 12.9326 12.9405666666667
## 2 0 0 0 0 0
## 3 0 0 0 0 1
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## y_pred
## test_y 12.9548333333333 12.957282051282 12.960600959401 12.9657
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
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## y_pred
## test_y 12.9666136752137 12.985 12.9866 12.9871619047619 12.9926111111111
## 2 0 0 0 0 0
## 3 0 0 0 0 0
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## y_pred
## test_y 12.99845 13.0117713619714 13.0200282828283 13.0385095238095
## 2 0 0 0 0
## 3 1 0 0 0
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## y_pred
## test_y 13.0413424242424 13.0503333333333 13.0509 13.062068627451 13.0622
## 2 0 0 0 0 0
## 3 0 0 0 0 0
## 4 0 0 0 0 0
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## y_pred
## test_y 13.066562962963 13.0825666666667 13.1013666666667 13.1089557367364
## 2 0 0 0 0
## 3 0 0 1 0
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## y_pred
## test_y 13.1122 13.1399333333333 13.1411333333333 13.1444583198223
## 2 0 0 0 0
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## y_pred
## test_y 13.1454025641026 13.1571 13.1587333333333 13.2198904761905
## 2 0 0 0 0
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## y_pred
## test_y 13.2232980392157 13.2243555555556 13.2325869047619 13.233330952381
## 2 1 0 0 0
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## y_pred
## test_y 13.2362666666667 13.2377761904762 13.2528549019608 13.2558356060606
## 2 0 1 1 0
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## y_pred
## test_y 13.2704 13.2766666666667 13.2878717948718 13.3026065359477 13.30605
## 2 1 0 0 1 0
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## y_pred
## test_y 13.3212857142857 13.3468111111111 13.3555 13.3917238095238
## 2 0 0 0 0
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## y_pred
## test_y 13.4017333333333 13.4062196169772 13.4204353874883 13.4239
## 2 0 0 0 0
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## y_pred
## test_y 13.4347095238095 13.4466666666667 13.4592047619048 13.4703555555555
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## y_pred
## test_y 13.4709633699634 13.4722 13.4766820512821 13.4804555555556
## 2 1 0 0 0
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## y_pred
## test_y 13.4819666666667 13.4835333333333 13.4844333333333 13.4929666666667
## 2 0 0 0 0
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## y_pred
## test_y 13.4966285714286 13.5194 13.5243123784262 13.5297333333333
## 2 0 0 1 0
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## y_pred
## test_y 13.5345816091954 13.5356952380952 13.5392173992674 13.5507010582011
## 2 0 0 0 0
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## y_pred
## test_y 13.5507166666667 13.5922340174579 13.6210333333333 13.6419666666667
## 2 1 0 0 0
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## y_pred
## test_y 13.6420365079365 13.6443571428571 13.6519289377289 13.6596
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## y_pred
## test_y 13.6925666666667 13.6962 13.7164666666667 13.7245111191603
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## y_pred
## test_y 13.7278191938837 13.7307380952381 13.7356 13.7496436781609
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## y_pred
## test_y 13.7511666666667 13.7756382415028 13.7896287878788 13.7904 13.7967
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## y_pred
## test_y 13.8039770114943 13.8047761904762 13.8287190476191 13.8287636363636
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## 26 0 0 1 0
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## y_pred
## test_y 13.8328239316239 13.8353333333333 13.8378 13.8443285714286 13.8704
## 2 0 0 0 0 0
## 3 0 0 0 0 0
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## 27 0 0 0 0 0
## y_pred
## test_y 13.8723 13.8794857142857 13.8995333333333 13.9093784313725
## 2 0 0 0 0
## 3 1 0 0 0
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## y_pred
## test_y 13.9183816091954 13.9338619047619 13.9393333333333 13.9395666666667
## 2 1 0 0 0
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## y_pred
## test_y 13.9408619047619 13.9618571428571 13.9623882352941 13.9636491087344
## 2 0 1 0 0
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## y_pred
## test_y 13.969513997114 13.9725666666667 13.9726175902529 13.9755666666667
## 2 0 0 0 0
## 3 0 0 0 0
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## y_pred
## test_y 13.9775238095238 13.9798653846154 13.9816614845938 13.9918678723575
## 2 0 0 0 0
## 3 0 0 0 0
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## y_pred
## test_y 13.9956666666667 13.99974 14.0004047619048 14.0022770114943
## 2 0 1 0 0
## 3 0 0 0 0
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## y_pred
## test_y 14.0225989010989 14.0300153846154 14.05495 14.0706753126753 14.0765
## 2 0 0 0 1 0
## 3 0 0 1 0 0
## 4 0 0 0 0 0
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## 24 0 0 0 0 0
## 25 0 0 0 0 0
## 26 1 0 0 0 0
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## y_pred
## test_y 14.0811333333333 14.0820057387057 14.0902607662608 14.0931666666667
## 2 0 0 0 0
## 3 0 0 0 0
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## 26 1 0 1 1
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## y_pred
## test_y 14.1101833333333 14.1254310062487 14.1308262626263 14.138147557596
## 2 0 0 0 0
## 3 0 0 0 1
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## y_pred
## test_y 14.139169047619 14.1405619047619 14.1547 14.1566047619048
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
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## 26 0 1 0 0
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## y_pred
## test_y 14.158982051282 14.1591571428571 14.171667032967 14.1722 14.1744
## 2 0 0 0 0 0
## 3 0 0 0 0 0
## 4 0 0 0 0 0
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## 10 0 0 1 0 0
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## 24 0 0 0 0 0
## 25 0 0 0 1 0
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## 27 0 0 0 0 0
## y_pred
## test_y 14.1802346134153 14.1817095238095 14.1828925925926 14.1922571428571
## 2 0 0 0 0
## 3 0 0 0 1
## 4 0 0 0 0
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## 10 1 1 0 0
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## y_pred
## test_y 14.2041107142857 14.2051428571429 14.2146666666667 14.2460857142857
## 2 0 0 0 0
## 3 0 1 0 0
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## y_pred
## test_y 14.2572093240093 14.2706562770563 14.294980952381 14.3011888888889
## 2 1 0 0 0
## 3 0 0 0 0
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## 27 0 0 0 0
## y_pred
## test_y 14.3040952380952 14.3053916666667 14.3227761904762 14.332
## 2 0 0 0 0
## 3 1 0 1 0
## 4 0 0 0 0
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## y_pred
## test_y 14.332331372549 14.344868627451 14.3522149425287 14.3527487179487
## 2 0 0 0 0
## 3 0 1 0 1
## 4 0 0 0 0
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## 27 0 0 0 0
## y_pred
## test_y 14.3549536541889 14.3564 14.3686571428571 14.3688388040065
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
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## 26 0 0 0 1
## 27 1 0 0 0
## y_pred
## test_y 14.3697888888889 14.3739238095238 14.3995843137255 14.4209208624709
## 2 0 0 0 0
## 3 1 0 0 0
## 4 0 1 0 0
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## y_pred
## test_y 14.4211666666667 14.4241725490196 14.4330238095238 14.4373123784262
## 2 0 0 0 0
## 3 0 0 0 0
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## 26 0 1 0 1
## 27 0 0 0 0
## y_pred
## test_y 14.4650989066489 14.4836333333333 14.4909333333333 14.4998666666667
## 2 0 0 0 0
## 3 0 1 1 0
## 4 0 0 0 0
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## y_pred
## test_y 14.5027142857143 14.5092166666667 14.516075 14.525625 14.5312601731602
## 2 0 0 0 0 0
## 3 1 1 0 0 0
## 4 0 0 0 1 0
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## 24 0 0 0 0 0
## 25 0 0 0 0 0
## 26 0 0 0 0 0
## 27 0 0 0 0 0
## y_pred
## test_y 14.5402484848485 14.5409 14.5410796536797 14.5469714285714
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 1 0 0
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## y_pred
## test_y 14.5612479298479 14.5627263736264 14.5771103448276 14.5820666666667
## 2 1 0 0 0
## 3 0 0 1 1
## 4 0 0 0 0
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## y_pred
## test_y 14.5900044546851 14.5925777777778 14.5989770114943 14.6005666666667
## 2 0 0 0 0
## 3 0 0 0 0
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## y_pred
## test_y 14.6241291300098 14.64894 14.6526607843137 14.6771 14.6844
## 2 0 0 0 0 0
## 3 0 0 0 0 0
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## 24 0 0 0 0 0
## 25 0 0 0 0 0
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## y_pred
## test_y 14.7018380952381 14.7115238095238 14.7207367965368 14.7282333333333
## 2 0 0 0 0
## 3 0 1 0 0
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## y_pred
## test_y 14.7347296296296 14.7830333333333 14.7871835164835 14.7968333333333
## 2 0 0 0 0
## 3 0 1 1 0
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## y_pred
## test_y 14.8031202614379 14.8071852941176 14.8149952380952 14.8399666666667
## 2 0 0 0 0
## 3 1 0 0 1
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## y_pred
## test_y 14.8437380952381 14.8463285714286 14.8492523809524 14.8663428571429
## 2 0 0 0 0
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## y_pred
## test_y 14.9225 14.9246833333333 14.9332 14.9349238095238 14.9441149425287
## 2 0 0 0 0 0
## 3 1 0 0 0 0
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## y_pred
## test_y 14.9459424242424 14.9468285714286 14.9673428571429 14.9680333333333
## 2 0 1 1 1
## 3 0 0 0 0
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## y_pred
## test_y 14.9852916666667 14.9881795688546 15.0069238095238 15.0128650039503
## 2 0 0 0 0
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## y_pred
## test_y 15.0322333333333 15.0368023809524 15.0557462184874 15.0681
## 2 0 0 0 0
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## y_pred
## test_y 15.1146277777778 15.1233 15.1304 15.1313238095238 15.1453333333333
## 2 0 0 0 0 0
## 3 0 0 0 0 0
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## y_pred
## test_y 15.148662745098 15.1750350931677 15.1841666666667 15.1851 15.19225
## 2 0 0 0 0 0
## 3 0 0 0 0 0
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## y_pred
## test_y 15.2011291005291 15.2209 15.2429509803922 15.2487 15.2494575757576
## 2 0 0 0 0 0
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## y_pred
## test_y 15.2526492610837 15.2609509803922 15.2651380952381 15.2901333333333
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## y_pred
## test_y 15.3001333333333 15.3006010989011 15.3030075630252 15.3070444444444
## 2 0 0 0 0
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## y_pred
## test_y 15.3183357142857 15.3194476190476 15.3235238095238 15.3242296777547
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## y_pred
## test_y 15.3497666666667 15.3622857142857 15.3981666666667 15.4039820512821
## 2 1 1 0 0
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## y_pred
## test_y 15.4139666666667 15.4150777777778 15.4321139784946 15.4577209401709
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## y_pred
## test_y 15.5043777777778 15.5310142857143 15.538482051282 15.5511
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## y_pred
## test_y 15.5717341991342 15.5730075757576 15.5969 15.6093714285714 15.6141
## 2 0 0 0 0 0
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## y_pred
## test_y 15.6220666666667 15.6252 15.6265619047619 15.6610333333333
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## y_pred
## test_y 15.6769666666667 15.7124333333333 15.7162261904762 15.7229238095238
## 2 0 0 0 0
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## y_pred
## test_y 15.7354047619048 15.7378880952381 15.7613619047619 15.7717793650794
## 2 0 0 0 0
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## y_pred
## test_y 15.7874041356773 15.7878333333333 15.7882666666667 15.8008666666667
## 2 0 0 0 0
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## y_pred
## test_y 15.8118629021879 15.8230380952381 15.8276333333333 15.8627 15.8776
## 2 0 1 0 0 0
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## y_pred
## test_y 15.8776142857143 15.8868158730159 15.8891304597701 15.8895666666667
## 2 1 0 0 0
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## y_pred
## test_y 15.8965 15.9064904761905 15.9535333333333 15.9751813700919 15.9816
## 2 0 0 0 0 0
## 3 1 0 1 1 0
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## y_pred
## test_y 15.9875666666667 16.0171505967151 16.0216666666667 16.061079020979
## 2 0 0 0 0
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## y_pred
## test_y 16.0681222222222 16.0776487179487 16.0819666666667 16.1184333159178
## 2 0 0 0 0
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## y_pred
## test_y 16.1242 16.1355 16.1362555555555 16.1368666666667 16.147 16.1492
## 2 0 0 0 0 0 0
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## y_pred
## test_y 16.1508333333333 16.1768428571428 16.2228111222111 16.232020045045
## 2 0 0 0 0
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## y_pred
## test_y 16.2350333333333 16.2719372294372 16.3094454545455 16.3641444444444
## 2 0 0 0 0
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## y_pred
## test_y 16.3974666666667 16.4117 16.4780333333333 16.5083952380952
## 2 0 0 0 0
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## y_pred
## test_y 16.5130666666667 16.5363371794872 16.5445333333333 16.5644210526316
## 2 0 0 0 0
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## y_pred
## test_y 16.5934666666667 16.6026010582011 16.6361333333333 16.6454523809524
## 2 0 0 0 0
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## y_pred
## test_y 16.6455166666667 16.6597882352941 16.6652166666667 16.6693333333333
## 2 0 1 0 0
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## y_pred
## test_y 16.6776857142857 16.7215333333333 16.7565878787879 16.8054272727273
## 2 0 0 0 0
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## y_pred
## test_y 16.8285047619048 16.8715761904762 16.879830952381 16.8923137931034
## 2 0 0 1 0
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## y_pred
## test_y 16.9159835497835 16.9178047619048 16.9315523809524 16.942996031746
## 2 0 0 0 0
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## y_pred
## test_y 16.9451 16.9908 16.9990761904762 17.0653333333333 17.1241095238095
## 2 0 1 0 0 0
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## y_pred
## test_y 17.1515333333333 17.1660666666667 17.1697886446886 17.1942333333333
## 2 0 0 0 0
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## y_pred
## test_y 17.2590772727273 17.260153968254 17.2639562271062 17.2726857142857
## 2 0 0 0 0
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## y_pred
## test_y 17.3303333333333 17.3467 17.357888034188 17.3981142857143
## 2 0 0 0 0
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## y_pred
## test_y 17.437780952381 17.4604 17.4609843137255 17.4992555555555
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## y_pred
## test_y 17.5316436507937 17.5609904761905 17.5627666666667 17.5729333333333
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## y_pred
## test_y 17.8075761904762 17.8088 17.8164 17.8395333333333 17.8600111111111
## 2 1 0 0 1 1
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## y_pred
## test_y 17.8961904761905 17.9294222222222 17.9495107142857 18.0322166666667
## 2 0 0 0 0
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## y_pred
## test_y 18.0358090909091 18.0379748778999 18.0708 18.0847761904762
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## y_pred
## test_y 18.1089450549451 18.1256333333333 18.1928333333333 18.193780952381
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## y_pred
## test_y 18.2842399195576 18.3317329004329 18.3327862914863 18.3403333333333
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## y_pred
## test_y 18.3803307359307 18.3824 18.4666 18.5068333333333 18.6073722222222
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## y_pred
## test_y 18.6196426573427 18.7551857142857 18.8306666666667 18.8802538461538
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## y_pred
## test_y 18.9050547619048 18.9968666666667 19.115775 19.2853164835165
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## y_pred
## test_y 19.3242833333333 19.6626929110106 19.7250843137255 19.8493
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## y_pred
## test_y 19.9217555555556 20.0900380952381 20.1407783882784 20.1734916666667
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## 26 0 1 1 1
## 27 0 0 0 0
## y_pred
## test_y 20.2227523809524 20.4281166666667 20.4760333333333 20.5086916666667
## 2 0 0 0 0
## 3 0 1 0 0
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## y_pred
## test_y 20.6508523809524 20.7162666666667 20.7205103448276 20.7374
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## 26 1 1 0 1
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## y_pred
## test_y 20.7922714285714 21.2610246753247 21.3115641025641 21.3644929110106
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## y_pred
## test_y 21.3713246753247 21.4793426573427 21.5757307692308 21.6342857142857
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## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 1 1 1 1
## 27 0 0 0 0
## y_pred
## test_y 21.6923666666667 21.8474095238095 22.2309136752137 22.3725577996716
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## 3 0 0 0 0
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## 9 0 0 1 0
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## 13 0 0 0 0
## 14 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
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## 23 0 0 0 0
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## 27 0 0 0 0
## y_pred
## test_y 23.3779174603175 23.9302444444444 24.0032761904762 24.2224
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 6 0 0 0 0
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## 10 0 0 0 0
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## 26 1 1 1 1
## 27 0 0 0 0
## y_pred
## test_y 24.9785666666667 25.1113666666667
## 2 0 0
## 3 0 0
## 4 0 0
## 6 0 0
## 7 0 0
## 9 0 0
## 10 0 0
## 12 0 0
## 13 0 0
## 14 0 0
## 16 0 0
## 17 0 0
## 20 0 0
## 21 0 0
## 22 0 0
## 23 0 0
## 24 0 0
## 25 0 0
## 26 1 1
## 27 0 0## RMSE Rsquared MAE
## 9.45375681 0.02517007 8.54851051
## IncNodePurity
## ï..ID 63883.495
## Longitude 70175.080
## Latitude 72540.678
## Year 3874.943
## Month 24764.109
## Day 41937.660
## Hour 23187.594
## HourC 22929.355
## DayDec 9115.414## MSE: 188.1111 MAE: 11.07317 RMSE: 13.71536
## MAE: 8.733062
## MSE: 104.6951
## RMSE: 10.23206
## R-squared: -6.672749## [1] train-rmse:13.218662
## [2] train-rmse:11.411493
## [3] train-rmse:10.382790
## [4] train-rmse:9.833344
## [5] train-rmse:9.548435
## [6] train-rmse:9.397301
## [7] train-rmse:9.291950
## [8] train-rmse:9.249129
## [9] train-rmse:9.212534
## [10] train-rmse:9.195076
## [11] train-rmse:9.176140
## [12] train-rmse:9.166159
## [13] train-rmse:9.157751
## [14] train-rmse:9.150036
## [15] train-rmse:9.144941
## [16] train-rmse:9.137184
## [17] train-rmse:9.126689
## [18] train-rmse:9.120859
## [19] train-rmse:9.114497
## [20] train-rmse:9.110036
## [21] train-rmse:9.096778
## [22] train-rmse:9.087641
## [23] train-rmse:9.085154
## [24] train-rmse:9.076330
## [25] train-rmse:9.067859
## [26] train-rmse:9.059400
## [27] train-rmse:9.057160
## [28] train-rmse:9.050690
## [29] train-rmse:9.046686
## [30] train-rmse:9.043817
## [31] train-rmse:9.039002
## [32] train-rmse:9.032592
## [33] train-rmse:9.029067
## [34] train-rmse:9.021765
## [35] train-rmse:9.016310
## [36] train-rmse:9.011157
## [37] train-rmse:9.005684
## [38] train-rmse:9.004195
## [39] train-rmse:8.997957
## [40] train-rmse:8.989800
## [41] train-rmse:8.983416
## [42] train-rmse:8.974654
## [43] train-rmse:8.967189
## [44] train-rmse:8.962784
## [45] train-rmse:8.948160
## [46] train-rmse:8.947004
## [47] train-rmse:8.939687
## [48] train-rmse:8.933311
## [49] train-rmse:8.927999
## [50] train-rmse:8.925954## MSE: 88.20897 MAE: 8.622251 RMSE: 9.391963Prediction Models - Los Angeles
## MSE: 832.6224 MAE: 24.24103 RMSE: 28.8552
## List of 3
## $ learn :List of 2
## ..$ y: num [1:4252] 76 45 50 56 14 3 3 60 5 52 ...
## ..$ X:'data.frame': 4252 obs. of 8 variables:
## .. ..$ DR_NO : int [1:4252] 1307355 70309629 100100501 100100506 100100508 100100509 100100510 100100511 100100521 100100522 ...
## .. ..$ LON : num [1:4252] -118 -118 -118 -118 -118 ...
## .. ..$ LAT : num [1:4252] 34 34 34 34 34 ...
## .. ..$ AREA : int [1:4252] 13 13 1 1 1 1 1 1 1 1 ...
## .. ..$ Rpt.Dist.No: int [1:4252] 1385 1324 176 162 182 157 171 132 118 158 ...
## .. ..$ Month : num [1:4252] 2 8 1 1 1 1 1 1 1 1 ...
## .. ..$ Day : num [1:4252] 20 9 3 5 8 9 9 9 14 15 ...
## .. ..$ DayDec : num [1:4252] 2 0 0 0 0 0 0 0 1 1 ...
## $ k : num 5
## $ theDots: list()
## - attr(*, "class")= chr "knnreg"## MSE: 853.2936 MAE: 25.49764 RMSE: 29.21119## MSE: 853.7005 MAE: 25.49733 RMSE: 29.21815## pred_y
## test_y 8.57698353864298 9.91217716495075 10.0080099151678 13.8758464077386
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## pred_y
## test_y 14.63944715312 14.7696392264606 15.2477554001045 15.4580381337952
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## pred_y
## test_y 16.1442664243908 16.1566997945409 17.084653239805 17.1855593922517
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## pred_y
## test_y 17.3337355113116 17.6403587484517 17.7904466279869 17.8244418369115
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## pred_y
## test_y 18.1420131649701 18.3664246038888 18.4887080606733 18.9041983275825
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## pred_y
## test_y 19.1813358754408 19.69269656024 19.7244374201447 20.254840060181
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## pred_y
## test_y 20.2855740359713 20.9782093259 21.159447362723 21.1704942935986
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## pred_y
## test_y 21.5163832807906 21.6256147908558 21.6759976635928 21.6818601235355
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## pred_y
## test_y 21.7119004548669 21.8258536811594 21.850881801907 21.8948437072964
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## pred_y
## test_y 22.0864004548669 22.1517604905468 22.3555172531252 22.4043388233889
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## pred_y
## test_y 22.5877117236836 22.7042105423157 22.8458019120555 22.8483549800256
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## pred_y
## test_y 23.0498907224923 23.0915113830078 23.1114680588867 23.3434754892844
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## pred_y
## test_y 23.3580337680258 23.5555255331223 23.5976681420869 23.7381202361911
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## pred_y
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## pred_y
## test_y 24.6112522327407 24.6799515823654 24.6918631340497 24.7316288008055
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## pred_y
## test_y 24.7542890830632 25.0367424707486 25.0884424083701 25.148921594664
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## pred_y
## test_y 25.4366954262043 25.4549765288397 25.4975312904689 25.5512348549887
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## pred_y
## test_y 25.723579184277 25.7911114644945 25.8323572986906 25.9171116253543
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## pred_y
## test_y 25.9354443483118 25.9719820789374 26.0155216570528 26.0180548475723
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## pred_y
## test_y 26.120533987903 26.1439186273201 26.3927358076804 26.3968565665998
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## pred_y
## test_y 26.401986375193 26.4751213653255 26.5480599899984 26.6792253050373
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## pred_y
## test_y 26.6861527057498 26.7849061292666 26.836903618501 26.9538942174053
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## pred_y
## test_y 26.9552602117134 26.9649083497879 26.9659942342117 27.1281809266141
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## pred_y
## test_y 27.2229436877965 27.2527221157937 27.2913144843076 27.3024474329789
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## pred_y
## test_y 27.3400940851824 27.3845040506334 27.4247028260625 27.4267056846504
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## pred_y
## test_y 27.5679492712227 27.5889773159757 27.7018531103087 27.7031532969474
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## pred_y
## test_y 27.7119018295417 27.7253711636105 27.8176445510612 27.8351242045252
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## pred_y
## test_y 27.8478882819526 27.8509259244269 27.8839541182536 27.916355167586
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## pred_y
## test_y 27.9452785701135 27.9603821410994 27.9772697395117 28.1509630609328
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## pred_y
## test_y 28.2028820353565 28.2287880788645 28.2503794219859 28.2706250466306
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## pred_y
## test_y 28.3077503521683 28.3123105509567 28.3172427591932 28.4873224243831
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## pred_y
## test_y 28.5212127553193 28.5683321117308 28.5892744721948 28.6171105734868
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## pred_y
## test_y 28.6433056538042 28.6565355335938 28.7071798302093 28.7421673305382
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## pred_y
## test_y 28.8124901511314 28.8145935394213 28.8317148592824 28.8318941245294
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## pred_y
## test_y 28.8487135897693 28.8691705259752 28.8952645792321 28.9854990681377
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## pred_y
## test_y 29.0945557309899 29.1351653640868 29.2355618741752 29.2852823468504
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## pred_y
## test_y 29.2996679428449 29.4542292204141 29.5529909442829 29.5538150343681
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## pred_y
## test_y 29.6795617118405 29.6815423911672 29.6924969620965 29.7023541903228
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## pred_y
## test_y 29.7870759443275 29.8093741708215 29.8863554402948 29.948932179649
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## pred_y
## test_y 29.9712346225419 30.027798613196 30.1000908206302 30.1165463919736
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## pred_y
## test_y 30.1603679476714 30.1842923974116 30.3591843969349 30.4422538306609
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## pred_y
## test_y 30.4921772362883 30.4926786950278 30.4976294014031 30.4981220746439
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## pred_y
## test_y 30.5349796362345 30.5891511525556 30.7298791797476 30.7445735239112
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## pred_y
## test_y 30.7478307109663 30.7784353244117 30.786508447251 30.8158935243858
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## pred_y
## test_y 30.8357235655188 30.8411294632504 30.8756425589215 30.8896241143739
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## pred_y
## test_y 30.9436431315889 30.9497778986705 30.9515386958862 30.9592282339333
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## pred_y
## test_y 31.092730050187 31.1203988152146 31.150188037196 31.3157596434774
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## pred_y
## test_y 31.3317471767573 31.3649499619712 31.3971708996522 31.5225527830143
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## pred_y
## test_y 31.6968196654499 31.8501383975874 31.9230433605099 31.9468950217572
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## pred_y
## test_y 32.0757137893659 32.0802180499421 32.1391323823926 32.1467783186971
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## pred_y
## test_y 32.2332073636186 32.3361917935074 32.4458563964634 32.4489322084135
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## pred_y
## test_y 32.4729132281017 32.4784951056263 32.5311349529622 32.5827418340788
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## pred_y
## test_y 32.6305075958339 32.6988652410548 32.7663429007457 32.7685465604062
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## pred_y
## test_y 32.8119001532589 32.8129273116889 32.8140649589189 32.8794420158013
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## pred_y
## test_y 32.9333333708922 32.9663483883633 32.9854451238756 33.0305931877133
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## pred_y
## test_y 33.0886457450024 33.0940991274386 33.0957275087486 33.320376918631
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## pred_y
## test_y 33.329014049236 33.407462820583 33.5572715975976 33.5792780434566
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## pred_y
## test_y 33.5888710478407 33.5962385588369 33.6154151571207 33.6396696950001
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## pred_y
## test_y 33.6538836048186 33.7121956021502 33.7250386293928 33.8088822120306
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## pred_y
## test_y 33.8169893574268 33.8309007071548 33.8558089792895 33.8628855012297
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## pred_y
## test_y 33.873982840375 33.9174501486568 33.9229417169954 33.932900689229
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## pred_y
## test_y 33.9401608709905 33.9604162532087 34.0379266749378 34.0453421003409
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## pred_y
## test_y 34.1207424205282 34.1327976110447 34.1634611969911 34.1682621933334
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## pred_y
## test_y 34.212828036372 34.2204672598302 34.2487463488715 34.2703006620542
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
## test_y 36.5663323785044 36.5704981053736 36.6061925986875 36.6209982057483
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## pred_y
## test_y 36.631243350053 36.7330805303304 36.8037242340977 36.8104437567817
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
## test_y 37.8564613604049 37.9079484320177 37.922306992182 37.9756196722401
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## pred_y
## test_y 38.027983624994 38.1441150322756 38.1656640403871 38.1860771037803
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## pred_y
## test_y 38.228223344802 38.266946932015 38.2870293921611 38.2971553504111
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## pred_y
## test_y 38.3040936238746 38.3097772120957 38.3173570683309 38.3320768403617
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## pred_y
## test_y 38.5175889776215 38.649132475553 38.6513993112018 38.6731498014675
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## pred_y
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## pred_y
## test_y 38.8096632699251 38.8518964489868 38.8549096741624 38.8814238011946
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## pred_y
## test_y 38.9145605862207 38.9546465242606 38.9629511441732 39.0294278661581
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## pred_y
## test_y 39.0649316230063 39.0746472848909 39.0849483898737 39.1248004540757
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## pred_y
## test_y 39.1439764036372 39.1992637072405 39.2910515103787 39.3213442001869
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## pred_y
## test_y 39.3575074193193 39.3776614438158 39.3899355094104 39.4291956476362
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## pred_y
## test_y 39.4887456147127 39.493418879549 39.4966707802683 39.654922279442
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## pred_y
## test_y 39.6599563454624 39.6869976906392 39.6937268380263 39.6987832619948
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## pred_y
## test_y 39.7483509426055 39.7801753554989 39.7959612265557 39.8207508517715
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
## test_y 40.3825413962024 40.474649844356 40.5098219769885 40.5116809967692
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## pred_y
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## pred_y
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## pred_y
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## pred_y
## test_y 40.885484031068 40.948138622338 41.0585327087446 41.0671188836399
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## pred_y
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## pred_y
## test_y 41.2626777079875 41.3358079456955 41.3365761217782 41.3375792190193
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## pred_y
## test_y 41.3948177705021 41.4528295501637 41.4744973266543 41.5109986316646
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## pred_y
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## pred_y
## test_y 41.5336110882309 41.5586695631626 41.5682730939596 41.5718153937472
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## pred_y
## test_y 41.5856541430763 41.6055024603527 41.6239979275289 41.6686589592644
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## pred_y
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## pred_y
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## pred_y
## test_y 42.0365471897122 42.0667472937613 42.0802126995164 42.0823895847769
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## pred_y
## test_y 42.1023185879269 42.1042745794892 42.1284746255776 42.1401792454608
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## pred_y
## test_y 42.1578387496822 42.1842890590065 42.1919141066187 42.2080029760179
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## pred_y
## test_y 42.2195086540059 42.2579682313712 42.2996444296618 42.3086920917188
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## pred_y
## test_y 42.311929059723 42.3798739472914 42.4006936653392 42.4897250307903
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## pred_y
## test_y 42.5571595294352 42.6363706861295 42.6679285588807 42.7675707774387
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## pred_y
## test_y 42.8382325224097 42.8429579447344 42.9128931068302 42.9280738353237
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## pred_y
## test_y 42.9868063994229 43.0265422620755 43.066028842367 43.0969200104798
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## pred_y
## test_y 43.1083362856209 43.1219915982879 43.2623959630402 43.2969438878716
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## pred_y
## test_y 43.3388494758918 43.3394201424058 43.3553188048387 43.3759540679995
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## pred_y
## test_y 43.4449245206197 43.4477529234144 43.4889058673644 43.4922870302509
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## pred_y
## test_y 43.5052092043507 43.5585713586397 43.5665401051812 43.5978724117295
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## pred_y
## test_y 43.6452925484273 43.6591846809526 43.6669370635195 43.7372028634258
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## pred_y
## test_y 43.8315958412474 43.8377872450551 43.8975234738524 43.9781685378737
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## pred_y
## test_y 43.9830598692286 44.0043871900621 44.0239329983721 44.0867984230057
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## pred_y
## test_y 44.0984072814937 44.213102580353 44.2209559084134 44.2253422320402
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## pred_y
## test_y 44.2351392802026 44.2462695544698 44.2687243955427 44.2697086621999
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
## test_y 46.0436973616488 46.0614196651621 46.0744596031807 46.0794245414246
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## pred_y
## test_y 46.0890638740998 46.0947696972642 46.0967497037517 46.1113215670308
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
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## pred_y
## test_y 48.3771603295105 48.3866984363971 48.3995312002953 48.4039946695418
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## pred_y
## test_y 48.4697293538372 48.4859620745376 48.4943641658144 48.5189408924996
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## pred_y
## test_y 48.5910773358566 48.6015676104693 48.656285488337 48.6612817677116
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## pred_y
## test_y 48.7320761170748 48.8674670395621 48.8908064665709 48.9791696856409
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## pred_y
## test_y 49.0144276463791 49.0356675358026 49.0555907587094 49.0563781019506
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## pred_y
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## pred_y
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## pred_y
## test_y 49.5401019645143 49.6470956813316 49.8799963097088 49.9566071566466
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## pred_y
## test_y 49.9623537236272 50.0593104950701 50.06768571797 50.0996453982825
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## pred_y
## test_y 50.3249076170989 50.4912831967141 50.4912903870051 50.4933650052918
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## pred_y
## test_y 50.5994344188496 50.6985892940129 50.7752285372979 50.8005494174673
## 1 0 0 0 0
## 3 0 0 0 0
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## pred_y
## test_y 51.2659064929505 51.3002572568104 51.376826821871 51.5425922999726
## 1 0 0 0 0
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## pred_y
## test_y 51.5801285178377 51.5836075133776 51.5877851348842 51.987882076541
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## pred_y
## test_y 52.442519814502 52.4595117218433 52.9088324340886 52.9467949002141
## 1 0 0 0 0
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## pred_y
## test_y 52.9676808002621 52.9859689470928 53.0852940647377 53.2200456741889
## 1 0 0 0 0
## 3 0 0 0 0
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## pred_y
## test_y 53.4567231299289 53.5260099991855 53.6023059319576 53.8961989185902
## 1 0 0 0 0
## 3 0 0 0 0
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## 73 0 0 0 0
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## 75 0 0 0 0
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## pred_y
## test_y 53.9233115247684 54.0866992092851 54.1069418855947 54.2070642853399
## 1 0 0 0 0
## 3 0 0 0 0
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## 74 0 0 0 0
## 75 0 0 0 0
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## 77 0 0 0 0
## pred_y
## test_y 54.7070496094081 55.148041128099 55.1708199569672 55.1927636415589
## 1 0 0 0 0
## 3 0 0 0 0
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## 74 0 0 0 0
## 75 0 0 0 0
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## pred_y
## test_y 55.2038662699088 55.2501377527513 55.3555326919904 55.5460389423817
## 1 0 0 0 0
## 3 0 0 0 0
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## 73 0 0 1 0
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## 75 0 0 0 1
## 76 0 0 0 0
## 77 0 0 0 0
## pred_y
## test_y 55.643693989089 55.778463363415 55.8856118989717 57.1131731487646
## 1 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
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## 64 0 0 0 0
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## 70 0 0 0 0
## 72 0 0 0 0
## 73 0 0 0 0
## 74 0 0 0 0
## 75 0 0 0 1
## 76 0 1 0 0
## 77 0 0 0 0
## pred_y
## test_y 57.3081414766101 57.8593306392306 57.9172316842724 58.1579161148486
## 1 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 1 0
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## 73 0 0 0 0
## 74 0 0 0 0
## 75 0 0 0 0
## 76 0 0 0 0
## 77 0 0 0 0
## pred_y
## test_y 58.1713009337248 58.3351966493323 58.5850204153269 59.2944660128859
## 1 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
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## 36 0 0 0 0
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## 40 0 0 0 0
## 41 0 0 0 0
## 44 0 0 0 0
## 45 0 0 0 0
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## 50 0 0 0 0
## 51 0 0 0 0
## 52 0 0 0 0
## 54 0 0 0 0
## 56 1 1 0 0
## 59 0 0 0 0
## 60 0 0 1 1
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## 62 0 0 0 0
## 64 0 0 0 0
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## 67 0 0 0 0
## 68 0 0 0 0
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## 72 0 0 0 0
## 73 0 0 0 0
## 74 0 0 0 0
## 75 0 0 0 0
## 76 0 0 0 0
## 77 0 0 0 0
## pred_y
## test_y 60.1583485844321 60.9280257924852 62.085631243059 63.6434897327495
## 1 1 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 10 0 0 0 0
## 13 0 1 0 0
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## 66 0 0 1 0
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## 70 0 0 0 0
## 72 0 0 0 0
## 73 0 0 0 1
## 74 0 0 0 0
## 75 0 0 0 0
## 76 0 0 0 0
## 77 0 0 0 0## RMSE Rsquared MAE
## 26.19040164 0.05213954 23.18691667
## IncNodePurity
## DR_NO 554972.2758
## LON 431068.8009
## LAT 412470.4193
## AREA 805.3018
## Rpt.Dist.No 266739.9643
## Month 200211.4510
## Day 376562.5046
## DayDec 82688.1488## MSE: 686.2674 MAE: 23.19519 RMSE: 26.19671
## MAE: 24.45902
## MSE: 777.9179
## RMSE: 27.89118
## R-squared: -8.542245## [1] train-rmse:0.546360
## [2] train-rmse:0.392227
## [3] train-rmse:0.281812
## [4] train-rmse:0.202645
## [5] train-rmse:0.145833
## [6] train-rmse:0.105031
## [7] train-rmse:0.075701
## [8] train-rmse:0.054602
## [9] train-rmse:0.039411
## [10] train-rmse:0.028466
## [11] train-rmse:0.020574
## [12] train-rmse:0.014879
## [13] train-rmse:0.010767
## [14] train-rmse:0.007796
## [15] train-rmse:0.005647
## [16] train-rmse:0.004093
## [17] train-rmse:0.002968
## [18] train-rmse:0.002153
## [19] train-rmse:0.001563
## [20] train-rmse:0.001135
## [21] train-rmse:0.000824
## [22] train-rmse:0.000599
## [23] train-rmse:0.000435
## [24] train-rmse:0.000317
## [25] train-rmse:0.000230
## [26] train-rmse:0.000168
## [27] train-rmse:0.000122
## [28] train-rmse:0.000089
## [29] train-rmse:0.000065
## [30] train-rmse:0.000047
## [31] train-rmse:0.000034
## [32] train-rmse:0.000025
## [33] train-rmse:0.000018
## [34] train-rmse:0.000013
## [35] train-rmse:0.000013
## [36] train-rmse:0.000013
## [37] train-rmse:0.000013
## [38] train-rmse:0.000013
## [39] train-rmse:0.000013
## [40] train-rmse:0.000013
## [41] train-rmse:0.000013
## [42] train-rmse:0.000013
## [43] train-rmse:0.000013
## [44] train-rmse:0.000013
## [45] train-rmse:0.000013
## [46] train-rmse:0.000013
## [47] train-rmse:0.000013
## [48] train-rmse:0.000013
## [49] train-rmse:0.000013
## [50] train-rmse:0.000013## MSE: 0 MAE: 0 RMSE: 0Prediction Models - Seattle
## MSE: 232.7797 MAE: 12.77437 RMSE: 15.25712
## List of 3
## $ learn :List of 2
## ..$ y: num [1:4251] 36 31 26 23 29 34 1 31 1 1 ...
## ..$ X:'data.frame': 4251 obs. of 9 variables:
## .. ..$ Offense.ID: num [1:4251] 1.26e+10 1.26e+10 1.26e+10 1.26e+10 1.26e+10 ...
## .. ..$ Longitude : num [1:4251] -122 -122 -122 -122 -122 ...
## .. ..$ Latitude : num [1:4251] 47.6 47.6 47.6 47.6 47.6 ...
## .. ..$ Year : num [1:4251] 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 ...
## .. ..$ Month : num [1:4251] 2 2 2 2 2 2 2 2 2 2 ...
## .. ..$ Day : num [1:4251] 4 4 4 4 4 3 3 3 3 3 ...
## .. ..$ Hour : num [1:4251] 9 9 4 1 3 6 6 4 1 1 ...
## .. ..$ HourC : num [1:4251] 9 9 4 1 3 6 6 4 1 1 ...
## .. ..$ DayDec : num [1:4251] 0 0 0 0 0 0 0 0 0 0 ...
## $ k : num 5
## $ theDots: list()
## - attr(*, "class")= chr "knnreg"## MSE: 207.3017 MAE: 12.32443 RMSE: 14.39798## MSE: 336.6836 MAE: 15.05741 RMSE: 18.34894## y_pred
## test_y 8.12161825396825 10.3142172543659 10.488626007326 10.5086701678438
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## y_pred
## test_y 10.7092666666667 10.7457451928464 11.1815656250443 11.221698594088
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## y_pred
## test_y 11.2886917366947 11.3137926739927 11.3458714760386 11.6260904183536
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## y_pred
## test_y 11.6285754958767 11.8790222777223 12.0054190476191 12.3358367965368
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## y_pred
## test_y 12.3544389323846 12.3680047619048 12.502104978355 12.6017333333333
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## y_pred
## test_y 12.6446592796093 12.6685406289789 12.711107806899 12.8420702398908
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## y_pred
## test_y 12.8545805647461 12.9605380952381 12.970744047619 13.1255666666667
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## y_pred
## test_y 13.1777263951734 13.2961118591784 13.3178780885781 13.322417054317
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## y_pred
## test_y 13.3657936507937 13.4574720125786 13.5384857142857 13.6681431524548
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## y_pred
## test_y 13.7490345238095 13.7492698412698 13.7538904761905 13.7831138084226
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## y_pred
## test_y 13.8204390509183 13.8532012683051 13.9297691558442 13.9650571428571
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## y_pred
## test_y 13.98716493364 13.9938849603505 14.02475 14.2155318627451
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## y_pred
## test_y 14.2394663382594 14.2919285714286 14.3058037851038 14.3174952380952
## 1 0 1 1 0
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## y_pred
## test_y 14.3336072871573 14.4009111540111 14.4279576923077 14.4317333333333
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## y_pred
## test_y 14.4873333333333 14.4878698738989 14.4956939393939 14.4964845326692
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## y_pred
## test_y 14.5061473057644 14.515101891106 14.5300283935871 14.6160379533035
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## y_pred
## test_y 14.6663492522532 14.6919476190476 14.7361477633478 14.7497809523809
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## y_pred
## test_y 14.7706222222222 14.8389544205794 14.8583980392157 14.8984497181114
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## y_pred
## test_y 14.9413862463646 14.951552791327 14.9808429406851 14.9845594524587
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## y_pred
## test_y 15.0567742081448 15.0619320413437 15.0825510583619 15.0942717948718
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## y_pred
## test_y 15.1194155844156 15.1238666666667 15.1261 15.1924423687424
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## y_pred
## test_y 15.2296202020202 15.2850097906474 15.3189739766082 15.3234888888889
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## y_pred
## test_y 15.3477080165736 15.3491717948718 15.3699687702708 15.3712818237318
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## y_pred
## test_y 15.374433982684 15.4130904761905 15.4427697566597 15.4452655844156
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## y_pred
## test_y 15.4763857142857 15.4832476190476 15.5361513708514 15.5461396551724
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## y_pred
## test_y 15.5582215351212 15.6199556040808 15.6729873851295 15.7402980392157
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## y_pred
## test_y 15.7662 15.8037224489796 15.8067965367965 15.8955092364532
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## y_pred
## test_y 15.8996717948718 15.9321757575757 16.0665391452991 16.0868142857143
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## y_pred
## test_y 16.1027840444677 16.1451333333333 16.2002852369941 16.2275190476191
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## y_pred
## test_y 16.2939400793651 16.2980523809524 16.3398934121434 16.3435227106227
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## y_pred
## test_y 16.3514993041966 16.372215418353 16.4014846153846 16.4062650793651
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## y_pred
## test_y 16.4266792207792 16.4279803577571 16.4336272727273 16.4408015842958
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## y_pred
## test_y 16.4424398716226 16.4740416522697 16.4847990725569 16.5069325670498
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## y_pred
## test_y 16.524439608625 16.5904833333333 16.618819047619 16.6334539735691
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## y_pred
## test_y 16.6371228797614 16.6502 16.6608761904762 16.6992148351648
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## y_pred
## test_y 16.7047270655271 16.7535711152882 16.7631666666667 16.7960745652801
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## y_pred
## test_y 16.8536422003284 16.8778996715928 16.8805859856065 16.8840834586466
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## y_pred
## test_y 16.8965944444444 16.9061788854936 16.9388103428407 16.9901641025641
## 1 0 0 0 1
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## y_pred
## test_y 17.0055472027972 17.007981372549 17.0153084377611 17.0166111111111
## 1 0 0 0 0
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## y_pred
## test_y 17.017922561752 17.0344432119043 17.035607013251 17.0567471195471
## 1 0 1 1 0
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## y_pred
## test_y 17.0697571428571 17.0706438561439 17.0769 17.0991525534852
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## y_pred
## test_y 17.1196166666667 17.1300497410871 17.1310846153846 17.2297101449275
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## y_pred
## test_y 17.2328739620125 17.2600556725534 17.2724080049261 17.2743929824561
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## y_pred
## test_y 17.2803656729105 17.2852648351648 17.3075666666667 17.3817555555556
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## y_pred
## test_y 17.3958842490843 17.3961080644429 17.42154455724 17.4382228327228
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## y_pred
## test_y 17.4439410746117 17.4450289377289 17.446191025641 17.4509030396052
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## y_pred
## test_y 17.4537646464647 17.4818525155607 17.4910666666667 17.5180469191919
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## y_pred
## test_y 17.5350746031746 17.539519047619 17.5799098191214 17.6039111111111
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## y_pred
## test_y 17.6076619047619 17.609917948718 17.6304661852609 17.6626177708765
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## y_pred
## test_y 17.6664330405912 17.672199259541 17.6886148809898 17.6918980776492
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## y_pred
## test_y 17.7062365914787 17.7109 17.746116935397 17.7517404761905
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## y_pred
## test_y 17.7536833333333 17.7643075305075 17.8091425438597 17.855003907496
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## y_pred
## test_y 17.8792573975045 17.9535898970399 17.9626380952381 17.964628378104
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## y_pred
## test_y 17.9863357142857 18.0069202364887 18.0080406926407 18.0253843999138
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## y_pred
## test_y 18.0344238095238 18.0741677655678 18.0945210526316 18.1371619047619
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## y_pred
## test_y 18.1463220125786 18.153880952381 18.1819327054695 18.2149542369843
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## y_pred
## test_y 18.2184114081996 18.2235242873069 18.2242979076479 18.2274768115942
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## y_pred
## test_y 18.2459920414082 18.2665235294118 18.2755138332256 18.3003141394641
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## y_pred
## test_y 18.3455310502283 18.3486662431771 18.370003968254 18.3866799777103
## 1 0 0 0 1
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## y_pred
## test_y 18.4095444444444 18.4098333333333 18.4455236909209 18.460907524394
## 1 0 0 0 0
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## y_pred
## test_y 18.4633278566395 18.4686944444444 18.4795918774208 18.4797929292929
## 1 0 0 0 0
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## y_pred
## test_y 18.4809663222612 18.4969579588819 18.5427926739927 18.5449321833997
## 1 0 0 0 0
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## y_pred
## test_y 18.5709036692759 18.5919839598443 18.6050966903989 18.6110773491215
## 1 0 0 0 0
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## y_pred
## test_y 18.6127468253968 18.6210652236652 18.6558408064158 18.6586729885057
## 1 0 0 0 0
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## y_pred
## test_y 18.6731002546473 18.6832844576148 18.7208222222222 18.7256279742837
## 1 1 0 0 0
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## y_pred
## test_y 18.7889666666667 18.8120741726397 18.8306013023145 18.840489075678
## 1 0 0 0 0
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## y_pred
## test_y 18.8453581418581 18.9032320929386 18.9054 18.9058640441684
## 1 0 0 1 0
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## y_pred
## test_y 18.9077591630592 18.92004002664 18.9302705992509 18.9330555555556
## 1 0 0 0 0
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## y_pred
## test_y 18.9508333333333 18.9509722222222 18.9774091503268 18.9812083373649
## 1 0 0 0 0
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## y_pred
## test_y 19.0360896103896 19.0513225980712 19.0516228571429 19.0558595662438
## 1 0 0 0 1
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## y_pred
## test_y 19.0569929813733 19.0625637429754 19.0660032602996 19.0748715760647
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## y_pred
## test_y 19.0861412698413 19.102603777501 19.1036063218391 19.1119210762864
## 1 0 0 0 1
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## y_pred
## test_y 19.1208333333333 19.145083982684 19.1469502211514 19.1649858585859
## 1 0 0 0 0
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## y_pred
## test_y 19.1736333333333 19.1842205992509 19.2089987863226 19.2275926958099
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## y_pred
## test_y 19.2380666666667 19.2689333333333 19.2757944444444 19.3065888744589
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## y_pred
## test_y 19.3535094244149 19.3817 19.4069111111111 19.4143333333333
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## y_pred
## test_y 19.4268198412698 19.4300507901743 19.4333323612061 19.4516655522152
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## y_pred
## test_y 19.4533857142857 19.457969924812 19.4667828282828 19.4715043039087
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## y_pred
## test_y 19.4728 19.4803238095238 19.4827120458776 19.4828651629073
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## y_pred
## test_y 19.4855907936508 19.4964119047619 19.4972059210071 19.509726007326
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## y_pred
## test_y 19.5127151020706 19.544030952381 19.5531088235294 19.560037394958
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## y_pred
## test_y 19.5619424242424 19.569279445145 19.5693986856281 19.5828632034632
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## y_pred
## test_y 19.594131372549 19.6048076923077 19.6104303030303 19.6460706349206
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## y_pred
## test_y 19.6508148459384 19.656943977591 19.6724253968254 19.6877710549554
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## y_pred
## test_y 19.6987278974653 19.7212926406926 19.7229229885057 19.7259383838384
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## y_pred
## test_y 19.744678968254 19.7559854815611 19.7582849430967 19.7654064369182
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## y_pred
## test_y 19.7750666666667 19.7766225108225 19.7801404488232 19.7832295271088
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## y_pred
## test_y 19.7839606060606 19.7987613445378 19.8161176870748 19.8203
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## y_pred
## test_y 19.8268608452951 19.8405555555556 19.8958277777778 19.8961198412698
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## y_pred
## test_y 19.9051856687022 19.9125611111111 19.9453055555556 19.948282010582
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## y_pred
## test_y 19.9896445301408 20.0155380952381 20.0193774174524 20.0257333333333
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## y_pred
## test_y 20.0379378787879 20.0448428571429 20.0452795008913 20.0481888888889
## 1 0 0 1 1
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## y_pred
## test_y 20.0487584017515 20.0809619047619 20.0821566211622 20.0854119047619
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## y_pred
## test_y 20.1050031746032 20.1073104562105 20.1169916014723 20.1608674329502
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## y_pred
## test_y 20.1707083623963 20.2055313173085 20.2156095238095 20.2263093643199
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## y_pred
## test_y 20.2539523809524 20.2612979082321 20.2845870573871 20.2913342383107
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## y_pred
## test_y 20.2985555555556 20.321199025974 20.3383833333333 20.3680646020646
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## y_pred
## test_y 20.3733833333333 20.3854214285714 20.4380055555556 20.4410692307692
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## y_pred
## test_y 20.4489366649021 20.4751942028985 20.4825011537482 20.5024598594642
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## y_pred
## test_y 20.5125375457875 20.5453920634921 20.5666339591967 20.5783833333333
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## y_pred
## test_y 20.5870378625134 20.595144809372 20.5980546936092 20.6080428618166
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## y_pred
## test_y 20.6347350877193 20.6399945697577 20.6489937018262 20.6884826222797
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## y_pred
## test_y 20.7303666666667 20.7304087301587 20.7404944757945 20.7665021963824
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## y_pred
## test_y 20.7670801282051 20.7967409743242 20.8025739623122 20.8187412274
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## y_pred
## test_y 20.8222412698413 20.8264836940837 20.8272445439045 20.8334908748115
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## y_pred
## test_y 20.8419051473527 20.8698476190476 20.8751640716009 20.8920177655678
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## y_pred
## test_y 20.8970329598506 20.905768997669 20.9108791353383 20.9117525252525
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## y_pred
## test_y 20.9229717592021 20.9302661870809 20.9449523194104 21.0488337179564
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## y_pred
## test_y 21.0629968253968 21.0701666666667 21.0754800206662 21.09035
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## y_pred
## test_y 21.092081962482 21.0980653679654 21.1156015984568 21.1289125798098
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## y_pred
## test_y 21.1312340996169 21.1383814814815 21.148797960798 21.2084606837607
## 1 0 0 1 0
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## y_pred
## test_y 21.2111060606061 21.2157443469906 21.2161444444444 21.2163714285714
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## y_pred
## test_y 21.2212683982684 21.2240964452215 21.2640119047619 21.2687666666667
## 1 1 0 0 0
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## y_pred
## test_y 21.2787740641711 21.2813488001613 21.2818055555556 21.29799004329
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## y_pred
## test_y 21.2986015873016 21.3445949253731 21.3553236208656 21.3953258537759
## 1 0 0 0 0
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## y_pred
## test_y 21.3984051012051 21.4133350877193 21.4179230769231 21.4202932708716
## 1 0 0 1 0
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## y_pred
## test_y 21.4254772227772 21.4378666666667 21.4399611721612 21.4401626858989
## 1 0 0 0 0
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## y_pred
## test_y 21.444957782516 21.4762857142857 21.5038689349303 21.5367214285714
## 1 0 1 0 0
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## y_pred
## test_y 21.5381888888889 21.572575862069 21.5891185703274 21.5899640777664
## 1 0 0 0 0
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## y_pred
## test_y 21.644610966811 21.7161055555556 21.7216018282076 21.7269702982203
## 1 1 0 0 0
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## y_pred
## test_y 21.7389424242424 21.7625097020626 21.76420995671 21.7672
## 1 0 0 1 0
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## y_pred
## test_y 21.7740664109837 21.8041584415585 21.8045173337756 21.8365754946728
## 1 0 0 1 0
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## y_pred
## test_y 21.8503901875902 21.8655311711968 21.8683953216374 21.8765021976146
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## y_pred
## test_y 21.8917165150752 21.8934316102199 21.9012549062049 21.9592438536362
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## y_pred
## test_y 21.9598125109153 21.9633214285714 21.9809359477124 22.0362071428571
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## y_pred
## test_y 22.0598798258608 22.0636708683473 22.0877095238095 22.095573015873
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## y_pred
## test_y 22.0985510470352 22.1070777525615 22.1133333333333 22.1194291327545
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## y_pred
## test_y 22.1448983065954 22.1469666666667 22.1506532049917 22.1611518018018
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## y_pred
## test_y 22.16996344648 22.1821833333333 22.1971279715454 22.2701030020704
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## y_pred
## test_y 22.2767820711124 22.2904238095238 22.2933235105458 22.3258732408909
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## y_pred
## test_y 22.329277669958 22.3730949938162 22.375132034632 22.3853714285714
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## y_pred
## test_y 22.4484 22.4486840794179 22.462380952381 22.4644678798484
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## y_pred
## test_y 22.5133576483327 22.5289502164502 22.5320980549199 22.5329207184628
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## y_pred
## test_y 22.567759729882 22.5799888888889 22.5834388888889 22.5954397307371
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## y_pred
## test_y 22.6084382205514 22.6204523809524 22.6290780151135 22.6452261904762
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## y_pred
## test_y 22.6663003393003 22.6761124477861 22.6844908739652 22.6881512820513
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## y_pred
## test_y 22.6949444087747 22.701539067142 22.7114551139375 22.7197431742676
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## y_pred
## test_y 22.734319047619 22.7657913419913 22.7739290429059 22.7805846153846
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## y_pred
## test_y 22.8178508094237 22.8244886446887 22.8457441420534 22.8532752822341
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## y_pred
## test_y 22.8612038461538 22.8943774114774 22.9191746031746 22.9458476190476
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## y_pred
## test_y 22.9511321098535 22.9698785971338 22.9850773109244 23.030356060606
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## y_pred
## test_y 23.0589642857143 23.0914208601791 23.1262990806579 23.1594101731602
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## y_pred
## test_y 23.1670333333333 23.1803865079365 23.2428724111842 23.2855
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## y_pred
## test_y 23.2918707117436 23.2938895436792 23.3173388888889 23.3245058823529
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## y_pred
## test_y 23.3350653899241 23.3492341991342 23.3510333333333 23.3623780112045
## 1 0 0 0 1
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## y_pred
## test_y 23.3878183982684 23.3924614035088 23.4032268907563 23.4086582592846
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## y_pred
## test_y 23.4123384284017 23.4481205917234 23.4516833333334 23.4618333333333
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## y_pred
## test_y 23.5042904761905 23.5061187590188 23.5392036796537 23.5946857142857
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## y_pred
## test_y 23.632670962371 23.6599453772704 23.6663636363636 23.6793404761905
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## y_pred
## test_y 23.7214194444445 23.7269833333333 23.7340087287046 23.7344705128205
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## y_pred
## test_y 23.7481366191592 23.8240865079365 23.8248646298146 23.8389
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## y_pred
## test_y 23.8406983709273 23.8544669848195 23.8816615384615 23.8853701744334
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## y_pred
## test_y 23.9367302766236 23.9531640335944 23.9649577922078 23.9739543619216
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## y_pred
## test_y 23.9912519590676 24.005064021164 24.0679915401248 24.16022998113
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## y_pred
## test_y 24.1765027789961 24.1969843133147 24.1993904078949 24.2023650793651
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## y_pred
## test_y 24.2158525641026 24.2794522341694 24.2834333333333 24.2969047619048
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## y_pred
## test_y 24.3019714285714 24.3475296267952 24.3790117647059 24.4012210550887
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## y_pred
## test_y 24.4024666666667 24.4148564102564 24.41561679198 24.4457782913165
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## y_pred
## test_y 24.4527761904762 24.4594738095238 24.4875133491063 24.5507
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## y_pred
## test_y 24.5628071428571 24.5705666666667 24.5891552036199 24.5970764198002
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## y_pred
## test_y 24.6411343459617 24.6672666666667 24.7400134199134 24.7665047549968
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## y_pred
## test_y 24.7667222222222 24.8324904761905 24.855526984127 24.8648164502165
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## y_pred
## test_y 24.8686692307692 24.9544666666667 24.9864720496894 24.9902768115942
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## y_pred
## test_y 25.0120706959707 25.0700648332538 25.0734674325674 25.1084556776557
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## y_pred
## test_y 25.1222114219114 25.149389089735 25.1797502164502 25.2009089807853
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## y_pred
## test_y 25.2122384615385 25.2557450511189 25.2585175324675 25.2621190476191
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## y_pred
## test_y 25.2864385585175 25.3067058823529 25.3074166666667 25.3352632543927
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## y_pred
## test_y 25.3729 25.3811905769859 25.3914630089717 25.397181456248
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## y_pred
## test_y 25.4746666666667 25.5389833333333 25.5707380952381 25.5975888888889
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## y_pred
## test_y 25.6471890056023 25.672806982657 25.7088357434528 25.7465105539336
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## y_pred
## test_y 25.7478 25.7594917748918 25.780456568184 25.8151877344877
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## y_pred
## test_y 25.8178430306535 25.8449388888889 25.9396949579832 25.9774888888889
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## y_pred
## test_y 25.9920010989011 26.0306732895457 26.0534922077922 26.1818166666667
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## y_pred
## test_y 26.1861361259655 26.2643063492063 26.3325926134803 26.353519047619
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## y_pred
## test_y 26.4553711003444 26.4926126984127 26.5385095238095 26.646412987013
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## y_pred
## test_y 26.671170262498 26.6856 26.7777666666667 26.7868047619048
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## y_pred
## test_y 26.8379044838123 26.8460116018763 26.8937391127391 26.9591142857143
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## y_pred
## test_y 27.0310705318361 27.0642063575606 27.2773151515151 27.2950738095238
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## y_pred
## test_y 27.4406623517147 27.5471613212981 27.6656598290598 27.6706730331263
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## y_pred
## test_y 27.6937333333333 27.7078566075907 27.7096301587302 27.7548871290545
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## y_pred
## test_y 27.9969818181818 28.0162245672628 28.0873888888889 28.1380757842883
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## y_pred
## test_y 28.1624350649351 28.1972864132036 28.4487098980521 28.5969333333333
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## y_pred
## test_y 28.6734657074951 28.8029795093795 28.9440265873016 28.9611025641026
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## y_pred
## test_y 29.0604649122807 29.3210569628873 29.4762674579898 29.5308947368421
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## 34 1 0 0 0
## 36 0 1 0 1
## 37 0 0 0 0
## 38 0 0 0 0
## 39 0 0 0 0
## y_pred
## test_y 29.7019102564103 30.0552 30.1998090637276 30.2557047619048
## 1 1 0 0 1
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## 33 0 0 0 0
## 34 0 0 0 0
## 36 0 1 1 0
## 37 0 0 0 0
## 38 0 0 0 0
## 39 0 0 0 0
## y_pred
## test_y 30.4196697302697 30.6146468633534 30.8885904761905 31.0473666666667
## 1 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 8 0 1 0 1
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## 33 0 0 0 0
## 34 0 0 0 0
## 36 1 0 1 0
## 37 0 0 0 0
## 38 0 0 0 0
## 39 0 0 0 0
## y_pred
## test_y 31.3598357142857 31.4502279030911 33.2063018379282 34.0246888888889
## 1 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 8 0 0 1 0
## 9 0 0 0 0
## 11 0 0 0 1
## 12 0 0 0 0
## 13 0 0 0 0
## 14 1 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## 33 0 0 0 0
## 34 0 0 0 0
## 36 0 1 0 0
## 37 0 0 0 0
## 38 0 0 0 0
## 39 0 0 0 0## RMSE Rsquared MAE
## 13.90413481 0.01894898 12.50525322
## IncNodePurity
## Offense.ID 148463.827
## Longitude 152678.561
## Latitude 147919.814
## Year 2334.413
## Month 34411.895
## Day 90505.508
## Hour 49198.948
## HourC 49831.163
## DayDec 18581.077## MSE: 324.7089 MAE: 14.74366 RMSE: 18.01968
## MAE: 13.04272
## MSE: 217.3071
## RMSE: 14.74134
## R-squared: -6.483497## [1] train-rmse:19.555731
## [2] train-rmse:16.797434
## [3] train-rmse:15.249414
## [4] train-rmse:14.427578
## [5] train-rmse:14.004335
## [6] train-rmse:13.775415
## [7] train-rmse:13.653628
## [8] train-rmse:13.585341
## [9] train-rmse:13.544873
## [10] train-rmse:13.517780
## [11] train-rmse:13.500324
## [12] train-rmse:13.486904
## [13] train-rmse:13.470071
## [14] train-rmse:13.462740
## [15] train-rmse:13.444284
## [16] train-rmse:13.432175
## [17] train-rmse:13.422650
## [18] train-rmse:13.401413
## [19] train-rmse:13.390726
## [20] train-rmse:13.381484
## [21] train-rmse:13.369823
## [22] train-rmse:13.347517
## [23] train-rmse:13.331758
## [24] train-rmse:13.324356
## [25] train-rmse:13.321766
## [26] train-rmse:13.310382
## [27] train-rmse:13.298159
## [28] train-rmse:13.286681
## [29] train-rmse:13.284019
## [30] train-rmse:13.278482
## [31] train-rmse:13.266350
## [32] train-rmse:13.260991
## [33] train-rmse:13.254365
## [34] train-rmse:13.244206
## [35] train-rmse:13.233854
## [36] train-rmse:13.226880
## [37] train-rmse:13.218502
## [38] train-rmse:13.205349
## [39] train-rmse:13.193226
## [40] train-rmse:13.184607
## [41] train-rmse:13.174069
## [42] train-rmse:13.157302
## [43] train-rmse:13.150607
## [44] train-rmse:13.146276
## [45] train-rmse:13.132609
## [46] train-rmse:13.123696
## [47] train-rmse:13.114240
## [48] train-rmse:13.106847
## [49] train-rmse:13.091334
## [50] train-rmse:13.083678## MSE: 184.3311 MAE: 12.51802 RMSE: 13.57686Prediction Models - San Francisco
## MSE: 2.47861 MAE: 0.2326203 RMSE: 1.57436
## List of 3
## $ learn :List of 2
## ..$ y: num [1:4252] 2 17 15 15 9 29 27 2 15 20 ...
## ..$ X:'data.frame': 4252 obs. of 7 variables:
## .. ..$ IncidntNum : int [1:4252] 71035363 110824152 170049243 160658280 160609437 170875894 160902667 160417020 170083304 160710404 ...
## .. ..$ Y : num [1:4252] 37.7 37.7 37.8 37.7 37.7 ...
## .. ..$ X : num [1:4252] -122 -122 -122 -122 -122 ...
## .. ..$ Incident.Code: int [1:4252] 15201 74000 6243 6244 19090 28160 64070 4134 6303 13075 ...
## .. ..$ Month : num [1:4252] 9 9 1 8 7 10 11 5 1 9 ...
## .. ..$ Day : num [1:4252] 25 24 18 14 28 26 5 22 28 1 ...
## .. ..$ DayDec : num [1:4252] 2 2 1 1 2 2 0 2 2 0 ...
## $ k : num 5
## $ theDots: list()
## - attr(*, "class")= chr "knnreg"## MSE: 47.94251 MAE: 4.720588 RMSE: 6.924053## MSE: 91.22861 MAE: 7.471925 RMSE: 9.551367## y_pred
## test_y 2.73446666666667 2.91266666666667 3.0354 3.13526666666667
## 2 1 1 1 1
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 3.23043333333333 3.27423333333333 3.32883333333333 3.3311
## 2 1 1 1 1
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 3.35978461538461 3.38508888888889 3.4915 3.63409047619048 3.74885
## 2 1 1 1 1 1
## 4 0 0 0 0 0
## 5 0 0 0 0 0
## 6 0 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 0 0 0 0 0
## 12 0 0 0 0 0
## 13 0 0 0 0 0
## 15 0 0 0 0 0
## 17 0 0 0 0 0
## 18 0 0 0 0 0
## 19 0 0 0 0 0
## 20 0 0 0 0 0
## 21 0 0 0 0 0
## 22 0 0 0 0 0
## 23 0 0 0 0 0
## 24 0 0 0 0 0
## 25 0 0 0 0 0
## 26 0 0 0 0 0
## 27 0 0 0 0 0
## 28 0 0 0 0 0
## 29 0 0 0 0 0
## 30 0 0 0 0 0
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## y_pred
## test_y 3.88073333333333 3.9996 4.04502747252747 4.0614 4.0763 4.28023333333333
## 2 1 1 1 1 1 1
## 4 0 0 0 0 0 0
## 5 0 0 0 0 0 0
## 6 0 0 0 0 0 0
## 7 0 0 0 0 0 0
## 8 0 0 0 0 0 0
## 9 0 0 0 0 0 0
## 12 0 0 0 0 0 0
## 13 0 0 0 0 0 0
## 15 0 0 0 0 0 0
## 17 0 0 0 0 0 0
## 18 0 0 0 0 0 0
## 19 0 0 0 0 0 0
## 20 0 0 0 0 0 0
## 21 0 0 0 0 0 0
## 22 0 0 0 0 0 0
## 23 0 0 0 0 0 0
## 24 0 0 0 0 0 0
## 25 0 0 0 0 0 0
## 26 0 0 0 0 0 0
## 27 0 0 0 0 0 0
## 28 0 0 0 0 0 0
## 29 0 0 0 0 0 0
## 30 0 0 0 0 0 0
## 31 0 0 0 0 0 0
## 32 0 0 0 0 0 0
## y_pred
## test_y 4.3244112745098 4.3362 4.43106666666667 4.45308452380952
## 2 1 1 1 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 1
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 4.51743333333333 4.52643333333333 4.59103333333333 4.62556666666667
## 2 1 1 1 1
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 4.65164102564102 4.71923333333333 4.7224 4.7736 4.7778 4.79801904761905
## 2 2 1 1 1 1 1
## 4 0 0 0 0 0 0
## 5 0 0 0 0 0 0
## 6 0 0 0 0 0 0
## 7 0 0 0 0 0 0
## 8 0 0 0 0 0 0
## 9 0 0 0 0 0 0
## 12 0 0 0 0 0 0
## 13 0 0 0 0 0 0
## 15 0 0 0 0 0 0
## 17 0 0 0 0 0 0
## 18 0 0 0 0 0 0
## 19 0 0 0 0 0 0
## 20 0 0 0 0 0 0
## 21 0 0 0 0 0 0
## 22 0 0 0 0 0 0
## 23 0 0 0 0 0 0
## 24 0 0 0 0 0 0
## 25 0 0 0 0 0 0
## 26 0 0 0 0 0 0
## 27 0 0 0 0 0 0
## 28 0 0 0 0 0 0
## 29 0 0 0 0 0 0
## 30 0 0 0 0 0 0
## 31 0 0 0 0 0 0
## 32 0 0 0 0 0 0
## y_pred
## test_y 4.87565128205128 4.91416666666667 5.01956666666667 5.12663333333333
## 2 1 1 1 0
## 4 0 0 0 0
## 5 0 0 0 1
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 5.13103333333333 5.1338 5.23376666666667 5.2357 5.2459 5.26196666666667
## 2 0 1 0 1 0 0
## 4 0 0 0 0 0 0
## 5 1 0 1 0 1 1
## 6 0 0 0 0 0 0
## 7 0 0 0 0 0 0
## 8 0 0 0 0 0 0
## 9 0 0 0 0 0 0
## 12 0 0 0 0 0 0
## 13 0 0 0 0 0 0
## 15 0 0 0 0 0 0
## 17 0 0 0 0 0 0
## 18 0 0 0 0 0 0
## 19 0 0 0 0 0 0
## 20 0 0 0 0 0 0
## 21 0 0 0 0 0 0
## 22 0 0 0 0 0 0
## 23 0 0 0 0 0 0
## 24 0 0 0 0 0 0
## 25 0 0 0 0 0 0
## 26 0 0 0 0 0 0
## 27 0 0 0 0 0 0
## 28 0 0 0 0 0 0
## 29 0 0 0 0 0 0
## 30 0 0 0 0 0 0
## 31 0 0 0 0 0 0
## 32 0 0 0 0 0 0
## y_pred
## test_y 5.26803333333333 5.27803333333334 5.2999 5.30876923076923 5.3468
## 2 0 0 0 0 0
## 4 0 0 0 0 0
## 5 1 1 1 1 1
## 6 0 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 0 0 0 0 0
## 12 0 0 0 0 0
## 13 0 0 0 0 0
## 15 0 0 0 0 0
## 17 0 0 0 0 0
## 18 0 0 0 0 0
## 19 0 0 0 0 0
## 20 0 0 0 0 0
## 21 0 0 0 0 0
## 22 0 0 0 0 0
## 23 0 0 0 0 0
## 24 0 0 0 0 0
## 25 0 0 0 0 0
## 26 0 0 0 0 0
## 27 0 0 0 0 0
## 28 0 0 0 0 0
## 29 0 0 0 0 0
## 30 0 0 0 0 0
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## y_pred
## test_y 5.34821212121212 5.38523333333333 5.38773333333333 5.40869696969697
## 2 1 0 0 0
## 4 0 0 0 0
## 5 0 1 1 1
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
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## 24 0 0 0 0
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## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 5.41356666666667 5.431 5.43446666666667 5.44683333333333
## 2 0 0 0 0
## 4 0 0 0 0
## 5 1 1 1 1
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
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## 24 0 0 0 0
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## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 5.47446666666667 5.52916666666667 5.55296666666667 5.5582 5.6188
## 2 0 0 0 0 0
## 4 0 0 0 0 0
## 5 1 1 1 1 1
## 6 0 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 0 0 0 0 0
## 12 0 0 0 0 0
## 13 0 0 0 0 0
## 15 0 0 0 0 0
## 17 0 0 0 0 0
## 18 0 0 0 0 0
## 19 0 0 0 0 0
## 20 0 0 0 0 0
## 21 0 0 0 0 0
## 22 0 0 0 0 0
## 23 0 0 0 0 0
## 24 0 0 0 0 0
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## 26 0 0 0 0 0
## 27 0 0 0 0 0
## 28 0 0 0 0 0
## 29 0 0 0 0 0
## 30 0 0 0 0 0
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## y_pred
## test_y 5.62443333333333 5.63913333333333 5.6543 5.66286666666667
## 2 0 0 0 0
## 4 0 0 0 0
## 5 1 1 1 1
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
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## 20 0 0 0 0
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## 24 0 0 0 0
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## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 5.67153333333333 5.67906666666667 5.68533333333333 5.68866666666666
## 2 0 0 0 1
## 4 0 0 0 0
## 5 1 1 1 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
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## 24 0 0 0 0
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## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 5.70569157509157 5.71573333333333 5.72676666666667 5.7271 5.7337
## 2 0 0 0 0 0
## 4 0 0 0 0 0
## 5 1 1 1 1 1
## 6 0 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 0 0 0 0 0
## 12 0 0 0 0 0
## 13 0 0 0 0 0
## 15 0 0 0 0 0
## 17 0 0 0 0 0
## 18 0 0 0 0 0
## 19 0 0 0 0 0
## 20 0 0 0 0 0
## 21 0 0 0 0 0
## 22 0 0 0 0 0
## 23 0 0 0 0 0
## 24 0 0 0 0 0
## 25 0 0 0 0 0
## 26 0 0 0 0 0
## 27 0 0 0 0 0
## 28 0 0 0 0 0
## 29 0 0 0 0 0
## 30 0 0 0 0 0
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## y_pred
## test_y 5.78907619047619 5.85526666666667 5.95656666666667 5.9924
## 2 0 0 0 1
## 4 0 0 0 0
## 5 1 1 1 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
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## 20 0 0 0 0
## 21 0 0 0 0
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## y_pred
## test_y 6.17685652173913 6.23113333333333 6.27434382073669 6.27603333333333
## 2 0 0 0 0
## 4 0 0 0 0
## 5 1 1 1 1
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
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## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
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## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
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## 24 0 0 0 0
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## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 6.3109 6.32769047619048 6.35346363636364 6.35579047619048
## 2 0 0 1 0
## 4 0 0 0 0
## 5 1 1 0 1
## 6 0 0 0 0
## 7 0 0 0 0
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## 12 0 0 0 0
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## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
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## 20 0 0 0 0
## 21 0 0 0 0
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## 24 0 0 0 0
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## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 6.53205238095238 6.83635007680492 6.93891794871795 7.45965714285714
## 2 0 0 0 0
## 4 0 0 0 0
## 5 1 1 1 1
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
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## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
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## 20 0 0 0 0
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## 24 0 0 0 0
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## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 7.9533 7.95938888888889 8.09861904761905 8.33223333333334
## 2 0 1 0 0
## 4 0 0 0 0
## 5 1 0 1 1
## 6 0 0 0 0
## 7 0 0 0 0
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## 15 0 0 0 0
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## 20 0 0 0 0
## 21 0 0 0 0
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## 24 0 0 0 0
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## 28 0 0 0 0
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## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 9.15314761904762 9.81314381419234 10.1910666666667 10.8923888888889
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 1 1 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 1
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## 28 0 0 0 0
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## 32 0 0 0 0
## y_pred
## test_y 11.0960666666667 11.1895095238095 13.7832238095238 13.8937952380952
## 2 0 0 1 0
## 4 0 0 0 0
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## 6 0 0 0 0
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## 9 0 0 0 0
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## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 1 0 0 0
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## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 13.9444222222222 14.0541818181818 14.249303030303 14.2818333333333
## 2 0 1 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
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## 13 0 0 1 0
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## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.3316083333333 14.3957523809524 14.5133 14.5354666666667
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
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## 12 0 0 0 0
## 13 0 0 0 0
## 15 1 1 0 0
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## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.5486333333333 14.5592238095238 14.5977753246753 14.6033794714058
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
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## 13 0 0 1 1
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## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.6071780821918 14.6526846153846 14.6577 14.6892531505532
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
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## 13 0 0 0 0
## 15 1 1 1 1
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## 18 0 0 0 0
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## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.6967666666667 14.6968025641026 14.716 14.7673857142857
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
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## 12 0 0 0 0
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## 15 1 1 1 1
## 17 0 0 0 0
## 18 0 0 0 0
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## 20 0 0 0 0
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## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.7774285714286 14.7800694800412 14.7804714285714 14.7872333333333
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
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## 8 0 0 1 0
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## 12 0 0 0 0
## 13 0 0 0 0
## 15 1 1 0 1
## 17 0 0 0 0
## 18 0 0 0 0
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## 20 0 0 0 0
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## 24 0 0 0 0
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## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.7885666666667 14.7892261266192 14.7953176470588 14.7993333333333
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
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## 12 0 0 0 0
## 13 0 0 0 0
## 15 1 1 1 1
## 17 0 0 0 0
## 18 0 0 0 0
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## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.8027 14.8056333333333 14.8072666666667 14.8081640059128
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
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## 8 0 0 0 0
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## 12 0 0 0 0
## 13 0 0 0 0
## 15 1 1 1 1
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
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## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.8157512820513 14.8161 14.8230666666667 14.8353034790172 14.8397
## 2 0 0 0 0 0
## 4 0 0 0 0 0
## 5 0 0 0 0 0
## 6 0 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 1 0
## 9 0 0 0 0 0
## 12 0 0 0 0 0
## 13 0 0 0 0 0
## 15 1 1 1 0 1
## 17 0 0 0 0 0
## 18 0 0 0 0 0
## 19 0 0 0 0 0
## 20 0 0 0 0 0
## 21 0 0 0 0 0
## 22 0 0 0 0 0
## 23 0 0 0 0 0
## 24 0 0 0 0 0
## 25 0 0 0 0 0
## 26 0 0 0 0 0
## 27 0 0 0 0 0
## 28 0 0 0 0 0
## 29 0 0 0 0 0
## 30 0 0 0 0 0
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## y_pred
## test_y 14.8432428571429 14.8458333333333 14.8629333333333 14.8663
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
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## 12 0 0 0 0
## 13 0 0 0 0
## 15 1 1 0 1
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
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## 24 0 0 0 0
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## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 1 0
## y_pred
## test_y 14.8724333333333 14.87385 14.8802666666667 14.8836597236097
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 1 1 1 1
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
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## 24 0 0 0 0
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## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.892375862069 14.9045 14.9065333333333 14.9079333333333
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
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## 8 0 0 0 0
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## 12 0 0 0 0
## 13 0 0 0 0
## 15 1 1 1 1
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
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## 24 0 0 0 0
## 25 0 0 0 0
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## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.9085964912281 14.9086333333333 14.9132 14.9185 14.9229276422764
## 2 0 0 0 0 0
## 4 0 0 0 0 0
## 5 0 0 0 0 0
## 6 0 0 0 0 0
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## 8 0 0 0 0 0
## 9 0 0 0 0 0
## 12 0 0 0 0 0
## 13 0 0 0 0 0
## 15 1 1 1 1 1
## 17 0 0 0 0 0
## 18 0 0 0 0 0
## 19 0 0 0 0 0
## 20 0 0 0 0 0
## 21 0 0 0 0 0
## 22 0 0 0 0 0
## 23 0 0 0 0 0
## 24 0 0 0 0 0
## 25 0 0 0 0 0
## 26 0 0 0 0 0
## 27 0 0 0 0 0
## 28 0 0 0 0 0
## 29 0 0 0 0 0
## 30 0 0 0 0 0
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## y_pred
## test_y 14.9256666666667 14.9274333333333 14.9287666666667 14.9288 14.9351
## 2 0 0 0 0 0
## 4 0 0 0 0 0
## 5 0 0 0 0 0
## 6 0 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 0 0 0 0 0
## 12 0 0 0 0 0
## 13 0 0 0 0 0
## 15 1 1 1 1 1
## 17 0 0 0 0 0
## 18 0 0 0 0 0
## 19 0 0 0 0 0
## 20 0 0 0 0 0
## 21 0 0 0 0 0
## 22 0 0 0 0 0
## 23 0 0 0 0 0
## 24 0 0 0 0 0
## 25 0 0 0 0 0
## 26 0 0 0 0 0
## 27 0 0 0 0 0
## 28 0 0 0 0 0
## 29 0 0 0 0 0
## 30 0 0 0 0 0
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## y_pred
## test_y 14.9367619047619 14.9392416666667 14.9406333333333 14.9414098039216
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
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## 8 0 0 0 0
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## 12 0 0 0 0
## 13 0 0 0 0
## 15 1 1 1 1
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.9432809523809 14.9463179487179 14.9504382214501 14.9523333333333
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
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## 12 0 0 0 0
## 13 0 0 0 0
## 15 1 1 1 1
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
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## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.9551964694345 14.9569 14.9572333333333 14.9573943089431
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 1 1 1 1
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.9616333333333 14.9678 14.9679072463768 14.9693792434716
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
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## 12 0 0 0 0
## 13 0 0 0 0
## 15 1 1 1 1
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.9726964694345 14.9767 14.9828428571429 14.984075862069
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
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## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 1 1 1 1
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
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## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 14.9850333333333 14.9858739130435 14.9952333333333 14.9987333333333
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
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## 12 0 0 0 0
## 13 0 0 0 0
## 15 1 1 1 1
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
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## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 15.000275862069 15.0007 15.0012 15.0031333333333 15.0039998867031 15.004
## 2 0 0 0 0 0 0
## 4 0 0 0 0 0 0
## 5 0 0 0 0 0 0
## 6 0 0 0 0 0 0
## 7 0 0 0 0 0 0
## 8 0 0 0 0 0 0
## 9 0 0 0 0 0 0
## 12 0 0 0 0 0 0
## 13 0 0 0 0 0 0
## 15 1 1 1 1 1 1
## 17 0 0 0 0 0 0
## 18 0 0 0 0 0 0
## 19 0 0 0 0 0 0
## 20 0 0 0 0 0 0
## 21 0 0 0 0 0 0
## 22 0 0 0 0 0 0
## 23 0 0 0 0 0 0
## 24 0 0 0 0 0 0
## 25 0 0 0 0 0 0
## 26 0 0 0 0 0 0
## 27 0 0 0 0 0 0
## 28 0 0 0 0 0 0
## 29 0 0 0 0 0 0
## 30 0 0 0 0 0 0
## 31 0 0 0 0 0 0
## 32 0 0 0 0 0 0
## y_pred
## test_y 15.0068333333333 15.007 15.0072 15.0078 15.0091333333333
## 2 0 0 0 0 0
## 4 0 0 0 0 0
## 5 0 0 0 0 0
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## 7 0 0 0 0 0
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## 12 0 0 0 0 0
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## 15 1 1 1 1 2
## 17 0 0 0 0 0
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## 20 0 0 0 0 0
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## 24 0 0 0 0 0
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## 28 0 0 0 0 0
## 29 0 0 0 0 0
## 30 0 0 0 0 0
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## y_pred
## test_y 15.0104890756303 15.0108 15.011 15.0128333333333 15.0145666666667
## 2 0 0 0 0 0
## 4 0 0 0 0 0
## 5 0 0 0 0 0
## 6 0 0 0 0 0
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## 9 0 0 0 0 0
## 12 0 0 0 0 0
## 13 0 0 0 0 0
## 15 1 1 2 1 1
## 17 0 0 0 0 0
## 18 0 0 0 0 0
## 19 0 0 0 0 0
## 20 0 0 0 0 0
## 21 0 0 0 0 0
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## 28 0 0 0 0 0
## 29 0 0 0 0 0
## 30 0 0 0 0 0
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## y_pred
## test_y 15.0167 15.0169 15.0171763902764 15.018 15.0200800865801
## 2 0 0 0 0 0
## 4 0 0 0 0 0
## 5 0 0 0 0 0
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## 15 2 1 1 1 1
## 17 0 0 0 0 0
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## 28 0 0 0 0 0
## 29 0 0 0 0 0
## 30 0 0 0 0 0
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## y_pred
## test_y 15.0201666666667 15.0204 15.0213333333333 15.022 15.0257333333333
## 2 0 0 0 0 0
## 4 0 0 0 0 0
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## 15 1 1 1 1 1
## 17 0 0 0 0 0
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## 28 0 0 0 0 0
## 29 0 0 0 0 0
## 30 0 0 0 0 0
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## y_pred
## test_y 15.0267346320346 15.0269166666667 15.0282333333333 15.0285 15.02915
## 2 0 0 0 0 0
## 4 0 0 0 0 0
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## 17 0 0 0 0 0
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## 28 0 0 0 0 0
## 29 0 0 0 0 0
## 30 0 0 0 0 0
## 31 0 0 0 0 0
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## y_pred
## test_y 15.0339666666667 15.0345333333333 15.0355 15.0361666666667
## 2 0 0 0 0
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## 15 1 1 1 1
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## 28 0 0 0 0
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## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 15.0390111111111 15.0391333333333 15.0406181818182 15.0406919413919
## 2 0 0 0 0
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## y_pred
## test_y 15.0439666666667 15.0440973392461 15.0443333333333 15.0455239130435
## 2 0 0 0 0
## 4 0 0 0 0
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## y_pred
## test_y 15.046 15.0485739130435 15.0491 15.0491333333333 15.055 15.0562
## 2 0 0 0 0 0 0
## 4 0 0 0 0 0 0
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## 15 1 1 1 1 2 1
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## y_pred
## test_y 15.0573666666667 15.0597333333333 15.0606743697479 15.0633397980398
## 2 0 0 0 0
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## y_pred
## test_y 15.0650666666667 15.0672 15.0675 15.0685848484848 15.0709666666667
## 2 0 0 0 0 0
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## y_pred
## test_y 15.0722 15.0723333333333 15.0737 15.0759 15.0766 15.077996423866 15.0835
## 2 0 0 0 0 0 0 0
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## y_pred
## test_y 15.0838333333333 15.0852666666667 15.0867 15.091 15.0991431372549
## 2 0 0 0 0 0
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## y_pred
## test_y 15.1005666666667 15.104519047619 15.1048873015873 15.1146848484849
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## y_pred
## test_y 15.1189761904762 15.1196 15.1199333333333 15.1243333333333
## 2 0 0 0 0
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## y_pred
## test_y 15.1246666666667 15.1275923076923 15.1286 15.1290785714286
## 2 0 0 0 0
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## y_pred
## test_y 15.1292333333333 15.1295855855856 15.1340333333333 15.1372
## 2 0 0 0 0
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## y_pred
## test_y 15.1476518518519 15.1532333333333 15.1559848484849 15.165
## 2 0 0 0 0
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## y_pred
## test_y 15.1705452380952 15.1726179487179 15.1809777777778 15.1861666666667
## 2 0 0 1 0
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## y_pred
## test_y 15.1913666666667 15.1952903846154 15.2009666666667 15.2024666666667
## 2 0 0 0 0
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## y_pred
## test_y 15.2077912457912 15.2079 15.2342666666667 15.2417493103074
## 2 0 0 0 0
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## y_pred
## test_y 15.2457761904762 15.2623 15.2794846153846 15.2806 15.2963995582958
## 2 0 0 0 0 0
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## y_pred
## test_y 15.2994666666667 15.3063407189542 15.3121 15.3157333333333
## 2 0 0 0 0
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## y_pred
## test_y 15.3309559449544 15.3321142857143 15.3452333333333 15.3506948717949
## 2 0 0 0 0
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## y_pred
## test_y 15.3777333333333 15.4037142857143 15.4233666666667 15.4266770876466
## 2 0 0 0 0
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## y_pred
## test_y 15.4368333333333 15.5792463203463 15.5935445887446 15.5981097236097
## 2 0 0 0 0
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## y_pred
## test_y 15.7049412698413 15.7407666666667 15.7709666666667 15.7820838195188
## 2 0 0 0 0
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## y_pred
## test_y 15.8893930677166 15.9053859649123 15.9333755693582 16.009396969697
## 2 0 0 1 0
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## y_pred
## test_y 16.0223 16.1753896103896 16.3078529761905 16.4341434715822
## 2 0 0 0 0
## 4 0 0 0 0
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## y_pred
## test_y 16.5923416666667 16.6177192982456 16.6287857142857 16.6427761904762
## 2 0 1 1 0
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## y_pred
## test_y 16.6799666666667 16.8240428571429 16.8319355320119 16.8602333333333
## 2 0 0 0 0
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## y_pred
## test_y 16.8991445887446 16.9031666666667 17.0962650951788 17.0969665889666
## 2 0 0 0 1
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## y_pred
## test_y 17.1194333333333 17.1353042328042 17.1913912280702 17.2626
## 2 0 0 0 0
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## y_pred
## test_y 17.2981947712418 17.3048 17.3086225490196 17.3203222222222
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## y_pred
## test_y 17.3290563436563 17.3471666666667 17.3571057293667 17.3677359649123
## 2 0 0 0 0
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## y_pred
## test_y 17.3821023809524 17.4089991897315 17.4953666666667 17.5191602150538
## 2 0 0 0 0
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## y_pred
## test_y 17.5389 17.5501976190476 17.5662478696742 17.5935512820513
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## y_pred
## test_y 17.6094526315789 17.6229303030303 17.6404764411028 17.6467571428571
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## y_pred
## test_y 17.6509 17.6685445599446 17.6941047619048 17.7872179972654
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## y_pred
## test_y 17.7977630252101 17.8266412698413 17.8303916592401 17.8491494239631
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## y_pred
## test_y 17.8588501165501 17.8702121212121 17.9184779198636 17.9187333333333
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## y_pred
## test_y 17.9455190476191 17.9734857142857 17.9851841269841 17.9927384462759
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## y_pred
## test_y 18.014196969697 18.0574 18.0791380952381 18.0837666666667
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## y_pred
## test_y 18.0853225108225 18.128400280112 18.1296666666667 18.1403333333333
## 2 0 0 0 0
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## y_pred
## test_y 18.1467528138528 18.1807666666667 18.1994935483871 18.2201333333333
## 2 0 0 0 0
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## y_pred
## test_y 18.24325 18.2609333333333 18.3279196581197 18.3714666666667
## 2 0 0 0 0
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## y_pred
## test_y 18.4525666666667 18.4549178981938 18.4737333333333 18.4783333333333
## 2 0 0 0 0
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## y_pred
## test_y 18.4902154761905 18.5008932171277 18.5502071428571 18.5575323232323
## 2 0 0 0 0
## 4 0 0 0 0
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## y_pred
## test_y 18.5601400584795 18.5611444444444 18.5782509379509 18.5829833333333
## 2 0 0 0 0
## 4 0 0 0 0
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## 18 0 0 0 0
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## y_pred
## test_y 18.5849333333333 18.6034873563218 18.6441333333333 18.6634
## 2 0 0 0 0
## 4 0 0 0 0
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## 18 0 0 0 0
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## y_pred
## test_y 18.6642757575758 18.665396969697 18.66802072463 18.6765454545454
## 2 0 0 0 0
## 4 0 0 0 0
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## 18 1 0 1 1
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## y_pred
## test_y 18.6880957532721 18.6892333333333 18.6960850980392 18.7028607553366
## 2 0 0 0 0
## 4 0 0 0 0
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## 18 1 1 1 0
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## 21 0 0 0 0
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## 24 0 0 0 0
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## 28 0 0 0 0
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## y_pred
## test_y 18.70925 18.7110333333333 18.7171788505747 18.7191608166343
## 2 0 0 0 0
## 4 0 0 0 0
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## 20 0 0 0 0
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## y_pred
## test_y 18.7255692307692 18.7420333333333 18.7498523809524 18.7662506968641
## 2 0 0 0 0
## 4 0 0 0 0
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## 18 0 0 1 1
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## 20 0 0 0 0
## 21 0 0 0 0
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## 30 0 0 0 0
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## y_pred
## test_y 18.7910285714286 18.7938888888889 18.8000756646518 18.8007333333333
## 2 0 0 0 0
## 4 0 0 0 0
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## 19 0 1 1 1
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## 24 0 0 0 0
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## 27 0 0 0 0
## 28 0 0 0 0
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## 30 0 0 0 0
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## y_pred
## test_y 18.8081668605904 18.8427333333333 18.8484555555556 18.8545
## 2 0 0 0 0
## 4 0 0 0 0
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## 18 0 0 0 0
## 19 1 1 1 1
## 20 0 0 0 0
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## y_pred
## test_y 18.8672181052331 18.8785107226107 18.878619047619 18.8857095238095
## 2 0 0 0 0
## 4 0 0 0 0
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## 18 0 0 1 0
## 19 1 1 0 1
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## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
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## y_pred
## test_y 18.9028714285714 18.9050166666667 18.9116764411028 18.9524904761905
## 2 0 0 0 0
## 4 0 0 0 0
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## 18 1 0 0 0
## 19 0 1 1 0
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## 22 0 0 0 0
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## 24 0 0 0 1
## 25 0 0 0 0
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## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
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## y_pred
## test_y 18.9743559577677 18.9749333333333 18.9991 19.0078666666667
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
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## 18 0 0 0 0
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## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
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## y_pred
## test_y 19.0088492546584 19.0129777777778 19.0169513305987 19.0284096969697
## 2 0 0 0 0
## 4 0 0 0 0
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## 18 0 0 0 0
## 19 1 1 1 2
## 20 0 0 0 0
## 21 0 0 0 0
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## 24 0 0 0 0
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## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
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## 32 0 0 0 0
## y_pred
## test_y 19.0287222222222 19.0506857142857 19.0593666666667 19.0631666666667
## 2 0 0 0 0
## 4 0 0 0 0
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## 18 0 1 1 0
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## 28 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
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## y_pred
## test_y 19.0721166666667 19.0798666666667 19.0825911211061 19.0844761904762
## 2 0 0 0 0
## 4 0 0 0 0
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## 18 0 1 1 0
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## 28 0 0 0 0
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## y_pred
## test_y 19.0891333333333 19.1076111111111 19.1078340301974 19.1116761904762
## 2 0 0 0 0
## 4 0 0 0 0
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## y_pred
## test_y 19.1127359649123 19.1128333333333 19.1132291316527 19.1332
## 2 0 0 0 0
## 4 0 0 0 0
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## 20 0 0 0 0
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## 28 0 0 0 0
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## 30 0 0 0 0
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## y_pred
## test_y 19.1608494239631 19.1622857142857 19.1681526315789 19.1817692307692
## 2 0 0 0 0
## 4 0 0 0 0
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## y_pred
## test_y 19.1968 19.2025333333333 19.2181768024133 19.2242523809524
## 2 0 0 0 0
## 4 0 0 0 0
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## y_pred
## test_y 19.2325696969697 19.2360333333333 19.2388190476191 19.2405
## 2 0 0 0 0
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## y_pred
## test_y 19.2613099755317 19.2642333333333 19.2764515151515 19.3209303030303
## 2 0 0 0 0
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## y_pred
## test_y 19.3376777777778 19.3452036117835 19.3525984901278 19.3635085893467
## 2 0 0 0 0
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## y_pred
## test_y 19.3706379310345 19.3815 19.3945 19.4224199186992 19.4609542736151
## 2 0 0 0 0 0
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## y_pred
## test_y 19.4650793650794 19.4825 19.4982316017316 19.4989507936508
## 2 0 0 0 0
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## y_pred
## test_y 19.5083047619048 19.511980952381 19.5293888888889 19.5320714285714
## 2 0 0 0 0
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## y_pred
## test_y 19.5374878787879 19.5380333333333 19.5433666666667 19.5441
## 2 0 0 0 0
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## y_pred
## test_y 19.5463333333333 19.5767696969697 19.5785861909676 19.614071679198
## 2 0 0 0 0
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## y_pred
## test_y 19.6179904761905 19.626796623971 19.6328201754386 19.6601333333333
## 2 0 0 0 0
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## y_pred
## test_y 19.6786 19.6962333333333 19.7073666666667 19.7471074074074
## 2 0 1 1 0
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## y_pred
## test_y 19.7803333333333 19.8501761904762 19.8592642857143 19.8643833333333
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## y_pred
## test_y 19.8742136752137 19.9039 19.9095363636364 19.9159614718615
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## y_pred
## test_y 19.9640666666667 19.9668333333333 19.9866848484849 19.9899096924315
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## y_pred
## test_y 20.0129194139194 20.0135860805861 20.0265653837791 20.0304444444444
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## y_pred
## test_y 20.0410666666667 20.0465 20.046800304414 20.0644454983613
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## y_pred
## test_y 20.0668976190476 20.0672 20.0765196078431 20.0899616883117
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## y_pred
## test_y 20.1007574037074 20.1041666666667 20.1254444444445 20.1284333333333
## 2 0 0 0 0
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## y_pred
## test_y 20.1386666666667 20.1832487179487 20.2045444444444 20.2422184313725
## 2 0 0 0 0
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## y_pred
## test_y 20.2523 20.2807333333333 20.2898153846154 20.3222704936443
## 2 0 0 0 0
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## y_pred
## test_y 20.3286550330895 20.3297777777778 20.3399859649123 20.5060826839827
## 2 0 0 0 0
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## y_pred
## test_y 20.5283333333333 20.5645228163993 20.5654428571429 20.5805525641026
## 2 0 0 0 0
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## y_pred
## test_y 20.582100280112 20.5866651515151 20.6190111999112 20.619580952381
## 2 0 0 0 0
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## y_pred
## test_y 20.633114996115 20.6857046486078 20.8158607142857 20.9407
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## y_pred
## test_y 21.0392666666667 21.0677053763441 21.1578578947368 21.1631123716153
## 2 0 0 0 0
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## y_pred
## test_y 21.1756404761905 21.3078619159792 21.3182079365079 21.3668298245614
## 2 0 0 0 0
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## y_pred
## test_y 21.4635666666667 21.4861691511387 21.5014329004329 21.5048560568087
## 2 0 0 0 0
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## y_pred
## test_y 21.5112666666667 21.5419954933955 21.5949540229885 21.6260268817204
## 2 0 0 0 0
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## y_pred
## test_y 21.6331428571429 21.6892666666667 21.7235399823453 21.8134515082956
## 2 0 0 0 0
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## y_pred
## test_y 21.8157761904762 21.8436666666667 21.8725290601871 21.8775738095238
## 2 0 0 0 0
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## y_pred
## test_y 21.9168192307692 21.9601904761905 22.0085764705882 22.0110321930322
## 2 0 0 0 0
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## y_pred
## test_y 22.0299285714286 22.0328696969697 22.067019047619 22.1325666666667
## 2 0 0 0 0
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## y_pred
## test_y 22.1346505050505 22.1546465201465 22.1668190476191 22.1881818181818
## 2 0 0 0 0
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## y_pred
## test_y 22.2487454545455 22.2772 22.4191155263655 22.4245023460411
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## y_pred
## test_y 22.4856372852954 22.6241404638938 22.8305571428571 22.8643666666667
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## y_pred
## test_y 22.8686382783883 22.9521763390562 23.0807888888889 23.0841387096774
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## y_pred
## test_y 23.0881053763441 23.1288345864662 23.1401666666667 23.1481666666667
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## y_pred
## test_y 23.1663333333333 23.2468666666667 23.2528335839599 23.2620696784697
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## y_pred
## test_y 23.2642222222222 23.2678666666667 23.3075666666667 23.3314114155251
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## y_pred
## test_y 23.4769 23.4827572427572 23.5263363636364 23.5663761904762
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## y_pred
## test_y 23.5759616211375 23.5947666666667 23.6121973853732 23.6344310011343
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## y_pred
## test_y 23.637896969697 23.9105666666667 23.9259333333333 23.9814984901278
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## y_pred
## test_y 23.9865191511387 24.0277 24.0999240601504 24.1063192982456
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## 30 0 0 1 0
## 31 1 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 24.1326692307692 24.1563392542941 24.1790158484446 24.2185333333333
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
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## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 1 0 0
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## 20 0 0 0 0
## 21 0 0 0 0
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## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 1 0 0 0
## 29 0 0 1 1
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 24.2439333333333 24.2648090815273 24.2721108225108 24.2737489729225
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
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## 18 0 0 0 0
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## 26 0 0 0 0
## 27 1 0 0 0
## 28 0 0 0 0
## 29 0 0 0 1
## 30 0 0 0 0
## 31 0 0 1 0
## 32 0 0 0 0
## y_pred
## test_y 24.4376774311274 24.4778666666667 24.4927974358974 24.4987642857143
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
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## 12 0 0 0 0
## 13 0 0 0 0
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## 18 0 0 0 0
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## 20 0 0 0 0
## 21 0 0 0 0
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## 26 0 0 0 0
## 27 0 0 1 0
## 28 0 0 0 0
## 29 1 1 0 1
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 24.5087714285714 24.5257666666667 24.5702238095238 24.5763984901278
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
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## 13 0 0 0 0
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## 18 0 0 0 0
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## 20 0 0 0 0
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## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 1 1 1 0
## 28 0 0 0 0
## 29 0 0 0 1
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 24.6465666666667 24.6492621553885 24.66051643324 24.6641333333333
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
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## 17 0 0 0 0
## 18 0 0 0 0
## 19 1 1 0 0
## 20 0 0 0 0
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## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 1
## 30 0 0 1 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 24.7948727272727 24.8320492063492 24.8721588075881 24.8843
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 1 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 1 0
## 29 0 0 0 1
## 30 0 0 0 0
## 31 1 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 24.9505333333333 24.9844166666667 24.9879786749482 25.0140261904762
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 1 0 0
## 29 1 0 0 1
## 30 0 0 0 0
## 31 0 0 1 0
## 32 0 0 0 0
## y_pred
## test_y 25.0326333333333 25.0594697388633 25.0907333333333 25.1265692307692
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 1 1 0 1
## 30 0 0 0 0
## 31 0 0 1 0
## 32 0 0 0 0
## y_pred
## test_y 25.1819673635308 25.2365095238095 25.2607222222222 25.3212
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 1 0
## 29 0 1 0 0
## 30 0 0 0 1
## 31 1 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 25.3258428571429 25.3268002506266 25.3836743195502 25.4064
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 1 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 1
## 30 1 0 0 0
## 31 0 1 0 0
## 32 0 0 0 0
## y_pred
## test_y 25.4822510737628 25.5040717948718 25.6239339439448 25.6250333333333
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 1
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 1 1 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 1 0
## y_pred
## test_y 25.6735642857143 25.6917 25.7630666666667 25.7673 25.7840333333333
## 2 0 0 0 0 0
## 4 0 0 0 0 0
## 5 0 0 0 0 0
## 6 0 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 0 0 0 0 0
## 12 0 0 0 0 0
## 13 0 0 0 0 0
## 15 0 0 0 0 0
## 17 0 0 0 0 0
## 18 0 0 0 1 0
## 19 0 0 0 0 0
## 20 0 0 0 0 0
## 21 0 0 0 0 0
## 22 0 0 0 0 0
## 23 0 0 0 0 0
## 24 0 0 0 0 0
## 25 0 0 0 0 0
## 26 0 0 0 0 0
## 27 0 0 0 0 0
## 28 0 0 0 0 0
## 29 1 0 0 0 1
## 30 0 1 0 0 0
## 31 0 0 1 0 0
## 32 0 0 0 0 0
## y_pred
## test_y 25.7885333333333 25.8396993098689 25.8688666666667 25.9093192982456
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 1 0 1 1
## 30 0 0 0 0
## 31 0 1 0 0
## 32 0 0 0 0
## y_pred
## test_y 25.951908991009 25.9794226244344 26.0227363636364 26.1178
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 1 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 1 1 0 0
## 29 0 0 0 0
## 30 0 0 0 1
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 26.1354692794491 26.1471 26.2601 26.3486848484848 26.4631673635308
## 2 0 0 0 0 0
## 4 0 0 0 0 0
## 5 0 0 0 0 0
## 6 0 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 0 0 0 0 0
## 12 0 0 0 0 0
## 13 0 0 0 0 0
## 15 0 0 0 0 0
## 17 0 0 0 0 0
## 18 0 0 0 0 0
## 19 0 0 0 0 0
## 20 0 0 0 0 0
## 21 0 0 0 0 0
## 22 0 0 0 0 0
## 23 0 0 0 0 0
## 24 0 0 0 0 0
## 25 0 0 0 0 0
## 26 0 0 0 0 0
## 27 0 0 0 0 0
## 28 0 0 0 0 0
## 29 0 0 0 0 1
## 30 1 0 0 1 0
## 31 0 1 0 0 0
## 32 0 0 1 0 0
## y_pred
## test_y 26.5732 26.5956333333333 26.6769333333333 26.6951555555556
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 1 0 0 1
## 30 0 1 1 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 26.7833540229885 26.7843666666667 26.8167 26.8190032520325
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 1 1
## 30 1 1 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 26.8813616592401 27.0096 27.0356833333333 27.0395333333333
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 1 0 0 1
## 30 0 1 1 0
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 27.1357429118774 27.1730666666666 27.1869373626374 27.3961666666667
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 1 1 0 0
## 30 0 0 1 1
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 27.4065298701299 27.4171 27.5988333333333 27.6559 27.7522
## 2 0 0 0 0 0
## 4 0 0 0 0 0
## 5 0 0 0 0 0
## 6 0 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 0 0 0 0 0
## 12 0 0 0 0 0
## 13 0 0 0 0 0
## 15 0 0 0 0 0
## 17 0 0 0 0 0
## 18 0 0 0 0 0
## 19 0 0 0 0 0
## 20 0 0 0 0 0
## 21 0 0 0 0 0
## 22 0 0 0 0 0
## 23 0 0 0 0 0
## 24 0 0 0 0 0
## 25 0 0 0 0 0
## 26 0 0 0 0 0
## 27 0 1 0 0 0
## 28 0 0 0 0 0
## 29 0 0 0 1 0
## 30 1 0 1 0 1
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## y_pred
## test_y 27.9930333333333 28.0130731601732 28.0499 28.1022 28.1822192982456
## 2 0 0 0 0 0
## 4 0 0 0 0 0
## 5 0 0 0 0 0
## 6 0 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 0 0 0 0 0
## 12 0 0 0 0 0
## 13 0 0 0 0 0
## 15 0 0 0 0 0
## 17 0 0 0 0 0
## 18 0 0 0 0 0
## 19 0 0 0 0 0
## 20 0 0 0 0 0
## 21 0 0 0 0 0
## 22 0 0 0 0 0
## 23 0 0 0 0 0
## 24 0 0 0 0 0
## 25 0 0 0 0 0
## 26 0 0 0 0 0
## 27 0 0 0 0 0
## 28 0 0 0 0 0
## 29 0 0 0 0 0
## 30 1 1 1 1 1
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## y_pred
## test_y 28.1887666666667 28.2759888888889 28.27805 28.339052631579
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 1 1 1 1
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 28.3698363636364 28.4480252318301 28.5014666666667 28.5046333333333
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 1 1 1 1
## 31 0 0 0 0
## 32 0 0 0 0
## y_pred
## test_y 28.6891333333333 28.9991333333333 29.3979987900988 29.5952
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## 7 0 0 0 0
## 8 0 0 0 0
## 9 0 0 0 0
## 12 0 0 0 0
## 13 0 0 0 0
## 15 0 0 0 0
## 17 0 0 0 0
## 18 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 22 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 26 0 0 0 0
## 27 0 0 0 0
## 28 0 0 0 0
## 29 0 0 0 0
## 30 1 1 0 1
## 31 0 0 0 0
## 32 0 0 1 0
## y_pred
## test_y 29.6284333333333
## 2 0
## 4 0
## 5 0
## 6 0
## 7 0
## 8 0
## 9 0
## 12 0
## 13 0
## 15 0
## 17 0
## 18 0
## 19 0
## 20 0
## 21 0
## 22 0
## 23 0
## 24 0
## 25 0
## 26 0
## 27 0
## 28 0
## 29 0
## 30 1
## 31 0
## 32 0## RMSE Rsquared MAE
## 3.7018288 0.7849645 2.2410231
## IncNodePurity
## IncidntNum 16587.889
## Y 14761.792
## X 15130.511
## Incident.Code 161748.170
## Month 6080.497
## Day 8748.426
## DayDec 1973.456## MSE: 99.59091 MAE: 7.949198 RMSE: 9.979524
## MAE: 4.223262
## MSE: 40.88636
## RMSE: 6.394245
## R-squared: -2.611932## [1] train-rmse:13.473155
## [2] train-rmse:10.160066
## [3] train-rmse:7.847408
## [4] train-rmse:6.318102
## [5] train-rmse:5.406548
## [6] train-rmse:4.724326
## [7] train-rmse:4.324887
## [8] train-rmse:4.101786
## [9] train-rmse:3.827669
## [10] train-rmse:3.708045
## [11] train-rmse:3.551772
## [12] train-rmse:3.349368
## [13] train-rmse:3.297793
## [14] train-rmse:3.235740
## [15] train-rmse:3.190271
## [16] train-rmse:3.110277
## [17] train-rmse:3.001242
## [18] train-rmse:2.855119
## [19] train-rmse:2.821889
## [20] train-rmse:2.684094
## [21] train-rmse:2.671114
## [22] train-rmse:2.633637
## [23] train-rmse:2.492687
## [24] train-rmse:2.393091
## [25] train-rmse:2.372813
## [26] train-rmse:2.296652
## [27] train-rmse:2.283790
## [28] train-rmse:2.256218
## [29] train-rmse:2.182116
## [30] train-rmse:2.124013
## [31] train-rmse:2.040559
## [32] train-rmse:2.009676
## [33] train-rmse:1.965495
## [34] train-rmse:1.955545
## [35] train-rmse:1.923014
## [36] train-rmse:1.877049
## [37] train-rmse:1.874087
## [38] train-rmse:1.843895
## [39] train-rmse:1.840100
## [40] train-rmse:1.816334
## [41] train-rmse:1.732331
## [42] train-rmse:1.713730
## [43] train-rmse:1.711716
## [44] train-rmse:1.693779
## [45] train-rmse:1.688472
## [46] train-rmse:1.663984
## [47] train-rmse:1.661908
## [48] train-rmse:1.645166
## [49] train-rmse:1.625014
## [50] train-rmse:1.621609## MSE: 2.934492 MAE: 0.8141711 RMSE: 1.713036Prediction Models - New York
## MSE: 1.428763 MAE: 0.1384409 RMSE: 1.195309
## List of 3
## $ learn :List of 2
## ..$ y: num [1:4234] 32 30 31 30 17 17 15 24 31 31 ...
## ..$ X:'data.frame': 4234 obs. of 8 variables:
## .. ..$ CMPLNT_NUM : int [1:4234] 933374076 447860770 351589651 465886807 463184316 371361808 875328878 133906064 727004685 560086522 ...
## .. ..$ Longitude : num [1:4234] -73.7 -73.8 -73.9 -73.8 -73.8 ...
## .. ..$ Latitude : num [1:4234] 40.7 40.6 40.7 40.7 40.7 ...
## .. ..$ PD_CD : int [1:4234] 681 157 366 153 637 637 439 749 386 388 ...
## .. ..$ ADDR_PCT_CD: int [1:4234] 105 100 104 103 105 107 106 107 107 107 ...
## .. ..$ Month : num [1:4234] 10 7 5 4 3 1 12 12 12 12 ...
## .. ..$ Day : num [1:4234] 16 25 30 9 20 23 25 28 23 27 ...
## .. ..$ DayDec : num [1:4234] 1 2 3 0 2 2 2 2 2 2 ...
## $ k : num 5
## $ theDots: list()
## - attr(*, "class")= chr "knnreg"## MSE: 130.5753 MAE: 9.836022 RMSE: 11.42695## MSE: 222.8239 MAE: 11.77554 RMSE: 14.92729## y_pred
## test_y 4.09553333333331 4.11963333333332 4.17973333333331 4.18281845238093
## 1 0 0 0 0
## 2 0 0 0 0
## 4 1 1 1 1
## 5 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 27 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## 33 0 0 0 0
## 34 0 0 0 0
## y_pred
## test_y 4.23186666666665 4.25419999999998 4.25773333333332 4.27943333333332
## 1 0 0 0 0
## 2 0 0 0 0
## 4 1 1 1 1
## 5 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 27 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 0 0 0 0
## 33 0 0 0 0
## 34 0 0 0 0
## y_pred
## test_y 4.28173333333332 4.28833333333332 4.31523333333332 4.34293333333332
## 1 0 0 0 0
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## y_pred
## test_y 4.34979333333332 4.36176666666665 4.36376666666665 4.36599999999998
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## y_pred
## test_y 4.37689999999998 4.39290416666665 4.41619999999998 4.41889999999998
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## y_pred
## test_y 4.42056666666665 4.42493333333332 4.42523333333332 4.42653333333332
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## y_pred
## test_y 4.43733333333332 4.44033333333332 4.45639999999998 4.47645374149658
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## y_pred
## test_y 4.48453333333332 4.48833333333332 4.4971023264907 4.50469999999998
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## y_pred
## test_y 4.53303333333332 4.53306666666665 4.54426666666665 4.54479999999999
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## y_pred
## test_y 4.54909999999999 4.5492857142857 4.54939999999999 4.55159999999998
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## y_pred
## test_y 4.56349999999999 4.57533333333332 4.58766666666665 4.58843333333332
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## y_pred
## test_y 4.58974137931033 4.59319999999999 4.59516666666665 4.60211372549018
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## y_pred
## test_y 4.61619999999999 4.61693333333332 4.633408045977 4.65685374149659
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## y_pred
## test_y 4.66146666666665 4.66666666666665 4.66948095238094 4.67489999999998
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## y_pred
## test_y 4.67513333333332 4.67653854582692 4.68167835497834 4.69866666666665
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## y_pred
## test_y 4.70606666666665 4.71219999999999 4.71373333333332 4.71559999999999
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## y_pred
## test_y 4.71713333333332 4.72226666666665 4.73493333333332 4.73586666666665
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## y_pred
## test_y 4.74733333333332 4.75533333333332 4.77506666666665 4.77616666666666
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## y_pred
## test_y 4.78834838709676 4.80579999999999 4.84563333333332 4.85053333333332
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## y_pred
## test_y 4.89005263157893 4.90943333333332 4.90980701754385 4.92189999999999
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## y_pred
## test_y 4.93203333333332 4.93439999999999 4.94473333333332 4.94724242424241
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## y_pred
## test_y 4.95796666666665 4.95930476190475 4.96312666666666 4.96909999999999
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## y_pred
## test_y 4.97448976640711 4.99316666666665 5.00393333333332 5.02645555555554
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## y_pred
## test_y 5.03143333333332 5.04228596491227 5.05848888888888 5.10242666666666
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## y_pred
## test_y 5.11333333333332 5.11611428571427 5.1443238095238 5.15299999999999
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## y_pred
## test_y 5.15519999999999 5.17098648233486 5.18133529411764 5.20339999999999
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## y_pred
## test_y 5.20536666666666 5.22243333333332 5.22963333333332 5.23163333333332
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## y_pred
## test_y 5.24708648233486 5.28953333333332 5.29346666666666 5.30203333333332
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## y_pred
## test_y 5.31226666666666 5.41346666666666 5.42438596491227 5.44773333333332
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## y_pred
## test_y 5.60716666666666 5.6544600465123 5.67896666666666 5.78269999999999
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## y_pred
## test_y 5.80743333333333 5.80846666666666 5.827746749226 5.89369999999999
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## y_pred
## test_y 5.89531428571429 5.91313655913978 5.92173529411764 5.92776666666667
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## y_pred
## test_y 5.95826666666667 6.12268787878788 6.13276666666667 6.18651515151514
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## y_pred
## test_y 6.19953333333332 6.23144444444443 6.28873333333333 6.2920156462585
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## y_pred
## test_y 6.37234705882353 6.44866666666667 6.46286666666667 6.47855926581158
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## y_pred
## test_y 6.53786666666667 6.60326666666667 6.72933333333333 6.78416989247311
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## y_pred
## test_y 6.8186 6.89792666666667 6.9058 6.95073170731707 6.95679565217391
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## y_pred
## test_y 7.47306666666667 8.05318434065934 8.26379922360248 9.68341904761905
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## y_pred
## test_y 9.8831 9.90463333333333 9.93595555555556 10.0478666666667
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## y_pred
## test_y 10.0684666666667 10.1809266666667 10.2398 10.296 10.3277596491228
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## y_pred
## test_y 10.3442537414966 10.4072571428571 10.4596 10.5249 10.6176680832516
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## y_pred
## test_y 10.6594666666667 10.6696476190476 10.7334 10.7366666666667
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## y_pred
## test_y 10.7386666666667 10.7392 10.7463333333333 10.7479 10.7568820446449
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## y_pred
## test_y 10.7676666666667 10.7703333333333 10.7960380952381 10.7998333333333
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## y_pred
## test_y 10.8412666666667 10.9345666666667 10.9617137254902 10.9944428571429
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## y_pred
## test_y 11.0126 11.0454666666667 11.0754666666667 11.0935904761905 11.1478
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## y_pred
## test_y 11.1641333333333 11.1773666666667 11.1916413793103 11.2058333333333
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## y_pred
## test_y 11.2145666666667 11.2190666666667 11.2226 11.2295666666667
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## y_pred
## test_y 11.2815333333333 11.2878747126437 11.292295021645 11.2940904761905
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## y_pred
## test_y 11.2965862914863 11.3167666666667 11.3305939393939 11.3373333333333
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## y_pred
## test_y 11.3443666666667 11.3454767676768 11.3525 11.4952878787879
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## y_pred
## test_y 11.5043648373132 11.5115615591398 11.5408666666667 11.6093803921569
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## y_pred
## test_y 11.8760857460671 12.034 16.7376696969697 17.1811042735043
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## y_pred
## test_y 17.1879727891157 17.3053333333333 17.3057 17.3114333333333
## 1 0 0 0 0
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## y_pred
## test_y 17.3345299145299 17.3408101010101 17.3729666666667 17.3950666666667
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## y_pred
## test_y 17.398512010865 17.4051540489501 17.4165333333333 17.4171142857143
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## y_pred
## test_y 17.436664516129 17.4374333333333 17.4826199174407 17.4926666666667
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## y_pred
## test_y 17.5260166666667 17.5261 17.538703030303 17.5441857142857
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## y_pred
## test_y 17.5646333333333 17.5977204081633 17.5998 17.6061424242424
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## y_pred
## test_y 17.6339644736842 17.6521761904762 17.6716333333333 17.6748333333333
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## y_pred
## test_y 17.7385615591398 17.7487333333333 17.7844537414966 17.7858333333333
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## y_pred
## test_y 17.7995666666667 17.8043983739837 17.8067555555556 17.8082950549451
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## y_pred
## test_y 17.8181307692308 17.8185095238095 17.8223058823529 17.8237164835165
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## y_pred
## test_y 17.8562 17.8820857142857 17.8842393939394 17.8846584313725
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## y_pred
## test_y 17.8987666666667 17.9202095238095 17.9202948924731 17.9251097744361
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## y_pred
## test_y 17.9401 17.9495264069264 17.968341025641 17.9784474747475
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## y_pred
## test_y 17.9918086956522 18.0035333333333 18.0109431077694 18.0125888888889
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## y_pred
## test_y 18.0488666666667 18.0514212121212 18.053680952381 18.0708538461538
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## y_pred
## test_y 18.0786285714286 18.1003476190476 18.1105666666667 18.112723401245
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## y_pred
## test_y 18.120875990676 18.144 18.145479414838 18.1520666666667 18.1612749882728
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## y_pred
## test_y 18.1628799498747 18.17365 18.1849666666667 18.2098380952381
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## y_pred
## test_y 18.213780952381 18.2212 18.2215879551821 18.2528666666667
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## y_pred
## test_y 18.2651575757576 18.2665 18.2809666666667 18.2829 18.2875666666667
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## y_pred
## test_y 18.2959666666667 18.3276575757576 18.3341 18.3547666666667
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## y_pred
## test_y 18.3638587301587 18.3741666666667 18.3916318555008 18.4072086956522
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## y_pred
## test_y 18.4076650406504 18.4261 18.4420666666667 18.4518363636364
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## y_pred
## test_y 18.4554666666667 18.4584666666667 18.4625333333333 18.4627333333333
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## y_pred
## test_y 18.5124111111111 18.5277052631579 18.5288004784689 18.5457166666667
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## y_pred
## test_y 18.5517333333333 18.5679548908286 18.5693365079365 18.5771666666667
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## y_pred
## test_y 18.5867333333333 18.6220121212121 18.6260666666667 18.6282610766046
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## y_pred
## test_y 18.6309238095238 18.6947666666667 18.7248787878788 18.7356913793103
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## y_pred
## test_y 18.7368825396825 18.7452555555556 18.7508101135191 18.7515567780753
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## y_pred
## test_y 18.7776747126437 18.7977 18.8062587301587 18.8233260971055
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## y_pred
## test_y 18.8366012102389 18.8814029304029 18.9111666666667 18.9150303030303
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## y_pred
## test_y 18.9805329004329 18.9970428571429 19.0584555555556 19.0726750915751
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## y_pred
## test_y 19.1196464646465 19.1649666666667 19.1704666666667 19.2018666666667
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## y_pred
## test_y 19.2153079744817 19.2368335595777 19.2454121212121 19.2632333333333
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## y_pred
## test_y 19.3401061403509 19.3960333333333 19.4306161045943 19.4690721618527
## 1 0 0 0 0
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## y_pred
## test_y 19.4895666666667 19.5243916666667 19.5392267031214 19.5525761904762
## 1 0 0 0 0
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## y_pred
## test_y 19.6657 19.8440506441461 20.2224884109916 20.2463333333333
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## y_pred
## test_y 20.4432619047619 20.6404058823529 20.7418882352941 20.7835666666667
## 1 0 0 0 0
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## y_pred
## test_y 20.8019368163705 20.8159142857143 20.8279603174603 20.8638435715585
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## y_pred
## test_y 20.8962333333333 20.8998090909091 20.9085853686636 20.9109523809524
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## y_pred
## test_y 20.9219666666667 20.9552190476191 21.0053523809524 21.0252111111111
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## y_pred
## test_y 21.0306522727273 21.0431974358974 21.1769666666667 21.1774
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## y_pred
## test_y 21.1926924963925 21.2542705128205 21.3159 21.3166 21.3866
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## y_pred
## test_y 21.4244371615313 21.4416142857143 21.4467666666667 21.4647333333333
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## y_pred
## test_y 21.4771983739837 21.4902333333333 21.5272666666667 21.5397222222222
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## y_pred
## test_y 21.5578666666667 21.5634476190476 21.6106666666667 21.6251552183584
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## y_pred
## test_y 21.6516 21.6530380952381 21.6660809523809 21.6939333333333
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## y_pred
## test_y 21.6945849673203 21.7295090909091 21.7519 21.789142399948 21.8068
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## y_pred
## test_y 21.8435904761905 21.8781666666667 21.8786627233161 21.9663013605442
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## y_pred
## test_y 21.9718799827623 21.9860142857143 22.0025 22.0057383512545 22.0497
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## y_pred
## test_y 22.0770571428571 22.0995619047619 22.1659666666667 22.2123570441255
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## y_pred
## test_y 22.2532476254739 22.2715364145658 22.3052380952381 22.4225142857143
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## y_pred
## test_y 22.4443086956522 22.4506666666667 22.4632075943343 22.4736497835498
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## y_pred
## test_y 22.6397818181818 22.6461979338153 22.7111871212121 22.7967333333333
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## y_pred
## test_y 22.9462952380952 23.0230168677406 23.2148568627451 23.6117229885057
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## y_pred
## test_y 23.7240974358974 23.8393907756206 23.8799469188998 23.9956378787879
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## y_pred
## test_y 24.2491229486579 24.2896 24.3831333333333 24.711 24.7481457734933
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## y_pred
## test_y 24.7808532612018 24.8327 24.8394333333333 24.8754285714286
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## y_pred
## test_y 24.9342388285194 24.9625333333333 24.97289287452 24.981503030303
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## y_pred
## test_y 25.0663333333333 25.150491129656 25.1738833333333 25.231588858302
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## y_pred
## test_y 25.3788142857143 25.4851017883756 25.5045849357632 25.5075428571429
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## y_pred
## test_y 25.5637523809524 25.5937825396825 25.6298579004329 25.6844666666667
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## y_pred
## test_y 25.6957666666667 25.7717166666667 25.8040576441103 25.8807666666667
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## y_pred
## test_y 25.8888870748299 26.020127669575 26.0509333333333 26.0753333333333
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## y_pred
## test_y 26.1499 26.1730113671275 26.1791583333333 26.1899333333333
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## y_pred
## test_y 26.2157446570973 26.2200333333333 26.2278571428572 26.2566841781874
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## y_pred
## test_y 26.2826666666667 26.3148555555555 26.3218506493506 26.3321333333333
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## y_pred
## test_y 26.4019828282828 26.4341349718382 26.4470071067821 26.4508476190476
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## y_pred
## test_y 26.4736666666667 26.4932757575758 26.5039666666667 26.5097351332878
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## y_pred
## test_y 26.5308952380952 26.5697413793103 26.6569 26.6622666666667
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## y_pred
## test_y 26.7290190476191 26.8292333333333 26.8306285714286 26.8549666666667
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## y_pred
## test_y 26.8596095238095 26.8956285714286 26.9023074324082 26.9049714285714
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## y_pred
## test_y 26.9972333333333 27.0029833333333 27.049867965368 27.1535419824202
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## y_pred
## test_y 27.1579178571429 27.1688888888889 27.1694476190476 27.1833831975867
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## y_pred
## test_y 27.1988666666667 27.215731225605 27.2299333333333 27.2812458393475
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## y_pred
## test_y 27.335780952381 27.3612173160173 27.448 27.4725939393939
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## y_pred
## test_y 27.4785476190476 27.4822207443897 27.5255923076923 27.5381452948691
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## y_pred
## test_y 27.6386888888889 27.6529814616756 27.6570333333333 27.6599666666667
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## y_pred
## test_y 27.7592333333333 27.7875666666667 27.7929666666667 27.8018374590322
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## y_pred
## test_y 27.9134 27.9200666666667 27.9305 28.0037 28.0092328298121
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## y_pred
## test_y 28.0095017316017 28.0421476190476 28.0612252199413 28.0757492063492
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## y_pred
## test_y 28.0967630076017 28.1078333333333 28.1185233766234 28.1199380952381
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## y_pred
## test_y 28.1212212121212 28.1358341991342 28.2165666666667 28.269552991453
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## y_pred
## test_y 28.2780057833804 28.3327333333333 28.3575474747475 28.4496333333333
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## y_pred
## test_y 28.5071503684482 28.5227666666667 28.5270666666667 28.5348916666667
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## y_pred
## test_y 28.5891666666667 28.6140204081633 28.6452333333333 28.662580952381
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## y_pred
## test_y 28.7037931303669 28.7308714285714 28.7903870748299 28.8074333333333
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## y_pred
## test_y 28.8581333333333 28.8735333333333 28.8969333333333 28.9120952380952
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## y_pred
## test_y 28.9151333333333 28.9369983739837 29.0348062504747 29.0385297619048
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## y_pred
## test_y 29.0594693464722 29.08325 29.1280333333333 29.1825333333333 29.3069
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## y_pred
## test_y 29.3192212121212 29.372993135436 29.3880121934285 29.4283696969697
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## y_pred
## test_y 29.4600333333333 29.5022327264239 29.5204800825593 29.5300963409351
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## y_pred
## test_y 29.6251833333333 29.632919047619 29.6680692307692 29.7311
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## y_pred
## test_y 29.7415757077024 29.7448249596841 29.7603841584219 29.7702904605407
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## y_pred
## test_y 29.8160767801858 29.9277643134643 29.9450753623188 29.9490403726708
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## y_pred
## test_y 29.9601912280702 29.9684607684189 29.9891034708136 30.009862745098
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## y_pred
## test_y 30.0231954248366 30.1145173639873 30.1166975857476 30.1169428571429
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## y_pred
## test_y 30.1377175035066 30.1641944091559 30.1895666666667 30.1935904761905
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## y_pred
## test_y 30.1945317073171 30.2632564576796 30.2740609649085 30.2757
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## y_pred
## test_y 30.2767287581699 30.2803460744172 30.2813476190476 30.3113828851598
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## y_pred
## test_y 30.344885958486 30.3598002790942 30.3614359699813 30.3859111111111
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## y_pred
## test_y 30.3879578947368 30.4298253789772 30.4342699628687 30.4654918199879
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## y_pred
## test_y 30.4866646406453 30.5155049228992 30.5175822275929 30.5496333333333
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## y_pred
## test_y 30.5623204382711 30.5691493930906 30.5788697340764 30.6073235092464
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## y_pred
## test_y 30.6167020821284 30.6178148921154 30.6224866164097 30.6588000928623
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## y_pred
## test_y 30.6770166195402 30.6843833257044 30.6933335200747 30.6941677800421
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## y_pred
## test_y 30.7174333333333 30.7842946075675 30.7852393939394 30.80601471346
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## y_pred
## test_y 30.8348915895659 30.8532409695639 30.9173547619048 30.9322518176754
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## y_pred
## test_y 30.9400392533937 30.9485062049062 30.948544277443 30.9664485341855
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## y_pred
## test_y 31.0108708500646 31.0149047619048 31.0219066933067 31.0343718006851
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## y_pred
## test_y 31.0458474174948 31.0473857683983 31.0505073863723 31.0576759938267
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## y_pred
## test_y 31.0862259730795 31.0927464485706 31.1004873369085 31.1007231990232
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## y_pred
## test_y 31.137069047619 31.1664825396825 31.1666642524143 31.1698349206349
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## y_pred
## test_y 31.1736752896319 31.181267965368 31.1922373491876 31.2181472416472
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## y_pred
## test_y 31.2349258009487 31.2378278318903 31.2379 31.2412259057325
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## y_pred
## test_y 31.2425310263473 31.2476245614035 31.2494761904762 31.2495036512906
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## y_pred
## test_y 31.2538648351648 31.2595239556402 31.2642309514704 31.2725628828478
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## y_pred
## test_y 31.2898765191042 31.2953863636364 31.3031666666667 31.3283894358814
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## 5 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 27 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 1 1 1 1
## 33 0 0 0 0
## 34 0 0 0 0
## y_pred
## test_y 31.3288930030083 31.3464693420895 31.3508467571855 31.353662004662
## 1 0 0 0 0
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 27 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 1 1 1 1
## 33 0 0 0 0
## 34 0 0 0 0
## y_pred
## test_y 31.355847758061 31.3576743589744 31.3903584980551 31.3955206497751
## 1 0 0 0 0
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 27 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 1 1 1 1
## 33 0 0 0 0
## 34 0 0 0 0
## y_pred
## test_y 31.396017948718 31.4008236623026 31.4171562082511 31.4183715076444
## 1 0 0 0 0
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 27 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 1 1 1 1
## 33 0 0 0 0
## 34 0 0 0 0
## y_pred
## test_y 31.4208920970266 31.423674844001 31.4367071096617 31.4386568970246
## 1 0 0 0 0
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 27 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 1 1 1 1
## 33 0 0 0 0
## 34 0 0 0 0
## y_pred
## test_y 31.4462258009487 31.4580054700852 31.4762668056801 31.4775642112523
## 1 0 0 0 0
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 27 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 1 1 1 1
## 33 0 0 0 0
## 34 0 0 0 0
## y_pred
## test_y 31.4832374241977 31.4871337811311 31.5133205861483 31.513955895734
## 1 0 0 0 0
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 27 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 1 1 1 1
## 33 0 0 0 0
## 34 0 0 0 0
## y_pred
## test_y 31.5217666666667 31.5421892672859 31.5547505315896 31.5585894861932
## 1 0 0 0 0
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 27 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 1 1 1 1
## 33 0 0 0 0
## 34 0 0 0 0
## y_pred
## test_y 31.5767071206228 31.584903030303 31.6126391780287 31.6261684863524
## 1 0 0 0 0
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 27 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 1 1 1 1
## 33 0 0 0 0
## 34 0 0 0 0
## y_pred
## test_y 31.6370334966761 31.6941416036594 31.721961587964 31.7246617631511
## 1 0 0 0 0
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 27 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 1 1 1 1
## 33 0 0 0 0
## 34 0 0 0 0
## y_pred
## test_y 31.7372200964845 31.7566147533077 31.762540611273 31.7633347169707
## 1 0 0 0 0
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 27 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 1 1 1 1
## 33 0 0 0 0
## 34 0 0 0 0
## y_pred
## test_y 31.7644200964845 31.7652526554331 31.7679806580443 31.7725037333299
## 1 0 0 0 0
## 2 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 7 0 0 0 0
## 9 0 0 0 0
## 11 0 0 0 0
## 12 0 0 0 0
## 14 0 0 0 0
## 15 0 0 0 0
## 16 0 0 0 0
## 17 0 0 0 0
## 19 0 0 0 0
## 20 0 0 0 0
## 21 0 0 0 0
## 23 0 0 0 0
## 24 0 0 0 0
## 25 0 0 0 0
## 27 0 0 0 0
## 29 0 0 0 0
## 30 0 0 0 0
## 31 0 0 0 0
## 32 1 1 1 1
## 33 0 0 0 0
## 34 0 0 0 0
## y_pred
## test_y 31.8134963506816 31.8516349997815 31.9066110213331
## 1 0 0 0
## 2 0 0 0
## 4 0 0 0
## 5 0 0 0
## 7 0 0 0
## 9 0 0 0
## 11 0 0 0
## 12 0 0 0
## 14 0 0 0
## 15 0 0 0
## 16 0 0 0
## 17 0 0 0
## 19 0 0 0
## 20 0 0 0
## 21 0 0 0
## 23 0 0 0
## 24 0 0 0
## 25 0 0 0
## 27 0 0 0
## 29 0 0 0
## 30 0 0 0
## 31 0 0 0
## 32 1 1 1
## 33 0 0 0
## 34 0 0 0## RMSE Rsquared MAE
## 2.9189673 0.9292805 1.7803972
## IncNodePurity
## CMPLNT_NUM 12945.894
## Longitude 28901.562
## Latitude 28645.845
## PD_CD 361402.539
## ADDR_PCT_CD 8056.723
## Month 7082.685
## Day 8637.507
## DayDec 2437.905## MSE: 218.539 MAE: 11.65188 RMSE: 14.78306
## MAE: 6.137097
## MSE: 61.87097
## RMSE: 7.86581
## R-squared: -0.1772921## [1] train-rmse:15.842803
## [2] train-rmse:11.700218
## [3] train-rmse:8.938697
## [4] train-rmse:7.158676
## [5] train-rmse:5.952359
## [6] train-rmse:5.176764
## [7] train-rmse:4.667506
## [8] train-rmse:4.228868
## [9] train-rmse:4.032368
## [10] train-rmse:3.904749
## [11] train-rmse:3.744962
## [12] train-rmse:3.563751
## [13] train-rmse:3.416854
## [14] train-rmse:3.313202
## [15] train-rmse:3.232712
## [16] train-rmse:2.831636
## [17] train-rmse:2.741363
## [18] train-rmse:2.684586
## [19] train-rmse:2.499104
## [20] train-rmse:2.410062
## [21] train-rmse:2.177816
## [22] train-rmse:2.144386
## [23] train-rmse:2.121421
## [24] train-rmse:2.082383
## [25] train-rmse:2.026609
## [26] train-rmse:1.974665
## [27] train-rmse:1.789218
## [28] train-rmse:1.717589
## [29] train-rmse:1.691076
## [30] train-rmse:1.651178
## [31] train-rmse:1.611381
## [32] train-rmse:1.512579
## [33] train-rmse:1.496379
## [34] train-rmse:1.470219
## [35] train-rmse:1.436727
## [36] train-rmse:1.427855
## [37] train-rmse:1.377708
## [38] train-rmse:1.356042
## [39] train-rmse:1.343547
## [40] train-rmse:1.324436
## [41] train-rmse:1.313993
## [42] train-rmse:1.309855
## [43] train-rmse:1.302819
## [44] train-rmse:1.266294
## [45] train-rmse:1.184071
## [46] train-rmse:1.164376
## [47] train-rmse:1.144014
## [48] train-rmse:1.097537
## [49] train-rmse:1.050341
## [50] train-rmse:1.003248## MSE: 2.379032 MAE: 0.3010753 RMSE: 1.542411Model Performance
ARIMA Model Forecasting - Atlanta
##
## Title:
## KPSS Unit Root Test
##
## Test Results:
## NA
##
## Description:
## Mon Dec 06 21:50:22 2021 by user: User
##
## Call:
## arima(x = tsData, order = c(1, 1, 1), seasonal = list(order = c(1, 0, 0), period = 12),
## method = "ML")
##
## Coefficients:
## ar1 ma1 sar1
## 0.8243 -0.6470 0.9471
## s.e. 0.4571 0.8742 1.5805
##
## sigma^2 estimated as 28550: log likelihood = -84.66, aic = 177.33##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## ar1 0.82434 0.45705 1.8036 0.07129 .
## ma1 -0.64698 0.87415 -0.7401 0.45923
## sar1 0.94713 1.58053 0.5993 0.54901
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## ARIMA(2,1,2) with drift : Inf
## ARIMA(0,1,0) with drift : 172.5145
## ARIMA(1,1,0) with drift : Inf
## ARIMA(0,1,1) with drift : Inf
## ARIMA(0,1,0) : 172.9349
## ARIMA(1,1,1) with drift : Inf
##
## Best model: ARIMA(0,1,0) with drift## Series: tsData
## ARIMA(0,1,0) with drift
##
## Coefficients:
## drift
## -292.2727
## s.e. 144.5590
##
## sigma^2 estimated as 252857: log likelihood=-83.51
## AIC=171.01 AICc=172.51 BIC=171.81
## $pred
## Time Series:
## Start = 2021
## End = 2025
## Frequency = 1
## [1] 369.32593 -28.97387 -113.26188 -272.78484 -381.38627
##
## $se
## Time Series:
## Start = 2021
## End = 2025
## Frequency = 1
## [1] 515.0759 554.6075 601.9770 653.8903 708.1110
## ARIMA Model Forecasting - Chicago 
##
## Title:
## KPSS Unit Root Test
##
## Test Results:
## NA
##
## Description:
## Mon Dec 06 21:50:37 2021 by user: User
##
## Call:
## arima(x = tsData, order = c(1, 1, 1), seasonal = list(order = c(1, 0, 0), period = 12),
## method = "ML")
##
## Coefficients:
## ar1 ma1 sar1
## 0.6847 1.0000 0.4891
## s.e. 0.2782 0.2991 0.6791
##
## sigma^2 estimated as 1052341: log likelihood = -95.38, aic = 198.75##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## ar1 0.68466 0.27815 2.4615 0.0138361 *
## ma1 0.99999 0.29912 3.3431 0.0008284 ***
## sar1 0.48907 0.67906 0.7202 0.4713929
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## ARIMA(2,1,2) with drift : Inf
## ARIMA(0,1,0) with drift : 198.096
## ARIMA(1,1,0) with drift : 200.7593
## ARIMA(0,1,1) with drift : Inf
## ARIMA(0,1,0) : 203.4901
## ARIMA(1,1,1) with drift : Inf
##
## Best model: ARIMA(0,1,0) with drift## Series: tsData
## ARIMA(0,1,0) with drift
##
## Coefficients:
## drift
## -1648.8182
## s.e. 462.4237
##
## sigma^2 estimated as 2587553: log likelihood=-96.3
## AIC=196.6 AICc=198.1 BIC=197.39
## $pred
## Time Series:
## Start = 2021
## End = 2025
## Frequency = 1
## [1] 14917.104 10486.256 7295.243 4961.791 2481.533
##
## $se
## Time Series:
## Start = 2021
## End = 2025
## Frequency = 1
## [1] 1121.145 3144.413 5160.061 7089.061 8900.992
## ARIMA Model Forecasting - Los Angeles 
##
## Title:
## KPSS Unit Root Test
##
## Test Results:
## NA
##
## Description:
## Mon Dec 06 21:50:45 2021 by user: User
##
## Call:
## arima(x = tsData, order = c(1, 1, 1), seasonal = list(order = c(1, 0, 0), period = 12),
## method = "ML")
##
## Coefficients:
## ar1 ma1 sar1
## 0.4789 -0.9999 0.9966
## s.e. 0.3617 0.1767 0.0898
##
## sigma^2 estimated as 667471: log likelihood = -117.49, aic = 242.97##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## ar1 0.478903 0.361723 1.3239 0.1855
## ma1 -0.999854 0.176728 -5.6576 1.535e-08 ***
## sar1 0.996640 0.089824 11.0955 < 2.2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## ARIMA(2,0,2) with non-zero mean : Inf
## ARIMA(0,0,0) with non-zero mean : 260.2723
## ARIMA(1,0,0) with non-zero mean : 263.0093
## ARIMA(0,0,1) with non-zero mean : 261.6762
## ARIMA(0,0,0) with zero mean : 274.8309
## ARIMA(1,0,1) with non-zero mean : Inf
##
## Best model: ARIMA(0,0,0) with non-zero mean## Series: tsData
## ARIMA(0,0,0) with non-zero mean
##
## Coefficients:
## mean
## 18031.167
## s.e. 2867.137
##
## sigma^2 estimated as 107612506: log likelihood=-127.47
## AIC=258.94 AICc=260.27 BIC=259.91
## $pred
## Time Series:
## Start = 2021
## End = 2025
## Frequency = 1
## [1] 10325.145 18499.356 28801.825 9146.093 18400.859
##
## $se
## Time Series:
## Start = 2021
## End = 2025
## Frequency = 1
## [1] 929.7289 930.5090 930.7191 930.7822 930.8039
## ARIMA Model Forecasting - Seattle 
##
## Title:
## KPSS Unit Root Test
##
## Test Results:
## NA
##
## Description:
## Mon Dec 06 21:50:49 2021 by user: User
##
## Call:
## arima(x = tsData, order = c(1, 1, 1), seasonal = list(order = c(1, 0, 0), period = 12),
## method = "ML")
##
## Coefficients:
## ar1 ma1 sar1
## 0.5092 -0.5741 0.9720
## s.e. 1.4563 1.3635 0.8968
##
## sigma^2 estimated as 7765: log likelihood = -80.81, aic = 169.63##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## ar1 0.50919 1.45630 0.3496 0.7266
## ma1 -0.57408 1.36347 -0.4210 0.6737
## sar1 0.97204 0.89679 1.0839 0.2784
##
## ARIMA(2,1,2) with drift : Inf
## ARIMA(0,1,0) with drift : 166.3621
## ARIMA(1,1,0) with drift : 170.2204
## ARIMA(0,1,1) with drift : 170.1298
## ARIMA(0,1,0) : 164.1405
## ARIMA(1,1,1) with drift : Inf
##
## Best model: ARIMA(0,1,0)## Series: tsData
## ARIMA(0,1,0)
##
## sigma^2 estimated as 141745: log likelihood=-80.85
## AIC=163.7 AICc=164.14 BIC=164.09
## $pred
## Time Series:
## Start = 2021
## End = 2025
## Frequency = 1
## [1] 7644.128 7440.096 7045.974 7006.866 7469.440
##
## $se
## Time Series:
## Start = 2021
## End = 2025
## Frequency = 1
## [1] 374.0805 383.0580 391.2338 398.9449 406.3612
## ARIMA Model Forecasting - San Francisco 
##
## Title:
## KPSS Unit Root Test
##
## Test Results:
## NA
##
## Description:
## Mon Dec 06 22:30:37 2021 by user: User
##
## Call:
## arima(x = tsData, order = c(1, 1, 1), seasonal = list(order = c(2, 0, 0), period = 12),
## method = "ML")
##
## Coefficients:
## ar1 ma1 sar1 sar2
## -0.028 0.8485 0.0031 0.0082
## s.e. NaN 0.3839 0.1623 NaN
##
## sigma^2 estimated as 19718762: log likelihood = -108.6, aic = 227.19##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## ar1 -0.0280015 NA NA NA
## ma1 0.8484839 0.3839047 2.2101 0.0271 *
## sar1 0.0031220 0.1622961 0.0192 0.9847
## sar2 0.0081934 NA NA NA
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## ARIMA(2,0,2) with non-zero mean : Inf
## ARIMA(0,0,0) with non-zero mean : 249.6563
## ARIMA(1,0,0) with non-zero mean : 248.0949
## ARIMA(0,0,1) with non-zero mean : Inf
## ARIMA(0,0,0) with zero mean : 320.2517
## ARIMA(2,0,0) with non-zero mean : 243.5498
## ARIMA(3,0,0) with non-zero mean : Inf
## ARIMA(2,0,1) with non-zero mean : 246.3905
## ARIMA(1,0,1) with non-zero mean : Inf
## ARIMA(3,0,1) with non-zero mean : 254.215
## ARIMA(2,0,0) with zero mean : Inf
##
## Best model: ARIMA(2,0,0) with non-zero mean## Series: tsData
## ARIMA(2,0,0) with non-zero mean
##
## Coefficients:
## ar1 ar2 mean
## 0.9350 -0.8635 135053.229
## s.e. 0.1651 0.1338 1070.147
##
## sigma^2 estimated as 12615657: log likelihood=-114.92
## AIC=237.84 AICc=243.55 BIC=239.78
## $pred
## Time Series:
## Start = 2021
## End = 2025
## Frequency = 1
## [1] 138030.0 138211.5 138162.0 138166.7 138148.4
##
## $se
## Time Series:
## Start = 2021
## End = 2025
## Frequency = 1
## [1] 4450.174 9229.493 12200.456 14583.457 16623.818
## ARIMA Model Forecasting - New York 
##
## Title:
## KPSS Unit Root Test
##
## Test Results:
## NA
##
## Description:
## Mon Dec 06 22:31:11 2021 by user: User
##
## Call:
## arima(x = tsData, order = c(1, 1, 1), seasonal = list(order = c(1, 0, 0), period = 12),
## method = "ML")
##
## Coefficients:
## ar1 ma1 sar1
## 0.4270 -0.9997 0.9969
## s.e. 0.3522 0.2013 0.1051
##
## sigma^2 estimated as 0.003629: log likelihood = -13.44, aic = 34.87##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## ar1 0.42697 0.35224 1.2122 0.2254
## ma1 -0.99975 0.20133 -4.9657 6.845e-07 ***
## sar1 0.99694 0.10510 9.4855 < 2.2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## ARIMA(2,0,2) with non-zero mean : Inf
## ARIMA(0,0,0) with non-zero mean : 32.77619
## ARIMA(1,0,0) with non-zero mean : 35.6732
## ARIMA(0,0,1) with non-zero mean : 34.40071
## ARIMA(0,0,0) with zero mean : 47.84349
## ARIMA(1,0,1) with non-zero mean : 38.85717
##
## Best model: ARIMA(0,0,0) with non-zero mean## Series: tsData
## ARIMA(0,0,0) with non-zero mean
##
## Coefficients:
## mean
## 1.4167
## s.e. 0.2192
##
## sigma^2 estimated as 0.6288: log likelihood=-13.72
## AIC=31.44 AICc=32.78 BIC=32.41
## $pred
## Time Series:
## Start = 2021
## End = 2025
## Frequency = 1
## [1] 1.000512 1.000947 2.995023 2.995102 1.001247
##
## $se
## Time Series:
## Start = 2021
## End = 2025
## Frequency = 1
## [1] 0.06657645 0.06661764 0.06662693 0.06662938 0.06663016
Overall USA Crime
##
## Title:
## KPSS Unit Root Test
##
## Test Results:
## NA
##
## Description:
## Mon Dec 06 22:31:14 2021 by user: User
##
## Call:
## arima(x = tsData, order = c(1, 1, 1), seasonal = list(order = c(1, 0, 0), period = 12),
## method = "ML")
##
## Coefficients:
## ar1 ma1 sar1
## 0.8243 -0.6470 0.9471
## s.e. 0.4571 0.8742 1.5805
##
## sigma^2 estimated as 28550: log likelihood = -84.66, aic = 177.33##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## ar1 0.82434 0.45705 1.8036 0.07129 .
## ma1 -0.64698 0.87415 -0.7401 0.45923
## sar1 0.94713 1.58053 0.5993 0.54901
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## ARIMA(2,1,2) with drift : Inf
## ARIMA(0,1,0) with drift : 172.5145
## ARIMA(1,1,0) with drift : Inf
## ARIMA(0,1,1) with drift : Inf
## ARIMA(0,1,0) : 172.9349
## ARIMA(1,1,1) with drift : Inf
##
## Best model: ARIMA(0,1,0) with drift## Series: tsData
## ARIMA(0,1,0) with drift
##
## Coefficients:
## drift
## -292.2727
## s.e. 144.5590
##
## sigma^2 estimated as 252857: log likelihood=-83.51
## AIC=171.01 AICc=172.51 BIC=171.81
## $pred
## Time Series:
## Start = 2021
## End = 2025
## Frequency = 1
## [1] 369.32593 -28.97387 -113.26188 -272.78484 -381.38627
##
## $se
## Time Series:
## Start = 2021
## End = 2025
## Frequency = 1
## [1] 515.0759 554.6075 601.9770 653.8903 708.1110