Manipulating original data set (600K observations)
#colnames(data5)
#I started off running a gml with all variables worth observing.
#I used the area variable created above with HD_Condensed rather than Zipcode because since this is the entire dataset, it would take forever.
olm1 <- glm(formula = Critical ~ Risk_Rating +
HD_Condensed +
month+
date_name+
Inspection_Type+
Stats_Viol_Repeat+
San_ID+
Standard,
family = "binomial", data = data5)
summary(olm1)##
## Call:
## glm(formula = Critical ~ Risk_Rating + HD_Condensed + month +
## date_name + Inspection_Type + Stats_Viol_Repeat + San_ID +
## Standard, family = "binomial", data = data5)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.2181 -0.6497 -0.3384 -0.1566 3.3587
##
## Coefficients: (1 not defined because of singularities)
## Estimate Std. Error
## (Intercept) -3.111949 0.244694
## Risk_RatingRisk Level I 0.445874 0.083315
## Risk_RatingRisk Level II 0.661106 0.080269
## Risk_RatingRisk Level III 0.864663 0.074770
## Risk_RatingRisk Level IV 1.331522 0.076049
## Risk_RatingVending 0.441778 0.113681
## HD_CondensedAshtabula City 0.022713 0.152583
## HD_CondensedAshtabula County -0.090284 0.417578
## HD_CondensedAthens County -0.034976 0.111144
## HD_CondensedBelmont County -0.128783 0.109795
## HD_CondensedButler County -0.244267 0.171075
## HD_CondensedCambridge Guernsey County -0.857867 0.142663
## HD_CondensedCarroll County -11.726729 64.819288
## HD_CondensedChampaign -0.036533 0.130503
## HD_CondensedClark County -0.040039 0.099894
## HD_CondensedClermont County -0.353262 0.108759
## HD_CondensedCleveland -0.415772 0.113660
## HD_CondensedConneaut City 0.325538 1.305611
## HD_CondensedCoshocton City -0.173786 0.192448
## HD_CondensedCrawford County -0.615551 0.190763
## HD_CondensedCuyahoga County -0.753486 0.156576
## HD_CondensedDelaware -0.771693 0.192972
## HD_CondensedErie County -0.959234 0.208743
## HD_CondensedFairfield -1.016870 0.222238
## HD_CondensedFranklin EHS Live -5.227325 1.327934
## HD_CondensedGalion City -1.434917 0.271678
## HD_CondensedHamilton County -1.155525 0.229314
## HD_CondensedHancock -0.816438 0.250213
## HD_CondensedHenry County -1.631636 0.285949
## HD_CondensedHighland County -1.771660 0.279466
## HD_CondensedHocking County -1.312947 0.305634
## HD_CondensedHuron County -0.660508 0.271664
## HD_CondensedKent City -1.508381 0.287792
## HD_CondensedLake County -1.050412 0.285607
## HD_CondensedLawrence County -1.136711 0.307549
## HD_CondensedLicking County -1.661950 0.311321
## HD_CondensedLorain County -1.720392 0.323776
## HD_CondensedMarietta City -1.643704 0.344928
## HD_CondensedMarion -1.592913 0.348661
## HD_CondensedMedina County -1.805301 0.352112
## HD_CondensedMercer County -2.452185 0.379259
## HD_CondensedMiami County -1.765645 0.375315
## HD_CondensedMiddletown City -2.601084 0.388206
## HD_CondensedNew Philadelphia City -1.845362 0.390206
## HD_CondensedOhio Department of Health -1.599343 1.205368
## HD_CondensedPickaway County -2.436402 0.403780
## HD_CondensedPortsmouth City -2.604242 0.426384
## HD_CondensedPutnam County -2.142298 0.419027
## HD_CondensedRichland -2.344286 0.424007
## HD_CondensedRoss County -2.369176 0.442010
## HD_CondensedSeneca County -2.206375 0.454831
## HD_CondensedShelby City -2.419293 0.492249
## HD_CondensedSpringdale City -2.565068 0.468230
## HD_CondensedStark County -2.772647 0.459970
## HD_CondensedSummit County -2.653807 0.482765
## HD_CondensedToledo-Lucas County -2.554553 0.517390
## HD_CondensedTuscarawas County -3.451186 0.546385
## HD_CondensedUnion County -3.226678 0.559287
## HD_CondensedVan Wert County -2.966524 0.574828
## HD_CondensedVinton County -3.442978 0.594942
## HD_CondensedWarren County -3.311093 0.576220
## HD_CondensedWilliams County -2.923295 0.593281
## HD_CondensedWood County -3.354188 0.597691
## HD_CondensedWyandot County -3.538630 0.626347
## HD_CondensedZanesville-Muskingum County -3.449329 0.619625
## monthFebruary -0.021564 0.033121
## monthMarch -0.019935 0.038920
## monthApril 0.048090 0.036533
## monthMay 0.063556 0.035662
## monthJune 0.124927 0.035763
## monthJuly 0.129773 0.034759
## monthAugust 0.152915 0.033349
## monthSeptember -0.138268 0.035624
## monthOctober -0.169160 0.034665
## monthNovember -0.089022 0.035981
## monthDecember -0.141380 0.036111
## date_nameTuesday -0.021663 0.024480
## date_nameWednesday -0.035881 0.024540
## date_nameThursday -0.002539 0.024905
## date_nameFriday -0.025194 0.025946
## date_nameSaturday -0.086999 0.104215
## date_nameSunday 0.019242 0.134665
## Inspection_Type30 Day And Complaint 1.238694 1.441124
## Inspection_TypeComplaint 0.004954 0.205885
## Inspection_TypeComplaint And Follow-Up 0.240927 0.676940
## Inspection_TypeConsultation -0.771832 0.221513
## Inspection_TypeCritical Control Point -3.334073 0.363688
## Inspection_TypeEpi Investigation -12.759617 504.198680
## Inspection_TypeEquipment Inventory Inspection -13.457119 571.886906
## Inspection_TypeFinal Construction -11.891315 150.433762
## Inspection_TypeFollow-Up 0.042954 0.201287
## Inspection_TypeFood Variance -13.321833 278.112635
## Inspection_TypeFoodborne 0.358478 0.276240
## Inspection_TypeNA -14.044283 98.909527
## Inspection_TypeOther -0.388395 0.283538
## Inspection_TypePool Equipment Inventory -14.032327 290.567959
## Inspection_TypePre-Licensing -1.112879 0.242475
## Inspection_TypeProcess Review -14.278718 194.279727
## Inspection_TypeRough Construction -12.307129 384.157841
## Inspection_TypeStandard 0.203646 0.199707
## Inspection_TypeStandard/30 Day 0.057173 0.209702
## Inspection_TypeStandard/Complaint 0.403787 0.209279
## Inspection_TypeStandard/Complaint/Critical Control Point -0.187497 0.215992
## Inspection_TypeStandard/Complaint/Process Review -0.339786 0.367384
## Inspection_TypeStandard/Critical Control Point -0.047913 0.200306
## Inspection_TypeStandard/Critical Control Point/Variance -0.282486 0.235713
## Inspection_TypeStandard/Foodborne 0.785868 0.337774
## Inspection_TypeStandard/Foodborne/Ccp -0.383710 0.663095
## Inspection_TypeStandard/Foodborne/Process Review 0.486299 1.242437
## Inspection_TypeStandard/Process Review 0.051921 0.206648
## Inspection_TypeStandard/Process Review/Variance 0.147238 0.397182
## Inspection_TypeStandard/Variance 0.150237 0.371862
## Stats_Viol_Repeat -1.349389 0.015159
## San_ID 0.008383 0.001416
## Standard NA NA
## z value Pr(>|z|)
## (Intercept) -12.718 < 2e-16 ***
## Risk_RatingRisk Level I 5.352 8.71e-08 ***
## Risk_RatingRisk Level II 8.236 < 2e-16 ***
## Risk_RatingRisk Level III 11.564 < 2e-16 ***
## Risk_RatingRisk Level IV 17.509 < 2e-16 ***
## Risk_RatingVending 3.886 0.000102 ***
## HD_CondensedAshtabula City 0.149 0.881666
## HD_CondensedAshtabula County -0.216 0.828825
## HD_CondensedAthens County -0.315 0.752995
## HD_CondensedBelmont County -1.173 0.240821
## HD_CondensedButler County -1.428 0.153338
## HD_CondensedCambridge Guernsey County -6.013 1.82e-09 ***
## HD_CondensedCarroll County -0.181 0.856435
## HD_CondensedChampaign -0.280 0.779521
## HD_CondensedClark County -0.401 0.688553
## HD_CondensedClermont County -3.248 0.001162 **
## HD_CondensedCleveland -3.658 0.000254 ***
## HD_CondensedConneaut City 0.249 0.803100
## HD_CondensedCoshocton City -0.903 0.366511
## HD_CondensedCrawford County -3.227 0.001252 **
## HD_CondensedCuyahoga County -4.812 1.49e-06 ***
## HD_CondensedDelaware -3.999 6.36e-05 ***
## HD_CondensedErie County -4.595 4.32e-06 ***
## HD_CondensedFairfield -4.576 4.75e-06 ***
## HD_CondensedFranklin EHS Live -3.936 8.27e-05 ***
## HD_CondensedGalion City -5.282 1.28e-07 ***
## HD_CondensedHamilton County -5.039 4.68e-07 ***
## HD_CondensedHancock -3.263 0.001102 **
## HD_CondensedHenry County -5.706 1.16e-08 ***
## HD_CondensedHighland County -6.339 2.31e-10 ***
## HD_CondensedHocking County -4.296 1.74e-05 ***
## HD_CondensedHuron County -2.431 0.015043 *
## HD_CondensedKent City -5.241 1.60e-07 ***
## HD_CondensedLake County -3.678 0.000235 ***
## HD_CondensedLawrence County -3.696 0.000219 ***
## HD_CondensedLicking County -5.338 9.38e-08 ***
## HD_CondensedLorain County -5.314 1.08e-07 ***
## HD_CondensedMarietta City -4.765 1.89e-06 ***
## HD_CondensedMarion -4.569 4.91e-06 ***
## HD_CondensedMedina County -5.127 2.94e-07 ***
## HD_CondensedMercer County -6.466 1.01e-10 ***
## HD_CondensedMiami County -4.704 2.55e-06 ***
## HD_CondensedMiddletown City -6.700 2.08e-11 ***
## HD_CondensedNew Philadelphia City -4.729 2.25e-06 ***
## HD_CondensedOhio Department of Health -1.327 0.184558
## HD_CondensedPickaway County -6.034 1.60e-09 ***
## HD_CondensedPortsmouth City -6.108 1.01e-09 ***
## HD_CondensedPutnam County -5.113 3.18e-07 ***
## HD_CondensedRichland -5.529 3.22e-08 ***
## HD_CondensedRoss County -5.360 8.32e-08 ***
## HD_CondensedSeneca County -4.851 1.23e-06 ***
## HD_CondensedShelby City -4.915 8.89e-07 ***
## HD_CondensedSpringdale City -5.478 4.30e-08 ***
## HD_CondensedStark County -6.028 1.66e-09 ***
## HD_CondensedSummit County -5.497 3.86e-08 ***
## HD_CondensedToledo-Lucas County -4.937 7.92e-07 ***
## HD_CondensedTuscarawas County -6.316 2.68e-10 ***
## HD_CondensedUnion County -5.769 7.96e-09 ***
## HD_CondensedVan Wert County -5.161 2.46e-07 ***
## HD_CondensedVinton County -5.787 7.16e-09 ***
## HD_CondensedWarren County -5.746 9.13e-09 ***
## HD_CondensedWilliams County -4.927 8.34e-07 ***
## HD_CondensedWood County -5.612 2.00e-08 ***
## HD_CondensedWyandot County -5.650 1.61e-08 ***
## HD_CondensedZanesville-Muskingum County -5.567 2.59e-08 ***
## monthFebruary -0.651 0.514999
## monthMarch -0.512 0.608510
## monthApril 1.316 0.188055
## monthMay 1.782 0.074715 .
## monthJune 3.493 0.000477 ***
## monthJuly 3.733 0.000189 ***
## monthAugust 4.585 4.53e-06 ***
## monthSeptember -3.881 0.000104 ***
## monthOctober -4.880 1.06e-06 ***
## monthNovember -2.474 0.013355 *
## monthDecember -3.915 9.03e-05 ***
## date_nameTuesday -0.885 0.376201
## date_nameWednesday -1.462 0.143699
## date_nameThursday -0.102 0.918788
## date_nameFriday -0.971 0.331541
## date_nameSaturday -0.835 0.403829
## date_nameSunday 0.143 0.886381
## Inspection_Type30 Day And Complaint 0.860 0.390046
## Inspection_TypeComplaint 0.024 0.980803
## Inspection_TypeComplaint And Follow-Up 0.356 0.721911
## Inspection_TypeConsultation -3.484 0.000493 ***
## Inspection_TypeCritical Control Point -9.167 < 2e-16 ***
## Inspection_TypeEpi Investigation -0.025 0.979810
## Inspection_TypeEquipment Inventory Inspection -0.024 0.981227
## Inspection_TypeFinal Construction -0.079 0.936995
## Inspection_TypeFollow-Up 0.213 0.831017
## Inspection_TypeFood Variance -0.048 0.961795
## Inspection_TypeFoodborne 1.298 0.194389
## Inspection_TypeNA -0.142 0.887087
## Inspection_TypeOther -1.370 0.170745
## Inspection_TypePool Equipment Inventory -0.048 0.961483
## Inspection_TypePre-Licensing -4.590 4.44e-06 ***
## Inspection_TypeProcess Review -0.073 0.941412
## Inspection_TypeRough Construction -0.032 0.974443
## Inspection_TypeStandard 1.020 0.307860
## Inspection_TypeStandard/30 Day 0.273 0.785129
## Inspection_TypeStandard/Complaint 1.929 0.053678 .
## Inspection_TypeStandard/Complaint/Critical Control Point -0.868 0.385354
## Inspection_TypeStandard/Complaint/Process Review -0.925 0.355029
## Inspection_TypeStandard/Critical Control Point -0.239 0.810953
## Inspection_TypeStandard/Critical Control Point/Variance -1.198 0.230747
## Inspection_TypeStandard/Foodborne 2.327 0.019986 *
## Inspection_TypeStandard/Foodborne/Ccp -0.579 0.562815
## Inspection_TypeStandard/Foodborne/Process Review 0.391 0.695496
## Inspection_TypeStandard/Process Review 0.251 0.801617
## Inspection_TypeStandard/Process Review/Variance 0.371 0.710856
## Inspection_TypeStandard/Variance 0.404 0.686204
## Stats_Viol_Repeat -89.018 < 2e-16 ***
## San_ID 5.919 3.23e-09 ***
## Standard NA NA
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 133252 on 177763 degrees of freedom
## Residual deviance: 114028 on 177650 degrees of freedom
## AIC: 114256
##
## Number of Fisher Scoring iterations: 14#Then I ran the same above again with Violation_Repeat and Standard (both boolean) factored
olm2 <- glm(formula = Critical ~ Risk_Rating +
HD_Condensed +
month+
date_name+
Inspection_Type+
San_ID+
as.factor(Stats_Viol_Repeat)+
as.factor(Standard),
family = "binomial", data = data5)## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurredsummary(olm2)##
## Call:
## glm(formula = Critical ~ Risk_Rating + HD_Condensed + month +
## date_name + Inspection_Type + San_ID + as.factor(Stats_Viol_Repeat) +
## as.factor(Standard), family = "binomial", data = data5)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.2148 -0.6374 -0.4599 -0.0001 3.1894
##
## Coefficients: (1 not defined because of singularities)
## Estimate Std. Error
## (Intercept) -2.704e+00 2.537e-01
## Risk_RatingRisk Level I 2.188e-01 8.527e-02
## Risk_RatingRisk Level II 4.260e-01 8.224e-02
## Risk_RatingRisk Level III 5.398e-01 7.681e-02
## Risk_RatingRisk Level IV 1.020e+00 7.801e-02
## Risk_RatingVending 5.749e-01 1.186e-01
## HD_CondensedAshtabula City 4.651e-02 1.510e-01
## HD_CondensedAshtabula County 4.039e-01 4.378e-01
## HD_CondensedAthens County 4.820e-02 1.106e-01
## HD_CondensedBelmont County -3.891e-02 1.092e-01
## HD_CondensedButler County -4.826e-02 1.710e-01
## HD_CondensedCambridge Guernsey County -7.257e-01 1.424e-01
## HD_CondensedCarroll County -1.104e+01 3.785e+02
## HD_CondensedChampaign 1.674e-01 1.314e-01
## HD_CondensedClark County 1.032e-01 9.941e-02
## HD_CondensedClermont County -4.297e-01 1.080e-01
## HD_CondensedCleveland -3.930e-01 1.131e-01
## HD_CondensedConneaut City 6.590e-01 1.420e+00
## HD_CondensedCoshocton City -6.021e-02 1.927e-01
## HD_CondensedCrawford County -4.464e-01 1.915e-01
## HD_CondensedCuyahoga County -7.021e-01 1.559e-01
## HD_CondensedDelaware -8.036e-01 1.923e-01
## HD_CondensedErie County -9.223e-01 2.081e-01
## HD_CondensedFairfield -9.724e-01 2.216e-01
## HD_CondensedFranklin EHS Live 9.805e+00 4.358e+01
## HD_CondensedGalion City -1.370e+00 2.711e-01
## HD_CondensedHamilton County -1.121e+00 2.286e-01
## HD_CondensedHancock -8.012e-01 2.495e-01
## HD_CondensedHenry County -1.527e+00 2.857e-01
## HD_CondensedHighland County -1.766e+00 2.786e-01
## HD_CondensedHocking County -1.373e+00 3.041e-01
## HD_CondensedHuron County -6.816e-01 2.711e-01
## HD_CondensedKent City -1.579e+00 2.869e-01
## HD_CondensedLake County -1.095e+00 2.847e-01
## HD_CondensedLawrence County -1.122e+00 3.068e-01
## HD_CondensedLicking County -1.693e+00 3.105e-01
## HD_CondensedLorain County -1.755e+00 3.230e-01
## HD_CondensedMarietta City -1.613e+00 3.442e-01
## HD_CondensedMarion -1.697e+00 3.477e-01
## HD_CondensedMedina County -1.952e+00 3.511e-01
## HD_CondensedMercer County -2.458e+00 3.784e-01
## HD_CondensedMiami County -1.810e+00 3.744e-01
## HD_CondensedMiddletown City -2.692e+00 3.871e-01
## HD_CondensedNew Philadelphia City -1.837e+00 3.895e-01
## HD_CondensedOhio Department of Health -1.627e+00 1.220e+00
## HD_CondensedPickaway County -2.457e+00 4.027e-01
## HD_CondensedPortsmouth City -2.702e+00 4.251e-01
## HD_CondensedPutnam County -2.144e+00 4.180e-01
## HD_CondensedRichland -2.429e+00 4.228e-01
## HD_CondensedRoss County -2.443e+00 4.409e-01
## HD_CondensedSeneca County -2.235e+00 4.540e-01
## HD_CondensedShelby City -2.392e+00 4.928e-01
## HD_CondensedSpringdale City -2.658e+00 4.669e-01
## HD_CondensedStark County -2.827e+00 4.588e-01
## HD_CondensedSummit County -2.810e+00 4.815e-01
## HD_CondensedToledo-Lucas County -2.680e+00 5.162e-01
## HD_CondensedTuscarawas County -3.599e+00 5.449e-01
## HD_CondensedUnion County -3.395e+00 5.578e-01
## HD_CondensedVan Wert County -3.131e+00 5.734e-01
## HD_CondensedVinton County -3.579e+00 5.933e-01
## HD_CondensedWarren County -3.429e+00 5.748e-01
## HD_CondensedWilliams County -2.904e+00 5.924e-01
## HD_CondensedWood County -3.451e+00 5.963e-01
## HD_CondensedWyandot County -3.713e+00 6.250e-01
## HD_CondensedZanesville-Muskingum County -3.431e+00 6.185e-01
## monthFebruary -3.769e-02 3.300e-02
## monthMarch 6.756e-03 3.896e-02
## monthApril 9.463e-02 3.659e-02
## monthMay 9.289e-02 3.564e-02
## monthJune 1.462e-01 3.571e-02
## monthJuly 1.431e-01 3.467e-02
## monthAugust 1.670e-01 3.328e-02
## monthSeptember -1.187e-01 3.553e-02
## monthOctober -1.409e-01 3.460e-02
## monthNovember -6.847e-02 3.589e-02
## monthDecember -1.276e-01 3.600e-02
## date_nameTuesday -2.328e-02 2.445e-02
## date_nameWednesday -3.433e-02 2.451e-02
## date_nameThursday -4.366e-03 2.488e-02
## date_nameFriday -2.253e-02 2.592e-02
## date_nameSaturday -9.338e-02 1.045e-01
## date_nameSunday 9.009e-02 1.356e-01
## Inspection_Type30 Day And Complaint 1.078e+00 1.450e+00
## Inspection_TypeComplaint -5.329e-02 2.173e-01
## Inspection_TypeComplaint And Follow-Up -3.156e-01 6.804e-01
## Inspection_TypeConsultation -7.538e-01 2.329e-01
## Inspection_TypeCritical Control Point -3.676e+00 3.699e-01
## Inspection_TypeEpi Investigation -1.670e+01 3.409e+03
## Inspection_TypeEquipment Inventory Inspection -1.761e+01 4.041e+03
## Inspection_TypeFinal Construction -1.485e+01 9.290e+02
## Inspection_TypeFollow-Up -5.849e-01 2.125e-01
## Inspection_TypeFood Variance -1.727e+01 1.896e+03
## Inspection_TypeFoodborne 4.658e-01 2.992e-01
## Inspection_TypeNA -1.840e+01 7.310e+02
## Inspection_TypeOther -4.181e-01 2.985e-01
## Inspection_TypePool Equipment Inventory -1.839e+01 2.147e+03
## Inspection_TypePre-Licensing -9.833e-01 2.542e-01
## Inspection_TypeProcess Review -1.862e+01 1.435e+03
## Inspection_TypeRough Construction -1.625e+01 2.582e+03
## Inspection_TypeStandard -1.437e-01 2.107e-01
## Inspection_TypeStandard/30 Day -1.788e-01 2.203e-01
## Inspection_TypeStandard/Complaint 2.185e-02 2.196e-01
## Inspection_TypeStandard/Complaint/Critical Control Point -5.570e-01 2.260e-01
## Inspection_TypeStandard/Complaint/Process Review -6.863e-01 3.721e-01
## Inspection_TypeStandard/Critical Control Point -3.948e-01 2.113e-01
## Inspection_TypeStandard/Critical Control Point/Variance -5.901e-01 2.449e-01
## Inspection_TypeStandard/Foodborne 4.240e-01 3.433e-01
## Inspection_TypeStandard/Foodborne/Ccp -6.884e-01 6.633e-01
## Inspection_TypeStandard/Foodborne/Process Review 2.449e-01 1.244e+00
## Inspection_TypeStandard/Process Review -3.180e-01 2.172e-01
## Inspection_TypeStandard/Process Review/Variance -3.095e-01 3.991e-01
## Inspection_TypeStandard/Variance -2.763e-01 3.748e-01
## San_ID 9.020e-03 1.413e-03
## as.factor(Stats_Viol_Repeat)1 -4.905e-01 2.040e-02
## as.factor(Stats_Viol_Repeat)2 -1.813e+01 4.356e+01
## as.factor(Standard)1 NA NA
## z value Pr(>|z|)
## (Intercept) -10.655 < 2e-16 ***
## Risk_RatingRisk Level I 2.566 0.010278 *
## Risk_RatingRisk Level II 5.181 2.21e-07 ***
## Risk_RatingRisk Level III 7.028 2.09e-12 ***
## Risk_RatingRisk Level IV 13.080 < 2e-16 ***
## Risk_RatingVending 4.849 1.24e-06 ***
## HD_CondensedAshtabula City 0.308 0.758072
## HD_CondensedAshtabula County 0.923 0.356204
## HD_CondensedAthens County 0.436 0.663049
## HD_CondensedBelmont County -0.356 0.721605
## HD_CondensedButler County -0.282 0.777753
## HD_CondensedCambridge Guernsey County -5.096 3.47e-07 ***
## HD_CondensedCarroll County -0.029 0.976739
## HD_CondensedChampaign 1.273 0.202848
## HD_CondensedClark County 1.039 0.298995
## HD_CondensedClermont County -3.978 6.95e-05 ***
## HD_CondensedCleveland -3.474 0.000512 ***
## HD_CondensedConneaut City 0.464 0.642659
## HD_CondensedCoshocton City -0.313 0.754655
## HD_CondensedCrawford County -2.332 0.019725 *
## HD_CondensedCuyahoga County -4.503 6.70e-06 ***
## HD_CondensedDelaware -4.179 2.93e-05 ***
## HD_CondensedErie County -4.432 9.35e-06 ***
## HD_CondensedFairfield -4.387 1.15e-05 ***
## HD_CondensedFranklin EHS Live 0.225 0.821972
## HD_CondensedGalion City -5.052 4.38e-07 ***
## HD_CondensedHamilton County -4.905 9.35e-07 ***
## HD_CondensedHancock -3.211 0.001321 **
## HD_CondensedHenry County -5.342 9.18e-08 ***
## HD_CondensedHighland County -6.340 2.30e-10 ***
## HD_CondensedHocking County -4.516 6.29e-06 ***
## HD_CondensedHuron County -2.515 0.011919 *
## HD_CondensedKent City -5.506 3.68e-08 ***
## HD_CondensedLake County -3.846 0.000120 ***
## HD_CondensedLawrence County -3.658 0.000254 ***
## HD_CondensedLicking County -5.452 4.98e-08 ***
## HD_CondensedLorain County -5.435 5.49e-08 ***
## HD_CondensedMarietta City -4.686 2.78e-06 ***
## HD_CondensedMarion -4.882 1.05e-06 ***
## HD_CondensedMedina County -5.559 2.71e-08 ***
## HD_CondensedMercer County -6.496 8.26e-11 ***
## HD_CondensedMiami County -4.835 1.33e-06 ***
## HD_CondensedMiddletown City -6.954 3.55e-12 ***
## HD_CondensedNew Philadelphia City -4.716 2.41e-06 ***
## HD_CondensedOhio Department of Health -1.333 0.182457
## HD_CondensedPickaway County -6.101 1.05e-09 ***
## HD_CondensedPortsmouth City -6.357 2.05e-10 ***
## HD_CondensedPutnam County -5.130 2.90e-07 ***
## HD_CondensedRichland -5.745 9.19e-09 ***
## HD_CondensedRoss County -5.542 2.99e-08 ***
## HD_CondensedSeneca County -4.923 8.53e-07 ***
## HD_CondensedShelby City -4.853 1.22e-06 ***
## HD_CondensedSpringdale City -5.692 1.26e-08 ***
## HD_CondensedStark County -6.162 7.17e-10 ***
## HD_CondensedSummit County -5.835 5.39e-09 ***
## HD_CondensedToledo-Lucas County -5.192 2.08e-07 ***
## HD_CondensedTuscarawas County -6.604 3.99e-11 ***
## HD_CondensedUnion County -6.085 1.16e-09 ***
## HD_CondensedVan Wert County -5.460 4.75e-08 ***
## HD_CondensedVinton County -6.031 1.63e-09 ***
## HD_CondensedWarren County -5.965 2.45e-09 ***
## HD_CondensedWilliams County -4.903 9.43e-07 ***
## HD_CondensedWood County -5.788 7.11e-09 ***
## HD_CondensedWyandot County -5.942 2.82e-09 ***
## HD_CondensedZanesville-Muskingum County -5.548 2.90e-08 ***
## monthFebruary -1.142 0.253311
## monthMarch 0.173 0.862324
## monthApril 2.586 0.009701 **
## monthMay 2.606 0.009158 **
## monthJune 4.092 4.27e-05 ***
## monthJuly 4.126 3.69e-05 ***
## monthAugust 5.018 5.22e-07 ***
## monthSeptember -3.341 0.000836 ***
## monthOctober -4.072 4.66e-05 ***
## monthNovember -1.908 0.056420 .
## monthDecember -3.544 0.000393 ***
## date_nameTuesday -0.952 0.340930
## date_nameWednesday -1.400 0.161406
## date_nameThursday -0.176 0.860674
## date_nameFriday -0.869 0.384636
## date_nameSaturday -0.894 0.371495
## date_nameSunday 0.664 0.506386
## Inspection_Type30 Day And Complaint 0.743 0.457236
## Inspection_TypeComplaint -0.245 0.806259
## Inspection_TypeComplaint And Follow-Up -0.464 0.642750
## Inspection_TypeConsultation -3.237 0.001209 **
## Inspection_TypeCritical Control Point -9.937 < 2e-16 ***
## Inspection_TypeEpi Investigation -0.005 0.996091
## Inspection_TypeEquipment Inventory Inspection -0.004 0.996523
## Inspection_TypeFinal Construction -0.016 0.987247
## Inspection_TypeFollow-Up -2.753 0.005905 **
## Inspection_TypeFood Variance -0.009 0.992733
## Inspection_TypeFoodborne 1.557 0.119429
## Inspection_TypeNA -0.025 0.979917
## Inspection_TypeOther -1.401 0.161317
## Inspection_TypePool Equipment Inventory -0.009 0.993167
## Inspection_TypePre-Licensing -3.869 0.000110 ***
## Inspection_TypeProcess Review -0.013 0.989652
## Inspection_TypeRough Construction -0.006 0.994978
## Inspection_TypeStandard -0.682 0.495222
## Inspection_TypeStandard/30 Day -0.812 0.416969
## Inspection_TypeStandard/Complaint 0.099 0.920762
## Inspection_TypeStandard/Complaint/Critical Control Point -2.465 0.013707 *
## Inspection_TypeStandard/Complaint/Process Review -1.844 0.065155 .
## Inspection_TypeStandard/Critical Control Point -1.869 0.061661 .
## Inspection_TypeStandard/Critical Control Point/Variance -2.409 0.015991 *
## Inspection_TypeStandard/Foodborne 1.235 0.216825
## Inspection_TypeStandard/Foodborne/Ccp -1.038 0.299355
## Inspection_TypeStandard/Foodborne/Process Review 0.197 0.843968
## Inspection_TypeStandard/Process Review -1.464 0.143122
## Inspection_TypeStandard/Process Review/Variance -0.775 0.438118
## Inspection_TypeStandard/Variance -0.737 0.461029
## San_ID 6.385 1.72e-10 ***
## as.factor(Stats_Viol_Repeat)1 -24.042 < 2e-16 ***
## as.factor(Stats_Viol_Repeat)2 -0.416 0.677243
## as.factor(Standard)1 NA NA
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 133252 on 177763 degrees of freedom
## Residual deviance: 110416 on 177649 degrees of freedom
## AIC: 110646
##
## Number of Fisher Scoring iterations: 18#then I kept only the significant variables (eliminating day of the week (date_name) & Standard)
olm3 <- glm(formula = Critical ~ Risk_Rating +
HD_Condensed +
month+
Inspection_Type+
San_ID+
as.factor(Stats_Viol_Repeat),
family = "binomial", data = data5)## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurredsummary(olm3)##
## Call:
## glm(formula = Critical ~ Risk_Rating + HD_Condensed + month +
## Inspection_Type + San_ID + as.factor(Stats_Viol_Repeat),
## family = "binomial", data = data5)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.2173 -0.6372 -0.4600 -0.0001 3.1933
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -2.728e+00 2.529e-01
## Risk_RatingRisk Level I 2.245e-01 8.457e-02
## Risk_RatingRisk Level II 4.318e-01 8.156e-02
## Risk_RatingRisk Level III 5.456e-01 7.609e-02
## Risk_RatingRisk Level IV 1.026e+00 7.729e-02
## Risk_RatingVending 5.793e-01 1.180e-01
## HD_CondensedAshtabula City 4.664e-02 1.510e-01
## HD_CondensedAshtabula County 4.035e-01 4.378e-01
## HD_CondensedAthens County 4.614e-02 1.106e-01
## HD_CondensedBelmont County -3.833e-02 1.092e-01
## HD_CondensedButler County -4.619e-02 1.709e-01
## HD_CondensedCambridge Guernsey County -7.269e-01 1.424e-01
## HD_CondensedCarroll County -1.105e+01 3.786e+02
## HD_CondensedChampaign 1.640e-01 1.314e-01
## HD_CondensedClark County 1.017e-01 9.940e-02
## HD_CondensedClermont County -4.309e-01 1.080e-01
## HD_CondensedCleveland -3.927e-01 1.130e-01
## HD_CondensedConneaut City 6.573e-01 1.420e+00
## HD_CondensedCoshocton City -6.206e-02 1.927e-01
## HD_CondensedCrawford County -4.481e-01 1.915e-01
## HD_CondensedCuyahoga County -7.040e-01 1.559e-01
## HD_CondensedDelaware -8.072e-01 1.923e-01
## HD_CondensedErie County -9.265e-01 2.081e-01
## HD_CondensedFairfield -9.746e-01 2.216e-01
## HD_CondensedFranklin EHS Live 9.789e+00 4.358e+01
## HD_CondensedGalion City -1.372e+00 2.711e-01
## HD_CondensedHamilton County -1.124e+00 2.286e-01
## HD_CondensedHancock -8.051e-01 2.495e-01
## HD_CondensedHenry County -1.530e+00 2.857e-01
## HD_CondensedHighland County -1.772e+00 2.785e-01
## HD_CondensedHocking County -1.378e+00 3.040e-01
## HD_CondensedHuron County -6.864e-01 2.710e-01
## HD_CondensedKent City -1.582e+00 2.868e-01
## HD_CondensedLake County -1.100e+00 2.847e-01
## HD_CondensedLawrence County -1.127e+00 3.066e-01
## HD_CondensedLicking County -1.697e+00 3.104e-01
## HD_CondensedLorain County -1.759e+00 3.229e-01
## HD_CondensedMarietta City -1.617e+00 3.442e-01
## HD_CondensedMarion -1.701e+00 3.476e-01
## HD_CondensedMedina County -1.958e+00 3.511e-01
## HD_CondensedMercer County -2.464e+00 3.784e-01
## HD_CondensedMiami County -1.816e+00 3.743e-01
## HD_CondensedMiddletown City -2.697e+00 3.871e-01
## HD_CondensedNew Philadelphia City -1.840e+00 3.894e-01
## HD_CondensedOhio Department of Health -1.619e+00 1.220e+00
## HD_CondensedPickaway County -2.463e+00 4.027e-01
## HD_CondensedPortsmouth City -2.706e+00 4.251e-01
## HD_CondensedPutnam County -2.147e+00 4.179e-01
## HD_CondensedRichland -2.435e+00 4.228e-01
## HD_CondensedRoss County -2.449e+00 4.408e-01
## HD_CondensedSeneca County -2.240e+00 4.539e-01
## HD_CondensedShelby City -2.396e+00 4.927e-01
## HD_CondensedSpringdale City -2.664e+00 4.669e-01
## HD_CondensedStark County -2.835e+00 4.587e-01
## HD_CondensedSummit County -2.816e+00 4.815e-01
## HD_CondensedToledo-Lucas County -2.688e+00 5.161e-01
## HD_CondensedTuscarawas County -3.606e+00 5.448e-01
## HD_CondensedUnion County -3.402e+00 5.578e-01
## HD_CondensedVan Wert County -3.137e+00 5.734e-01
## HD_CondensedVinton County -3.582e+00 5.933e-01
## HD_CondensedWarren County -3.436e+00 5.748e-01
## HD_CondensedWilliams County -2.912e+00 5.923e-01
## HD_CondensedWood County -3.460e+00 5.962e-01
## HD_CondensedWyandot County -3.723e+00 6.249e-01
## HD_CondensedZanesville-Muskingum County -3.438e+00 6.184e-01
## monthFebruary -3.838e-02 3.299e-02
## monthMarch 7.354e-03 3.895e-02
## monthApril 9.571e-02 3.654e-02
## monthMay 9.216e-02 3.563e-02
## monthJune 1.461e-01 3.570e-02
## monthJuly 1.435e-01 3.460e-02
## monthAugust 1.672e-01 3.327e-02
## monthSeptember -1.186e-01 3.552e-02
## monthOctober -1.408e-01 3.457e-02
## monthNovember -6.848e-02 3.587e-02
## monthDecember -1.266e-01 3.598e-02
## Inspection_Type30 Day And Complaint 1.073e+00 1.450e+00
## Inspection_TypeComplaint -5.269e-02 2.173e-01
## Inspection_TypeComplaint And Follow-Up -3.109e-01 6.804e-01
## Inspection_TypeConsultation -7.534e-01 2.329e-01
## Inspection_TypeCritical Control Point -3.675e+00 3.699e-01
## Inspection_TypeEpi Investigation -1.671e+01 3.409e+03
## Inspection_TypeEquipment Inventory Inspection -1.762e+01 4.041e+03
## Inspection_TypeFinal Construction -1.485e+01 9.291e+02
## Inspection_TypeFollow-Up -5.842e-01 2.125e-01
## Inspection_TypeFood Variance -1.727e+01 1.896e+03
## Inspection_TypeFoodborne 4.682e-01 2.991e-01
## Inspection_TypeNA -1.840e+01 7.311e+02
## Inspection_TypeOther -4.180e-01 2.985e-01
## Inspection_TypePool Equipment Inventory -1.839e+01 2.147e+03
## Inspection_TypePre-Licensing -9.819e-01 2.542e-01
## Inspection_TypeProcess Review -1.862e+01 1.435e+03
## Inspection_TypeRough Construction -1.625e+01 2.581e+03
## Inspection_TypeStandard -1.435e-01 2.107e-01
## Inspection_TypeStandard/30 Day -1.794e-01 2.203e-01
## Inspection_TypeStandard/Complaint 2.222e-02 2.196e-01
## Inspection_TypeStandard/Complaint/Critical Control Point -5.568e-01 2.260e-01
## Inspection_TypeStandard/Complaint/Process Review -6.859e-01 3.721e-01
## Inspection_TypeStandard/Critical Control Point -3.950e-01 2.113e-01
## Inspection_TypeStandard/Critical Control Point/Variance -5.900e-01 2.449e-01
## Inspection_TypeStandard/Foodborne 4.237e-01 3.433e-01
## Inspection_TypeStandard/Foodborne/Ccp -6.862e-01 6.633e-01
## Inspection_TypeStandard/Foodborne/Process Review 2.550e-01 1.245e+00
## Inspection_TypeStandard/Process Review -3.183e-01 2.172e-01
## Inspection_TypeStandard/Process Review/Variance -3.097e-01 3.991e-01
## Inspection_TypeStandard/Variance -2.769e-01 3.748e-01
## San_ID 9.036e-03 1.413e-03
## as.factor(Stats_Viol_Repeat)1 -4.906e-01 2.040e-02
## as.factor(Stats_Viol_Repeat)2 -1.813e+01 4.356e+01
## z value Pr(>|z|)
## (Intercept) -10.788 < 2e-16 ***
## Risk_RatingRisk Level I 2.655 0.007942 **
## Risk_RatingRisk Level II 5.294 1.19e-07 ***
## Risk_RatingRisk Level III 7.171 7.45e-13 ***
## Risk_RatingRisk Level IV 13.280 < 2e-16 ***
## Risk_RatingVending 4.910 9.10e-07 ***
## HD_CondensedAshtabula City 0.309 0.757443
## HD_CondensedAshtabula County 0.922 0.356642
## HD_CondensedAthens County 0.417 0.676540
## HD_CondensedBelmont County -0.351 0.725581
## HD_CondensedButler County -0.270 0.786981
## HD_CondensedCambridge Guernsey County -5.105 3.31e-07 ***
## HD_CondensedCarroll County -0.029 0.976704
## HD_CondensedChampaign 1.248 0.211976
## HD_CondensedClark County 1.024 0.306058
## HD_CondensedClermont County -3.989 6.63e-05 ***
## HD_CondensedCleveland -3.476 0.000509 ***
## HD_CondensedConneaut City 0.463 0.643477
## HD_CondensedCoshocton City -0.322 0.747387
## HD_CondensedCrawford County -2.341 0.019242 *
## HD_CondensedCuyahoga County -4.515 6.32e-06 ***
## HD_CondensedDelaware -4.198 2.69e-05 ***
## HD_CondensedErie County -4.453 8.47e-06 ***
## HD_CondensedFairfield -4.398 1.09e-05 ***
## HD_CondensedFranklin EHS Live 0.225 0.822255
## HD_CondensedGalion City -5.060 4.18e-07 ***
## HD_CondensedHamilton County -4.919 8.70e-07 ***
## HD_CondensedHancock -3.227 0.001250 **
## HD_CondensedHenry County -5.357 8.47e-08 ***
## HD_CondensedHighland County -6.363 1.98e-10 ***
## HD_CondensedHocking County -4.532 5.84e-06 ***
## HD_CondensedHuron County -2.533 0.011311 *
## HD_CondensedKent City -5.515 3.49e-08 ***
## HD_CondensedLake County -3.863 0.000112 ***
## HD_CondensedLawrence County -3.676 0.000237 ***
## HD_CondensedLicking County -5.465 4.62e-08 ***
## HD_CondensedLorain County -5.449 5.07e-08 ***
## HD_CondensedMarietta City -4.697 2.65e-06 ***
## HD_CondensedMarion -4.894 9.89e-07 ***
## HD_CondensedMedina County -5.576 2.46e-08 ***
## HD_CondensedMercer County -6.511 7.49e-11 ***
## HD_CondensedMiami County -4.851 1.23e-06 ***
## HD_CondensedMiddletown City -6.968 3.22e-12 ***
## HD_CondensedNew Philadelphia City -4.725 2.30e-06 ***
## HD_CondensedOhio Department of Health -1.328 0.184339
## HD_CondensedPickaway County -6.115 9.65e-10 ***
## HD_CondensedPortsmouth City -6.367 1.92e-10 ***
## HD_CondensedPutnam County -5.139 2.76e-07 ***
## HD_CondensedRichland -5.759 8.48e-09 ***
## HD_CondensedRoss County -5.555 2.77e-08 ***
## HD_CondensedSeneca County -4.936 7.98e-07 ***
## HD_CondensedShelby City -4.862 1.16e-06 ***
## HD_CondensedSpringdale City -5.705 1.16e-08 ***
## HD_CondensedStark County -6.179 6.43e-10 ***
## HD_CondensedSummit County -5.849 4.94e-09 ***
## HD_CondensedToledo-Lucas County -5.208 1.91e-07 ***
## HD_CondensedTuscarawas County -6.619 3.61e-11 ***
## HD_CondensedUnion County -6.099 1.07e-09 ***
## HD_CondensedVan Wert County -5.472 4.46e-08 ***
## HD_CondensedVinton County -6.039 1.55e-09 ***
## HD_CondensedWarren County -5.978 2.26e-09 ***
## HD_CondensedWilliams County -4.917 8.79e-07 ***
## HD_CondensedWood County -5.804 6.49e-09 ***
## HD_CondensedWyandot County -5.958 2.55e-09 ***
## HD_CondensedZanesville-Muskingum County -5.559 2.71e-08 ***
## monthFebruary -1.163 0.244631
## monthMarch 0.189 0.850231
## monthApril 2.620 0.008801 **
## monthMay 2.587 0.009694 **
## monthJune 4.092 4.28e-05 ***
## monthJuly 4.148 3.36e-05 ***
## monthAugust 5.026 5.02e-07 ***
## monthSeptember -3.339 0.000842 ***
## monthOctober -4.072 4.66e-05 ***
## monthNovember -1.909 0.056268 .
## monthDecember -3.519 0.000434 ***
## Inspection_Type30 Day And Complaint 0.740 0.459331
## Inspection_TypeComplaint -0.243 0.808364
## Inspection_TypeComplaint And Follow-Up -0.457 0.647755
## Inspection_TypeConsultation -3.235 0.001216 **
## Inspection_TypeCritical Control Point -9.936 < 2e-16 ***
## Inspection_TypeEpi Investigation -0.005 0.996090
## Inspection_TypeEquipment Inventory Inspection -0.004 0.996522
## Inspection_TypeFinal Construction -0.016 0.987248
## Inspection_TypeFollow-Up -2.750 0.005965 **
## Inspection_TypeFood Variance -0.009 0.992730
## Inspection_TypeFoodborne 1.565 0.117512
## Inspection_TypeNA -0.025 0.979917
## Inspection_TypeOther -1.400 0.161419
## Inspection_TypePool Equipment Inventory -0.009 0.993167
## Inspection_TypePre-Licensing -3.863 0.000112 ***
## Inspection_TypeProcess Review -0.013 0.989650
## Inspection_TypeRough Construction -0.006 0.994975
## Inspection_TypeStandard -0.681 0.495788
## Inspection_TypeStandard/30 Day -0.814 0.415480
## Inspection_TypeStandard/Complaint 0.101 0.919424
## Inspection_TypeStandard/Complaint/Critical Control Point -2.464 0.013735 *
## Inspection_TypeStandard/Complaint/Process Review -1.843 0.065311 .
## Inspection_TypeStandard/Critical Control Point -1.870 0.061504 .
## Inspection_TypeStandard/Critical Control Point/Variance -2.409 0.015999 *
## Inspection_TypeStandard/Foodborne 1.234 0.217102
## Inspection_TypeStandard/Foodborne/Ccp -1.035 0.300871
## Inspection_TypeStandard/Foodborne/Process Review 0.205 0.837629
## Inspection_TypeStandard/Process Review -1.465 0.142792
## Inspection_TypeStandard/Process Review/Variance -0.776 0.437808
## Inspection_TypeStandard/Variance -0.739 0.460010
## San_ID 6.397 1.59e-10 ***
## as.factor(Stats_Viol_Repeat)1 -24.046 < 2e-16 ***
## as.factor(Stats_Viol_Repeat)2 -0.416 0.677248
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 133252 on 177763 degrees of freedom
## Residual deviance: 110420 on 177655 degrees of freedom
## AIC: 110638
##
## Number of Fisher Scoring iterations: 18#sanitarian came back as overall significant, so I ran a glm with just sanitarian ID factored (it takes a while) against critical to see who is significant. Probably not helpful to the overall goal, but interesting.
olm4 <- glm(formula = Critical ~ as.factor(San_ID),
family = "binomial", data = data5)
summary(olm4)##
## Call:
## glm(formula = Critical ~ as.factor(San_ID), family = "binomial",
## data = data5)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.1774 -0.5561 -0.4826 -0.3715 3.5266
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -2.766e+00 2.305e-01 -12.000 < 2e-16 ***
## as.factor(San_ID)67 -1.534e-01 2.808e-01 -0.546 0.584800
## as.factor(San_ID)68 -1.280e+01 5.146e+02 -0.025 0.980155
## as.factor(San_ID)69 -1.280e+01 8.403e+02 -0.015 0.987846
## as.factor(San_ID)70 5.574e-01 2.645e-01 2.107 0.035092 *
## as.factor(San_ID)71 1.353e+00 2.455e-01 5.513 3.53e-08 ***
## as.factor(San_ID)72 8.002e-01 2.669e-01 2.998 0.002717 **
## as.factor(San_ID)73 3.684e-01 6.456e-01 0.571 0.568216
## as.factor(San_ID)74 -1.280e+01 3.890e+02 -0.033 0.973749
## as.factor(San_ID)75 -1.280e+01 2.246e+02 -0.057 0.954548
## as.factor(San_ID)76 1.017e+00 5.887e-01 1.728 0.084060 .
## as.factor(San_ID)77 2.178e-01 2.718e-01 0.801 0.423008
## as.factor(San_ID)78 8.541e-01 2.554e-01 3.344 0.000826 ***
## as.factor(San_ID)79 6.869e-01 7.846e-01 0.875 0.381348
## as.factor(San_ID)80 9.986e-02 3.355e-01 0.298 0.765968
## as.factor(San_ID)81 1.196e+00 2.720e-01 4.396 1.10e-05 ***
## as.factor(San_ID)82 1.636e-01 4.007e-01 0.408 0.683002
## as.factor(San_ID)83 -1.280e+01 6.509e+02 -0.020 0.984310
## as.factor(San_ID)84 8.301e-01 2.619e-01 3.169 0.001529 **
## as.factor(San_ID)85 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)86 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)87 9.746e-01 3.878e-01 2.513 0.011963 *
## as.factor(San_ID)88 -1.280e+01 8.403e+02 -0.015 0.987846
## as.factor(San_ID)89 -1.280e+01 8.403e+02 -0.015 0.987846
## as.factor(San_ID)90 5.283e-01 4.376e-01 1.207 0.227334
## as.factor(San_ID)91 9.956e-01 3.554e-01 2.802 0.005084 **
## as.factor(San_ID)92 1.668e+00 3.769e-01 4.425 9.64e-06 ***
## as.factor(San_ID)93 6.308e-01 2.732e-01 2.309 0.020958 *
## as.factor(San_ID)94 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)95 -2.132e+00 6.237e-01 -3.418 0.000632 ***
## as.factor(San_ID)96 6.501e-01 3.304e-01 1.967 0.049130 *
## as.factor(San_ID)97 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)98 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)99 -1.280e+01 8.576e+01 -0.149 0.881356
## as.factor(San_ID)100 -1.280e+01 1.016e+02 -0.126 0.899795
## as.factor(San_ID)101 7.948e-01 3.959e-01 2.008 0.044680 *
## as.factor(San_ID)102 1.523e+00 3.056e-01 4.982 6.30e-07 ***
## as.factor(San_ID)103 7.560e-01 2.621e-01 2.885 0.003917 **
## as.factor(San_ID)104 1.493e+00 4.858e-01 3.074 0.002112 **
## as.factor(San_ID)105 1.088e+00 3.714e-01 2.929 0.003395 **
## as.factor(San_ID)106 7.601e-01 2.789e-01 2.725 0.006428 **
## as.factor(San_ID)107 1.286e+00 2.506e-01 5.132 2.87e-07 ***
## as.factor(San_ID)108 2.785e-01 3.008e-01 0.926 0.354474
## as.factor(San_ID)109 1.547e+00 2.596e-01 5.960 2.52e-09 ***
## as.factor(San_ID)110 7.628e-01 2.731e-01 2.794 0.005212 **
## as.factor(San_ID)111 8.533e-01 2.549e-01 3.348 0.000815 ***
## as.factor(San_ID)112 1.226e+00 6.767e-01 1.812 0.070051 .
## as.factor(San_ID)113 -8.446e-01 7.528e-01 -1.122 0.261866
## as.factor(San_ID)114 -6.270e-03 3.992e-01 -0.016 0.987471
## as.factor(San_ID)115 7.453e-01 2.503e-01 2.977 0.002909 **
## as.factor(San_ID)116 4.882e-01 3.019e-01 1.617 0.105915
## as.factor(San_ID)117 9.128e-01 2.649e-01 3.446 0.000569 ***
## as.factor(San_ID)118 -2.745e-01 3.657e-01 -0.751 0.452842
## as.factor(San_ID)119 1.052e+00 4.293e-01 2.450 0.014299 *
## as.factor(San_ID)120 3.951e-01 2.862e-01 1.380 0.167458
## as.factor(San_ID)121 5.864e-01 2.542e-01 2.307 0.021060 *
## as.factor(San_ID)122 4.356e-01 2.815e-01 1.547 0.121855
## as.factor(San_ID)123 8.563e-01 2.624e-01 3.263 0.001103 **
## as.factor(San_ID)124 -5.551e-01 3.240e-01 -1.714 0.086616 .
## as.factor(San_ID)125 3.684e-01 2.695e-01 1.367 0.171590
## as.factor(San_ID)126 1.166e+00 2.494e-01 4.676 2.93e-06 ***
## as.factor(San_ID)127 1.299e+00 2.433e-01 5.339 9.33e-08 ***
## as.factor(San_ID)128 1.514e+00 6.120e-01 2.473 0.013397 *
## as.factor(San_ID)129 -1.280e+01 5.942e+02 -0.022 0.982813
## as.factor(San_ID)130 -3.450e+00 1.027e+00 -3.359 0.000782 ***
## as.factor(San_ID)131 1.684e+00 2.383e-01 7.067 1.59e-12 ***
## as.factor(San_ID)132 -4.815e-01 2.963e-01 -1.625 0.104136
## as.factor(San_ID)133 8.302e-01 2.486e-01 3.339 0.000840 ***
## as.factor(San_ID)134 4.406e-01 2.766e-01 1.593 0.111163
## as.factor(San_ID)135 4.931e-01 2.519e-01 1.958 0.050269 .
## as.factor(San_ID)136 -2.612e-01 2.949e-01 -0.886 0.375834
## as.factor(San_ID)137 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)138 -1.280e+01 8.403e+02 -0.015 0.987846
## as.factor(San_ID)139 -1.280e+01 1.029e+03 -0.012 0.990077
## as.factor(San_ID)140 1.301e+00 2.414e-01 5.391 6.99e-08 ***
## as.factor(San_ID)141 1.062e+00 8.025e-01 1.323 0.185908
## as.factor(San_ID)142 2.255e+00 7.658e-01 2.945 0.003227 **
## as.factor(San_ID)143 1.008e-01 2.826e-01 0.357 0.721285
## as.factor(San_ID)144 -1.306e-01 3.394e-01 -0.385 0.700487
## as.factor(San_ID)145 -1.280e+01 3.638e+02 -0.035 0.971937
## as.factor(San_ID)146 -1.280e+01 5.942e+02 -0.022 0.982813
## as.factor(San_ID)147 1.380e+00 1.142e+00 1.209 0.226701
## as.factor(San_ID)148 1.090e+00 2.667e-01 4.085 4.41e-05 ***
## as.factor(San_ID)149 -1.280e+01 3.890e+02 -0.033 0.973749
## as.factor(San_ID)150 -1.280e+01 3.254e+02 -0.039 0.968627
## as.factor(San_ID)151 7.474e-01 2.652e-01 2.819 0.004823 **
## as.factor(San_ID)152 -1.280e+01 7.277e+02 -0.018 0.985966
## as.factor(San_ID)153 3.648e-01 2.602e-01 1.402 0.160866
## as.factor(San_ID)154 4.779e-01 2.468e-01 1.937 0.052794 .
## as.factor(San_ID)155 -1.650e+00 5.055e-01 -3.264 0.001098 **
## as.factor(San_ID)156 9.073e-01 2.479e-01 3.660 0.000252 ***
## as.factor(San_ID)157 4.916e-01 2.497e-01 1.969 0.048944 *
## as.factor(San_ID)158 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)159 4.131e-01 2.523e-01 1.637 0.101599
## as.factor(San_ID)160 8.134e-01 2.424e-01 3.356 0.000790 ***
## as.factor(San_ID)161 1.086e+00 2.672e-01 4.063 4.84e-05 ***
## as.factor(San_ID)162 -1.280e+01 1.551e+02 -0.083 0.934248
## as.factor(San_ID)163 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)164 -1.083e-01 2.677e-01 -0.405 0.685738
## as.factor(San_ID)165 1.944e-01 2.929e-01 0.664 0.506806
## as.factor(San_ID)166 6.488e-01 3.029e-01 2.142 0.032218 *
## as.factor(San_ID)167 -3.704e-02 7.638e-01 -0.048 0.961323
## as.factor(San_ID)168 -1.280e+01 6.509e+02 -0.020 0.984310
## as.factor(San_ID)169 4.106e-01 3.907e-01 1.051 0.293305
## as.factor(San_ID)170 8.549e-01 2.540e-01 3.366 0.000762 ***
## as.factor(San_ID)171 -1.559e-01 3.115e-01 -0.501 0.616671
## as.factor(San_ID)172 2.970e-01 2.620e-01 1.134 0.256937
## as.factor(San_ID)173 -2.225e-01 2.716e-01 -0.819 0.412520
## as.factor(San_ID)174 5.873e-01 2.885e-01 2.036 0.041785 *
## as.factor(San_ID)175 1.113e+00 2.880e-01 3.864 0.000111 ***
## as.factor(San_ID)176 1.344e+00 2.430e-01 5.532 3.17e-08 ***
## as.factor(San_ID)177 2.540e-01 6.430e-01 0.395 0.692830
## as.factor(San_ID)178 -8.172e-01 7.530e-01 -1.085 0.277817
## as.factor(San_ID)179 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)180 -6.837e-01 5.577e-01 -1.226 0.220286
## as.factor(San_ID)181 3.684e-01 1.070e+00 0.344 0.730509
## as.factor(San_ID)182 8.757e-01 2.582e-01 3.391 0.000696 ***
## as.factor(San_ID)183 1.503e+00 2.587e-01 5.809 6.29e-09 ***
## as.factor(San_ID)184 1.993e+00 4.183e-01 4.765 1.89e-06 ***
## as.factor(San_ID)185 1.512e+00 2.402e-01 6.292 3.12e-10 ***
## as.factor(San_ID)186 1.606e+00 2.562e-01 6.268 3.65e-10 ***
## as.factor(San_ID)187 1.205e+00 2.550e-01 4.727 2.28e-06 ***
## as.factor(San_ID)188 -1.527e-01 3.215e-01 -0.475 0.634685
## as.factor(San_ID)189 7.180e-01 2.760e-01 2.601 0.009290 **
## as.factor(San_ID)190 7.759e-01 2.639e-01 2.941 0.003276 **
## as.factor(San_ID)191 9.460e-01 2.645e-01 3.576 0.000349 ***
## as.factor(San_ID)192 7.987e-01 3.753e-01 2.128 0.033312 *
## as.factor(San_ID)193 1.447e+00 2.482e-01 5.831 5.50e-09 ***
## as.factor(San_ID)194 1.320e+00 2.517e-01 5.244 1.57e-07 ***
## as.factor(San_ID)195 1.041e+00 2.887e-01 3.605 0.000312 ***
## as.factor(San_ID)196 8.897e-01 2.668e-01 3.335 0.000852 ***
## as.factor(San_ID)197 8.945e-01 7.938e-01 1.127 0.259774
## as.factor(San_ID)198 1.081e+00 2.764e-01 3.913 9.13e-05 ***
## as.factor(San_ID)199 -3.619e-01 4.766e-01 -0.759 0.447611
## as.factor(San_ID)200 5.803e-01 4.054e-01 1.431 0.152370
## as.factor(San_ID)201 -6.124e-01 6.307e-01 -0.971 0.331588
## as.factor(San_ID)202 1.034e+00 2.573e-01 4.017 5.90e-05 ***
## as.factor(San_ID)203 7.721e-01 3.112e-01 2.481 0.013093 *
## as.factor(San_ID)204 5.650e-01 2.715e-01 2.081 0.037435 *
## as.factor(San_ID)205 1.437e+00 4.401e-01 3.266 0.001092 **
## as.factor(San_ID)206 8.416e-01 2.646e-01 3.181 0.001467 **
## as.factor(San_ID)207 8.257e-01 3.090e-01 2.672 0.007542 **
## as.factor(San_ID)209 7.044e-01 2.906e-01 2.424 0.015359 *
## as.factor(San_ID)210 5.098e-01 2.675e-01 1.906 0.056688 .
## as.factor(San_ID)211 1.521e+00 2.624e-01 5.795 6.83e-09 ***
## as.factor(San_ID)212 5.886e-01 2.632e-01 2.236 0.025334 *
## as.factor(San_ID)213 -6.689e-02 1.054e+00 -0.063 0.949419
## as.factor(San_ID)214 5.821e-01 2.811e-01 2.071 0.038380 *
## as.factor(San_ID)215 9.789e-01 2.464e-01 3.972 7.12e-05 ***
## as.factor(San_ID)216 3.251e-01 2.590e-01 1.255 0.209420
## as.factor(San_ID)217 6.349e-01 2.546e-01 2.494 0.012630 *
## as.factor(San_ID)218 1.157e+00 2.761e-01 4.190 2.79e-05 ***
## as.factor(San_ID)219 6.696e-01 2.508e-01 2.670 0.007589 **
## as.factor(San_ID)220 5.510e-01 2.471e-01 2.230 0.025765 *
## as.factor(San_ID)221 8.037e-01 3.467e-01 2.318 0.020452 *
## as.factor(San_ID)222 9.977e-01 2.759e-01 3.617 0.000298 ***
## as.factor(San_ID)223 1.536e-01 3.193e-01 0.481 0.630492
## as.factor(San_ID)224 3.703e-01 2.535e-01 1.460 0.144154
## as.factor(San_ID)225 -1.280e+01 5.942e+02 -0.022 0.982813
## as.factor(San_ID)226 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)227 1.187e+00 2.485e-01 4.778 1.77e-06 ***
## as.factor(San_ID)228 3.809e-01 2.640e-01 1.443 0.149063
## as.factor(San_ID)229 5.740e-02 2.588e-01 0.222 0.824489
## as.factor(San_ID)230 8.089e-01 2.454e-01 3.296 0.000980 ***
## as.factor(San_ID)231 1.174e+00 2.504e-01 4.691 2.72e-06 ***
## as.factor(San_ID)232 1.770e+00 2.724e-01 6.498 8.13e-11 ***
## as.factor(San_ID)233 1.008e+00 5.363e-01 1.880 0.060057 .
## as.factor(San_ID)234 1.068e+00 2.547e-01 4.193 2.75e-05 ***
## as.factor(San_ID)235 1.208e+00 2.445e-01 4.943 7.68e-07 ***
## as.factor(San_ID)236 -4.789e-01 6.320e-01 -0.758 0.448647
## as.factor(San_ID)237 6.130e-02 3.188e-01 0.192 0.847515
## as.factor(San_ID)238 3.534e-01 3.139e-01 1.126 0.260277
## as.factor(San_ID)239 1.272e+00 4.055e-01 3.138 0.001704 **
## as.factor(San_ID)240 1.636e-01 3.269e-01 0.501 0.616664
## as.factor(San_ID)242 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)243 7.619e-01 2.662e-01 2.862 0.004212 **
## as.factor(San_ID)244 7.903e-01 3.667e-01 2.155 0.031161 *
## as.factor(San_ID)245 1.113e+00 3.455e-01 3.223 0.001269 **
## as.factor(San_ID)246 1.171e+00 3.729e-01 3.141 0.001685 **
## as.factor(San_ID)247 1.077e+00 2.700e-01 3.989 6.65e-05 ***
## as.factor(San_ID)248 1.268e+00 2.746e-01 4.619 3.85e-06 ***
## as.factor(San_ID)249 1.329e+00 2.570e-01 5.173 2.31e-07 ***
## as.factor(San_ID)250 1.608e+00 2.828e-01 5.687 1.29e-08 ***
## as.factor(San_ID)251 1.978e+00 3.548e-01 5.575 2.48e-08 ***
## as.factor(San_ID)252 -1.280e+01 8.403e+02 -0.015 0.987846
## as.factor(San_ID)253 1.349e+00 4.566e-01 2.955 0.003124 **
## as.factor(San_ID)254 7.413e-01 2.689e-01 2.756 0.005845 **
## as.factor(San_ID)255 -7.302e-01 6.297e-01 -1.159 0.246253
## as.factor(San_ID)256 9.105e-01 2.649e-01 3.438 0.000587 ***
## as.factor(San_ID)258 1.113e+00 2.715e-01 4.100 4.13e-05 ***
## as.factor(San_ID)259 1.278e+00 2.620e-01 4.877 1.08e-06 ***
## as.factor(San_ID)260 1.619e+00 3.450e-01 4.693 2.70e-06 ***
## as.factor(San_ID)261 9.768e-01 2.469e-01 3.956 7.63e-05 ***
## as.factor(San_ID)262 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)263 1.286e+00 2.453e-01 5.243 1.58e-07 ***
## as.factor(San_ID)264 8.956e-01 2.634e-01 3.400 0.000675 ***
## as.factor(San_ID)265 8.167e-01 2.510e-01 3.254 0.001138 **
## as.factor(San_ID)266 5.269e-01 2.752e-01 1.915 0.055523 .
## as.factor(San_ID)267 1.377e+00 2.468e-01 5.579 2.41e-08 ***
## as.factor(San_ID)268 5.468e-01 2.592e-01 2.110 0.034874 *
## as.factor(San_ID)269 9.679e-01 3.159e-01 3.064 0.002181 **
## as.factor(San_ID)270 1.355e+00 2.916e-01 4.646 3.39e-06 ***
## as.factor(San_ID)271 3.025e-01 3.789e-01 0.798 0.424720
## as.factor(San_ID)272 1.616e+00 3.253e-01 4.967 6.79e-07 ***
## as.factor(San_ID)273 2.766e+00 4.550e-01 6.080 1.20e-09 ***
## as.factor(San_ID)274 1.105e+00 3.640e-01 3.036 0.002399 **
## as.factor(San_ID)275 1.145e+00 3.516e-01 3.257 0.001124 **
## as.factor(San_ID)276 1.766e+00 2.970e-01 5.947 2.73e-09 ***
## as.factor(San_ID)278 6.201e-01 2.605e-01 2.381 0.017281 *
## as.factor(San_ID)279 1.668e+00 1.177e+00 1.416 0.156680
## as.factor(San_ID)280 6.631e-01 2.479e-01 2.675 0.007478 **
## as.factor(San_ID)281 7.629e-01 2.542e-01 3.002 0.002686 **
## as.factor(San_ID)282 4.472e-01 2.816e-01 1.588 0.112262
## as.factor(San_ID)283 2.504e-01 2.603e-01 0.962 0.336106
## as.factor(San_ID)284 1.171e-01 2.589e-01 0.452 0.651078
## as.factor(San_ID)285 6.344e-01 2.740e-01 2.315 0.020605 *
## as.factor(San_ID)286 1.260e+00 2.429e-01 5.186 2.15e-07 ***
## as.factor(San_ID)287 -1.280e+01 1.040e+02 -0.123 0.902008
## as.factor(San_ID)288 -1.178e+00 6.268e-01 -1.880 0.060101 .
## as.factor(San_ID)289 -1.280e+01 8.403e+02 -0.015 0.987846
## as.factor(San_ID)290 -9.939e-03 2.562e-01 -0.039 0.969054
## as.factor(San_ID)291 6.791e-01 2.514e-01 2.702 0.006898 **
## as.factor(San_ID)292 4.950e-01 3.092e-01 1.601 0.109351
## as.factor(San_ID)293 -9.714e-01 1.038e+00 -0.936 0.349272
## as.factor(San_ID)294 6.749e-01 2.990e-01 2.257 0.023995 *
## as.factor(San_ID)295 6.561e-01 2.680e-01 2.448 0.014364 *
## as.factor(San_ID)296 7.699e-01 2.477e-01 3.108 0.001884 **
## as.factor(San_ID)297 1.242e+00 2.843e-01 4.370 1.24e-05 ***
## as.factor(San_ID)298 5.868e-01 3.343e-01 1.756 0.079172 .
## as.factor(San_ID)299 9.271e-01 2.631e-01 3.523 0.000426 ***
## as.factor(San_ID)301 1.635e+00 3.454e-01 4.734 2.20e-06 ***
## as.factor(San_ID)302 8.945e-01 3.539e-01 2.527 0.011489 *
## as.factor(San_ID)303 6.731e-01 4.218e-01 1.596 0.110585
## as.factor(San_ID)304 1.336e+00 4.072e-01 3.280 0.001038 **
## as.factor(San_ID)305 1.092e+00 3.451e-01 3.165 0.001551 **
## as.factor(San_ID)306 1.042e+00 2.504e-01 4.160 3.19e-05 ***
## as.factor(San_ID)307 1.132e+00 2.895e-01 3.909 9.26e-05 ***
## as.factor(San_ID)308 2.406e-01 7.702e-01 0.312 0.754744
## as.factor(San_ID)309 1.154e+00 2.463e-01 4.688 2.76e-06 ***
## as.factor(San_ID)310 1.047e+00 2.458e-01 4.260 2.05e-05 ***
## as.factor(San_ID)311 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)312 3.126e-01 3.321e-01 0.941 0.346591
## as.factor(San_ID)313 4.778e-01 2.590e-01 1.845 0.065104 .
## as.factor(San_ID)314 8.396e-01 2.804e-01 2.995 0.002746 **
## as.factor(San_ID)315 -2.689e-02 6.379e-01 -0.042 0.966376
## as.factor(San_ID)316 -8.172e-01 1.040e+00 -0.786 0.431859
## as.factor(San_ID)317 -1.280e+01 7.277e+02 -0.018 0.985966
## as.factor(San_ID)318 1.469e-01 2.927e-01 0.502 0.615632
## as.factor(San_ID)319 -1.280e+01 1.029e+03 -0.012 0.990077
## as.factor(San_ID)320 3.725e-01 2.782e-01 1.339 0.180615
## as.factor(San_ID)321 -1.280e+01 4.201e+02 -0.030 0.975696
## as.factor(San_ID)322 2.766e+00 1.433e+00 1.931 0.053532 .
## as.factor(San_ID)323 1.380e+00 1.142e+00 1.209 0.226701
## as.factor(San_ID)324 8.857e-01 2.534e-01 3.495 0.000474 ***
## as.factor(San_ID)325 1.210e+00 2.781e-01 4.351 1.35e-05 ***
## as.factor(San_ID)326 -5.539e-01 4.102e-01 -1.350 0.176917
## as.factor(San_ID)327 7.942e-01 2.547e-01 3.118 0.001821 **
## as.factor(San_ID)328 8.280e-01 2.885e-01 2.870 0.004110 **
## as.factor(San_ID)329 4.004e-02 2.998e-01 0.134 0.893743
## as.factor(San_ID)330 2.095e-01 2.855e-01 0.734 0.463046
## as.factor(San_ID)331 9.885e-01 2.529e-01 3.909 9.29e-05 ***
## as.factor(San_ID)332 4.657e-02 3.404e-01 0.137 0.891162
## as.factor(San_ID)333 2.766e+00 1.433e+00 1.931 0.053532 .
## as.factor(San_ID)334 -1.280e+01 1.029e+03 -0.012 0.990077
## as.factor(San_ID)335 -1.280e+01 7.277e+02 -0.018 0.985966
## as.factor(San_ID)336 1.352e-01 3.357e-01 0.403 0.687081
## as.factor(San_ID)337 -4.324e-01 7.573e-01 -0.571 0.568074
## as.factor(San_ID)338 1.716e+00 4.960e-01 3.461 0.000539 ***
## as.factor(San_ID)339 6.869e-01 1.085e+00 0.633 0.526851
## as.factor(San_ID)340 9.658e-01 3.383e-01 2.855 0.004309 **
## as.factor(San_ID)341 -6.689e-02 4.307e-01 -0.155 0.876571
## as.factor(San_ID)342 -1.280e+01 2.534e+02 -0.051 0.959707
## as.factor(San_ID)343 -1.280e+01 2.018e+02 -0.063 0.949433
## as.factor(San_ID)344 9.375e-01 2.739e-01 3.422 0.000621 ***
## as.factor(San_ID)345 1.273e-01 1.060e+00 0.120 0.904478
## as.factor(San_ID)346 7.186e-01 5.791e-01 1.241 0.214661
## as.factor(San_ID)347 1.588e+00 6.165e-01 2.575 0.010015 *
## as.factor(San_ID)348 2.902e-01 3.320e-01 0.874 0.381978
## as.factor(San_ID)349 6.448e-01 2.969e-01 2.172 0.029862 *
## as.factor(San_ID)350 -1.280e+01 5.942e+02 -0.022 0.982813
## as.factor(San_ID)351 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)352 1.484e+00 2.878e-01 5.156 2.52e-07 ***
## as.factor(San_ID)353 -3.017e-01 7.592e-01 -0.397 0.691050
## as.factor(San_ID)354 6.100e-01 2.620e-01 2.328 0.019888 *
## as.factor(San_ID)355 1.262e+00 4.188e-01 3.014 0.002577 **
## as.factor(San_ID)356 1.408e+00 3.507e-01 4.015 5.93e-05 ***
## as.factor(San_ID)357 1.449e+00 2.899e-01 4.999 5.76e-07 ***
## as.factor(San_ID)358 7.747e-01 2.717e-01 2.852 0.004350 **
## as.factor(San_ID)359 1.833e+01 1.455e+03 0.013 0.989950
## as.factor(San_ID)360 1.753e+00 2.845e-01 6.160 7.25e-10 ***
## as.factor(San_ID)361 6.488e-01 3.029e-01 2.142 0.032218 *
## as.factor(San_ID)362 1.555e+00 2.602e-01 5.973 2.32e-09 ***
## as.factor(San_ID)363 9.623e-01 3.103e-01 3.101 0.001927 **
## as.factor(San_ID)364 8.522e-01 2.983e-01 2.856 0.004285 **
## as.factor(San_ID)365 1.393e+00 3.403e-01 4.092 4.27e-05 ***
## as.factor(San_ID)366 1.743e-01 2.690e-01 0.648 0.517027
## as.factor(San_ID)367 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)368 2.943e-01 3.695e-01 0.796 0.425780
## as.factor(San_ID)369 -1.280e+01 4.037e+02 -0.032 0.974704
## as.factor(San_ID)370 1.380e+00 8.235e-01 1.676 0.093775 .
## as.factor(San_ID)371 4.637e-01 4.039e-01 1.148 0.250924
## as.factor(San_ID)372 9.076e-01 2.572e-01 3.529 0.000417 ***
## as.factor(San_ID)373 2.504e+00 4.797e-01 5.220 1.79e-07 ***
## as.factor(San_ID)374 5.726e-01 2.544e-01 2.251 0.024410 *
## as.factor(San_ID)375 -1.280e+01 1.029e+03 -0.012 0.990077
## as.factor(San_ID)376 -1.280e+01 5.942e+02 -0.022 0.982813
## as.factor(San_ID)377 3.460e-01 3.481e-01 0.994 0.320360
## as.factor(San_ID)378 9.746e-01 1.104e+00 0.882 0.377564
## as.factor(San_ID)379 9.746e-01 1.104e+00 0.882 0.377564
## as.factor(San_ID)380 -5.952e-01 4.750e-01 -1.253 0.210143
## as.factor(San_ID)381 9.340e-01 2.493e-01 3.747 0.000179 ***
## as.factor(San_ID)382 -1.280e+01 4.602e+02 -0.028 0.977813
## as.factor(San_ID)383 4.899e-01 2.978e-01 1.645 0.100027
## as.factor(San_ID)384 9.510e-01 2.676e-01 3.554 0.000379 ***
## as.factor(San_ID)385 6.869e-01 3.654e-01 1.880 0.060121 .
## as.factor(San_ID)386 7.743e-01 2.505e-01 3.090 0.002000 **
## as.factor(San_ID)387 1.156e-01 2.695e-01 0.429 0.667811
## as.factor(San_ID)388 7.648e-01 4.082e-01 1.874 0.060998 .
## as.factor(San_ID)389 6.079e-01 2.525e-01 2.407 0.016065 *
## as.factor(San_ID)390 6.163e-01 2.550e-01 2.417 0.015654 *
## as.factor(San_ID)391 -6.133e-02 2.704e-01 -0.227 0.820587
## as.factor(San_ID)392 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)393 8.359e-01 2.478e-01 3.374 0.000741 ***
## as.factor(San_ID)396 7.288e-01 2.661e-01 2.739 0.006168 **
## as.factor(San_ID)397 9.930e-01 2.569e-01 3.865 0.000111 ***
## as.factor(San_ID)398 8.994e-01 2.788e-01 3.226 0.001253 **
## as.factor(San_ID)399 1.537e+00 2.494e-01 6.163 7.14e-10 ***
## as.factor(San_ID)400 1.774e-01 2.683e-01 0.661 0.508621
## as.factor(San_ID)402 1.362e+00 3.770e-01 3.614 0.000302 ***
## as.factor(San_ID)403 1.109e+00 2.496e-01 4.442 8.90e-06 ***
## as.factor(San_ID)404 2.479e+00 5.872e-01 4.221 2.43e-05 ***
## as.factor(San_ID)405 8.441e-01 2.651e-01 3.185 0.001449 **
## as.factor(San_ID)406 7.685e-01 2.519e-01 3.051 0.002284 **
## as.factor(San_ID)407 9.891e-01 2.537e-01 3.898 9.70e-05 ***
## as.factor(San_ID)408 2.504e-01 2.870e-01 0.872 0.382971
## as.factor(San_ID)409 -1.280e+01 3.638e+02 -0.035 0.971937
## as.factor(San_ID)410 4.802e-01 2.513e-01 1.911 0.056021 .
## as.factor(San_ID)411 5.628e-01 2.522e-01 2.231 0.025655 *
## as.factor(San_ID)412 -1.241e-01 6.364e-01 -0.195 0.845447
## as.factor(San_ID)413 1.051e+00 2.862e-01 3.670 0.000242 ***
## as.factor(San_ID)414 8.599e-01 2.527e-01 3.402 0.000668 ***
## as.factor(San_ID)415 9.418e-01 3.335e-01 2.824 0.004742 **
## as.factor(San_ID)416 9.287e-01 2.524e-01 3.680 0.000233 ***
## as.factor(San_ID)417 -1.250e-02 3.992e-01 -0.031 0.975020
## as.factor(San_ID)418 1.479e+00 2.498e-01 5.921 3.20e-09 ***
## as.factor(San_ID)419 7.099e-01 3.946e-01 1.799 0.072001 .
## as.factor(San_ID)420 -1.280e+01 3.430e+02 -0.037 0.970236
## as.factor(San_ID)421 5.545e-01 2.539e-01 2.184 0.028979 *
## as.factor(San_ID)422 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)423 4.746e-01 2.879e-01 1.648 0.099285 .
## as.factor(San_ID)424 8.801e-01 2.541e-01 3.464 0.000532 ***
## as.factor(San_ID)425 9.780e-01 2.472e-01 3.957 7.59e-05 ***
## as.factor(San_ID)426 1.180e+00 2.459e-01 4.799 1.59e-06 ***
## as.factor(San_ID)427 1.309e+00 2.450e-01 5.341 9.24e-08 ***
## as.factor(San_ID)428 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)429 1.306e+00 3.846e-01 3.395 0.000685 ***
## as.factor(San_ID)430 -1.280e+01 4.851e+02 -0.026 0.978951
## as.factor(San_ID)431 9.519e-01 2.602e-01 3.659 0.000253 ***
## as.factor(San_ID)432 9.634e-01 2.574e-01 3.743 0.000182 ***
## as.factor(San_ID)433 7.038e-01 2.545e-01 2.765 0.005685 **
## as.factor(San_ID)434 9.452e-01 2.502e-01 3.778 0.000158 ***
## as.factor(San_ID)435 1.514e+00 3.808e-01 3.975 7.04e-05 ***
## as.factor(San_ID)436 1.402e+00 2.429e-01 5.773 7.77e-09 ***
## as.factor(San_ID)437 5.082e-01 3.181e-01 1.598 0.110106
## as.factor(San_ID)438 1.052e+00 4.293e-01 2.450 0.014299 *
## as.factor(San_ID)439 7.563e-01 2.843e-01 2.661 0.007800 **
## as.factor(San_ID)440 1.383e+00 2.482e-01 5.574 2.49e-08 ***
## as.factor(San_ID)441 8.386e-01 2.553e-01 3.284 0.001023 **
## as.factor(San_ID)443 5.085e-01 2.760e-01 1.843 0.065400 .
## as.factor(San_ID)444 -1.280e+01 2.911e+02 -0.044 0.964926
## as.factor(San_ID)445 -1.280e+01 1.029e+03 -0.012 0.990077
## as.factor(San_ID)446 -1.010e+00 3.366e-01 -3.000 0.002701 **
## as.factor(San_ID)448 1.208e+00 5.965e-01 2.026 0.042812 *
## as.factor(San_ID)449 7.433e-01 2.842e-01 2.616 0.008906 **
## as.factor(San_ID)450 6.068e-01 3.822e-01 1.588 0.112365
## as.factor(San_ID)451 1.047e+00 3.198e-01 3.272 0.001066 **
## as.factor(San_ID)453 1.761e-01 6.415e-01 0.274 0.783737
## as.factor(San_ID)454 5.580e-01 2.745e-01 2.033 0.042047 *
## as.factor(San_ID)455 5.765e-01 3.568e-01 1.616 0.106086
## as.factor(San_ID)456 4.390e-01 4.363e-01 1.006 0.314257
## as.factor(San_ID)457 5.958e-01 2.872e-01 2.075 0.038020 *
## as.factor(San_ID)458 5.528e-01 3.070e-01 1.801 0.071746 .
## as.factor(San_ID)459 -1.280e+01 2.534e+02 -0.051 0.959707
## as.factor(San_ID)460 7.853e-01 2.663e-01 2.949 0.003190 **
## as.factor(San_ID)461 1.514e+00 4.004e-01 3.780 0.000157 ***
## as.factor(San_ID)462 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)463 1.588e+00 4.654e-01 3.411 0.000646 ***
## as.factor(San_ID)464 -3.692e-01 6.332e-01 -0.583 0.559887
## as.factor(San_ID)465 2.722e-01 4.164e-01 0.654 0.513363
## as.factor(San_ID)466 -1.280e+01 5.942e+02 -0.022 0.982813
## as.factor(San_ID)467 -1.280e+01 1.029e+03 -0.012 0.990077
## as.factor(San_ID)468 -1.190e-01 3.862e-01 -0.308 0.757988
## as.factor(San_ID)469 1.393e+00 2.474e-01 5.630 1.81e-08 ***
## as.factor(San_ID)470 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)471 -1.546e-01 2.787e-01 -0.555 0.579064
## as.factor(San_ID)472 3.918e-01 2.636e-01 1.486 0.137154
## as.factor(San_ID)473 8.008e-01 2.524e-01 3.173 0.001510 **
## as.factor(San_ID)474 -4.749e-01 3.136e-01 -1.515 0.129885
## as.factor(San_ID)475 -2.069e-01 4.122e-01 -0.502 0.615670
## as.factor(San_ID)476 7.276e-01 2.778e-01 2.619 0.008824 **
## as.factor(San_ID)477 -1.280e+01 4.388e+02 -0.029 0.976730
## as.factor(San_ID)478 1.309e+00 3.143e-01 4.163 3.14e-05 ***
## as.factor(San_ID)479 -2.126e-01 6.352e-01 -0.335 0.737830
## as.factor(San_ID)480 1.611e+00 3.612e-01 4.459 8.25e-06 ***
## as.factor(San_ID)481 -1.280e+01 8.403e+02 -0.015 0.987846
## as.factor(San_ID)482 -1.280e+01 1.029e+03 -0.012 0.990077
## as.factor(San_ID)483 1.273e-01 3.880e-01 0.328 0.742919
## as.factor(San_ID)484 3.146e-01 2.728e-01 1.153 0.248830
## as.factor(San_ID)485 1.107e+00 2.555e-01 4.333 1.47e-05 ***
## as.factor(San_ID)486 8.632e-01 2.545e-01 3.392 0.000694 ***
## as.factor(San_ID)487 -1.280e+01 4.602e+02 -0.028 0.977813
## as.factor(San_ID)488 7.882e-01 2.772e-01 2.843 0.004468 **
## as.factor(San_ID)489 -1.280e+01 1.029e+03 -0.012 0.990077
## as.factor(San_ID)490 8.095e-01 2.740e-01 2.954 0.003137 **
## as.factor(San_ID)491 8.065e-01 2.748e-01 2.935 0.003337 **
## as.factor(San_ID)492 -1.280e+01 1.455e+03 -0.009 0.992983
## as.factor(San_ID)493 1.290e+00 2.896e-01 4.456 8.35e-06 ***
## as.factor(San_ID)494 -2.058e-01 3.510e-01 -0.586 0.557688
## as.factor(San_ID)495 5.929e-01 2.948e-01 2.011 0.044275 *
## as.factor(San_ID)496 6.581e-01 3.009e-01 2.187 0.028715 *
## as.factor(San_ID)497 1.668e+00 1.177e+00 1.416 0.156680
## as.factor(San_ID)498 -2.541e-01 3.338e-01 -0.761 0.446482
## as.factor(San_ID)499 -1.280e+01 5.146e+02 -0.025 0.980155
## as.factor(San_ID)500 1.217e+00 2.633e-01 4.624 3.77e-06 ***
## as.factor(San_ID)501 -1.280e+01 2.246e+02 -0.057 0.954548
## as.factor(San_ID)502 9.711e-02 2.738e-01 0.355 0.722838
## as.factor(San_ID)1000 8.907e-01 2.406e-01 3.701 0.000214 ***
## as.factor(San_ID)1001 8.692e-01 4.948e-01 1.757 0.078965 .
## as.factor(San_ID)1002 1.149e+00 2.373e-01 4.843 1.28e-06 ***
## as.factor(San_ID)1003 9.956e-01 4.466e-01 2.229 0.025782 *
## as.factor(San_ID)1004 1.222e+00 2.370e-01 5.159 2.49e-07 ***
## as.factor(San_ID)1005 1.002e+00 3.015e-01 3.322 0.000893 ***
## as.factor(San_ID)1006 8.722e-01 2.409e-01 3.620 0.000294 ***
## as.factor(San_ID)1007 1.239e+00 2.373e-01 5.221 1.78e-07 ***
## as.factor(San_ID)1008 1.175e+00 2.378e-01 4.942 7.74e-07 ***
## as.factor(San_ID)1009 1.284e+00 2.364e-01 5.431 5.59e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 133252 on 177763 degrees of freedom
## Residual deviance: 128814 on 177328 degrees of freedom
## AIC: 129686
##
## Number of Fisher Scoring iterations: 14Chi-Square Test of Independence
#colnames(data5)
#critical vs. Month
chisq_og <- chisq.test(table(data5$Critical, data5$month))
chisq_og##
## Pearson's Chi-squared test
##
## data: table(data5$Critical, data5$month)
## X-squared = 260.36, df = 11, p-value < 2.2e-16#critical vs. Area
chisq_og2 <- chisq.test(table(data5$Critical, data5$area_ohio))
chisq_og2##
## Pearson's Chi-squared test
##
## data: table(data5$Critical, data5$area_ohio)
## X-squared = 73.63, df = 5, p-value = 1.796e-14#critical vs. Inspection_type
chisq_og3 <- chisq.test(table(data5$Critical, data5$Inspection_Type))## Warning in chisq.test(table(data5$Critical, data5$Inspection_Type)): Chi-squared
## approximation may be incorrectchisq_og3##
## Pearson's Chi-squared test
##
## data: table(data5$Critical, data5$Inspection_Type)
## X-squared = 2451.3, df = 30, p-value < 2.2e-16Chi-Square Test of Independence
#critical vs. risk rating
chisq <- chisq.test(table(Stats_data$Critical, Stats_data$Risk_Rating))
chisq##
## Pearson's Chi-squared test
##
## data: table(Stats_data$Critical, Stats_data$Risk_Rating)
## X-squared = 11077, df = 5, p-value < 2.2e-16chisq$observed##
## Mobile Risk Level I Risk Level II Risk Level III Risk Level IV Vending
## 0 7657 9411 10155 46619 39729 4440
## 1 353 1469 2641 24208 30906 187Ordinal
#colnames(Stats_data)
Stats_data$Risk_Rating = factor(Stats_data$Risk_Rating, ordered=TRUE)
Model = clm(Risk_Rating ~ Critical + HD_Condensed, data=Stats_data)
Model## formula: Risk_Rating ~ Critical + HD_Condensed
## data: Stats_data
##
## link threshold nobs logLik AIC niter max.grad cond.H
## logit flexible 177775 -232794.37 465718.75 7(0) 1.69e-08 7.8e+04
##
## Coefficients:
## Critical HD_CondensedAshtabula City
## 0.663595 -0.063883
## HD_CondensedAshtabula County HD_CondensedAthens County
## 0.212510 -0.360954
## HD_CondensedBelmont County HD_CondensedButler County
## -0.047704 0.454097
## HD_CondensedCambridge Guernsey County HD_CondensedCarroll County
## 0.021760 0.378388
## HD_CondensedChampaign HD_CondensedClark County
## 0.411927 -0.174367
## HD_CondensedClermont County HD_CondensedCleveland
## 0.248288 -0.166751
## HD_CondensedConneaut City HD_CondensedCoshocton City
## 1.292225 0.127812
## HD_CondensedCrawford County HD_CondensedCuyahoga County
## 0.313184 0.160777
## HD_CondensedDelaware HD_CondensedErie County
## 0.142929 0.285775
## HD_CondensedFairfield HD_CondensedFranklin EHS Live
## -0.252921 0.258025
## HD_CondensedGalion City HD_CondensedHamilton County
## 0.052202 0.194032
## HD_CondensedHancock HD_CondensedHenry County
## 0.348592 0.033923
## HD_CondensedHighland County HD_CondensedHocking County
## 0.040947 0.091034
## HD_CondensedHuron County HD_CondensedKent City
## 0.281300 0.471106
## HD_CondensedLake County HD_CondensedLawrence County
## 0.035743 -0.414531
## HD_CondensedLicking County HD_CondensedLorain County
## -0.005701 0.221646
## HD_CondensedMarietta City HD_CondensedMarion
## 0.083355 0.376563
## HD_CondensedMedina County HD_CondensedMercer County
## -0.266418 -0.103828
## HD_CondensedMiami County HD_CondensedMiddletown City
## 0.234599 0.145178
## HD_CondensedNew Philadelphia City HD_CondensedOhio Department of Health
## -0.013997 -1.810270
## HD_CondensedPickaway County HD_CondensedPortsmouth City
## -0.350399 -0.137004
## HD_CondensedPutnam County HD_CondensedRichland
## -0.272626 -0.138275
## HD_CondensedRoss County HD_CondensedSeneca County
## 0.179246 0.203263
## HD_CondensedShelby City HD_CondensedSpringdale City
## 0.385914 0.556050
## HD_CondensedStark County HD_CondensedSummit County
## 0.046233 0.145174
## HD_CondensedToledo-Lucas County HD_CondensedTuscarawas County
## 0.073919 -0.242062
## HD_CondensedUnion County HD_CondensedVan Wert County
## -0.111975 0.351788
## HD_CondensedVinton County HD_CondensedWarren County
## 0.153168 0.080144
## HD_CondensedWilliams County HD_CondensedWood County
## -0.195989 0.118596
## HD_CondensedWyandot County HD_CondensedZanesville-Muskingum County
## -0.030965 -0.029906
##
## Threshold coefficients:
## Mobile|Risk Level I Risk Level I|Risk Level II
## -2.7960 -1.8595
## Risk Level II|Risk Level III Risk Level III|Risk Level IV
## -1.2463 0.6455
## Risk Level IV|Vending
## 4.0039Cochran–Mantel–Haenszel The Cochran–Mantel–Haenszel test can be used for 3-dimensions only. One dimension needs to be identified as the stratifying dimension, so it tests the independence of the variables of the m x n tables within k strata.
levels(Stats_data$Critical)## NULLTable = xtabs( ~ Risk_Rating + Critical + HD_Condensed,
data=Stats_data)
mantelhaen.test(Table)##
## Cochran-Mantel-Haenszel test
##
## data: Table
## Cochran-Mantel-Haenszel M^2 = 10917, df = 5, p-value < 2.2e-16log-linear models
loglm( ~ Risk_Rating + Critical + HD_Condensed,
Table)## Call:
## loglm(formula = ~Risk_Rating + Critical + HD_Condensed, data = Table)
##
## Statistics:
## X^2 df P(> X^2)
## Likelihood Ratio 28336.78 654 0
## Pearson 28338.11 654 0Linear model & ANOVA
#colnames(Stats_data)
p1 <- lm(Violation_count~
Risk_Rating+
HD_Condensed+
San_ID+
Standard,
data=Stats_data)
summary(p1)##
## Call:
## lm(formula = Violation_count ~ Risk_Rating + HD_Condensed + San_ID +
## Standard, data = Stats_data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.896 -2.212 -0.781 1.103 111.884
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.894759 0.143678 6.228 4.75e-10
## Risk_Rating.L 0.941488 0.046371 20.303 < 2e-16
## Risk_Rating.Q -2.527774 0.043773 -57.748 < 2e-16
## Risk_Rating.C -1.861947 0.036510 -50.998 < 2e-16
## Risk_Rating^4 -1.327454 0.030638 -43.327 < 2e-16
## Risk_Rating^5 -0.008767 0.027617 -0.317 0.750905
## HD_CondensedAshtabula City -1.284285 0.190217 -6.752 1.47e-11
## HD_CondensedAshtabula County -3.942008 0.369886 -10.657 < 2e-16
## HD_CondensedAthens County -1.826057 0.128789 -14.179 < 2e-16
## HD_CondensedBelmont County -1.550568 0.133511 -11.614 < 2e-16
## HD_CondensedButler County 1.452678 0.228603 6.355 2.10e-10
## HD_CondensedCambridge Guernsey County 0.629256 0.148715 4.231 2.32e-05
## HD_CondensedCarroll County -4.093476 0.200247 -20.442 < 2e-16
## HD_CondensedChampaign -2.541582 0.163976 -15.500 < 2e-16
## HD_CondensedClark County -0.973899 0.123410 -7.892 3.00e-15
## HD_CondensedClermont County -0.366100 0.130554 -2.804 0.005045
## HD_CondensedCleveland -0.132560 0.138670 -0.956 0.339102
## HD_CondensedConneaut City -3.002001 1.772241 -1.694 0.090286
## HD_CondensedCoshocton City -2.599799 0.248935 -10.444 < 2e-16
## HD_CondensedCrawford County -2.523646 0.228433 -11.048 < 2e-16
## HD_CondensedCuyahoga County -1.097120 0.190800 -5.750 8.93e-09
## HD_CondensedDelaware 1.572521 0.239332 6.570 5.03e-11
## HD_CondensedErie County -2.089826 0.256751 -8.140 3.99e-16
## HD_CondensedFairfield -1.671013 0.273350 -6.113 9.79e-10
## HD_CondensedFranklin EHS Live 0.184919 1.634624 0.113 0.909931
## HD_CondensedGalion City -1.568182 0.326346 -4.805 1.55e-06
## HD_CondensedHamilton County -2.276850 0.281259 -8.095 5.75e-16
## HD_CondensedHancock -1.616104 0.310808 -5.200 2.00e-07
## HD_CondensedHenry County -2.573667 0.338392 -7.606 2.85e-14
## HD_CondensedHighland County -0.345094 0.340029 -1.015 0.310158
## HD_CondensedHocking County -0.160279 0.387572 -0.414 0.679207
## HD_CondensedHuron County -1.103354 0.338344 -3.261 0.001110
## HD_CondensedKent City 0.391855 0.353700 1.108 0.267918
## HD_CondensedLake County -1.188987 0.351698 -3.381 0.000723
## HD_CondensedLawrence County -0.459957 0.383125 -1.201 0.229932
## HD_CondensedLicking County -1.581645 0.382310 -4.137 3.52e-05
## HD_CondensedLorain County -2.036121 0.397941 -5.117 3.11e-07
## HD_CondensedMarietta City -2.136608 0.426625 -5.008 5.50e-07
## HD_CondensedMarion -0.773989 0.431208 -1.795 0.072666
## HD_CondensedMedina County 0.240047 0.434202 0.553 0.580370
## HD_CondensedMercer County -2.177865 0.458767 -4.747 2.06e-06
## HD_CondensedMiami County -1.580989 0.461733 -3.424 0.000617
## HD_CondensedMiddletown City 1.214212 0.473030 2.567 0.010263
## HD_CondensedNew Philadelphia City -2.350724 0.479925 -4.898 9.69e-07
## HD_CondensedOhio Department of Health -1.362066 1.472516 -0.925 0.354971
## HD_CondensedPickaway County -1.241708 0.494025 -2.513 0.011956
## HD_CondensedPortsmouth City -1.615985 0.520580 -3.104 0.001908
## HD_CondensedPutnam County -0.835583 0.516726 -1.617 0.105864
## HD_CondensedRichland 0.963239 0.522752 1.843 0.065385
## HD_CondensedRoss County -1.944343 0.543838 -3.575 0.000350
## HD_CondensedSeneca County -2.649613 0.558849 -4.741 2.13e-06
## HD_CondensedShelby City -2.731412 0.592786 -4.608 4.07e-06
## HD_CondensedSpringdale City -0.313818 0.578804 -0.542 0.587693
## HD_CondensedStark County -1.994400 0.565474 -3.527 0.000420
## HD_CondensedSummit County -0.757428 0.593526 -1.276 0.201905
## HD_CondensedToledo-Lucas County -1.944456 0.636139 -3.057 0.002239
## HD_CondensedTuscarawas County -1.916060 0.668863 -2.865 0.004175
## HD_CondensedUnion County -0.916715 0.687482 -1.333 0.182390
## HD_CondensedVan Wert County -2.265567 0.706143 -3.208 0.001335
## HD_CondensedVinton County -0.442400 0.731760 -0.605 0.545465
## HD_CondensedWarren County -2.650560 0.708944 -3.739 0.000185
## HD_CondensedWilliams County -2.192127 0.731313 -2.998 0.002722
## HD_CondensedWood County -1.813330 0.735865 -2.464 0.013732
## HD_CondensedWyandot County -3.007146 0.762422 -3.944 8.01e-05
## HD_CondensedZanesville-Muskingum County -3.126729 0.760626 -4.111 3.95e-05
## San_ID 0.001314 0.001744 0.754 0.450939
## Standard 1.830886 0.024162 75.777 < 2e-16
##
## (Intercept) ***
## Risk_Rating.L ***
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5
## HD_CondensedAshtabula City ***
## HD_CondensedAshtabula County ***
## HD_CondensedAthens County ***
## HD_CondensedBelmont County ***
## HD_CondensedButler County ***
## HD_CondensedCambridge Guernsey County ***
## HD_CondensedCarroll County ***
## HD_CondensedChampaign ***
## HD_CondensedClark County ***
## HD_CondensedClermont County **
## HD_CondensedCleveland
## HD_CondensedConneaut City .
## HD_CondensedCoshocton City ***
## HD_CondensedCrawford County ***
## HD_CondensedCuyahoga County ***
## HD_CondensedDelaware ***
## HD_CondensedErie County ***
## HD_CondensedFairfield ***
## HD_CondensedFranklin EHS Live
## HD_CondensedGalion City ***
## HD_CondensedHamilton County ***
## HD_CondensedHancock ***
## HD_CondensedHenry County ***
## HD_CondensedHighland County
## HD_CondensedHocking County
## HD_CondensedHuron County **
## HD_CondensedKent City
## HD_CondensedLake County ***
## HD_CondensedLawrence County
## HD_CondensedLicking County ***
## HD_CondensedLorain County ***
## HD_CondensedMarietta City ***
## HD_CondensedMarion .
## HD_CondensedMedina County
## HD_CondensedMercer County ***
## HD_CondensedMiami County ***
## HD_CondensedMiddletown City *
## HD_CondensedNew Philadelphia City ***
## HD_CondensedOhio Department of Health
## HD_CondensedPickaway County *
## HD_CondensedPortsmouth City **
## HD_CondensedPutnam County
## HD_CondensedRichland .
## HD_CondensedRoss County ***
## HD_CondensedSeneca County ***
## HD_CondensedShelby City ***
## HD_CondensedSpringdale City
## HD_CondensedStark County ***
## HD_CondensedSummit County
## HD_CondensedToledo-Lucas County **
## HD_CondensedTuscarawas County **
## HD_CondensedUnion County
## HD_CondensedVan Wert County **
## HD_CondensedVinton County
## HD_CondensedWarren County ***
## HD_CondensedWilliams County **
## HD_CondensedWood County *
## HD_CondensedWyandot County ***
## HD_CondensedZanesville-Muskingum County ***
## San_ID
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.947 on 177708 degrees of freedom
## Multiple R-squared: 0.1551, Adjusted R-squared: 0.1548
## F-statistic: 494.4 on 66 and 177708 DF, p-value: < 2.2e-16p2 <- lm(Violation_count~
Risk_Rating+
HD_Condensed+
Standard,
data=Stats_data)
summary(p2)##
## Call:
## lm(formula = Violation_count ~ Risk_Rating + HD_Condensed + Standard,
## data = Stats_data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.892 -2.213 -0.780 1.107 111.893
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.984889 0.079680 12.361 < 2e-16
## Risk_Rating.L 0.940260 0.046343 20.289 < 2e-16
## Risk_Rating.Q -2.529207 0.043731 -57.835 < 2e-16
## Risk_Rating.C -1.862893 0.036489 -51.054 < 2e-16
## Risk_Rating^4 -1.327948 0.030631 -43.353 < 2e-16
## Risk_Rating^5 -0.009019 0.027615 -0.327 0.743982
## HD_CondensedAshtabula City -1.280092 0.190135 -6.733 1.67e-11
## HD_CondensedAshtabula County -3.934699 0.369758 -10.641 < 2e-16
## HD_CondensedAthens County -1.814707 0.127906 -14.188 < 2e-16
## HD_CondensedBelmont County -1.533114 0.131488 -11.660 < 2e-16
## HD_CondensedButler County 1.480181 0.225673 6.559 5.43e-11
## HD_CondensedCambridge Guernsey County 0.662704 0.141941 4.669 3.03e-06
## HD_CondensedCarroll County -4.053319 0.193032 -20.998 < 2e-16
## HD_CondensedChampaign -2.497170 0.153026 -16.319 < 2e-16
## HD_CondensedClark County -0.921219 0.101718 -9.057 < 2e-16
## HD_CondensedClermont County -0.301095 0.098024 -3.072 0.002129
## HD_CondensedCleveland -0.049341 0.083923 -0.588 0.556573
## HD_CondensedConneaut City -2.899445 1.767010 -1.641 0.100825
## HD_CondensedCoshocton City -2.495827 0.207235 -12.043 < 2e-16
## HD_CondensedCrawford County -2.415767 0.178053 -13.568 < 2e-16
## HD_CondensedCuyahoga County -0.966835 0.080844 -11.959 < 2e-16
## HD_CondensedDelaware 1.735547 0.102529 16.927 < 2e-16
## HD_CondensedErie County -1.913647 0.106316 -18.000 < 2e-16
## HD_CondensedFairfield -1.484518 0.116271 -12.768 < 2e-16
## HD_CondensedFranklin EHS Live 1.415617 0.082410 17.178 < 2e-16
## HD_CondensedGalion City -1.377385 0.206019 -6.686 2.30e-11
## HD_CondensedHamilton County -2.074412 0.083632 -24.804 < 2e-16
## HD_CondensedHancock -1.398564 0.115448 -12.114 < 2e-16
## HD_CondensedHenry County -2.351856 0.167133 -14.072 < 2e-16
## HD_CondensedHighland County -0.117603 0.156697 -0.751 0.452948
## HD_CondensedHocking County 0.071064 0.236718 0.300 0.764019
## HD_CondensedHuron County -0.866990 0.127158 -6.818 9.25e-12
## HD_CondensedKent City 0.636492 0.140686 4.524 6.07e-06
## HD_CondensedLake County -0.932766 0.090399 -10.318 < 2e-16
## HD_CondensedLawrence County -0.192993 0.146201 -1.320 0.186819
## HD_CondensedLicking County -1.301857 0.091718 -14.194 < 2e-16
## HD_CondensedLorain County -1.744035 0.090737 -19.221 < 2e-16
## HD_CondensedMarietta City -1.835113 0.148516 -12.356 < 2e-16
## HD_CondensedMarion -0.463152 0.126187 -3.670 0.000242
## HD_CondensedMedina County 0.558401 0.100951 5.531 3.18e-08
## HD_CondensedMercer County -1.849183 0.142716 -12.957 < 2e-16
## HD_CondensedMiami County -1.243721 0.114180 -10.893 < 2e-16
## HD_CondensedMiddletown City 1.556383 0.133173 11.687 < 2e-16
## HD_CondensedNew Philadelphia City -2.005822 0.144928 -13.840 < 2e-16
## HD_CondensedOhio Department of Health -1.013291 1.397944 -0.725 0.468549
## HD_CondensedPickaway County -0.884327 0.138981 -6.363 1.98e-10
## HD_CondensedPortsmouth City -1.248405 0.182340 -6.847 7.59e-12
## HD_CondensedPutnam County -0.461067 0.142102 -3.245 0.001176
## HD_CondensedRichland 1.349341 0.104645 12.894 < 2e-16
## HD_CondensedRoss County -1.544559 0.120498 -12.818 < 2e-16
## HD_CondensedSeneca County -2.240332 0.132477 -16.911 < 2e-16
## HD_CondensedShelby City -2.318387 0.226310 -10.244 < 2e-16
## HD_CondensedSpringdale City 0.100593 0.181158 0.555 0.578707
## HD_CondensedStark County -1.574173 0.094985 -16.573 < 2e-16
## HD_CondensedSummit County -0.314446 0.083497 -3.766 0.000166
## HD_CondensedToledo-Lucas County -1.469134 0.084334 -17.420 < 2e-16
## HD_CondensedTuscarawas County -1.419586 0.116827 -12.151 < 2e-16
## HD_CondensedUnion County -0.407894 0.130615 -3.123 0.001791
## HD_CondensedVan Wert County -1.751459 0.183162 -9.562 < 2e-16
## HD_CondensedVinton County 0.076528 0.248237 0.308 0.757867
## HD_CondensedWarren County -2.121141 0.096936 -21.882 < 2e-16
## HD_CondensedWilliams County -1.655495 0.167581 -9.879 < 2e-16
## HD_CondensedWood County -1.263761 0.100184 -12.614 < 2e-16
## HD_CondensedWyandot County -2.447656 0.174540 -14.023 < 2e-16
## HD_CondensedZanesville-Muskingum County -2.560287 0.118140 -21.672 < 2e-16
## Standard 1.830917 0.024162 75.778 < 2e-16
##
## (Intercept) ***
## Risk_Rating.L ***
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5
## HD_CondensedAshtabula City ***
## HD_CondensedAshtabula County ***
## HD_CondensedAthens County ***
## HD_CondensedBelmont County ***
## HD_CondensedButler County ***
## HD_CondensedCambridge Guernsey County ***
## HD_CondensedCarroll County ***
## HD_CondensedChampaign ***
## HD_CondensedClark County ***
## HD_CondensedClermont County **
## HD_CondensedCleveland
## HD_CondensedConneaut City
## HD_CondensedCoshocton City ***
## HD_CondensedCrawford County ***
## HD_CondensedCuyahoga County ***
## HD_CondensedDelaware ***
## HD_CondensedErie County ***
## HD_CondensedFairfield ***
## HD_CondensedFranklin EHS Live ***
## HD_CondensedGalion City ***
## HD_CondensedHamilton County ***
## HD_CondensedHancock ***
## HD_CondensedHenry County ***
## HD_CondensedHighland County
## HD_CondensedHocking County
## HD_CondensedHuron County ***
## HD_CondensedKent City ***
## HD_CondensedLake County ***
## HD_CondensedLawrence County
## HD_CondensedLicking County ***
## HD_CondensedLorain County ***
## HD_CondensedMarietta City ***
## HD_CondensedMarion ***
## HD_CondensedMedina County ***
## HD_CondensedMercer County ***
## HD_CondensedMiami County ***
## HD_CondensedMiddletown City ***
## HD_CondensedNew Philadelphia City ***
## HD_CondensedOhio Department of Health
## HD_CondensedPickaway County ***
## HD_CondensedPortsmouth City ***
## HD_CondensedPutnam County **
## HD_CondensedRichland ***
## HD_CondensedRoss County ***
## HD_CondensedSeneca County ***
## HD_CondensedShelby City ***
## HD_CondensedSpringdale City
## HD_CondensedStark County ***
## HD_CondensedSummit County ***
## HD_CondensedToledo-Lucas County ***
## HD_CondensedTuscarawas County ***
## HD_CondensedUnion County **
## HD_CondensedVan Wert County ***
## HD_CondensedVinton County
## HD_CondensedWarren County ***
## HD_CondensedWilliams County ***
## HD_CondensedWood County ***
## HD_CondensedWyandot County ***
## HD_CondensedZanesville-Muskingum County ***
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.947 on 177709 degrees of freedom
## Multiple R-squared: 0.1551, Adjusted R-squared: 0.1548
## F-statistic: 502 on 65 and 177709 DF, p-value: < 2.2e-16anova(p2)## Analysis of Variance Table
##
## Response: Violation_count
## Df Sum Sq Mean Sq F value Pr(>F)
## Risk_Rating 5 205625 41125 2639.21 < 2.2e-16 ***
## HD_Condensed 59 213364 3616 232.08 < 2.2e-16 ***
## Standard 1 89479 89479 5742.32 < 2.2e-16 ***
## Residuals 177709 2769120 16
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1p3 <- lm(Critical~Zip_Code+
Risk_Rating+
HD_Condensed+
Standard,
data=Stats_data)
summary(p3)##
## Call:
## lm(formula = Critical ~ Zip_Code + Risk_Rating + HD_Condensed +
## Standard, data = Stats_data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.7162 -0.3759 -0.1777 0.4802 1.3417
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -8.048e-01 4.106e-01 -1.960 0.049982
## Zip_Code 1.759e-05 8.960e-06 1.963 0.049629
## Risk_Rating.L 1.168e-01 5.181e-03 22.542 < 2e-16
## Risk_Rating.Q -2.801e-01 4.890e-03 -57.293 < 2e-16
## Risk_Rating.C -2.158e-01 4.079e-03 -52.898 < 2e-16
## Risk_Rating^4 -1.241e-01 3.425e-03 -36.241 < 2e-16
## Risk_Rating^5 -1.291e-02 3.087e-03 -4.180 2.91e-05
## HD_CondensedAshtabula City -1.557e-02 2.671e-02 -0.583 0.560103
## HD_CondensedAshtabula County -3.056e-01 4.429e-02 -6.901 5.19e-12
## HD_CondensedAthens County -1.002e-01 1.432e-02 -6.997 2.62e-12
## HD_CondensedBelmont County -4.995e-02 2.257e-02 -2.213 0.026894
## HD_CondensedButler County 1.698e-01 2.611e-02 6.504 7.82e-11
## HD_CondensedCambridge Guernsey County -5.705e-02 2.446e-02 -2.333 0.019663
## HD_CondensedCarroll County -3.618e-01 2.413e-02 -14.990 < 2e-16
## HD_CondensedChampaign -1.169e-01 2.936e-02 -3.981 6.87e-05
## HD_CondensedClark County 1.689e-02 1.179e-02 1.433 0.151775
## HD_CondensedClermont County 4.195e-02 1.241e-02 3.380 0.000725
## HD_CondensedCleveland 6.295e-02 1.787e-02 3.524 0.000426
## HD_CondensedConneaut City -1.115e-01 1.982e-01 -0.563 0.573554
## HD_CondensedCoshocton City -4.494e-02 2.928e-02 -1.535 0.124758
## HD_CondensedCrawford County -1.877e-01 2.177e-02 -8.621 < 2e-16
## HD_CondensedCuyahoga County 2.969e-02 1.761e-02 1.686 0.091844
## HD_CondensedDelaware 2.607e-01 2.730e-02 9.548 < 2e-16
## HD_CondensedErie County -8.333e-02 1.533e-02 -5.435 5.48e-08
## HD_CondensedFairfield -2.478e-02 2.735e-02 -0.906 0.364982
## HD_CondensedFranklin EHS Live 1.416e-01 2.569e-02 5.512 3.54e-08
## HD_CondensedGalion City -6.493e-02 2.464e-02 -2.635 0.008408
## HD_CondensedHamilton County -6.244e-02 1.075e-02 -5.809 6.29e-09
## HD_CondensedHancock 4.460e-02 1.291e-02 3.455 0.000550
## HD_CondensedHenry County -1.152e-01 2.763e-02 -4.168 3.07e-05
## HD_CondensedHighland County 1.788e-02 1.854e-02 0.964 0.335041
## HD_CondensedHocking County 1.734e-01 3.552e-02 4.881 1.05e-06
## HD_CondensedHuron County 9.320e-02 1.659e-02 5.619 1.93e-08
## HD_CondensedKent City 4.006e-02 2.110e-02 1.899 0.057599
## HD_CondensedLake County 6.145e-02 1.852e-02 3.317 0.000909
## HD_CondensedLawrence County 3.284e-02 1.641e-02 2.002 0.045298
## HD_CondensedLicking County -2.346e-02 2.673e-02 -0.878 0.380116
## HD_CondensedLorain County -2.023e-02 1.881e-02 -1.075 0.282246
## HD_CondensedMarietta City -9.636e-02 1.661e-02 -5.800 6.65e-09
## HD_CondensedMarion 4.523e-02 2.649e-02 1.707 0.087765
## HD_CondensedMedina County 1.691e-01 1.796e-02 9.418 < 2e-16
## HD_CondensedMercer County -1.342e-01 1.596e-02 -8.413 < 2e-16
## HD_CondensedMiami County -4.782e-03 1.337e-02 -0.358 0.720539
## HD_CondensedMiddletown City -2.528e-02 1.642e-02 -1.540 0.123652
## HD_CondensedNew Philadelphia City -6.337e-02 1.919e-02 -3.303 0.000957
## HD_CondensedOhio Department of Health 1.790e-02 1.573e-01 0.114 0.909435
## HD_CondensedPickaway County 2.549e-02 2.858e-02 0.892 0.372465
## HD_CondensedPortsmouth City -1.105e-01 2.043e-02 -5.410 6.31e-08
## HD_CondensedPutnam County 4.255e-02 1.589e-02 2.677 0.007424
## HD_CondensedRichland 8.167e-02 1.430e-02 5.711 1.12e-08
## HD_CondensedRoss County -9.951e-02 1.366e-02 -7.285 3.22e-13
## HD_CondensedSeneca County -1.021e-01 1.709e-02 -5.972 2.35e-09
## HD_CondensedShelby City -1.139e-01 2.665e-02 -4.273 1.93e-05
## HD_CondensedSpringdale City 1.053e-01 2.088e-02 5.040 4.65e-07
## HD_CondensedStark County -6.175e-02 1.463e-02 -4.222 2.43e-05
## HD_CondensedSummit County 7.682e-02 1.659e-02 4.630 3.66e-06
## HD_CondensedToledo-Lucas County 5.632e-02 2.196e-02 2.565 0.010329
## HD_CondensedTuscarawas County -1.053e-01 1.733e-02 -6.076 1.24e-09
## HD_CondensedUnion County 4.844e-02 2.857e-02 1.695 0.089997
## HD_CondensedVan Wert County -5.159e-02 2.049e-02 -2.518 0.011803
## HD_CondensedVinton County 3.184e-02 2.779e-02 1.146 0.251930
## HD_CondensedWarren County -1.273e-01 1.279e-02 -9.951 < 2e-16
## HD_CondensedWilliams County -1.878e-02 2.774e-02 -0.677 0.498459
## HD_CondensedWood County 3.349e-02 2.296e-02 1.459 0.144702
## HD_CondensedWyandot County -1.566e-01 2.793e-02 -5.609 2.04e-08
## HD_CondensedZanesville-Muskingum County -1.495e-01 2.289e-02 -6.533 6.46e-11
## Standard 2.430e-01 2.701e-03 89.962 < 2e-16
##
## (Intercept) *
## Zip_Code *
## Risk_Rating.L ***
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5 ***
## HD_CondensedAshtabula City
## HD_CondensedAshtabula County ***
## HD_CondensedAthens County ***
## HD_CondensedBelmont County *
## HD_CondensedButler County ***
## HD_CondensedCambridge Guernsey County *
## HD_CondensedCarroll County ***
## HD_CondensedChampaign ***
## HD_CondensedClark County
## HD_CondensedClermont County ***
## HD_CondensedCleveland ***
## HD_CondensedConneaut City
## HD_CondensedCoshocton City
## HD_CondensedCrawford County ***
## HD_CondensedCuyahoga County .
## HD_CondensedDelaware ***
## HD_CondensedErie County ***
## HD_CondensedFairfield
## HD_CondensedFranklin EHS Live ***
## HD_CondensedGalion City **
## HD_CondensedHamilton County ***
## HD_CondensedHancock ***
## HD_CondensedHenry County ***
## HD_CondensedHighland County
## HD_CondensedHocking County ***
## HD_CondensedHuron County ***
## HD_CondensedKent City .
## HD_CondensedLake County ***
## HD_CondensedLawrence County *
## HD_CondensedLicking County
## HD_CondensedLorain County
## HD_CondensedMarietta City ***
## HD_CondensedMarion .
## HD_CondensedMedina County ***
## HD_CondensedMercer County ***
## HD_CondensedMiami County
## HD_CondensedMiddletown City
## HD_CondensedNew Philadelphia City ***
## HD_CondensedOhio Department of Health
## HD_CondensedPickaway County
## HD_CondensedPortsmouth City ***
## HD_CondensedPutnam County **
## HD_CondensedRichland ***
## HD_CondensedRoss County ***
## HD_CondensedSeneca County ***
## HD_CondensedShelby City ***
## HD_CondensedSpringdale City ***
## HD_CondensedStark County ***
## HD_CondensedSummit County ***
## HD_CondensedToledo-Lucas County *
## HD_CondensedTuscarawas County ***
## HD_CondensedUnion County .
## HD_CondensedVan Wert County *
## HD_CondensedVinton County
## HD_CondensedWarren County ***
## HD_CondensedWilliams County
## HD_CondensedWood County
## HD_CondensedWyandot County ***
## HD_CondensedZanesville-Muskingum County ***
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.4413 on 177708 degrees of freedom
## Multiple R-squared: 0.1276, Adjusted R-squared: 0.1272
## F-statistic: 393.6 on 66 and 177708 DF, p-value: < 2.2e-16p4 <- lm(Critical~as.factor(Zip_Code)+
Risk_Rating+
HD_Condensed+
Standard,
data=Stats_data)
summary(p4)##
## Call:
## lm(formula = Critical ~ as.factor(Zip_Code) + Risk_Rating + HD_Condensed +
## Standard, data = Stats_data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.8688 -0.3554 -0.1641 0.4673 1.3287
##
## Coefficients: (12 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.1521704 0.1064365 -1.430 0.152810
## as.factor(Zip_Code)43002 0.0839212 0.4439816 0.189 0.850078
## as.factor(Zip_Code)43003 0.2862469 0.1091189 2.623 0.008710
## as.factor(Zip_Code)43004 0.1595995 0.0946633 1.686 0.091803
## as.factor(Zip_Code)43007 -0.0219257 0.2154502 -0.102 0.918942
## as.factor(Zip_Code)43008 0.1220700 0.0784163 1.557 0.119546
## as.factor(Zip_Code)43009 -0.5063009 0.2448270 -2.068 0.038642
## as.factor(Zip_Code)43010 -0.0822852 0.2510724 -0.328 0.743112
## as.factor(Zip_Code)43013 -0.0042885 0.1449049 -0.030 0.976390
## as.factor(Zip_Code)43015 0.4155356 0.0905457 4.589 4.45e-06
## as.factor(Zip_Code)43016 0.3791253 0.0853304 4.443 8.88e-06
## as.factor(Zip_Code)43017 0.3592122 0.0836224 4.296 1.74e-05
## as.factor(Zip_Code)43021 0.2324872 0.0985238 2.360 0.018290
## as.factor(Zip_Code)43023 0.1473274 0.0746584 1.973 0.048457
## as.factor(Zip_Code)43025 0.1548834 0.0755166 2.051 0.040270
## as.factor(Zip_Code)43026 0.3117592 0.0835647 3.731 0.000191
## as.factor(Zip_Code)43027 -0.0649563 0.1621219 -0.401 0.688668
## as.factor(Zip_Code)43028 0.1274021 0.4420635 0.288 0.773195
## as.factor(Zip_Code)43030 0.0499908 0.1062090 0.471 0.637867
## as.factor(Zip_Code)43031 0.1250435 0.0749668 1.668 0.095321
## as.factor(Zip_Code)43032 -0.1790478 0.1993303 -0.898 0.369055
## as.factor(Zip_Code)43033 -0.0270107 0.1368709 -0.197 0.843558
## as.factor(Zip_Code)43035 0.3641413 0.0918845 3.963 7.40e-05
## as.factor(Zip_Code)43036 0.0021309 0.1550943 0.014 0.989038
## as.factor(Zip_Code)43040 0.0725766 0.1510522 0.480 0.630891
## as.factor(Zip_Code)43044 -0.4916983 0.2061440 -2.385 0.017070
## as.factor(Zip_Code)43045 0.0100504 0.1625839 0.062 0.950709
## as.factor(Zip_Code)43046 0.2181291 0.0895678 2.435 0.014878
## as.factor(Zip_Code)43047 -0.5009949 0.3230300 -1.551 0.120922
## as.factor(Zip_Code)43050 0.1274021 0.1407223 0.905 0.365284
## as.factor(Zip_Code)43054 0.1437106 0.0851340 1.688 0.091403
## as.factor(Zip_Code)43055 0.1390837 0.0722782 1.924 0.054321
## as.factor(Zip_Code)43056 0.1561407 0.0731043 2.136 0.032692
## as.factor(Zip_Code)43058 -0.2963472 0.2295835 -1.291 0.196774
## as.factor(Zip_Code)43060 -0.5041012 0.2102256 -2.398 0.016490
## as.factor(Zip_Code)43061 -0.0496338 0.1189728 -0.417 0.676543
## as.factor(Zip_Code)43062 0.1393969 0.0735011 1.897 0.057892
## as.factor(Zip_Code)43064 0.0231088 0.1556144 0.149 0.881948
## as.factor(Zip_Code)43065 0.3937303 0.0905321 4.349 1.37e-05
## as.factor(Zip_Code)43066 -0.2208843 0.2357687 -0.937 0.348827
## as.factor(Zip_Code)43067 0.0016306 0.1625823 0.010 0.991998
## as.factor(Zip_Code)43068 0.1220947 0.0824110 1.482 0.138466
## as.factor(Zip_Code)43069 -0.0423357 0.2650593 -0.160 0.873101
## as.factor(Zip_Code)43070 0.0436992 0.2974527 0.147 0.883202
## as.factor(Zip_Code)43071 0.0633549 0.0927518 0.683 0.494571
## as.factor(Zip_Code)43072 -0.5129851 0.2070667 -2.477 0.013236
## as.factor(Zip_Code)43073 0.1743957 0.1116253 1.562 0.118212
## as.factor(Zip_Code)43074 0.4175781 0.0918213 4.548 5.43e-06
## as.factor(Zip_Code)43076 0.1998512 0.0907666 2.202 0.027680
## as.factor(Zip_Code)43078 -0.4735398 0.2028828 -2.334 0.019594
## as.factor(Zip_Code)43080 0.0981579 0.0796633 1.232 0.217892
## as.factor(Zip_Code)43081 0.3113822 0.0835595 3.726 0.000194
## as.factor(Zip_Code)43082 0.3222272 0.0850231 3.790 0.000151
## as.factor(Zip_Code)43083 -0.5009949 0.3688591 -1.358 0.174393
## as.factor(Zip_Code)43084 -0.7463911 0.2334623 -3.197 0.001389
## as.factor(Zip_Code)43085 0.0033774 0.3193068 0.011 0.991561
## as.factor(Zip_Code)43101 0.0246509 0.1927037 0.128 0.898211
## as.factor(Zip_Code)43102 0.1081946 0.1035484 1.045 0.296085
## as.factor(Zip_Code)43103 0.1084781 0.1149267 0.944 0.345228
## as.factor(Zip_Code)43105 0.1431919 0.0922045 1.553 0.120429
## as.factor(Zip_Code)43107 0.1163594 0.1073865 1.084 0.278563
## as.factor(Zip_Code)43109 0.2001814 0.1189199 1.683 0.092313
## as.factor(Zip_Code)43110 0.1063672 0.0846146 1.257 0.208727
## as.factor(Zip_Code)43112 0.0461966 0.0972819 0.475 0.634878
## as.factor(Zip_Code)43113 0.1750489 0.1117448 1.567 0.117232
## as.factor(Zip_Code)43115 0.4817240 0.2196195 2.193 0.028276
## as.factor(Zip_Code)43116 0.3095670 0.1239508 2.497 0.012508
## as.factor(Zip_Code)43119 0.1961536 0.0992121 1.977 0.048030
## as.factor(Zip_Code)43123 0.2505064 0.0832312 3.010 0.002615
## as.factor(Zip_Code)43125 0.1958396 0.0862640 2.270 0.023194
## as.factor(Zip_Code)43126 0.6204937 0.1794042 3.459 0.000543
## as.factor(Zip_Code)43130 0.0775759 0.0856841 0.905 0.365270
## as.factor(Zip_Code)43135 0.1797200 0.1404750 1.279 0.200767
## as.factor(Zip_Code)43136 0.1138413 0.1056522 1.078 0.281254
## as.factor(Zip_Code)43137 0.0612789 0.1008058 0.608 0.543261
## as.factor(Zip_Code)43138 0.2165076 0.1535697 1.410 0.158591
## as.factor(Zip_Code)43143 0.1198084 0.1377981 0.869 0.384603
## as.factor(Zip_Code)43144 0.3236042 0.2333968 1.386 0.165597
## as.factor(Zip_Code)43145 0.3199089 0.1551917 2.061 0.039268
## as.factor(Zip_Code)43146 0.1990124 0.1115591 1.784 0.074439
## as.factor(Zip_Code)43147 0.1040342 0.0834856 1.246 0.212717
## as.factor(Zip_Code)43148 0.0779210 0.1204828 0.647 0.517802
## as.factor(Zip_Code)43149 0.1794968 0.1712420 1.048 0.294545
## as.factor(Zip_Code)43150 0.2083315 0.1518340 1.372 0.170034
## as.factor(Zip_Code)43152 0.3887023 0.1933930 2.010 0.044442
## as.factor(Zip_Code)43154 0.0512843 0.1134275 0.452 0.651174
## as.factor(Zip_Code)43155 -0.1276579 0.1251935 -1.020 0.307879
## as.factor(Zip_Code)43156 0.1502909 0.1387964 1.083 0.278892
## as.factor(Zip_Code)43157 -0.2288340 0.2340150 -0.978 0.328145
## as.factor(Zip_Code)43158 -0.3056449 0.3433554 -0.890 0.373376
## as.factor(Zip_Code)43163 -0.1250019 0.1972509 -0.634 0.526264
## as.factor(Zip_Code)43164 0.1961730 0.1277767 1.535 0.124717
## as.factor(Zip_Code)43202 -0.0423357 0.3193198 -0.133 0.894525
## as.factor(Zip_Code)43204 0.1532282 0.1023797 1.497 0.134482
## as.factor(Zip_Code)43206 -0.0474186 0.1672185 -0.284 0.776738
## as.factor(Zip_Code)43207 0.0985113 0.0871966 1.130 0.258578
## as.factor(Zip_Code)43209 0.0909536 0.0860604 1.057 0.290578
## as.factor(Zip_Code)43211 0.4793100 0.2118619 2.262 0.023676
## as.factor(Zip_Code)43212 0.2512796 0.0857878 2.929 0.003400
## as.factor(Zip_Code)43213 0.3312058 0.0839951 3.943 8.04e-05
## as.factor(Zip_Code)43214 -0.2476417 0.2332116 -1.062 0.288294
## as.factor(Zip_Code)43215 0.1355155 0.0950845 1.425 0.154098
## as.factor(Zip_Code)43217 0.0295602 0.1966020 0.150 0.880484
## as.factor(Zip_Code)43218 -0.0075734 0.2386201 -0.032 0.974681
## as.factor(Zip_Code)43219 0.3304618 0.0999733 3.305 0.000948
## as.factor(Zip_Code)43220 0.2852707 0.0867638 3.288 0.001010
## as.factor(Zip_Code)43221 0.3039565 0.0841803 3.611 0.000305
## as.factor(Zip_Code)43223 0.2793858 0.0937255 2.981 0.002874
## as.factor(Zip_Code)43224 0.1600200 0.0862825 1.855 0.063654
## as.factor(Zip_Code)43227 0.3284031 0.1087670 3.019 0.002534
## as.factor(Zip_Code)43228 0.3669923 0.0842061 4.358 1.31e-05
## as.factor(Zip_Code)43229 0.0854783 0.1464852 0.584 0.559538
## as.factor(Zip_Code)43230 0.1074409 0.0834642 1.287 0.198002
## as.factor(Zip_Code)43231 0.3545698 0.0898247 3.947 7.90e-05
## as.factor(Zip_Code)43232 0.1056078 0.0899049 1.175 0.240132
## as.factor(Zip_Code)43235 0.2809333 0.0941732 2.983 0.002853
## as.factor(Zip_Code)43301 0.0863354 0.2075360 0.416 0.677409
## as.factor(Zip_Code)43302 0.1478121 0.1070784 1.380 0.167462
## as.factor(Zip_Code)43306 0.0863354 0.2427458 0.356 0.722094
## as.factor(Zip_Code)43314 0.2524540 0.1203748 2.097 0.035974
## as.factor(Zip_Code)43316 -0.1640869 0.2357468 -0.696 0.486411
## as.factor(Zip_Code)43318 -0.2422473 0.2382642 -1.017 0.309289
## as.factor(Zip_Code)43322 -0.0133195 0.1691582 -0.079 0.937240
## as.factor(Zip_Code)43323 -0.0452281 0.2863411 -0.158 0.874495
## as.factor(Zip_Code)43325 0.0863354 0.2734591 0.316 0.752219
## as.factor(Zip_Code)43330 -0.3892880 0.3047385 -1.277 0.201445
## as.factor(Zip_Code)43332 0.0569923 0.1282997 0.444 0.656890
## as.factor(Zip_Code)43337 -0.1497857 0.1611072 -0.930 0.352514
## as.factor(Zip_Code)43341 0.0467132 0.1648476 0.283 0.776892
## as.factor(Zip_Code)43342 0.1659049 0.1282983 1.293 0.195972
## as.factor(Zip_Code)43344 0.0166784 0.1562893 0.107 0.915015
## as.factor(Zip_Code)43351 -0.1351264 0.2351909 -0.575 0.565604
## as.factor(Zip_Code)43356 0.2420291 0.1226774 1.973 0.048510
## as.factor(Zip_Code)43357 -0.6341994 0.2382650 -2.662 0.007774
## as.factor(Zip_Code)43358 0.0125337 0.2330935 0.054 0.957118
## as.factor(Zip_Code)43402 0.1750930 0.4779172 0.366 0.714092
## as.factor(Zip_Code)43403 -0.0337317 0.4792663 -0.070 0.943890
## as.factor(Zip_Code)43406 0.0949066 0.4817604 0.197 0.843828
## as.factor(Zip_Code)43410 0.1527517 0.2929098 0.521 0.602021
## as.factor(Zip_Code)43412 -0.0626166 0.5073542 -0.123 0.901776
## as.factor(Zip_Code)43413 -0.0645230 0.4900086 -0.132 0.895240
## as.factor(Zip_Code)43414 0.0813646 0.5053757 0.161 0.872095
## as.factor(Zip_Code)43437 0.1071028 0.5098258 0.210 0.833608
## as.factor(Zip_Code)43438 -0.0135097 0.2529121 -0.053 0.957400
## as.factor(Zip_Code)43443 0.1052165 0.4856300 0.217 0.828474
## as.factor(Zip_Code)43445 0.1560510 0.5380748 0.290 0.771803
## as.factor(Zip_Code)43447 0.0817715 0.4816920 0.170 0.865200
## as.factor(Zip_Code)43450 -0.0447726 0.4814696 -0.093 0.925910
## as.factor(Zip_Code)43451 0.0798834 0.4917320 0.162 0.870949
## as.factor(Zip_Code)43452 0.0652663 0.5686291 0.115 0.908621
## as.factor(Zip_Code)43457 0.1395988 0.4940381 0.283 0.777509
## as.factor(Zip_Code)43460 0.1250143 0.4783058 0.261 0.793808
## as.factor(Zip_Code)43462 0.1489394 0.5400298 0.276 0.782703
## as.factor(Zip_Code)43463 0.1302802 0.5160171 0.252 0.800676
## as.factor(Zip_Code)43465 0.1477732 0.4801449 0.308 0.758259
## as.factor(Zip_Code)43466 -0.0811021 0.4859501 -0.167 0.867454
## as.factor(Zip_Code)43501 0.2049763 0.2221902 0.923 0.356255
## as.factor(Zip_Code)43502 0.0386016 0.5771576 0.067 0.946675
## as.factor(Zip_Code)43504 0.1961378 0.5200775 0.377 0.706076
## as.factor(Zip_Code)43505 -0.2452275 0.2733778 -0.897 0.369705
## as.factor(Zip_Code)43506 0.1077693 0.1093344 0.986 0.324289
## as.factor(Zip_Code)43511 0.0120280 0.4972396 0.024 0.980701
## as.factor(Zip_Code)43516 0.0403890 0.5736605 0.070 0.943871
## as.factor(Zip_Code)43517 0.0054344 0.1193604 0.046 0.963686
## as.factor(Zip_Code)43518 0.0197898 0.1321176 0.150 0.880931
## as.factor(Zip_Code)43522 0.1550447 0.4799097 0.323 0.746642
## as.factor(Zip_Code)43524 -0.0424109 0.5751335 -0.074 0.941217
## as.factor(Zip_Code)43525 0.2511159 0.4886647 0.514 0.607335
## as.factor(Zip_Code)43527 0.1539071 0.5742194 0.268 0.788678
## as.factor(Zip_Code)43528 0.2210614 0.5018181 0.441 0.659560
## as.factor(Zip_Code)43532 0.0153612 0.5732904 0.027 0.978623
## as.factor(Zip_Code)43534 0.2032927 0.5752626 0.353 0.723796
## as.factor(Zip_Code)43535 -0.1793709 0.5976589 -0.300 0.764084
## as.factor(Zip_Code)43537 0.2389154 0.5016581 0.476 0.633896
## as.factor(Zip_Code)43542 0.1258843 0.5093009 0.247 0.804776
## as.factor(Zip_Code)43543 0.1373451 0.1122297 1.224 0.221035
## as.factor(Zip_Code)43545 0.0974463 0.5709263 0.171 0.864475
## as.factor(Zip_Code)43547 -0.1134646 0.5321486 -0.213 0.831156
## as.factor(Zip_Code)43548 0.0935482 0.6107886 0.153 0.878272
## as.factor(Zip_Code)43550 -0.1564518 0.6107886 -0.256 0.797838
## as.factor(Zip_Code)43551 0.1600325 0.4778900 0.335 0.737721
## as.factor(Zip_Code)43552 0.0853328 0.6469218 0.132 0.895059
## as.factor(Zip_Code)43554 0.0134915 0.1218246 0.111 0.911818
## as.factor(Zip_Code)43555 0.0064072 0.5792342 0.011 0.991174
## as.factor(Zip_Code)43557 0.0880622 0.1365095 0.645 0.518864
## as.factor(Zip_Code)43558 0.2042780 0.5032696 0.406 0.684815
## as.factor(Zip_Code)43560 0.1320355 0.5017314 0.263 0.792428
## as.factor(Zip_Code)43565 -0.1568295 0.4917439 -0.319 0.749784
## as.factor(Zip_Code)43566 0.1655268 0.5025394 0.329 0.741868
## as.factor(Zip_Code)43569 0.2609187 0.4850374 0.538 0.590622
## as.factor(Zip_Code)43570 0.0639652 0.1193542 0.536 0.592010
## as.factor(Zip_Code)43571 0.0686029 0.5030176 0.136 0.891519
## as.factor(Zip_Code)43601 0.1496630 0.5468697 0.274 0.784337
## as.factor(Zip_Code)43602 0.1880418 0.5079628 0.370 0.711243
## as.factor(Zip_Code)43604 0.2010874 0.5016956 0.401 0.688556
## as.factor(Zip_Code)43605 0.1904466 0.5018433 0.379 0.704321
## as.factor(Zip_Code)43606 0.2871451 0.5016979 0.572 0.567088
## as.factor(Zip_Code)43607 0.3063068 0.5019042 0.610 0.541671
## as.factor(Zip_Code)43608 0.2250170 0.5019238 0.448 0.653931
## as.factor(Zip_Code)43609 0.3211066 0.5019411 0.640 0.522349
## as.factor(Zip_Code)43610 0.2056978 0.5046710 0.408 0.683577
## as.factor(Zip_Code)43611 0.2299474 0.5021685 0.458 0.647018
## as.factor(Zip_Code)43612 0.2420751 0.5017156 0.482 0.629455
## as.factor(Zip_Code)43613 0.2366315 0.5018019 0.472 0.637239
## as.factor(Zip_Code)43614 0.2365336 0.5017192 0.471 0.637323
## as.factor(Zip_Code)43615 0.2932047 0.5016545 0.584 0.558901
## as.factor(Zip_Code)43616 0.0537035 0.5017874 0.107 0.914770
## as.factor(Zip_Code)43617 0.1453434 0.5021209 0.289 0.772231
## as.factor(Zip_Code)43618 0.0722317 0.5052463 0.143 0.886319
## as.factor(Zip_Code)43619 0.1774292 0.4784711 0.371 0.710768
## as.factor(Zip_Code)43620 0.1916926 0.5053175 0.379 0.704428
## as.factor(Zip_Code)43623 0.3138694 0.5016621 0.626 0.531539
## as.factor(Zip_Code)43624 0.1726227 0.5068490 0.341 0.733420
## as.factor(Zip_Code)43650 0.0234060 0.5887454 0.040 0.968288
## as.factor(Zip_Code)43660 1.1496630 0.6646470 1.730 0.083679
## as.factor(Zip_Code)43693 0.1496630 0.5468697 0.274 0.784337
## as.factor(Zip_Code)43699 0.1496630 0.6646470 0.225 0.821842
## as.factor(Zip_Code)43701 -0.0429422 0.1070247 -0.401 0.688247
## as.factor(Zip_Code)43702 0.0130306 0.1741936 0.075 0.940370
## as.factor(Zip_Code)43713 0.0508100 0.3637431 0.140 0.888908
## as.factor(Zip_Code)43716 0.1150644 0.4111049 0.280 0.779562
## as.factor(Zip_Code)43718 0.1174487 0.3652278 0.322 0.747774
## as.factor(Zip_Code)43719 0.0798760 0.3761903 0.212 0.831851
## as.factor(Zip_Code)43720 -0.2001898 0.1578301 -1.268 0.204661
## as.factor(Zip_Code)43722 0.1321589 0.2064394 0.640 0.522055
## as.factor(Zip_Code)43723 0.1512603 0.1926118 0.785 0.432272
## as.factor(Zip_Code)43725 0.0768438 0.1899947 0.404 0.685881
## as.factor(Zip_Code)43732 -0.0235074 0.1420494 -0.165 0.868560
## as.factor(Zip_Code)43733 0.2087978 0.2386858 0.875 0.381694
## as.factor(Zip_Code)43734 0.0249339 0.1226729 0.203 0.838936
## as.factor(Zip_Code)43735 -0.1482908 0.1523456 -0.973 0.330364
## as.factor(Zip_Code)43740 0.2728332 0.2426806 1.124 0.260909
## as.factor(Zip_Code)43746 -0.0437116 0.1962048 -0.223 0.823703
## as.factor(Zip_Code)43749 0.1880186 0.2035153 0.924 0.355563
## as.factor(Zip_Code)43755 0.0203606 0.1959433 0.104 0.917240
## as.factor(Zip_Code)43762 -0.0701691 0.1151508 -0.609 0.542282
## as.factor(Zip_Code)43767 0.0047725 0.2426542 0.020 0.984308
## as.factor(Zip_Code)43768 0.1967247 0.2304783 0.854 0.393356
## as.factor(Zip_Code)43771 0.0938972 0.1578265 0.595 0.551885
## as.factor(Zip_Code)43772 -0.0929981 0.2341896 -0.397 0.691290
## as.factor(Zip_Code)43773 0.2296822 0.2099913 1.094 0.274057
## as.factor(Zip_Code)43777 0.0174542 0.1313918 0.133 0.894319
## as.factor(Zip_Code)43778 0.0134361 0.2386726 0.056 0.955107
## as.factor(Zip_Code)43780 -0.0006780 0.2043752 -0.003 0.997353
## as.factor(Zip_Code)43802 0.0252713 0.1479678 0.171 0.864390
## as.factor(Zip_Code)43804 0.3668934 0.1988779 1.845 0.065066
## as.factor(Zip_Code)43812 0.0660003 0.1085028 0.608 0.543001
## as.factor(Zip_Code)43821 -0.0785850 0.1169075 -0.672 0.501458
## as.factor(Zip_Code)43822 -0.1097840 0.1152490 -0.953 0.340804
## as.factor(Zip_Code)43824 0.3646638 0.3597507 1.014 0.310748
## as.factor(Zip_Code)43830 0.0590910 0.0984067 0.600 0.548189
## as.factor(Zip_Code)43832 0.3210438 0.1879427 1.708 0.087601
## as.factor(Zip_Code)43837 0.2840944 0.1996745 1.423 0.154800
## as.factor(Zip_Code)43840 0.5202388 0.2081561 2.499 0.012446
## as.factor(Zip_Code)43901 0.0952194 0.4033164 0.236 0.813362
## as.factor(Zip_Code)43903 0.5033637 0.4702078 1.071 0.284390
## as.factor(Zip_Code)43905 0.4406696 0.4110973 1.072 0.283751
## as.factor(Zip_Code)43906 0.0699376 0.3637032 0.192 0.847513
## as.factor(Zip_Code)43908 0.1918672 0.2232575 0.859 0.390122
## as.factor(Zip_Code)43912 0.1204604 0.3638554 0.331 0.740595
## as.factor(Zip_Code)43916 0.0404658 0.4225083 0.096 0.923699
## as.factor(Zip_Code)43917 0.4736574 0.3872669 1.223 0.221302
## as.factor(Zip_Code)43927 0.0473301 0.4110944 0.115 0.908341
## as.factor(Zip_Code)43928 0.1826264 0.4225151 0.432 0.665570
## as.factor(Zip_Code)43934 -0.1621473 0.4033073 -0.402 0.687652
## as.factor(Zip_Code)43935 0.0566699 0.3641871 0.156 0.876343
## as.factor(Zip_Code)43940 0.2054037 0.4033045 0.509 0.610541
## as.factor(Zip_Code)43942 0.1615298 0.3683842 0.438 0.661038
## as.factor(Zip_Code)43947 0.2195859 0.3651806 0.601 0.547636
## as.factor(Zip_Code)43950 0.0961780 0.3623716 0.265 0.790692
## as.factor(Zip_Code)43951 0.3496327 0.4408789 0.793 0.427758
## as.factor(Zip_Code)43973 -0.0673736 0.2887783 -0.233 0.815524
## as.factor(Zip_Code)43977 -0.0282692 0.3779378 -0.075 0.940375
## as.factor(Zip_Code)43983 -0.0845342 0.3933596 -0.215 0.829843
## as.factor(Zip_Code)43985 -0.0673736 0.4754809 -0.142 0.887320
## as.factor(Zip_Code)43988 0.1765877 0.2279448 0.775 0.438521
## as.factor(Zip_Code)44001 0.0325203 0.2499807 0.130 0.896494
## as.factor(Zip_Code)44003 -0.1271949 0.1691540 -0.752 0.452084
## as.factor(Zip_Code)44004 -0.2294146 0.1387305 -1.654 0.098196
## as.factor(Zip_Code)44010 -0.2962516 0.1691595 -1.751 0.079893
## as.factor(Zip_Code)44011 0.2864056 0.2498308 1.146 0.251632
## as.factor(Zip_Code)44012 0.2621576 0.2500966 1.048 0.294536
## as.factor(Zip_Code)44017 -0.3922918 0.1858082 -2.111 0.034750
## as.factor(Zip_Code)44022 -0.2872501 0.1863163 -1.542 0.123140
## as.factor(Zip_Code)44023 -0.0142932 0.2474961 -0.058 0.953947
## as.factor(Zip_Code)44028 0.0951944 0.2517046 0.378 0.705283
## as.factor(Zip_Code)44030 0.0064390 0.2221994 0.029 0.976882
## as.factor(Zip_Code)44032 0.0662689 0.4490101 0.148 0.882667
## as.factor(Zip_Code)44035 0.0901222 0.2495501 0.361 0.717996
## as.factor(Zip_Code)44039 0.0779179 0.2502510 0.311 0.755528
## as.factor(Zip_Code)44040 -0.2495897 0.1941835 -1.285 0.198679
## as.factor(Zip_Code)44041 -0.2844944 0.1263300 -2.252 0.024324
## as.factor(Zip_Code)44044 0.0436229 0.2510129 0.174 0.862033
## as.factor(Zip_Code)44045 0.2459072 0.2705153 0.909 0.363334
## as.factor(Zip_Code)44047 0.0257431 0.1801638 0.143 0.886379
## as.factor(Zip_Code)44049 0.3042384 0.3165449 0.961 0.336492
## as.factor(Zip_Code)44050 -0.0592105 0.2525101 -0.234 0.814607
## as.factor(Zip_Code)44052 0.0528244 0.2498964 0.211 0.832587
## as.factor(Zip_Code)44053 0.0498826 0.2503935 0.199 0.842093
## as.factor(Zip_Code)44054 0.2405744 0.2510089 0.958 0.337848
## as.factor(Zip_Code)44055 -0.0031098 0.2506037 -0.012 0.990099
## as.factor(Zip_Code)44056 0.0495011 0.1636570 0.302 0.762295
## as.factor(Zip_Code)44057 -0.1059949 0.2511829 -0.422 0.673038
## as.factor(Zip_Code)44060 -0.1139688 0.2502589 -0.455 0.648819
## as.factor(Zip_Code)44067 0.2050930 0.1634465 1.255 0.209552
## as.factor(Zip_Code)44068 -0.3574804 0.4489723 -0.796 0.425906
## as.factor(Zip_Code)44070 -0.3298885 0.1850892 -1.782 0.074698
## as.factor(Zip_Code)44074 0.0885525 0.2502701 0.354 0.723469
## as.factor(Zip_Code)44076 -0.0142248 0.1611002 -0.088 0.929640
## as.factor(Zip_Code)44077 -0.0152904 0.2505143 -0.061 0.951330
## as.factor(Zip_Code)44078 0.5393816 0.2716296 1.986 0.047065
## as.factor(Zip_Code)44081 -0.2267300 0.2536141 -0.894 0.371325
## as.factor(Zip_Code)44082 -0.0399216 0.4489799 -0.089 0.929149
## as.factor(Zip_Code)44084 -0.0676781 0.2221907 -0.305 0.760675
## as.factor(Zip_Code)44085 -0.2452275 0.4489657 -0.546 0.584925
## as.factor(Zip_Code)44087 0.1414441 0.1632166 0.867 0.386160
## as.factor(Zip_Code)44089 0.1025417 0.2495434 0.411 0.681134
## as.factor(Zip_Code)44090 0.0085503 0.2509050 0.034 0.972815
## as.factor(Zip_Code)44092 -0.0477712 0.2508767 -0.190 0.848983
## as.factor(Zip_Code)44094 -0.1430554 0.2505353 -0.571 0.568001
## as.factor(Zip_Code)44095 -0.0564079 0.2506826 -0.225 0.821966
## as.factor(Zip_Code)44099 -0.1030670 0.4489827 -0.230 0.818436
## as.factor(Zip_Code)44101 0.0108261 0.2408415 0.045 0.964146
## as.factor(Zip_Code)44102 0.0242385 0.1855783 0.131 0.896084
## as.factor(Zip_Code)44103 -0.1652283 0.1856438 -0.890 0.373452
## as.factor(Zip_Code)44104 -0.1561792 0.1863396 -0.838 0.401952
## as.factor(Zip_Code)44105 -0.0112026 0.1855965 -0.060 0.951869
## as.factor(Zip_Code)44106 -0.1778373 0.1855044 -0.959 0.337727
## as.factor(Zip_Code)44107 -0.0337708 0.1848959 -0.183 0.855075
## as.factor(Zip_Code)44108 -0.1703649 0.1869043 -0.912 0.362029
## as.factor(Zip_Code)44109 -0.0751951 0.1855739 -0.405 0.685329
## as.factor(Zip_Code)44110 -0.2353477 0.1862478 -1.264 0.206366
## as.factor(Zip_Code)44111 -0.0247326 0.1856322 -0.133 0.894008
## as.factor(Zip_Code)44112 -0.1409950 0.1856571 -0.759 0.447592
## as.factor(Zip_Code)44113 0.0277573 0.1853135 0.150 0.880934
## as.factor(Zip_Code)44114 -0.0587862 0.1853834 -0.317 0.751163
## as.factor(Zip_Code)44115 -0.1183813 0.1853240 -0.639 0.522967
## as.factor(Zip_Code)44116 -0.3627398 0.1855100 -1.955 0.050542
## as.factor(Zip_Code)44117 -0.0438318 0.1870078 -0.234 0.814686
## as.factor(Zip_Code)44118 -0.1062089 0.1849929 -0.574 0.565885
## as.factor(Zip_Code)44119 -0.1320850 0.1860641 -0.710 0.477773
## as.factor(Zip_Code)44120 -0.1175865 0.1857811 -0.633 0.526780
## as.factor(Zip_Code)44121 -0.2192834 0.1855202 -1.182 0.237211
## as.factor(Zip_Code)44122 -0.1318659 0.1848310 -0.713 0.475574
## as.factor(Zip_Code)44123 -0.0773419 0.1863327 -0.415 0.678088
## as.factor(Zip_Code)44124 -0.1114334 0.1850575 -0.602 0.547071
## as.factor(Zip_Code)44125 -0.0647648 0.1853866 -0.349 0.726827
## as.factor(Zip_Code)44126 -0.1007939 0.1860398 -0.542 0.587966
## as.factor(Zip_Code)44127 -0.0848985 0.1892995 -0.448 0.653802
## as.factor(Zip_Code)44128 -0.1261452 0.1852509 -0.681 0.495909
## as.factor(Zip_Code)44129 -0.1391994 0.1853062 -0.751 0.452542
## as.factor(Zip_Code)44130 -0.1632069 0.1848774 -0.883 0.377354
## as.factor(Zip_Code)44131 -0.1441058 0.1853548 -0.777 0.436889
## as.factor(Zip_Code)44132 -0.0865882 0.1870548 -0.463 0.643435
## as.factor(Zip_Code)44133 -0.1906579 0.1857156 -1.027 0.304604
## as.factor(Zip_Code)44134 -0.0901910 0.1851387 -0.487 0.626150
## as.factor(Zip_Code)44135 -0.1590769 0.1858508 -0.856 0.392033
## as.factor(Zip_Code)44136 -0.1737473 0.1850618 -0.939 0.347803
## as.factor(Zip_Code)44137 -0.0023016 0.1840649 -0.013 0.990023
## as.factor(Zip_Code)44138 -0.3909183 0.1865642 -2.095 0.036141
## as.factor(Zip_Code)44139 -0.2886507 0.1853262 -1.558 0.119347
## as.factor(Zip_Code)44140 -0.3668585 0.1879949 -1.951 0.051008
## as.factor(Zip_Code)44141 -0.0474322 0.1866756 -0.254 0.799427
## as.factor(Zip_Code)44142 -0.0874699 0.1860155 -0.470 0.638192
## as.factor(Zip_Code)44143 -0.1958074 0.1854414 -1.056 0.291016
## as.factor(Zip_Code)44144 -0.0224633 0.1855112 -0.121 0.903621
## as.factor(Zip_Code)44145 -0.1410773 0.1850504 -0.762 0.445839
## as.factor(Zip_Code)44146 -0.0367606 0.1852485 -0.198 0.842702
## as.factor(Zip_Code)44147 -0.0556924 0.1860537 -0.299 0.764685
## as.factor(Zip_Code)44149 -0.1482162 0.1889143 -0.785 0.432708
## as.factor(Zip_Code)44181 0.0973806 0.2856826 0.341 0.733202
## as.factor(Zip_Code)44202 0.0473508 0.2085791 0.227 0.820411
## as.factor(Zip_Code)44203 0.0181100 0.1626295 0.111 0.911333
## as.factor(Zip_Code)44210 0.3281192 0.1744771 1.881 0.060030
## as.factor(Zip_Code)44212 -0.2727411 0.2726843 -1.000 0.317211
## as.factor(Zip_Code)44214 -0.1852738 0.2762855 -0.671 0.502484
## as.factor(Zip_Code)44215 0.1800393 0.2876492 0.626 0.531382
## as.factor(Zip_Code)44216 0.1620945 0.1750473 0.926 0.354445
## as.factor(Zip_Code)44221 0.1335824 0.1627441 0.821 0.411754
## as.factor(Zip_Code)44222 -0.2106184 0.2716296 -0.775 0.438111
## as.factor(Zip_Code)44223 0.2361649 0.1631371 1.448 0.147718
## as.factor(Zip_Code)44224 0.0610701 0.1626511 0.375 0.707314
## as.factor(Zip_Code)44232 -0.1430597 0.3483650 -0.411 0.681322
## as.factor(Zip_Code)44233 -0.2299121 0.2770166 -0.830 0.406564
## as.factor(Zip_Code)44236 0.0724597 0.1629624 0.445 0.656580
## as.factor(Zip_Code)44237 -0.2706570 0.2236141 -1.210 0.226137
## as.factor(Zip_Code)44240 0.1685365 0.1074048 1.569 0.116610
## as.factor(Zip_Code)44242 0.1198400 0.1104932 1.085 0.278104
## as.factor(Zip_Code)44243 0.2403389 0.1523557 1.577 0.114685
## as.factor(Zip_Code)44250 -0.1636190 0.1890232 -0.866 0.386709
## as.factor(Zip_Code)44251 -0.1526400 0.2789732 -0.547 0.584277
## as.factor(Zip_Code)44253 -0.1934113 0.2758038 -0.701 0.483139
## as.factor(Zip_Code)44254 -0.0858218 0.2745573 -0.313 0.754598
## as.factor(Zip_Code)44256 -0.1400246 0.2724559 -0.514 0.607298
## as.factor(Zip_Code)44260 -0.0262414 0.1711073 -0.153 0.878113
## as.factor(Zip_Code)44262 0.0380178 0.1697739 0.224 0.822810
## as.factor(Zip_Code)44264 0.1218087 0.1672594 0.728 0.466454
## as.factor(Zip_Code)44273 -0.0055723 0.2743791 -0.020 0.983797
## as.factor(Zip_Code)44274 -0.3429441 0.2978807 -1.151 0.249619
## as.factor(Zip_Code)44275 0.0243231 0.2863963 0.085 0.932319
## as.factor(Zip_Code)44278 0.0132665 0.1637987 0.081 0.935448
## as.factor(Zip_Code)44280 -0.1850947 0.2743767 -0.675 0.499930
## as.factor(Zip_Code)44281 -0.0799312 0.2716056 -0.294 0.768536
## as.factor(Zip_Code)44286 0.1379775 0.1644686 0.839 0.401510
## as.factor(Zip_Code)44287 0.3139927 0.3487947 0.900 0.368003
## as.factor(Zip_Code)44293 -0.0854486 0.2406830 -0.355 0.722571
## as.factor(Zip_Code)44301 0.0933283 0.1645779 0.567 0.570662
## as.factor(Zip_Code)44302 -0.0450710 0.1747593 -0.258 0.796482
## as.factor(Zip_Code)44303 0.1413140 0.1645548 0.859 0.390471
## as.factor(Zip_Code)44304 0.1330425 0.1647761 0.807 0.419429
## as.factor(Zip_Code)44305 -0.1660268 0.1637143 -1.014 0.310524
## as.factor(Zip_Code)44306 0.0574238 0.1630843 0.352 0.724755
## as.factor(Zip_Code)44307 0.0984210 0.1669905 0.589 0.555607
## as.factor(Zip_Code)44308 0.1927957 0.1632690 1.181 0.237665
## as.factor(Zip_Code)44309 0.4831973 0.3483360 1.387 0.165395
## as.factor(Zip_Code)44310 0.1645127 0.1627944 1.011 0.312231
## as.factor(Zip_Code)44311 0.1733009 0.1643353 1.055 0.291630
## as.factor(Zip_Code)44312 0.0274670 0.1627120 0.169 0.865948
## as.factor(Zip_Code)44313 0.1238747 0.1630118 0.760 0.447308
## as.factor(Zip_Code)44314 0.1238810 0.1642261 0.754 0.450651
## as.factor(Zip_Code)44316 -0.0593866 0.2994167 -0.198 0.842778
## as.factor(Zip_Code)44317 0.0393816 0.2716296 0.145 0.884725
## as.factor(Zip_Code)44319 0.0652186 0.1627930 0.401 0.688698
## as.factor(Zip_Code)44320 0.0943284 0.1635447 0.577 0.564093
## as.factor(Zip_Code)44321 0.0286811 0.1643586 0.175 0.861470
## as.factor(Zip_Code)44325 0.0396681 0.1660475 0.239 0.811186
## as.factor(Zip_Code)44326 0.2656408 0.2127043 1.249 0.211713
## as.factor(Zip_Code)44333 0.0906613 0.1625692 0.558 0.577065
## as.factor(Zip_Code)44427 0.1918672 0.2799674 0.685 0.493143
## as.factor(Zip_Code)44483 0.0115570 0.1623855 0.071 0.943262
## as.factor(Zip_Code)44601 0.0361289 0.1741860 0.207 0.835685
## as.factor(Zip_Code)44607 0.1918672 0.3548870 0.541 0.588754
## as.factor(Zip_Code)44608 0.1724759 0.1947314 0.886 0.375774
## as.factor(Zip_Code)44612 0.2395340 0.1880102 1.274 0.202648
## as.factor(Zip_Code)44613 0.1918422 0.1754051 1.094 0.274084
## as.factor(Zip_Code)44614 0.0516774 0.1679371 0.308 0.758297
## as.factor(Zip_Code)44615 0.1692286 0.1777421 0.952 0.341046
## as.factor(Zip_Code)44618 0.1004631 0.2737432 0.367 0.713621
## as.factor(Zip_Code)44620 0.2036750 0.1945890 1.047 0.295243
## as.factor(Zip_Code)44621 0.3309343 0.1908020 1.734 0.082842
## as.factor(Zip_Code)44622 0.3409937 0.1860633 1.833 0.066852
## as.factor(Zip_Code)44624 0.4207786 0.2117678 1.987 0.046926
## as.factor(Zip_Code)44626 0.1570489 0.1855186 0.847 0.397253
## as.factor(Zip_Code)44629 0.2389383 0.1996601 1.197 0.231415
## as.factor(Zip_Code)44630 -0.1211048 0.2154019 -0.562 0.573962
## as.factor(Zip_Code)44632 -0.0141144 0.1675392 -0.084 0.932862
## as.factor(Zip_Code)44634 0.4727754 0.3013425 1.569 0.116674
## as.factor(Zip_Code)44641 0.3170622 0.1674227 1.894 0.058256
## as.factor(Zip_Code)44643 0.2413753 0.1801759 1.340 0.180356
## as.factor(Zip_Code)44644 0.2536287 0.1832233 1.384 0.166280
## as.factor(Zip_Code)44646 0.1178098 0.1671001 0.705 0.480796
## as.factor(Zip_Code)44647 0.1403661 0.1759567 0.798 0.425028
## as.factor(Zip_Code)44648 0.1820260 0.3500055 0.520 0.603018
## as.factor(Zip_Code)44650 0.1004631 0.2737432 0.367 0.713621
## as.factor(Zip_Code)44651 0.1918672 0.2408269 0.797 0.425625
## as.factor(Zip_Code)44653 0.2143032 0.2020553 1.061 0.288866
## as.factor(Zip_Code)44656 0.1774964 0.1898352 0.935 0.349788
## as.factor(Zip_Code)44657 0.2732583 0.1690338 1.617 0.105969
## as.factor(Zip_Code)44662 0.1850165 0.1695282 1.091 0.275115
## as.factor(Zip_Code)44663 0.3979098 0.1929794 2.062 0.039216
## as.factor(Zip_Code)44666 0.2342686 0.1842095 1.272 0.203463
## as.factor(Zip_Code)44669 0.2568388 0.2113607 1.215 0.224304
## as.factor(Zip_Code)44670 0.5618272 0.2202586 2.551 0.010750
## as.factor(Zip_Code)44671 0.2198340 0.2568597 0.856 0.392081
## as.factor(Zip_Code)44675 0.1764852 0.1917416 0.920 0.357348
## as.factor(Zip_Code)44678 0.0531673 0.2409351 0.221 0.825349
## as.factor(Zip_Code)44680 0.3159813 0.1885966 1.675 0.093851
## as.factor(Zip_Code)44681 0.2500865 0.1874157 1.334 0.182076
## as.factor(Zip_Code)44682 0.3996414 0.2005287 1.993 0.046270
## as.factor(Zip_Code)44683 0.4045825 0.1873410 2.160 0.030805
## as.factor(Zip_Code)44685 0.1537371 0.1632240 0.942 0.346257
## as.factor(Zip_Code)44688 0.4111409 0.1728426 2.379 0.017375
## as.factor(Zip_Code)44689 -0.1609688 0.2001403 -0.804 0.421236
## as.factor(Zip_Code)44695 0.1227885 0.2132025 0.576 0.564667
## as.factor(Zip_Code)44697 0.2657900 0.2132194 1.247 0.212562
## as.factor(Zip_Code)44699 0.2584733 0.3597323 0.719 0.472440
## as.factor(Zip_Code)44704 0.0465434 0.2261807 0.206 0.836963
## as.factor(Zip_Code)44705 0.1817638 0.1746152 1.041 0.297905
## as.factor(Zip_Code)44706 0.1372339 0.1693993 0.810 0.417872
## as.factor(Zip_Code)44707 0.1776755 0.1708064 1.040 0.298241
## as.factor(Zip_Code)44708 0.1750232 0.1667850 1.049 0.293998
## as.factor(Zip_Code)44709 0.1737240 0.1710998 1.015 0.309946
## as.factor(Zip_Code)44710 -0.0076521 0.2335534 -0.033 0.973863
## as.factor(Zip_Code)44714 0.2535844 0.1842090 1.377 0.168634
## as.factor(Zip_Code)44718 0.1760464 0.1661662 1.059 0.289392
## as.factor(Zip_Code)44720 0.1595208 0.1653926 0.964 0.334798
## as.factor(Zip_Code)44721 0.0941526 0.1697773 0.555 0.579193
## as.factor(Zip_Code)44730 0.1658967 0.1733547 0.957 0.338580
## as.factor(Zip_Code)44735 -0.2354760 0.2175861 -1.082 0.279156
## as.factor(Zip_Code)44802 0.0594259 0.2243376 0.265 0.791091
## as.factor(Zip_Code)44804 -0.0720540 0.1562711 -0.461 0.644739
## as.factor(Zip_Code)44805 -0.3222098 0.2449150 -1.316 0.188311
## as.factor(Zip_Code)44807 -0.0728130 0.2085723 -0.349 0.727013
## as.factor(Zip_Code)44809 -0.0132331 0.2196115 -0.060 0.951951
## as.factor(Zip_Code)44811 -0.0643603 0.2300410 -0.280 0.779648
## as.factor(Zip_Code)44813 -0.1058864 0.2317488 -0.457 0.647742
## as.factor(Zip_Code)44814 0.0617691 0.2582730 0.239 0.810980
## as.factor(Zip_Code)44815 0.0593309 0.2276098 0.261 0.794348
## as.factor(Zip_Code)44816 0.0508089 0.3056292 0.166 0.867965
## as.factor(Zip_Code)44817 -0.2046172 0.4917433 -0.416 0.677333
## as.factor(Zip_Code)44818 -0.1077231 0.2134530 -0.505 0.613792
## as.factor(Zip_Code)44820 -0.0988693 0.2187188 -0.452 0.651242
## as.factor(Zip_Code)44822 -0.2751836 0.2371938 -1.160 0.245984
## as.factor(Zip_Code)44824 0.1642589 0.2548029 0.645 0.519154
## as.factor(Zip_Code)44825 0.7279430 0.3774932 1.928 0.053812
## as.factor(Zip_Code)44826 0.0991914 0.2535521 0.391 0.695645
## as.factor(Zip_Code)44827 -0.0669580 0.2206844 -0.303 0.761577
## as.factor(Zip_Code)44828 -0.3118392 0.2928831 -1.065 0.287003
## as.factor(Zip_Code)44830 0.0652663 0.1948351 0.335 0.737639
## as.factor(Zip_Code)44833 -0.1444378 0.2514710 -0.574 0.565717
## as.factor(Zip_Code)44836 -0.0429573 0.2093173 -0.205 0.837396
## as.factor(Zip_Code)44837 -0.0527128 0.2370840 -0.222 0.824051
## as.factor(Zip_Code)44839 0.1238874 0.2495807 0.496 0.619625
## as.factor(Zip_Code)44841 0.2299973 0.2644360 0.870 0.384430
## as.factor(Zip_Code)44843 -0.4771196 0.2412666 -1.978 0.047980
## as.factor(Zip_Code)44844 0.0293562 0.2311664 0.127 0.898947
## as.factor(Zip_Code)44846 0.1302021 0.2513630 0.518 0.604470
## as.factor(Zip_Code)44847 -0.1623960 0.2358639 -0.689 0.491129
## as.factor(Zip_Code)44849 0.0464992 0.2498709 0.186 0.852372
## as.factor(Zip_Code)44850 -0.0993030 0.2653171 -0.374 0.708196
## as.factor(Zip_Code)44851 0.0747701 0.2344774 0.319 0.749818
## as.factor(Zip_Code)44853 0.0064425 0.2133929 0.030 0.975915
## as.factor(Zip_Code)44854 0.0131236 0.2158781 0.061 0.951525
## as.factor(Zip_Code)44855 0.5536415 0.3172643 1.745 0.080978
## as.factor(Zip_Code)44857 0.0248980 0.2312101 0.108 0.914245
## as.factor(Zip_Code)44861 0.4606804 0.2644409 1.742 0.081494
## as.factor(Zip_Code)44862 -0.2511903 0.2467029 -1.018 0.308589
## as.factor(Zip_Code)44864 -0.5531386 0.2498746 -2.214 0.026853
## as.factor(Zip_Code)44865 -0.1062379 0.2323062 -0.457 0.647443
## as.factor(Zip_Code)44867 0.0734777 0.2208813 0.333 0.739394
## as.factor(Zip_Code)44870 0.1060549 0.2485993 0.427 0.669664
## as.factor(Zip_Code)44871 0.3157069 0.3305469 0.955 0.339526
## as.factor(Zip_Code)44875 -0.2289107 0.2338329 -0.979 0.327606
## as.factor(Zip_Code)44878 -0.3206795 0.2415907 -1.327 0.184389
## as.factor(Zip_Code)44880 0.0777839 0.3312909 0.235 0.814372
## as.factor(Zip_Code)44882 -0.1599025 0.2370669 -0.675 0.499992
## as.factor(Zip_Code)44883 0.0986203 0.1961102 0.503 0.615048
## as.factor(Zip_Code)44887 -0.0931115 0.2618091 -0.356 0.722106
## as.factor(Zip_Code)44889 0.0594720 0.2370708 0.251 0.801921
## as.factor(Zip_Code)44890 0.1101976 0.2315250 0.476 0.634101
## as.factor(Zip_Code)44901 -0.4193126 0.2426065 -1.728 0.083924
## as.factor(Zip_Code)44902 -0.4196978 0.2315476 -1.813 0.069899
## as.factor(Zip_Code)44903 -0.2726580 0.2309036 -1.181 0.237672
## as.factor(Zip_Code)44904 -0.2316007 0.2319783 -0.998 0.318100
## as.factor(Zip_Code)44905 -0.4331540 0.2315373 -1.871 0.061378
## as.factor(Zip_Code)44906 -0.1419871 0.2305146 -0.616 0.537923
## as.factor(Zip_Code)44907 -0.2445676 0.2312508 -1.058 0.290246
## as.factor(Zip_Code)45001 0.0507016 0.3120445 0.162 0.870927
## as.factor(Zip_Code)45002 0.1151665 0.3028706 0.380 0.703760
## as.factor(Zip_Code)45005 0.1142716 0.3037027 0.376 0.706723
## as.factor(Zip_Code)45011 0.2670675 0.3513915 0.760 0.447239
## as.factor(Zip_Code)45013 -0.0441937 0.3187289 -0.139 0.889722
## as.factor(Zip_Code)45014 0.3221056 0.3125438 1.031 0.302733
## as.factor(Zip_Code)45030 0.0710255 0.3019342 0.235 0.814027
## as.factor(Zip_Code)45032 -0.0081199 0.3074780 -0.026 0.978932
## as.factor(Zip_Code)45033 0.2265229 0.3314223 0.683 0.494300
## as.factor(Zip_Code)45034 0.0480726 0.3040824 0.158 0.874386
## as.factor(Zip_Code)45036 0.1875755 0.3035219 0.618 0.536578
## as.factor(Zip_Code)45039 0.0866856 0.3042220 0.285 0.775689
## as.factor(Zip_Code)45040 0.0253484 0.3033210 0.084 0.933399
## as.factor(Zip_Code)45041 0.0317452 0.3091403 0.103 0.918210
## as.factor(Zip_Code)45042 0.0283622 0.3060415 0.093 0.926162
## as.factor(Zip_Code)45043 0.0678944 0.3203217 0.212 0.832141
## as.factor(Zip_Code)45044 0.1107001 0.3055221 0.362 0.717105
## as.factor(Zip_Code)45050 -0.1056678 0.3361524 -0.314 0.753259
## as.factor(Zip_Code)45051 -0.0489866 0.3719909 -0.132 0.895232
## as.factor(Zip_Code)45052 0.1215651 0.3050863 0.398 0.690291
## as.factor(Zip_Code)45054 0.2680423 0.3153902 0.850 0.395396
## as.factor(Zip_Code)45056 0.3613506 0.3996438 0.904 0.365900
## as.factor(Zip_Code)45060 0.1247627 0.4312309 0.289 0.772339
## as.factor(Zip_Code)45065 0.1443879 0.3083557 0.468 0.639606
## as.factor(Zip_Code)45066 0.0724476 0.3037269 0.239 0.811471
## as.factor(Zip_Code)45068 0.1118828 0.3050044 0.367 0.713751
## as.factor(Zip_Code)45069 0.3446787 0.3119798 1.105 0.269243
## as.factor(Zip_Code)45102 0.1077676 0.3027804 0.356 0.721896
## as.factor(Zip_Code)45103 -0.0134935 0.3026868 -0.045 0.964443
## as.factor(Zip_Code)45106 0.0331262 0.3037419 0.109 0.913155
## as.factor(Zip_Code)45107 -0.1067634 0.3446752 -0.310 0.756751
## as.factor(Zip_Code)45110 0.9185872 0.3097365 2.966 0.003020
## as.factor(Zip_Code)45111 0.1125162 0.3247281 0.346 0.728972
## as.factor(Zip_Code)45112 0.2837123 0.3272963 0.867 0.386033
## as.factor(Zip_Code)45113 -0.1124749 0.3282031 -0.343 0.731825
## as.factor(Zip_Code)45120 0.0350717 0.3058316 0.115 0.908702
## as.factor(Zip_Code)45121 0.1315053 0.3391900 0.388 0.698236
## as.factor(Zip_Code)45122 -0.0834941 0.3047486 -0.274 0.784102
## as.factor(Zip_Code)45123 0.5606854 0.2216525 2.530 0.011421
## as.factor(Zip_Code)45133 0.5555754 0.2208000 2.516 0.011864
## as.factor(Zip_Code)45135 0.6564060 0.2289583 2.867 0.004145
## as.factor(Zip_Code)45140 0.0626490 0.3018604 0.208 0.835586
## as.factor(Zip_Code)45142 0.6099591 0.2289548 2.664 0.007720
## as.factor(Zip_Code)45145 0.3809958 0.3725989 1.023 0.306529
## as.factor(Zip_Code)45147 -0.1690042 0.3596071 -0.470 0.638378
## as.factor(Zip_Code)45150 0.0260381 0.3024417 0.086 0.931393
## as.factor(Zip_Code)45152 0.1222571 0.3057503 0.400 0.689261
## as.factor(Zip_Code)45153 0.0843128 0.3254230 0.259 0.795568
## as.factor(Zip_Code)45154 0.1975841 0.2829887 0.698 0.485050
## as.factor(Zip_Code)45155 0.7839718 0.2510148 3.123 0.001789
## as.factor(Zip_Code)45157 0.1209055 0.3039062 0.398 0.690750
## as.factor(Zip_Code)45158 -0.0173376 0.3321095 -0.052 0.958366
## as.factor(Zip_Code)45159 0.4521058 0.2510250 1.801 0.071698
## as.factor(Zip_Code)45160 -0.0208455 0.3087314 -0.068 0.946168
## as.factor(Zip_Code)45162 -0.0367681 0.3190949 -0.115 0.908266
## as.factor(Zip_Code)45171 0.4800836 0.3788415 1.267 0.205071
## as.factor(Zip_Code)45172 0.8507095 0.2939820 2.894 0.003807
## as.factor(Zip_Code)45174 -0.0031853 0.3124190 -0.010 0.991865
## as.factor(Zip_Code)45176 0.1036930 0.3051179 0.340 0.733973
## as.factor(Zip_Code)45177 0.0317171 0.3940639 0.080 0.935850
## as.factor(Zip_Code)45202 -0.0765603 0.3389012 -0.226 0.821274
## as.factor(Zip_Code)45205 -0.1867338 0.5301539 -0.352 0.724670
## as.factor(Zip_Code)45211 0.0961275 0.3020823 0.318 0.750321
## as.factor(Zip_Code)45212 0.1725177 0.3385160 0.510 0.610312
## as.factor(Zip_Code)45213 0.1958525 0.3049537 0.642 0.520720
## as.factor(Zip_Code)45214 0.2308888 0.3589878 0.643 0.520117
## as.factor(Zip_Code)45215 0.1582753 0.3017229 0.525 0.599882
## as.factor(Zip_Code)45216 0.1167599 0.3045867 0.383 0.701469
## as.factor(Zip_Code)45217 0.1235514 0.3035173 0.407 0.683960
## as.factor(Zip_Code)45218 0.0214847 0.3057005 0.070 0.943971
## as.factor(Zip_Code)45219 -0.0584985 0.3147808 -0.186 0.852571
## as.factor(Zip_Code)45220 0.1247627 0.5301757 0.235 0.813958
## as.factor(Zip_Code)45224 0.1018600 0.3036801 0.335 0.737310
## as.factor(Zip_Code)45226 0.1247627 0.5301757 0.235 0.813958
## as.factor(Zip_Code)45227 0.0967149 0.3022989 0.320 0.749021
## as.factor(Zip_Code)45228 0.2256785 0.3175296 0.711 0.477251
## as.factor(Zip_Code)45229 0.1448291 0.5301352 0.273 0.784705
## as.factor(Zip_Code)45230 0.0710291 0.3023695 0.235 0.814280
## as.factor(Zip_Code)45231 0.1170024 0.3017359 0.388 0.698191
## as.factor(Zip_Code)45233 0.1132601 0.3043590 0.372 0.709799
## as.factor(Zip_Code)45234 0.0185722 0.4312289 0.043 0.965647
## as.factor(Zip_Code)45236 0.1619077 0.3016950 0.537 0.591503
## as.factor(Zip_Code)45237 0.2501238 0.3057007 0.818 0.413245
## as.factor(Zip_Code)45238 0.0828276 0.3020777 0.274 0.783937
## as.factor(Zip_Code)45239 0.1928873 0.3019299 0.639 0.522923
## as.factor(Zip_Code)45240 0.1424566 0.3020551 0.472 0.637195
## as.factor(Zip_Code)45241 0.2068335 0.3016348 0.686 0.492898
## as.factor(Zip_Code)45242 0.1915611 0.3016399 0.635 0.525387
## as.factor(Zip_Code)45243 0.1199213 0.3023871 0.397 0.691676
## as.factor(Zip_Code)45244 0.0650166 0.3023150 0.215 0.829719
## as.factor(Zip_Code)45245 0.1002249 0.3025125 0.331 0.740412
## as.factor(Zip_Code)45246 0.1691734 0.3002334 0.563 0.573114
## as.factor(Zip_Code)45247 0.0769710 0.3019935 0.255 0.798819
## as.factor(Zip_Code)45248 0.1161606 0.3022768 0.384 0.700767
## as.factor(Zip_Code)45249 0.1781878 0.3019461 0.590 0.555103
## as.factor(Zip_Code)45250 0.3519055 0.3927463 0.896 0.370247
## as.factor(Zip_Code)45251 0.1034755 0.3018437 0.343 0.731741
## as.factor(Zip_Code)45252 0.1809323 0.3078551 0.588 0.556722
## as.factor(Zip_Code)45253 0.2634700 0.3589732 0.734 0.462977
## as.factor(Zip_Code)45254 0.0480022 0.3933000 0.122 0.902860
## as.factor(Zip_Code)45255 0.0924058 0.3018954 0.306 0.759540
## as.factor(Zip_Code)45258 -0.0066927 0.3589722 -0.019 0.985125
## as.factor(Zip_Code)45308 0.2875127 0.1345821 2.136 0.032653
## as.factor(Zip_Code)45310 -0.1685881 0.1801635 -0.936 0.349403
## as.factor(Zip_Code)45312 0.2351275 0.1578355 1.490 0.136305
## as.factor(Zip_Code)45316 0.1953793 0.2991015 0.653 0.513615
## as.factor(Zip_Code)45317 0.1115060 0.1704802 0.654 0.513067
## as.factor(Zip_Code)45318 0.2386046 0.1136023 2.100 0.035699
## as.factor(Zip_Code)45319 -0.3636074 0.2713052 -1.340 0.180177
## as.factor(Zip_Code)45322 -0.0183990 0.2426896 -0.076 0.939568
## as.factor(Zip_Code)45323 -0.0612171 0.2080763 -0.294 0.768602
## as.factor(Zip_Code)45324 -0.1398290 0.2132759 -0.656 0.512066
## as.factor(Zip_Code)45326 0.0587631 0.1802171 0.326 0.744373
## as.factor(Zip_Code)45337 0.3215278 0.1962217 1.639 0.101300
## as.factor(Zip_Code)45341 -0.1853485 0.2162765 -0.857 0.391447
## as.factor(Zip_Code)45342 -0.0904116 0.3450205 -0.262 0.793285
## as.factor(Zip_Code)45344 -0.2351233 0.2042098 -1.151 0.249577
## as.factor(Zip_Code)45349 -0.4861854 0.2713006 -1.792 0.073126
## as.factor(Zip_Code)45356 -0.0973170 0.1294409 -0.752 0.452157
## as.factor(Zip_Code)45359 0.1179798 0.1283089 0.919 0.357836
## as.factor(Zip_Code)45368 -0.3433417 0.2115119 -1.623 0.104533
## as.factor(Zip_Code)45369 -0.1920837 0.2154868 -0.891 0.372719
## as.factor(Zip_Code)45371 0.1483395 0.1082195 1.371 0.170462
## as.factor(Zip_Code)45373 0.1236252 0.1071228 1.154 0.248481
## as.factor(Zip_Code)45383 0.1386765 0.1116937 1.242 0.214393
## as.factor(Zip_Code)45385 0.1247627 0.4312309 0.289 0.772339
## as.factor(Zip_Code)45387 0.0614862 0.2355683 0.261 0.794084
## as.factor(Zip_Code)45389 -0.5568899 0.2282696 -2.440 0.014704
## as.factor(Zip_Code)45459 -0.2791416 0.3733979 -0.748 0.454720
## as.factor(Zip_Code)45502 -0.1808197 0.2057510 -0.879 0.379496
## as.factor(Zip_Code)45503 -0.1535141 0.2053462 -0.748 0.454710
## as.factor(Zip_Code)45504 -0.1251870 0.2052265 -0.610 0.541866
## as.factor(Zip_Code)45505 -0.1273908 0.2054752 -0.620 0.535271
## as.factor(Zip_Code)45506 -0.1438385 0.2066808 -0.696 0.486464
## as.factor(Zip_Code)45601 0.3286707 0.1567803 2.096 0.036050
## as.factor(Zip_Code)45612 0.2853295 0.1609811 1.772 0.076323
## as.factor(Zip_Code)45617 0.2431531 0.2085108 1.166 0.243559
## as.factor(Zip_Code)45619 0.1166592 0.1175687 0.992 0.321070
## as.factor(Zip_Code)45628 0.2323726 0.1657358 1.402 0.160897
## as.factor(Zip_Code)45634 0.2696252 0.2401502 1.123 0.261551
## as.factor(Zip_Code)45638 0.2046214 0.1082994 1.889 0.058839
## as.factor(Zip_Code)45644 0.4312669 0.1589019 2.714 0.006647
## as.factor(Zip_Code)45645 0.0859298 0.1337743 0.642 0.520648
## as.factor(Zip_Code)45647 0.3948649 0.1768918 2.232 0.025600
## as.factor(Zip_Code)45651 0.3554148 0.2258499 1.574 0.115564
## as.factor(Zip_Code)45654 0.3411091 0.2595321 1.314 0.188739
## as.factor(Zip_Code)45656 -0.0399216 0.3262772 -0.122 0.902618
## as.factor(Zip_Code)45659 0.1501165 0.1500406 1.001 0.317067
## as.factor(Zip_Code)45662 0.0326521 0.1079530 0.302 0.762297
## as.factor(Zip_Code)45669 0.1769313 0.1121589 1.578 0.114681
## as.factor(Zip_Code)45672 0.3684199 0.2859615 1.288 0.197624
## as.factor(Zip_Code)45673 0.7119130 0.2043246 3.484 0.000494
## as.factor(Zip_Code)45678 0.2170717 0.1742028 1.246 0.212734
## as.factor(Zip_Code)45680 0.1519199 0.1100676 1.380 0.167514
## as.factor(Zip_Code)45681 0.1728939 0.2043127 0.846 0.397430
## as.factor(Zip_Code)45690 0.4643809 0.1887942 2.460 0.013905
## as.factor(Zip_Code)45695 0.6024855 0.2423054 2.486 0.012903
## as.factor(Zip_Code)45696 0.2675196 0.1873644 1.428 0.153350
## as.factor(Zip_Code)45697 0.7374607 0.2686141 2.745 0.006044
## as.factor(Zip_Code)45698 -0.0611637 0.3810348 -0.161 0.872472
## as.factor(Zip_Code)45701 0.2073934 0.2375308 0.873 0.382598
## as.factor(Zip_Code)45710 0.0990292 0.2430278 0.407 0.683655
## as.factor(Zip_Code)45711 0.0417564 0.2625017 0.159 0.873613
## as.factor(Zip_Code)45714 0.0329453 0.1109783 0.297 0.766572
## as.factor(Zip_Code)45716 0.3727421 0.3070444 1.214 0.224762
## as.factor(Zip_Code)45719 0.2917454 0.2609875 1.118 0.263632
## as.factor(Zip_Code)45723 0.2383725 0.2510339 0.950 0.342336
## as.factor(Zip_Code)45732 0.1663617 0.2451659 0.679 0.497413
## as.factor(Zip_Code)45735 0.2244543 0.2684749 0.836 0.403137
## as.factor(Zip_Code)45739 0.6725383 0.3221630 2.088 0.036838
## as.factor(Zip_Code)45740 0.2425537 0.2781422 0.872 0.383183
## as.factor(Zip_Code)45750 0.0522275 0.1075530 0.486 0.627253
## as.factor(Zip_Code)45761 0.6090347 0.2828821 2.153 0.031323
## as.factor(Zip_Code)45764 0.2095653 0.2367840 0.885 0.376132
## as.factor(Zip_Code)45766 0.1703128 0.2387630 0.713 0.475653
## as.factor(Zip_Code)45776 0.2163381 0.2781439 0.778 0.436693
## as.factor(Zip_Code)45777 0.6278442 0.3890551 1.614 0.106580
## as.factor(Zip_Code)45778 0.5848375 0.2743165 2.132 0.033010
## as.factor(Zip_Code)45780 0.2215272 0.2423354 0.914 0.360647
## as.factor(Zip_Code)45782 0.5162908 0.2684747 1.923 0.054475
## as.factor(Zip_Code)45801 0.1851342 0.1077881 1.718 0.085876
## as.factor(Zip_Code)45802 0.1717788 0.2074297 0.828 0.407598
## as.factor(Zip_Code)45804 0.2365388 0.1079699 2.191 0.028469
## as.factor(Zip_Code)45805 0.1325065 0.1076854 1.230 0.218513
## as.factor(Zip_Code)45806 0.0067072 0.1119401 0.060 0.952221
## as.factor(Zip_Code)45807 0.0230852 0.1128656 0.205 0.837934
## as.factor(Zip_Code)45808 0.3642470 0.1263277 2.883 0.003935
## as.factor(Zip_Code)45809 0.0047725 0.2426542 0.020 0.984308
## as.factor(Zip_Code)45810 -0.0005416 0.2807011 -0.002 0.998461
## as.factor(Zip_Code)45814 0.1457100 0.1418374 1.027 0.304279
## as.factor(Zip_Code)45816 0.8991344 0.3323982 2.705 0.006831
## as.factor(Zip_Code)45817 0.1905104 0.1120821 1.700 0.089182
## as.factor(Zip_Code)45820 0.3315409 0.1742061 1.903 0.057022
## as.factor(Zip_Code)45822 0.0173092 0.1079652 0.160 0.872627
## as.factor(Zip_Code)45826 0.0617317 0.1500344 0.411 0.680743
## as.factor(Zip_Code)45827 -0.1495299 0.1861122 -0.803 0.421722
## as.factor(Zip_Code)45828 -0.0172118 0.1128660 -0.152 0.878794
## as.factor(Zip_Code)45830 -0.3701150 0.1490028 -2.484 0.012994
## as.factor(Zip_Code)45831 -0.2992556 0.1580133 -1.894 0.058245
## as.factor(Zip_Code)45832 0.1232265 0.2061196 0.598 0.549948
## as.factor(Zip_Code)45833 0.0253805 0.1100879 0.231 0.817667
## as.factor(Zip_Code)45837 -0.3906282 0.1577972 -2.476 0.013306
## as.factor(Zip_Code)45840 0.2205961 0.1243709 1.774 0.076115
## as.factor(Zip_Code)45841 -0.0842146 0.3324163 -0.253 0.800005
## as.factor(Zip_Code)45843 0.0260940 0.2942341 0.089 0.929333
## as.factor(Zip_Code)45844 -0.1758965 0.1670155 -1.053 0.292263
## as.factor(Zip_Code)45846 -0.0508618 0.1162103 -0.438 0.661626
## as.factor(Zip_Code)45848 -0.3177804 0.1749251 -1.817 0.069270
## as.factor(Zip_Code)45850 0.1507581 0.1337107 1.127 0.259535
## as.factor(Zip_Code)45853 -0.3957641 0.1551986 -2.550 0.010772
## as.factor(Zip_Code)45856 -0.3778506 0.1531226 -2.468 0.013602
## as.factor(Zip_Code)45858 0.1937377 0.1396352 1.387 0.165305
## as.factor(Zip_Code)45860 -0.0463536 0.1254704 -0.369 0.711801
## as.factor(Zip_Code)45862 0.1696129 0.1399688 1.212 0.225594
## as.factor(Zip_Code)45863 0.1538143 0.2055867 0.748 0.454357
## as.factor(Zip_Code)45864 -0.3571081 0.1664767 -2.145 0.031947
## as.factor(Zip_Code)45866 -0.2452275 0.2733778 -0.897 0.369705
## as.factor(Zip_Code)45867 0.2227052 0.1515650 1.469 0.141734
## as.factor(Zip_Code)45872 0.0401800 0.4793411 0.084 0.933197
## as.factor(Zip_Code)45874 -0.0245846 0.2443553 -0.101 0.919860
## as.factor(Zip_Code)45875 -0.3989243 0.1497992 -2.663 0.007744
## as.factor(Zip_Code)45876 -0.3913413 0.1567020 -2.497 0.012513
## as.factor(Zip_Code)45877 -0.2836660 0.1575844 -1.800 0.071848
## as.factor(Zip_Code)45881 0.3400530 0.1732217 1.963 0.049635
## as.factor(Zip_Code)45882 -0.0255079 0.1169085 -0.218 0.827284
## as.factor(Zip_Code)45883 0.1068670 0.1145186 0.933 0.350726
## as.factor(Zip_Code)45886 -0.0535301 0.4755789 -0.113 0.910381
## as.factor(Zip_Code)45887 -0.0567867 0.1223802 -0.464 0.642635
## as.factor(Zip_Code)45889 0.0328455 0.1537263 0.214 0.830811
## as.factor(Zip_Code)45890 0.0917905 0.1515698 0.606 0.544782
## as.factor(Zip_Code)45891 0.0691510 0.1906055 0.363 0.716757
## as.factor(Zip_Code)45894 0.0526604 0.3620593 0.145 0.884358
## as.factor(Zip_Code)45898 0.2562401 0.2170582 1.181 0.237798
## as.factor(Zip_Code)45899 0.3789111 0.2889484 1.311 0.189743
## Risk_Rating.L 0.1188661 0.0052679 22.564 < 2e-16
## Risk_Rating.Q -0.2786208 0.0049742 -56.013 < 2e-16
## Risk_Rating.C -0.2155484 0.0041312 -52.176 < 2e-16
## Risk_Rating^4 -0.1225023 0.0034289 -35.726 < 2e-16
## Risk_Rating^5 -0.0117330 0.0030907 -3.796 0.000147
## HD_CondensedAshtabula City 0.3276750 0.0910960 3.597 0.000322
## HD_CondensedAshtabula County NA NA NA NA
## HD_CondensedAthens County -0.1677658 0.2387687 -0.703 0.482288
## HD_CondensedBelmont County -0.0356934 0.3472033 -0.103 0.918120
## HD_CondensedButler County -0.0147467 0.3039771 -0.049 0.961308
## HD_CondensedCambridge Guernsey County -0.0356934 0.1594490 -0.224 0.822871
## HD_CondensedCarroll County -0.4370947 0.1644627 -2.658 0.007868
## HD_CondensedChampaign 0.4610733 0.1720378 2.680 0.007361
## HD_CondensedClark County 0.3093931 0.1748722 1.769 0.076853
## HD_CondensedClermont County 0.1237767 0.2955906 0.419 0.675404
## HD_CondensedCleveland 0.2595753 0.1750073 1.483 0.138016
## HD_CondensedConneaut City NA NA NA NA
## HD_CondensedCoshocton City NA NA NA NA
## HD_CondensedCrawford County 0.0268294 0.1898802 0.141 0.887636
## HD_CondensedCuyahoga County 0.2951390 0.1745113 1.691 0.090794
## HD_CondensedDelaware -0.0243432 0.0936665 -0.260 0.794947
## HD_CondensedErie County -0.0609344 0.2244491 -0.271 0.786019
## HD_CondensedFairfield -0.0163935 0.0892402 -0.184 0.854248
## HD_CondensedFranklin EHS Live 0.0024141 0.0873831 0.028 0.977960
## HD_CondensedGalion City 0.2086123 0.2288239 0.912 0.361943
## HD_CondensedHamilton County -0.0584938 0.2948189 -0.198 0.842728
## HD_CondensedHancock -0.0188524 0.0635767 -0.297 0.766826
## HD_CondensedHenry County -0.0887758 0.5605415 -0.158 0.874161
## HD_CondensedHighland County -0.4138147 0.2217366 -1.866 0.062009
## HD_CondensedHocking County 0.0604173 0.1534663 0.394 0.693814
## HD_CondensedHuron County 0.2011310 0.2043848 0.984 0.325078
## HD_CondensedKent City NA NA NA NA
## HD_CondensedLake County 0.2654565 0.2450671 1.083 0.278721
## HD_CondensedLawrence County NA NA NA NA
## HD_CondensedLicking County -0.0611332 0.0785898 -0.778 0.436643
## HD_CondensedLorain County -0.0115149 0.2254581 -0.051 0.959267
## HD_CondensedMarietta City NA NA NA NA
## HD_CondensedMarion NA NA NA NA
## HD_CondensedMedina County 0.4407798 0.2653381 1.661 0.096675
## HD_CondensedMercer County NA NA NA NA
## HD_CondensedMiami County NA NA NA NA
## HD_CondensedMiddletown City 0.0184409 0.2987001 0.062 0.950772
## HD_CondensedNew Philadelphia City -0.3340858 0.1827791 -1.828 0.067580
## HD_CondensedOhio Department of Health 0.1991840 0.2530746 0.787 0.431250
## HD_CondensedPickaway County -0.0501906 0.1139743 -0.440 0.659671
## HD_CondensedPortsmouth City NA NA NA NA
## HD_CondensedPutnam County 0.5530666 0.1031234 5.363 8.19e-08
## HD_CondensedRichland 0.4595913 0.2039636 2.253 0.024241
## HD_CondensedRoss County -0.2830780 0.1588787 -1.782 0.074796
## HD_CondensedSeneca County -0.0456412 0.1640143 -0.278 0.780801
## HD_CondensedShelby City 0.2448209 0.2095528 1.168 0.242687
## HD_CondensedSpringdale City 0.0747784 0.2931121 0.255 0.798632
## HD_CondensedStark County -0.0956907 0.1537283 -0.622 0.533636
## HD_CondensedSummit County 0.1031381 0.1500740 0.687 0.491927
## HD_CondensedToledo-Lucas County -0.0633276 0.4900635 -0.129 0.897181
## HD_CondensedTuscarawas County -0.2983949 0.1739228 -1.716 0.086223
## HD_CondensedUnion County 0.0955718 0.1495489 0.639 0.522780
## HD_CondensedVan Wert County 0.0136085 0.1568515 0.087 0.930862
## HD_CondensedVinton County -0.1840638 0.2254978 -0.816 0.414355
## HD_CondensedWarren County -0.0783388 0.2965908 -0.264 0.791679
## HD_CondensedWilliams County NA NA NA NA
## HD_CondensedWood County 0.0010026 0.4657446 0.002 0.998282
## HD_CondensedWyandot County 0.0820115 0.2085461 0.393 0.694133
## HD_CondensedZanesville-Muskingum County NA NA NA NA
## Standard 0.2510191 0.0026858 93.462 < 2e-16
##
## (Intercept)
## as.factor(Zip_Code)43002
## as.factor(Zip_Code)43003 **
## as.factor(Zip_Code)43004 .
## as.factor(Zip_Code)43007
## as.factor(Zip_Code)43008
## as.factor(Zip_Code)43009 *
## as.factor(Zip_Code)43010
## as.factor(Zip_Code)43013
## as.factor(Zip_Code)43015 ***
## as.factor(Zip_Code)43016 ***
## as.factor(Zip_Code)43017 ***
## as.factor(Zip_Code)43021 *
## as.factor(Zip_Code)43023 *
## as.factor(Zip_Code)43025 *
## as.factor(Zip_Code)43026 ***
## as.factor(Zip_Code)43027
## as.factor(Zip_Code)43028
## as.factor(Zip_Code)43030
## as.factor(Zip_Code)43031 .
## as.factor(Zip_Code)43032
## as.factor(Zip_Code)43033
## as.factor(Zip_Code)43035 ***
## as.factor(Zip_Code)43036
## as.factor(Zip_Code)43040
## as.factor(Zip_Code)43044 *
## as.factor(Zip_Code)43045
## as.factor(Zip_Code)43046 *
## as.factor(Zip_Code)43047
## as.factor(Zip_Code)43050
## as.factor(Zip_Code)43054 .
## as.factor(Zip_Code)43055 .
## as.factor(Zip_Code)43056 *
## as.factor(Zip_Code)43058
## as.factor(Zip_Code)43060 *
## as.factor(Zip_Code)43061
## as.factor(Zip_Code)43062 .
## as.factor(Zip_Code)43064
## as.factor(Zip_Code)43065 ***
## as.factor(Zip_Code)43066
## as.factor(Zip_Code)43067
## as.factor(Zip_Code)43068
## as.factor(Zip_Code)43069
## as.factor(Zip_Code)43070
## as.factor(Zip_Code)43071
## as.factor(Zip_Code)43072 *
## as.factor(Zip_Code)43073
## as.factor(Zip_Code)43074 ***
## as.factor(Zip_Code)43076 *
## as.factor(Zip_Code)43078 *
## as.factor(Zip_Code)43080
## as.factor(Zip_Code)43081 ***
## as.factor(Zip_Code)43082 ***
## as.factor(Zip_Code)43083
## as.factor(Zip_Code)43084 **
## as.factor(Zip_Code)43085
## as.factor(Zip_Code)43101
## as.factor(Zip_Code)43102
## as.factor(Zip_Code)43103
## as.factor(Zip_Code)43105
## as.factor(Zip_Code)43107
## as.factor(Zip_Code)43109 .
## as.factor(Zip_Code)43110
## as.factor(Zip_Code)43112
## as.factor(Zip_Code)43113
## as.factor(Zip_Code)43115 *
## as.factor(Zip_Code)43116 *
## as.factor(Zip_Code)43119 *
## as.factor(Zip_Code)43123 **
## as.factor(Zip_Code)43125 *
## as.factor(Zip_Code)43126 ***
## as.factor(Zip_Code)43130
## as.factor(Zip_Code)43135
## as.factor(Zip_Code)43136
## as.factor(Zip_Code)43137
## as.factor(Zip_Code)43138
## as.factor(Zip_Code)43143
## as.factor(Zip_Code)43144
## as.factor(Zip_Code)43145 *
## as.factor(Zip_Code)43146 .
## as.factor(Zip_Code)43147
## as.factor(Zip_Code)43148
## as.factor(Zip_Code)43149
## as.factor(Zip_Code)43150
## as.factor(Zip_Code)43152 *
## as.factor(Zip_Code)43154
## as.factor(Zip_Code)43155
## as.factor(Zip_Code)43156
## as.factor(Zip_Code)43157
## as.factor(Zip_Code)43158
## as.factor(Zip_Code)43163
## as.factor(Zip_Code)43164
## as.factor(Zip_Code)43202
## as.factor(Zip_Code)43204
## as.factor(Zip_Code)43206
## as.factor(Zip_Code)43207
## as.factor(Zip_Code)43209
## as.factor(Zip_Code)43211 *
## as.factor(Zip_Code)43212 **
## as.factor(Zip_Code)43213 ***
## as.factor(Zip_Code)43214
## as.factor(Zip_Code)43215
## as.factor(Zip_Code)43217
## as.factor(Zip_Code)43218
## as.factor(Zip_Code)43219 ***
## as.factor(Zip_Code)43220 **
## as.factor(Zip_Code)43221 ***
## as.factor(Zip_Code)43223 **
## as.factor(Zip_Code)43224 .
## as.factor(Zip_Code)43227 **
## as.factor(Zip_Code)43228 ***
## as.factor(Zip_Code)43229
## as.factor(Zip_Code)43230
## as.factor(Zip_Code)43231 ***
## as.factor(Zip_Code)43232
## as.factor(Zip_Code)43235 **
## as.factor(Zip_Code)43301
## as.factor(Zip_Code)43302
## as.factor(Zip_Code)43306
## as.factor(Zip_Code)43314 *
## as.factor(Zip_Code)43316
## as.factor(Zip_Code)43318
## as.factor(Zip_Code)43322
## as.factor(Zip_Code)43323
## as.factor(Zip_Code)43325
## as.factor(Zip_Code)43330
## as.factor(Zip_Code)43332
## as.factor(Zip_Code)43337
## as.factor(Zip_Code)43341
## as.factor(Zip_Code)43342
## as.factor(Zip_Code)43344
## as.factor(Zip_Code)43351
## as.factor(Zip_Code)43356 *
## as.factor(Zip_Code)43357 **
## as.factor(Zip_Code)43358
## as.factor(Zip_Code)43402
## as.factor(Zip_Code)43403
## as.factor(Zip_Code)43406
## as.factor(Zip_Code)43410
## as.factor(Zip_Code)43412
## as.factor(Zip_Code)43413
## as.factor(Zip_Code)43414
## as.factor(Zip_Code)43437
## as.factor(Zip_Code)43438
## as.factor(Zip_Code)43443
## as.factor(Zip_Code)43445
## as.factor(Zip_Code)43447
## as.factor(Zip_Code)43450
## as.factor(Zip_Code)43451
## as.factor(Zip_Code)43452
## as.factor(Zip_Code)43457
## as.factor(Zip_Code)43460
## as.factor(Zip_Code)43462
## as.factor(Zip_Code)43463
## as.factor(Zip_Code)43465
## as.factor(Zip_Code)43466
## as.factor(Zip_Code)43501
## as.factor(Zip_Code)43502
## as.factor(Zip_Code)43504
## as.factor(Zip_Code)43505
## as.factor(Zip_Code)43506
## as.factor(Zip_Code)43511
## as.factor(Zip_Code)43516
## as.factor(Zip_Code)43517
## as.factor(Zip_Code)43518
## as.factor(Zip_Code)43522
## as.factor(Zip_Code)43524
## as.factor(Zip_Code)43525
## as.factor(Zip_Code)43527
## as.factor(Zip_Code)43528
## as.factor(Zip_Code)43532
## as.factor(Zip_Code)43534
## as.factor(Zip_Code)43535
## as.factor(Zip_Code)43537
## as.factor(Zip_Code)43542
## as.factor(Zip_Code)43543
## as.factor(Zip_Code)43545
## as.factor(Zip_Code)43547
## as.factor(Zip_Code)43548
## as.factor(Zip_Code)43550
## as.factor(Zip_Code)43551
## as.factor(Zip_Code)43552
## as.factor(Zip_Code)43554
## as.factor(Zip_Code)43555
## as.factor(Zip_Code)43557
## as.factor(Zip_Code)43558
## as.factor(Zip_Code)43560
## as.factor(Zip_Code)43565
## as.factor(Zip_Code)43566
## as.factor(Zip_Code)43569
## as.factor(Zip_Code)43570
## as.factor(Zip_Code)43571
## as.factor(Zip_Code)43601
## as.factor(Zip_Code)43602
## as.factor(Zip_Code)43604
## as.factor(Zip_Code)43605
## as.factor(Zip_Code)43606
## as.factor(Zip_Code)43607
## as.factor(Zip_Code)43608
## as.factor(Zip_Code)43609
## as.factor(Zip_Code)43610
## as.factor(Zip_Code)43611
## as.factor(Zip_Code)43612
## as.factor(Zip_Code)43613
## as.factor(Zip_Code)43614
## as.factor(Zip_Code)43615
## as.factor(Zip_Code)43616
## as.factor(Zip_Code)43617
## as.factor(Zip_Code)43618
## as.factor(Zip_Code)43619
## as.factor(Zip_Code)43620
## as.factor(Zip_Code)43623
## as.factor(Zip_Code)43624
## as.factor(Zip_Code)43650
## as.factor(Zip_Code)43660 .
## as.factor(Zip_Code)43693
## as.factor(Zip_Code)43699
## as.factor(Zip_Code)43701
## as.factor(Zip_Code)43702
## as.factor(Zip_Code)43713
## as.factor(Zip_Code)43716
## as.factor(Zip_Code)43718
## as.factor(Zip_Code)43719
## as.factor(Zip_Code)43720
## as.factor(Zip_Code)43722
## as.factor(Zip_Code)43723
## as.factor(Zip_Code)43725
## as.factor(Zip_Code)43732
## as.factor(Zip_Code)43733
## as.factor(Zip_Code)43734
## as.factor(Zip_Code)43735
## as.factor(Zip_Code)43740
## as.factor(Zip_Code)43746
## as.factor(Zip_Code)43749
## as.factor(Zip_Code)43755
## as.factor(Zip_Code)43762
## as.factor(Zip_Code)43767
## as.factor(Zip_Code)43768
## as.factor(Zip_Code)43771
## as.factor(Zip_Code)43772
## as.factor(Zip_Code)43773
## as.factor(Zip_Code)43777
## as.factor(Zip_Code)43778
## as.factor(Zip_Code)43780
## as.factor(Zip_Code)43802
## as.factor(Zip_Code)43804 .
## as.factor(Zip_Code)43812
## as.factor(Zip_Code)43821
## as.factor(Zip_Code)43822
## as.factor(Zip_Code)43824
## as.factor(Zip_Code)43830
## as.factor(Zip_Code)43832 .
## as.factor(Zip_Code)43837
## as.factor(Zip_Code)43840 *
## as.factor(Zip_Code)43901
## as.factor(Zip_Code)43903
## as.factor(Zip_Code)43905
## as.factor(Zip_Code)43906
## as.factor(Zip_Code)43908
## as.factor(Zip_Code)43912
## as.factor(Zip_Code)43916
## as.factor(Zip_Code)43917
## as.factor(Zip_Code)43927
## as.factor(Zip_Code)43928
## as.factor(Zip_Code)43934
## as.factor(Zip_Code)43935
## as.factor(Zip_Code)43940
## as.factor(Zip_Code)43942
## as.factor(Zip_Code)43947
## as.factor(Zip_Code)43950
## as.factor(Zip_Code)43951
## as.factor(Zip_Code)43973
## as.factor(Zip_Code)43977
## as.factor(Zip_Code)43983
## as.factor(Zip_Code)43985
## as.factor(Zip_Code)43988
## as.factor(Zip_Code)44001
## as.factor(Zip_Code)44003
## as.factor(Zip_Code)44004 .
## as.factor(Zip_Code)44010 .
## as.factor(Zip_Code)44011
## as.factor(Zip_Code)44012
## as.factor(Zip_Code)44017 *
## as.factor(Zip_Code)44022
## as.factor(Zip_Code)44023
## as.factor(Zip_Code)44028
## as.factor(Zip_Code)44030
## as.factor(Zip_Code)44032
## as.factor(Zip_Code)44035
## as.factor(Zip_Code)44039
## as.factor(Zip_Code)44040
## as.factor(Zip_Code)44041 *
## as.factor(Zip_Code)44044
## as.factor(Zip_Code)44045
## as.factor(Zip_Code)44047
## as.factor(Zip_Code)44049
## as.factor(Zip_Code)44050
## as.factor(Zip_Code)44052
## as.factor(Zip_Code)44053
## as.factor(Zip_Code)44054
## as.factor(Zip_Code)44055
## as.factor(Zip_Code)44056
## as.factor(Zip_Code)44057
## as.factor(Zip_Code)44060
## as.factor(Zip_Code)44067
## as.factor(Zip_Code)44068
## as.factor(Zip_Code)44070 .
## as.factor(Zip_Code)44074
## as.factor(Zip_Code)44076
## as.factor(Zip_Code)44077
## as.factor(Zip_Code)44078 *
## as.factor(Zip_Code)44081
## as.factor(Zip_Code)44082
## as.factor(Zip_Code)44084
## as.factor(Zip_Code)44085
## as.factor(Zip_Code)44087
## as.factor(Zip_Code)44089
## as.factor(Zip_Code)44090
## as.factor(Zip_Code)44092
## as.factor(Zip_Code)44094
## as.factor(Zip_Code)44095
## as.factor(Zip_Code)44099
## as.factor(Zip_Code)44101
## as.factor(Zip_Code)44102
## as.factor(Zip_Code)44103
## as.factor(Zip_Code)44104
## as.factor(Zip_Code)44105
## as.factor(Zip_Code)44106
## as.factor(Zip_Code)44107
## as.factor(Zip_Code)44108
## as.factor(Zip_Code)44109
## as.factor(Zip_Code)44110
## as.factor(Zip_Code)44111
## as.factor(Zip_Code)44112
## as.factor(Zip_Code)44113
## as.factor(Zip_Code)44114
## as.factor(Zip_Code)44115
## as.factor(Zip_Code)44116 .
## as.factor(Zip_Code)44117
## as.factor(Zip_Code)44118
## as.factor(Zip_Code)44119
## as.factor(Zip_Code)44120
## as.factor(Zip_Code)44121
## as.factor(Zip_Code)44122
## as.factor(Zip_Code)44123
## as.factor(Zip_Code)44124
## as.factor(Zip_Code)44125
## as.factor(Zip_Code)44126
## as.factor(Zip_Code)44127
## as.factor(Zip_Code)44128
## as.factor(Zip_Code)44129
## as.factor(Zip_Code)44130
## as.factor(Zip_Code)44131
## as.factor(Zip_Code)44132
## as.factor(Zip_Code)44133
## as.factor(Zip_Code)44134
## as.factor(Zip_Code)44135
## as.factor(Zip_Code)44136
## as.factor(Zip_Code)44137
## as.factor(Zip_Code)44138 *
## as.factor(Zip_Code)44139
## as.factor(Zip_Code)44140 .
## as.factor(Zip_Code)44141
## as.factor(Zip_Code)44142
## as.factor(Zip_Code)44143
## as.factor(Zip_Code)44144
## as.factor(Zip_Code)44145
## as.factor(Zip_Code)44146
## as.factor(Zip_Code)44147
## as.factor(Zip_Code)44149
## as.factor(Zip_Code)44181
## as.factor(Zip_Code)44202
## as.factor(Zip_Code)44203
## as.factor(Zip_Code)44210 .
## as.factor(Zip_Code)44212
## as.factor(Zip_Code)44214
## as.factor(Zip_Code)44215
## as.factor(Zip_Code)44216
## as.factor(Zip_Code)44221
## as.factor(Zip_Code)44222
## as.factor(Zip_Code)44223
## as.factor(Zip_Code)44224
## as.factor(Zip_Code)44232
## as.factor(Zip_Code)44233
## as.factor(Zip_Code)44236
## as.factor(Zip_Code)44237
## as.factor(Zip_Code)44240
## as.factor(Zip_Code)44242
## as.factor(Zip_Code)44243
## as.factor(Zip_Code)44250
## as.factor(Zip_Code)44251
## as.factor(Zip_Code)44253
## as.factor(Zip_Code)44254
## as.factor(Zip_Code)44256
## as.factor(Zip_Code)44260
## as.factor(Zip_Code)44262
## as.factor(Zip_Code)44264
## as.factor(Zip_Code)44273
## as.factor(Zip_Code)44274
## as.factor(Zip_Code)44275
## as.factor(Zip_Code)44278
## as.factor(Zip_Code)44280
## as.factor(Zip_Code)44281
## as.factor(Zip_Code)44286
## as.factor(Zip_Code)44287
## as.factor(Zip_Code)44293
## as.factor(Zip_Code)44301
## as.factor(Zip_Code)44302
## as.factor(Zip_Code)44303
## as.factor(Zip_Code)44304
## as.factor(Zip_Code)44305
## as.factor(Zip_Code)44306
## as.factor(Zip_Code)44307
## as.factor(Zip_Code)44308
## as.factor(Zip_Code)44309
## as.factor(Zip_Code)44310
## as.factor(Zip_Code)44311
## as.factor(Zip_Code)44312
## as.factor(Zip_Code)44313
## as.factor(Zip_Code)44314
## as.factor(Zip_Code)44316
## as.factor(Zip_Code)44317
## as.factor(Zip_Code)44319
## as.factor(Zip_Code)44320
## as.factor(Zip_Code)44321
## as.factor(Zip_Code)44325
## as.factor(Zip_Code)44326
## as.factor(Zip_Code)44333
## as.factor(Zip_Code)44427
## as.factor(Zip_Code)44483
## as.factor(Zip_Code)44601
## as.factor(Zip_Code)44607
## as.factor(Zip_Code)44608
## as.factor(Zip_Code)44612
## as.factor(Zip_Code)44613
## as.factor(Zip_Code)44614
## as.factor(Zip_Code)44615
## as.factor(Zip_Code)44618
## as.factor(Zip_Code)44620
## as.factor(Zip_Code)44621 .
## as.factor(Zip_Code)44622 .
## as.factor(Zip_Code)44624 *
## as.factor(Zip_Code)44626
## as.factor(Zip_Code)44629
## as.factor(Zip_Code)44630
## as.factor(Zip_Code)44632
## as.factor(Zip_Code)44634
## as.factor(Zip_Code)44641 .
## as.factor(Zip_Code)44643
## as.factor(Zip_Code)44644
## as.factor(Zip_Code)44646
## as.factor(Zip_Code)44647
## as.factor(Zip_Code)44648
## as.factor(Zip_Code)44650
## as.factor(Zip_Code)44651
## as.factor(Zip_Code)44653
## as.factor(Zip_Code)44656
## as.factor(Zip_Code)44657
## as.factor(Zip_Code)44662
## as.factor(Zip_Code)44663 *
## as.factor(Zip_Code)44666
## as.factor(Zip_Code)44669
## as.factor(Zip_Code)44670 *
## as.factor(Zip_Code)44671
## as.factor(Zip_Code)44675
## as.factor(Zip_Code)44678
## as.factor(Zip_Code)44680 .
## as.factor(Zip_Code)44681
## as.factor(Zip_Code)44682 *
## as.factor(Zip_Code)44683 *
## as.factor(Zip_Code)44685
## as.factor(Zip_Code)44688 *
## as.factor(Zip_Code)44689
## as.factor(Zip_Code)44695
## as.factor(Zip_Code)44697
## as.factor(Zip_Code)44699
## as.factor(Zip_Code)44704
## as.factor(Zip_Code)44705
## as.factor(Zip_Code)44706
## as.factor(Zip_Code)44707
## as.factor(Zip_Code)44708
## as.factor(Zip_Code)44709
## as.factor(Zip_Code)44710
## as.factor(Zip_Code)44714
## as.factor(Zip_Code)44718
## as.factor(Zip_Code)44720
## as.factor(Zip_Code)44721
## as.factor(Zip_Code)44730
## as.factor(Zip_Code)44735
## as.factor(Zip_Code)44802
## as.factor(Zip_Code)44804
## as.factor(Zip_Code)44805
## as.factor(Zip_Code)44807
## as.factor(Zip_Code)44809
## as.factor(Zip_Code)44811
## as.factor(Zip_Code)44813
## as.factor(Zip_Code)44814
## as.factor(Zip_Code)44815
## as.factor(Zip_Code)44816
## as.factor(Zip_Code)44817
## as.factor(Zip_Code)44818
## as.factor(Zip_Code)44820
## as.factor(Zip_Code)44822
## as.factor(Zip_Code)44824
## as.factor(Zip_Code)44825 .
## as.factor(Zip_Code)44826
## as.factor(Zip_Code)44827
## as.factor(Zip_Code)44828
## as.factor(Zip_Code)44830
## as.factor(Zip_Code)44833
## as.factor(Zip_Code)44836
## as.factor(Zip_Code)44837
## as.factor(Zip_Code)44839
## as.factor(Zip_Code)44841
## as.factor(Zip_Code)44843 *
## as.factor(Zip_Code)44844
## as.factor(Zip_Code)44846
## as.factor(Zip_Code)44847
## as.factor(Zip_Code)44849
## as.factor(Zip_Code)44850
## as.factor(Zip_Code)44851
## as.factor(Zip_Code)44853
## as.factor(Zip_Code)44854
## as.factor(Zip_Code)44855 .
## as.factor(Zip_Code)44857
## as.factor(Zip_Code)44861 .
## as.factor(Zip_Code)44862
## as.factor(Zip_Code)44864 *
## as.factor(Zip_Code)44865
## as.factor(Zip_Code)44867
## as.factor(Zip_Code)44870
## as.factor(Zip_Code)44871
## as.factor(Zip_Code)44875
## as.factor(Zip_Code)44878
## as.factor(Zip_Code)44880
## as.factor(Zip_Code)44882
## as.factor(Zip_Code)44883
## as.factor(Zip_Code)44887
## as.factor(Zip_Code)44889
## as.factor(Zip_Code)44890
## as.factor(Zip_Code)44901 .
## as.factor(Zip_Code)44902 .
## as.factor(Zip_Code)44903
## as.factor(Zip_Code)44904
## as.factor(Zip_Code)44905 .
## as.factor(Zip_Code)44906
## as.factor(Zip_Code)44907
## as.factor(Zip_Code)45001
## as.factor(Zip_Code)45002
## as.factor(Zip_Code)45005
## as.factor(Zip_Code)45011
## as.factor(Zip_Code)45013
## as.factor(Zip_Code)45014
## as.factor(Zip_Code)45030
## as.factor(Zip_Code)45032
## as.factor(Zip_Code)45033
## as.factor(Zip_Code)45034
## as.factor(Zip_Code)45036
## as.factor(Zip_Code)45039
## as.factor(Zip_Code)45040
## as.factor(Zip_Code)45041
## as.factor(Zip_Code)45042
## as.factor(Zip_Code)45043
## as.factor(Zip_Code)45044
## as.factor(Zip_Code)45050
## as.factor(Zip_Code)45051
## as.factor(Zip_Code)45052
## as.factor(Zip_Code)45054
## as.factor(Zip_Code)45056
## as.factor(Zip_Code)45060
## as.factor(Zip_Code)45065
## as.factor(Zip_Code)45066
## as.factor(Zip_Code)45068
## as.factor(Zip_Code)45069
## as.factor(Zip_Code)45102
## as.factor(Zip_Code)45103
## as.factor(Zip_Code)45106
## as.factor(Zip_Code)45107
## as.factor(Zip_Code)45110 **
## as.factor(Zip_Code)45111
## as.factor(Zip_Code)45112
## as.factor(Zip_Code)45113
## as.factor(Zip_Code)45120
## as.factor(Zip_Code)45121
## as.factor(Zip_Code)45122
## as.factor(Zip_Code)45123 *
## as.factor(Zip_Code)45133 *
## as.factor(Zip_Code)45135 **
## as.factor(Zip_Code)45140
## as.factor(Zip_Code)45142 **
## as.factor(Zip_Code)45145
## as.factor(Zip_Code)45147
## as.factor(Zip_Code)45150
## as.factor(Zip_Code)45152
## as.factor(Zip_Code)45153
## as.factor(Zip_Code)45154
## as.factor(Zip_Code)45155 **
## as.factor(Zip_Code)45157
## as.factor(Zip_Code)45158
## as.factor(Zip_Code)45159 .
## as.factor(Zip_Code)45160
## as.factor(Zip_Code)45162
## as.factor(Zip_Code)45171
## as.factor(Zip_Code)45172 **
## as.factor(Zip_Code)45174
## as.factor(Zip_Code)45176
## as.factor(Zip_Code)45177
## as.factor(Zip_Code)45202
## as.factor(Zip_Code)45205
## as.factor(Zip_Code)45211
## as.factor(Zip_Code)45212
## as.factor(Zip_Code)45213
## as.factor(Zip_Code)45214
## as.factor(Zip_Code)45215
## as.factor(Zip_Code)45216
## as.factor(Zip_Code)45217
## as.factor(Zip_Code)45218
## as.factor(Zip_Code)45219
## as.factor(Zip_Code)45220
## as.factor(Zip_Code)45224
## as.factor(Zip_Code)45226
## as.factor(Zip_Code)45227
## as.factor(Zip_Code)45228
## as.factor(Zip_Code)45229
## as.factor(Zip_Code)45230
## as.factor(Zip_Code)45231
## as.factor(Zip_Code)45233
## as.factor(Zip_Code)45234
## as.factor(Zip_Code)45236
## as.factor(Zip_Code)45237
## as.factor(Zip_Code)45238
## as.factor(Zip_Code)45239
## as.factor(Zip_Code)45240
## as.factor(Zip_Code)45241
## as.factor(Zip_Code)45242
## as.factor(Zip_Code)45243
## as.factor(Zip_Code)45244
## as.factor(Zip_Code)45245
## as.factor(Zip_Code)45246
## as.factor(Zip_Code)45247
## as.factor(Zip_Code)45248
## as.factor(Zip_Code)45249
## as.factor(Zip_Code)45250
## as.factor(Zip_Code)45251
## as.factor(Zip_Code)45252
## as.factor(Zip_Code)45253
## as.factor(Zip_Code)45254
## as.factor(Zip_Code)45255
## as.factor(Zip_Code)45258
## as.factor(Zip_Code)45308 *
## as.factor(Zip_Code)45310
## as.factor(Zip_Code)45312
## as.factor(Zip_Code)45316
## as.factor(Zip_Code)45317
## as.factor(Zip_Code)45318 *
## as.factor(Zip_Code)45319
## as.factor(Zip_Code)45322
## as.factor(Zip_Code)45323
## as.factor(Zip_Code)45324
## as.factor(Zip_Code)45326
## as.factor(Zip_Code)45337
## as.factor(Zip_Code)45341
## as.factor(Zip_Code)45342
## as.factor(Zip_Code)45344
## as.factor(Zip_Code)45349 .
## as.factor(Zip_Code)45356
## as.factor(Zip_Code)45359
## as.factor(Zip_Code)45368
## as.factor(Zip_Code)45369
## as.factor(Zip_Code)45371
## as.factor(Zip_Code)45373
## as.factor(Zip_Code)45383
## as.factor(Zip_Code)45385
## as.factor(Zip_Code)45387
## as.factor(Zip_Code)45389 *
## as.factor(Zip_Code)45459
## as.factor(Zip_Code)45502
## as.factor(Zip_Code)45503
## as.factor(Zip_Code)45504
## as.factor(Zip_Code)45505
## as.factor(Zip_Code)45506
## as.factor(Zip_Code)45601 *
## as.factor(Zip_Code)45612 .
## as.factor(Zip_Code)45617
## as.factor(Zip_Code)45619
## as.factor(Zip_Code)45628
## as.factor(Zip_Code)45634
## as.factor(Zip_Code)45638 .
## as.factor(Zip_Code)45644 **
## as.factor(Zip_Code)45645
## as.factor(Zip_Code)45647 *
## as.factor(Zip_Code)45651
## as.factor(Zip_Code)45654
## as.factor(Zip_Code)45656
## as.factor(Zip_Code)45659
## as.factor(Zip_Code)45662
## as.factor(Zip_Code)45669
## as.factor(Zip_Code)45672
## as.factor(Zip_Code)45673 ***
## as.factor(Zip_Code)45678
## as.factor(Zip_Code)45680
## as.factor(Zip_Code)45681
## as.factor(Zip_Code)45690 *
## as.factor(Zip_Code)45695 *
## as.factor(Zip_Code)45696
## as.factor(Zip_Code)45697 **
## as.factor(Zip_Code)45698
## as.factor(Zip_Code)45701
## as.factor(Zip_Code)45710
## as.factor(Zip_Code)45711
## as.factor(Zip_Code)45714
## as.factor(Zip_Code)45716
## as.factor(Zip_Code)45719
## as.factor(Zip_Code)45723
## as.factor(Zip_Code)45732
## as.factor(Zip_Code)45735
## as.factor(Zip_Code)45739 *
## as.factor(Zip_Code)45740
## as.factor(Zip_Code)45750
## as.factor(Zip_Code)45761 *
## as.factor(Zip_Code)45764
## as.factor(Zip_Code)45766
## as.factor(Zip_Code)45776
## as.factor(Zip_Code)45777
## as.factor(Zip_Code)45778 *
## as.factor(Zip_Code)45780
## as.factor(Zip_Code)45782 .
## as.factor(Zip_Code)45801 .
## as.factor(Zip_Code)45802
## as.factor(Zip_Code)45804 *
## as.factor(Zip_Code)45805
## as.factor(Zip_Code)45806
## as.factor(Zip_Code)45807
## as.factor(Zip_Code)45808 **
## as.factor(Zip_Code)45809
## as.factor(Zip_Code)45810
## as.factor(Zip_Code)45814
## as.factor(Zip_Code)45816 **
## as.factor(Zip_Code)45817 .
## as.factor(Zip_Code)45820 .
## as.factor(Zip_Code)45822
## as.factor(Zip_Code)45826
## as.factor(Zip_Code)45827
## as.factor(Zip_Code)45828
## as.factor(Zip_Code)45830 *
## as.factor(Zip_Code)45831 .
## as.factor(Zip_Code)45832
## as.factor(Zip_Code)45833
## as.factor(Zip_Code)45837 *
## as.factor(Zip_Code)45840 .
## as.factor(Zip_Code)45841
## as.factor(Zip_Code)45843
## as.factor(Zip_Code)45844
## as.factor(Zip_Code)45846
## as.factor(Zip_Code)45848 .
## as.factor(Zip_Code)45850
## as.factor(Zip_Code)45853 *
## as.factor(Zip_Code)45856 *
## as.factor(Zip_Code)45858
## as.factor(Zip_Code)45860
## as.factor(Zip_Code)45862
## as.factor(Zip_Code)45863
## as.factor(Zip_Code)45864 *
## as.factor(Zip_Code)45866
## as.factor(Zip_Code)45867
## as.factor(Zip_Code)45872
## as.factor(Zip_Code)45874
## as.factor(Zip_Code)45875 **
## as.factor(Zip_Code)45876 *
## as.factor(Zip_Code)45877 .
## as.factor(Zip_Code)45881 *
## as.factor(Zip_Code)45882
## as.factor(Zip_Code)45883
## as.factor(Zip_Code)45886
## as.factor(Zip_Code)45887
## as.factor(Zip_Code)45889
## as.factor(Zip_Code)45890
## as.factor(Zip_Code)45891
## as.factor(Zip_Code)45894
## as.factor(Zip_Code)45898
## as.factor(Zip_Code)45899
## Risk_Rating.L ***
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5 ***
## HD_CondensedAshtabula City ***
## HD_CondensedAshtabula County
## HD_CondensedAthens County
## HD_CondensedBelmont County
## HD_CondensedButler County
## HD_CondensedCambridge Guernsey County
## HD_CondensedCarroll County **
## HD_CondensedChampaign **
## HD_CondensedClark County .
## HD_CondensedClermont County
## HD_CondensedCleveland
## HD_CondensedConneaut City
## HD_CondensedCoshocton City
## HD_CondensedCrawford County
## HD_CondensedCuyahoga County .
## HD_CondensedDelaware
## HD_CondensedErie County
## HD_CondensedFairfield
## HD_CondensedFranklin EHS Live
## HD_CondensedGalion City
## HD_CondensedHamilton County
## HD_CondensedHancock
## HD_CondensedHenry County
## HD_CondensedHighland County .
## HD_CondensedHocking County
## HD_CondensedHuron County
## HD_CondensedKent City
## HD_CondensedLake County
## HD_CondensedLawrence County
## HD_CondensedLicking County
## HD_CondensedLorain County
## HD_CondensedMarietta City
## HD_CondensedMarion
## HD_CondensedMedina County .
## HD_CondensedMercer County
## HD_CondensedMiami County
## HD_CondensedMiddletown City
## HD_CondensedNew Philadelphia City .
## HD_CondensedOhio Department of Health
## HD_CondensedPickaway County
## HD_CondensedPortsmouth City
## HD_CondensedPutnam County ***
## HD_CondensedRichland *
## HD_CondensedRoss County .
## HD_CondensedSeneca County
## HD_CondensedShelby City
## HD_CondensedSpringdale City
## HD_CondensedStark County
## HD_CondensedSummit County
## HD_CondensedToledo-Lucas County
## HD_CondensedTuscarawas County .
## HD_CondensedUnion County
## HD_CondensedVan Wert County
## HD_CondensedVinton County
## HD_CondensedWarren County
## HD_CondensedWilliams County
## HD_CondensedWood County
## HD_CondensedWyandot County
## HD_CondensedZanesville-Muskingum County
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.4362 on 176941 degrees of freedom
## Multiple R-squared: 0.1515, Adjusted R-squared: 0.1475
## F-statistic: 37.92 on 833 and 176941 DF, p-value: < 2.2e-16anova(p4)## Analysis of Variance Table
##
## Response: Critical
## Df Sum Sq Mean Sq F value Pr(>F)
## as.factor(Zip_Code) 780 2072 2.66 13.9613 < 2.2e-16 ***
## Risk_Rating 5 2228 445.57 2341.9960 < 2.2e-16 ***
## HD_Condensed 47 48 1.02 5.3371 < 2.2e-16 ***
## Standard 1 1662 1661.87 8735.0807 < 2.2e-16 ***
## Residuals 176941 33663 0.19
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Logistic Regression
colnames(Stats_data)## [1] "X" "Inspection_ID" "Critical_count" "Critical"
## [5] "Violation_count" "Violation" "Risk_Rating" "Zip_Code"
## [9] "HD_Condensed" "San_ID" "fcph" "Standard"lm1 <- glm(formula = Critical ~ Risk_Rating +
HD_Condensed +
Standard,
family = "binomial", data = Stats_data)
summary(lm1)##
## Call:
## glm(formula = Critical ~ Risk_Rating + HD_Condensed + Standard,
## family = "binomial", data = Stats_data)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.6505 -0.9154 -0.5897 1.1087 3.2721
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -2.871604 0.047582 -60.350 < 2e-16
## Risk_Rating.L 0.636269 0.056570 11.248 < 2e-16
## Risk_Rating.Q -2.461785 0.051895 -47.438 < 2e-16
## Risk_Rating.C -1.203206 0.038597 -31.173 < 2e-16
## Risk_Rating^4 -0.871885 0.025944 -33.606 < 2e-16
## Risk_Rating^5 -0.093482 0.018634 -5.017 5.25e-07
## HD_CondensedAshtabula City -0.243776 0.109448 -2.227 0.025926
## HD_CondensedAshtabula County -2.316837 0.370252 -6.257 3.91e-10
## HD_CondensedAthens County -0.527084 0.076088 -6.927 4.29e-12
## HD_CondensedBelmont County -0.416296 0.076272 -5.458 4.81e-08
## HD_CondensedButler County 0.681062 0.121558 5.603 2.11e-08
## HD_CondensedCambridge Guernsey County -0.505162 0.085250 -5.926 3.11e-09
## HD_CondensedCarroll County -14.098165 37.544273 -0.376 0.707283
## HD_CondensedChampaign -0.849027 0.092819 -9.147 < 2e-16
## HD_CondensedClark County 0.048487 0.057981 0.836 0.403011
## HD_CondensedClermont County 0.157347 0.054751 2.874 0.004055
## HD_CondensedCleveland 0.155833 0.046668 3.339 0.000840
## HD_CondensedConneaut City -0.958529 1.170096 -0.819 0.412679
## HD_CondensedCoshocton City -0.390994 0.119510 -3.272 0.001069
## HD_CondensedCrawford County -1.213368 0.121724 -9.968 < 2e-16
## HD_CondensedCuyahoga County -0.004384 0.045067 -0.097 0.922507
## HD_CondensedDelaware 0.987377 0.056720 17.408 < 2e-16
## HD_CondensedErie County -0.521366 0.061327 -8.501 < 2e-16
## HD_CondensedFairfield -0.371983 0.068068 -5.465 4.63e-08
## HD_CondensedFranklin EHS Live 0.470674 0.045873 10.260 < 2e-16
## HD_CondensedGalion City -0.444933 0.125430 -3.547 0.000389
## HD_CondensedHamilton County -0.373506 0.047212 -7.911 2.55e-15
## HD_CondensedHancock 0.206288 0.064827 3.182 0.001462
## HD_CondensedHenry County -0.895170 0.109205 -8.197 2.46e-16
## HD_CondensedHighland County 0.030442 0.088481 0.344 0.730805
## HD_CondensedHocking County 0.592712 0.129298 4.584 4.56e-06
## HD_CondensedHuron County 0.362872 0.070991 5.111 3.20e-07
## HD_CondensedKent City 0.070370 0.079353 0.887 0.375189
## HD_CondensedLake County 0.156898 0.050547 3.104 0.001909
## HD_CondensedLawrence County 0.104748 0.083428 1.256 0.209281
## HD_CondensedLicking County -0.403631 0.053929 -7.485 7.18e-14
## HD_CondensedLorain County -0.254775 0.051211 -4.975 6.52e-07
## HD_CondensedMarietta City -0.483921 0.085806 -5.640 1.70e-08
## HD_CondensedMarion 0.002119 0.071998 0.029 0.976515
## HD_CondensedMedina County 0.690560 0.056427 12.238 < 2e-16
## HD_CondensedMercer County -0.738333 0.087967 -8.393 < 2e-16
## HD_CondensedMiami County -0.056034 0.065975 -0.849 0.395703
## HD_CondensedMiddletown City -0.204463 0.078174 -2.616 0.008910
## HD_CondensedNew Philadelphia City -0.472723 0.088556 -5.338 9.39e-08
## HD_CondensedOhio Department of Health -0.250630 1.085825 -0.231 0.817455
## HD_CondensedPickaway County -0.106253 0.081052 -1.311 0.189885
## HD_CondensedPortsmouth City -0.586257 0.109819 -5.338 9.38e-08
## HD_CondensedPutnam County 0.255834 0.081096 3.155 0.001607
## HD_CondensedRichland 0.343410 0.058801 5.840 5.21e-09
## HD_CondensedRoss County -0.563039 0.072272 -7.791 6.67e-15
## HD_CondensedSeneca County -0.736505 0.081829 -9.000 < 2e-16
## HD_CondensedShelby City -0.759071 0.148865 -5.099 3.41e-07
## HD_CondensedSpringdale City 0.449144 0.098601 4.555 5.23e-06
## HD_CondensedStark County -0.430585 0.054246 -7.938 2.06e-15
## HD_CondensedSummit County 0.227830 0.046487 4.901 9.54e-07
## HD_CondensedToledo-Lucas County 0.084764 0.047118 1.799 0.072023
## HD_CondensedTuscarawas County -0.714963 0.070807 -10.097 < 2e-16
## HD_CondensedUnion County 0.015170 0.077490 0.196 0.844796
## HD_CondensedVan Wert County -0.246887 0.105401 -2.342 0.019162
## HD_CondensedVinton County 0.161822 0.140027 1.156 0.247826
## HD_CondensedWarren County -0.763764 0.057290 -13.332 < 2e-16
## HD_CondensedWilliams County -0.308746 0.100194 -3.081 0.002060
## HD_CondensedWood County -0.024729 0.056617 -0.437 0.662267
## HD_CondensedWyandot County -1.235142 0.124936 -9.886 < 2e-16
## HD_CondensedZanesville-Muskingum County -1.073839 0.075947 -14.139 < 2e-16
## Standard 1.302229 0.015740 82.736 < 2e-16
##
## (Intercept) ***
## Risk_Rating.L ***
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5 ***
## HD_CondensedAshtabula City *
## HD_CondensedAshtabula County ***
## HD_CondensedAthens County ***
## HD_CondensedBelmont County ***
## HD_CondensedButler County ***
## HD_CondensedCambridge Guernsey County ***
## HD_CondensedCarroll County
## HD_CondensedChampaign ***
## HD_CondensedClark County
## HD_CondensedClermont County **
## HD_CondensedCleveland ***
## HD_CondensedConneaut City
## HD_CondensedCoshocton City **
## HD_CondensedCrawford County ***
## HD_CondensedCuyahoga County
## HD_CondensedDelaware ***
## HD_CondensedErie County ***
## HD_CondensedFairfield ***
## HD_CondensedFranklin EHS Live ***
## HD_CondensedGalion City ***
## HD_CondensedHamilton County ***
## HD_CondensedHancock **
## HD_CondensedHenry County ***
## HD_CondensedHighland County
## HD_CondensedHocking County ***
## HD_CondensedHuron County ***
## HD_CondensedKent City
## HD_CondensedLake County **
## HD_CondensedLawrence County
## HD_CondensedLicking County ***
## HD_CondensedLorain County ***
## HD_CondensedMarietta City ***
## HD_CondensedMarion
## HD_CondensedMedina County ***
## HD_CondensedMercer County ***
## HD_CondensedMiami County
## HD_CondensedMiddletown City **
## HD_CondensedNew Philadelphia City ***
## HD_CondensedOhio Department of Health
## HD_CondensedPickaway County
## HD_CondensedPortsmouth City ***
## HD_CondensedPutnam County **
## HD_CondensedRichland ***
## HD_CondensedRoss County ***
## HD_CondensedSeneca County ***
## HD_CondensedShelby City ***
## HD_CondensedSpringdale City ***
## HD_CondensedStark County ***
## HD_CondensedSummit County ***
## HD_CondensedToledo-Lucas County .
## HD_CondensedTuscarawas County ***
## HD_CondensedUnion County
## HD_CondensedVan Wert County *
## HD_CondensedVinton County
## HD_CondensedWarren County ***
## HD_CondensedWilliams County **
## HD_CondensedWood County
## HD_CondensedWyandot County ***
## HD_CondensedZanesville-Muskingum County ***
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 227007 on 177774 degrees of freedom
## Residual deviance: 200853 on 177709 degrees of freedom
## AIC: 200985
##
## Number of Fisher Scoring iterations: 13lm2 <- glm(formula = Critical ~ as.factor(Zip_Code),
family = "binomial", data = Stats_data)
summary(lm2)##
## Call:
## glm(formula = Critical ~ as.factor(Zip_Code), family = "binomial",
## data = Stats_data)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.9962 -0.9207 -0.7426 1.2738 2.6719
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -2.11021 0.52944 -3.986 6.73e-05 ***
## as.factor(Zip_Code)43002 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)43003 1.65345 0.60520 2.732 0.006294 **
## as.factor(Zip_Code)43004 1.43387 0.57497 2.494 0.012637 *
## as.factor(Zip_Code)43007 1.59939 0.90202 1.773 0.076209 .
## as.factor(Zip_Code)43008 0.76314 0.55912 1.365 0.172283
## as.factor(Zip_Code)43009 0.72392 0.95147 0.761 0.446753
## as.factor(Zip_Code)43010 1.88707 0.85458 2.208 0.027231 *
## as.factor(Zip_Code)43013 -0.28768 1.17099 -0.246 0.805934
## as.factor(Zip_Code)43015 2.42867 0.53300 4.557 5.20e-06 ***
## as.factor(Zip_Code)43016 2.44586 0.53872 4.540 5.62e-06 ***
## as.factor(Zip_Code)43017 2.40524 0.53289 4.514 6.38e-06 ***
## as.factor(Zip_Code)43021 1.69737 0.56323 3.014 0.002582 **
## as.factor(Zip_Code)43023 1.00858 0.54075 1.865 0.062164 .
## as.factor(Zip_Code)43025 0.64870 0.54731 1.185 0.235924
## as.factor(Zip_Code)43026 2.12030 0.53260 3.981 6.86e-05 ***
## as.factor(Zip_Code)43027 -12.45585 294.24827 -0.042 0.966235
## as.factor(Zip_Code)43028 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)43030 0.20067 0.75322 0.266 0.789918
## as.factor(Zip_Code)43031 0.80347 0.54337 1.479 0.139226
## as.factor(Zip_Code)43032 -12.45585 360.37886 -0.035 0.972428
## as.factor(Zip_Code)43033 0.31845 0.92932 0.343 0.731844
## as.factor(Zip_Code)43035 2.26505 0.53776 4.212 2.53e-05 ***
## as.factor(Zip_Code)43036 -0.21706 0.60973 -0.356 0.721838
## as.factor(Zip_Code)43040 1.47328 0.53406 2.759 0.005804 **
## as.factor(Zip_Code)43044 0.95004 0.58553 1.623 0.104690
## as.factor(Zip_Code)43045 1.06424 0.61988 1.717 0.086006 .
## as.factor(Zip_Code)43046 1.40288 0.56829 2.469 0.013565 *
## as.factor(Zip_Code)43047 -12.45585 509.65240 -0.024 0.980502
## as.factor(Zip_Code)43050 -12.45585 244.82953 -0.051 0.959425
## as.factor(Zip_Code)43054 1.47113 0.54018 2.723 0.006461 **
## as.factor(Zip_Code)43055 0.78927 0.53187 1.484 0.137821
## as.factor(Zip_Code)43056 0.92497 0.53499 1.729 0.083818 .
## as.factor(Zip_Code)43058 -12.45585 441.37201 -0.028 0.977486
## as.factor(Zip_Code)43060 0.65796 0.62649 1.050 0.293610
## as.factor(Zip_Code)43061 -0.42876 0.79997 -0.536 0.591979
## as.factor(Zip_Code)43062 0.93736 0.53654 1.747 0.080629 .
## as.factor(Zip_Code)43064 1.22291 0.56625 2.160 0.030799 *
## as.factor(Zip_Code)43065 2.41641 0.53365 4.528 5.95e-06 ***
## as.factor(Zip_Code)43066 -12.45585 441.37201 -0.028 0.977486
## as.factor(Zip_Code)43067 0.95753 0.62446 1.533 0.125183
## as.factor(Zip_Code)43068 1.29765 0.53344 2.433 0.014992 *
## as.factor(Zip_Code)43069 -12.45585 509.65240 -0.024 0.980502
## as.factor(Zip_Code)43070 3.20883 1.27029 2.526 0.011535 *
## as.factor(Zip_Code)43071 0.01015 0.68365 0.015 0.988152
## as.factor(Zip_Code)43072 0.33043 0.60314 0.548 0.583796
## as.factor(Zip_Code)43073 0.90624 0.70496 1.286 0.198611
## as.factor(Zip_Code)43074 2.45699 0.53772 4.569 4.89e-06 ***
## as.factor(Zip_Code)43076 1.48160 0.58668 2.525 0.011556 *
## as.factor(Zip_Code)43078 0.94144 0.53866 1.748 0.080510 .
## as.factor(Zip_Code)43080 0.57488 0.56895 1.010 0.312294
## as.factor(Zip_Code)43081 2.08672 0.53260 3.918 8.93e-05 ***
## as.factor(Zip_Code)43082 2.21260 0.53607 4.127 3.67e-05 ***
## as.factor(Zip_Code)43083 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)43084 -12.45585 235.92368 -0.053 0.957894
## as.factor(Zip_Code)43085 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)43101 -12.45585 227.92397 -0.055 0.956418
## as.factor(Zip_Code)43102 1.06039 0.61378 1.728 0.084055 .
## as.factor(Zip_Code)43103 0.93156 0.55680 1.673 0.094314 .
## as.factor(Zip_Code)43105 1.10095 0.56151 1.961 0.049914 *
## as.factor(Zip_Code)43107 1.34807 0.62054 2.172 0.029823 *
## as.factor(Zip_Code)43109 1.47422 0.67100 2.197 0.028016 *
## as.factor(Zip_Code)43110 1.36530 0.53807 2.537 0.011168 *
## as.factor(Zip_Code)43112 1.07412 0.58471 1.837 0.066208 .
## as.factor(Zip_Code)43113 1.31046 0.53624 2.444 0.014533 *
## as.factor(Zip_Code)43115 2.11021 0.88335 2.389 0.016900 *
## as.factor(Zip_Code)43116 1.84195 0.59006 3.122 0.001799 **
## as.factor(Zip_Code)43119 1.62471 0.58959 2.756 0.005857 **
## as.factor(Zip_Code)43123 1.88633 0.53153 3.549 0.000387 ***
## as.factor(Zip_Code)43125 1.40731 0.54310 2.591 0.009563 **
## as.factor(Zip_Code)43126 2.33336 0.85458 2.730 0.006325 **
## as.factor(Zip_Code)43130 1.03122 0.53330 1.934 0.053157 .
## as.factor(Zip_Code)43135 1.48606 0.61861 2.402 0.016295 *
## as.factor(Zip_Code)43136 1.11981 0.62113 1.803 0.071407 .
## as.factor(Zip_Code)43137 0.67947 0.62686 1.084 0.278398
## as.factor(Zip_Code)43138 2.07573 0.54548 3.805 0.000142 ***
## as.factor(Zip_Code)43143 1.01160 0.68613 1.474 0.140387
## as.factor(Zip_Code)43144 2.80336 1.01504 2.762 0.005748 **
## as.factor(Zip_Code)43145 2.11021 0.72822 2.898 0.003758 **
## as.factor(Zip_Code)43146 0.93464 0.57676 1.621 0.105123
## as.factor(Zip_Code)43147 1.37389 0.53455 2.570 0.010164 *
## as.factor(Zip_Code)43148 1.11168 0.68978 1.612 0.107036
## as.factor(Zip_Code)43149 2.04122 0.64684 3.156 0.001601 **
## as.factor(Zip_Code)43150 1.41707 0.80951 1.751 0.080027 .
## as.factor(Zip_Code)43152 2.92114 0.80088 3.647 0.000265 ***
## as.factor(Zip_Code)43154 -0.55237 0.79806 -0.692 0.488843
## as.factor(Zip_Code)43155 -0.98083 1.15142 -0.852 0.394299
## as.factor(Zip_Code)43156 1.22291 0.69425 1.761 0.078157 .
## as.factor(Zip_Code)43157 -12.45585 441.37201 -0.028 0.977486
## as.factor(Zip_Code)43158 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)43163 -12.45585 360.37886 -0.035 0.972428
## as.factor(Zip_Code)43164 1.28353 0.61886 2.074 0.038075 *
## as.factor(Zip_Code)43202 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)43204 1.55814 0.60269 2.585 0.009729 **
## as.factor(Zip_Code)43206 0.85745 0.96081 0.892 0.372167
## as.factor(Zip_Code)43207 1.07614 0.54908 1.960 0.050006 .
## as.factor(Zip_Code)43209 1.28038 0.54296 2.358 0.018367 *
## as.factor(Zip_Code)43211 1.70475 1.05529 1.615 0.106217
## as.factor(Zip_Code)43212 1.84386 0.54016 3.414 0.000641 ***
## as.factor(Zip_Code)43213 2.09070 0.53402 3.915 9.04e-05 ***
## as.factor(Zip_Code)43214 -12.45585 441.37201 -0.028 0.977486
## as.factor(Zip_Code)43215 0.63431 0.59757 1.061 0.288472
## as.factor(Zip_Code)43217 -12.45585 360.37886 -0.035 0.972428
## as.factor(Zip_Code)43218 -12.45585 360.37886 -0.035 0.972428
## as.factor(Zip_Code)43219 1.97668 0.58929 3.354 0.000796 ***
## as.factor(Zip_Code)43220 2.05094 0.54326 3.775 0.000160 ***
## as.factor(Zip_Code)43221 2.15171 0.53464 4.025 5.71e-05 ***
## as.factor(Zip_Code)43223 1.96563 0.56724 3.465 0.000530 ***
## as.factor(Zip_Code)43224 1.53258 0.54267 2.824 0.004741 **
## as.factor(Zip_Code)43227 2.21557 0.62118 3.567 0.000361 ***
## as.factor(Zip_Code)43228 2.25958 0.53475 4.225 2.38e-05 ***
## as.factor(Zip_Code)43229 1.29928 0.80088 1.622 0.104736
## as.factor(Zip_Code)43230 1.28400 0.53279 2.410 0.015954 *
## as.factor(Zip_Code)43231 1.96617 0.55370 3.551 0.000384 ***
## as.factor(Zip_Code)43232 1.28489 0.55818 2.302 0.021339 *
## as.factor(Zip_Code)43235 2.13172 0.56861 3.749 0.000178 ***
## as.factor(Zip_Code)43301 -12.45585 360.37886 -0.035 0.972428
## as.factor(Zip_Code)43302 1.38108 0.53274 2.592 0.009530 **
## as.factor(Zip_Code)43306 -12.45585 441.37201 -0.028 0.977486
## as.factor(Zip_Code)43314 1.70475 0.59139 2.883 0.003944 **
## as.factor(Zip_Code)43316 -0.21519 0.60394 -0.356 0.721613
## as.factor(Zip_Code)43318 1.77374 0.78940 2.247 0.024644 *
## as.factor(Zip_Code)43322 1.12938 0.85944 1.314 0.188815
## as.factor(Zip_Code)43323 1.19392 0.99010 1.206 0.227872
## as.factor(Zip_Code)43325 -12.45585 509.65240 -0.024 0.980502
## as.factor(Zip_Code)43330 -12.45585 394.77519 -0.032 0.974830
## as.factor(Zip_Code)43332 0.97523 0.65355 1.492 0.135645
## as.factor(Zip_Code)43337 0.40547 0.93339 0.434 0.663997
## as.factor(Zip_Code)43341 1.01160 0.85132 1.188 0.234726
## as.factor(Zip_Code)43342 1.49711 0.63158 2.370 0.017768 *
## as.factor(Zip_Code)43344 1.13370 0.57251 1.980 0.047679 *
## as.factor(Zip_Code)43351 0.37871 0.54859 0.690 0.489982
## as.factor(Zip_Code)43356 2.07099 0.59897 3.458 0.000545 ***
## as.factor(Zip_Code)43357 -0.28768 1.17099 -0.246 0.805934
## as.factor(Zip_Code)43358 -12.45585 360.37886 -0.035 0.972428
## as.factor(Zip_Code)43402 1.49518 0.53340 2.803 0.005061 **
## as.factor(Zip_Code)43403 0.73358 0.57313 1.280 0.200558
## as.factor(Zip_Code)43406 0.47608 0.65551 0.726 0.467668
## as.factor(Zip_Code)43410 -12.45585 441.37201 -0.028 0.977486
## as.factor(Zip_Code)43412 -0.15847 0.80506 -0.197 0.843950
## as.factor(Zip_Code)43413 0.16430 0.92289 0.178 0.858699
## as.factor(Zip_Code)43414 1.19392 0.99010 1.206 0.227872
## as.factor(Zip_Code)43437 -12.45585 360.37886 -0.035 0.972428
## as.factor(Zip_Code)43438 0.81093 0.59246 1.369 0.171078
## as.factor(Zip_Code)43443 0.72392 0.72822 0.994 0.320177
## as.factor(Zip_Code)43445 1.70475 1.05529 1.615 0.106217
## as.factor(Zip_Code)43447 0.95753 0.62446 1.533 0.125183
## as.factor(Zip_Code)43450 0.88155 0.62292 1.415 0.157012
## as.factor(Zip_Code)43451 -12.45585 235.92368 -0.053 0.957894
## as.factor(Zip_Code)43452 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)43457 1.01160 0.85132 1.188 0.234726
## as.factor(Zip_Code)43460 1.27397 0.54230 2.349 0.018814 *
## as.factor(Zip_Code)43462 -12.45585 509.65240 -0.024 0.980502
## as.factor(Zip_Code)43463 1.70475 1.05529 1.615 0.106217
## as.factor(Zip_Code)43465 1.04386 0.58678 1.779 0.075247 .
## as.factor(Zip_Code)43466 0.16430 0.81318 0.202 0.839877
## as.factor(Zip_Code)43501 1.70475 1.05529 1.615 0.106217
## as.factor(Zip_Code)43502 0.45199 0.76021 0.595 0.552143
## as.factor(Zip_Code)43504 0.72392 0.95147 0.761 0.446753
## as.factor(Zip_Code)43505 -12.45585 509.65240 -0.024 0.980502
## as.factor(Zip_Code)43506 1.18223 0.54472 2.170 0.029981 *
## as.factor(Zip_Code)43511 0.72392 0.95147 0.761 0.446753
## as.factor(Zip_Code)43516 0.38299 0.65385 0.586 0.558046
## as.factor(Zip_Code)43517 0.40547 0.63126 0.642 0.520669
## as.factor(Zip_Code)43518 0.68310 0.69783 0.979 0.327637
## as.factor(Zip_Code)43522 1.28152 0.57153 2.242 0.024944 *
## as.factor(Zip_Code)43524 -0.72300 0.89984 -0.803 0.421700
## as.factor(Zip_Code)43525 1.88707 0.71085 2.655 0.007938 **
## as.factor(Zip_Code)43527 1.09861 0.62765 1.750 0.080055 .
## as.factor(Zip_Code)43528 1.56367 0.53691 2.912 0.003588 **
## as.factor(Zip_Code)43532 0.23841 0.65156 0.366 0.714435
## as.factor(Zip_Code)43534 1.19392 0.64831 1.842 0.065534 .
## as.factor(Zip_Code)43535 -12.45585 360.37886 -0.035 0.972428
## as.factor(Zip_Code)43537 1.63922 0.53347 3.073 0.002121 **
## as.factor(Zip_Code)43542 1.01160 0.70889 1.427 0.153574
## as.factor(Zip_Code)43543 1.17505 0.55987 2.099 0.035836 *
## as.factor(Zip_Code)43545 0.71180 0.54361 1.309 0.190401
## as.factor(Zip_Code)43547 -12.45585 360.37886 -0.035 0.972428
## as.factor(Zip_Code)43548 1.01160 1.27029 0.796 0.425826
## as.factor(Zip_Code)43550 -12.45585 441.37201 -0.028 0.977486
## as.factor(Zip_Code)43551 1.50854 0.53283 2.831 0.004638 **
## as.factor(Zip_Code)43552 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)43554 0.85745 0.62245 1.378 0.168346
## as.factor(Zip_Code)43555 -0.02985 0.91604 -0.033 0.974002
## as.factor(Zip_Code)43557 1.11168 0.68978 1.612 0.107036
## as.factor(Zip_Code)43558 1.50162 0.56748 2.646 0.008142 **
## as.factor(Zip_Code)43560 1.30131 0.53561 2.430 0.015116 *
## as.factor(Zip_Code)43565 -0.45474 1.16500 -0.390 0.696292
## as.factor(Zip_Code)43566 1.24118 0.55462 2.238 0.025227 *
## as.factor(Zip_Code)43569 1.41707 0.66856 2.120 0.034041 *
## as.factor(Zip_Code)43570 1.07223 0.59997 1.787 0.073915 .
## as.factor(Zip_Code)43571 0.85217 0.57260 1.488 0.136682
## as.factor(Zip_Code)43601 -12.45585 441.37201 -0.028 0.977486
## as.factor(Zip_Code)43602 1.46836 0.65798 2.232 0.025640 *
## as.factor(Zip_Code)43604 1.41523 0.53462 2.647 0.008116 **
## as.factor(Zip_Code)43605 1.22901 0.53857 2.282 0.022489 *
## as.factor(Zip_Code)43606 1.78936 0.53419 3.350 0.000809 ***
## as.factor(Zip_Code)43607 1.67559 0.53856 3.111 0.001863 **
## as.factor(Zip_Code)43608 1.16671 0.54063 2.158 0.030923 *
## as.factor(Zip_Code)43609 1.71106 0.53927 3.173 0.001509 **
## as.factor(Zip_Code)43610 1.28701 0.60021 2.144 0.032010 *
## as.factor(Zip_Code)43611 1.58548 0.54426 2.913 0.003579 **
## as.factor(Zip_Code)43612 1.59302 0.53476 2.979 0.002892 **
## as.factor(Zip_Code)43613 1.62686 0.53652 3.032 0.002428 **
## as.factor(Zip_Code)43614 1.58937 0.53482 2.972 0.002961 **
## as.factor(Zip_Code)43615 1.68444 0.53342 3.158 0.001590 **
## as.factor(Zip_Code)43616 0.71118 0.53941 1.318 0.187354
## as.factor(Zip_Code)43617 1.29554 0.54453 2.379 0.017351 *
## as.factor(Zip_Code)43618 1.16575 0.61604 1.892 0.058448 .
## as.factor(Zip_Code)43619 1.53290 0.54458 2.815 0.004880 **
## as.factor(Zip_Code)43620 1.29190 0.61350 2.106 0.035222 *
## as.factor(Zip_Code)43623 1.93968 0.53337 3.637 0.000276 ***
## as.factor(Zip_Code)43624 1.19392 0.64831 1.842 0.065534 .
## as.factor(Zip_Code)43650 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)43660 16.67628 882.74353 0.019 0.984928
## as.factor(Zip_Code)43693 -12.45585 441.37201 -0.028 0.977486
## as.factor(Zip_Code)43699 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)43701 0.47236 0.53434 0.884 0.376690
## as.factor(Zip_Code)43702 0.72392 0.95147 0.761 0.446753
## as.factor(Zip_Code)43713 1.01160 0.56427 1.793 0.073010 .
## as.factor(Zip_Code)43716 0.72392 1.23705 0.585 0.558416
## as.factor(Zip_Code)43718 1.04550 0.58953 1.773 0.076154 .
## as.factor(Zip_Code)43719 0.85745 0.77571 1.105 0.268999
## as.factor(Zip_Code)43720 -0.45474 1.16500 -0.390 0.696292
## as.factor(Zip_Code)43722 1.01160 0.68613 1.474 0.140387
## as.factor(Zip_Code)43723 1.17505 0.55987 2.099 0.035836 *
## as.factor(Zip_Code)43725 0.94478 0.53694 1.760 0.078481 .
## as.factor(Zip_Code)43732 0.50078 0.72132 0.694 0.487527
## as.factor(Zip_Code)43733 1.41707 0.88335 1.604 0.108670
## as.factor(Zip_Code)43734 1.13835 0.61543 1.850 0.064360 .
## as.factor(Zip_Code)43735 0.16430 0.92289 0.178 0.858699
## as.factor(Zip_Code)43740 1.01160 1.27029 0.796 0.425826
## as.factor(Zip_Code)43746 0.31845 1.20290 0.265 0.791211
## as.factor(Zip_Code)43749 1.63064 0.63627 2.563 0.010383 *
## as.factor(Zip_Code)43755 0.74073 0.60326 1.228 0.219493
## as.factor(Zip_Code)43762 0.39942 0.59918 0.667 0.505018
## as.factor(Zip_Code)43767 1.01160 1.27029 0.796 0.425826
## as.factor(Zip_Code)43768 1.12938 0.85944 1.314 0.188815
## as.factor(Zip_Code)43771 0.81093 0.83937 0.966 0.333986
## as.factor(Zip_Code)43772 -12.45585 279.14847 -0.045 0.964409
## as.factor(Zip_Code)43773 2.02320 0.67420 3.001 0.002692 **
## as.factor(Zip_Code)43777 0.83725 0.68056 1.230 0.218609
## as.factor(Zip_Code)43778 -12.45585 294.24827 -0.042 0.966235
## as.factor(Zip_Code)43780 0.64388 0.69673 0.924 0.355413
## as.factor(Zip_Code)43802 0.50078 0.82480 0.607 0.543755
## as.factor(Zip_Code)43804 1.28923 0.64126 2.010 0.044381 *
## as.factor(Zip_Code)43812 1.20891 0.54030 2.237 0.025255 *
## as.factor(Zip_Code)43821 0.36101 0.61492 0.587 0.557145
## as.factor(Zip_Code)43822 -0.54654 0.74017 -0.738 0.460268
## as.factor(Zip_Code)43824 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)43830 0.80681 0.58147 1.388 0.165278
## as.factor(Zip_Code)43832 1.01160 0.55672 1.817 0.069204 .
## as.factor(Zip_Code)43837 0.40547 0.75879 0.534 0.593093
## as.factor(Zip_Code)43840 1.62471 0.69443 2.340 0.019302 *
## as.factor(Zip_Code)43901 1.41707 1.01504 1.396 0.162693
## as.factor(Zip_Code)43903 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)43905 2.51568 1.05529 2.384 0.017131 *
## as.factor(Zip_Code)43906 1.02090 0.56341 1.812 0.069983 .
## as.factor(Zip_Code)43908 -12.45585 279.14847 -0.045 0.964409
## as.factor(Zip_Code)43912 1.12938 0.56436 2.001 0.045372 *
## as.factor(Zip_Code)43916 1.01160 1.27029 0.796 0.425826
## as.factor(Zip_Code)43917 2.95751 0.86977 3.400 0.000673 ***
## as.factor(Zip_Code)43927 0.72392 1.23705 0.585 0.558416
## as.factor(Zip_Code)43928 1.01160 1.27029 0.796 0.425826
## as.factor(Zip_Code)43934 -12.45585 360.37886 -0.035 0.972428
## as.factor(Zip_Code)43935 0.85175 0.57591 1.479 0.139146
## as.factor(Zip_Code)43940 1.41707 1.01504 1.396 0.162693
## as.factor(Zip_Code)43942 1.01160 0.64315 1.573 0.115743
## as.factor(Zip_Code)43947 1.67300 0.57740 2.897 0.003762 **
## as.factor(Zip_Code)43950 1.17784 0.53826 2.188 0.028652 *
## as.factor(Zip_Code)43951 1.41707 1.33428 1.062 0.288215
## as.factor(Zip_Code)43973 -12.45585 312.09736 -0.040 0.968165
## as.factor(Zip_Code)43977 0.16430 0.92289 0.178 0.858699
## as.factor(Zip_Code)43983 0.16430 1.19296 0.138 0.890456
## as.factor(Zip_Code)43985 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)43988 -12.45585 294.24827 -0.042 0.966235
## as.factor(Zip_Code)44001 0.88039 0.53904 1.633 0.102414
## as.factor(Zip_Code)44003 -0.19237 1.17486 -0.164 0.869936
## as.factor(Zip_Code)44004 1.19913 0.53797 2.229 0.025813 *
## as.factor(Zip_Code)44010 -12.45585 266.15767 -0.047 0.962674
## as.factor(Zip_Code)44011 2.10458 0.53473 3.936 8.29e-05 ***
## as.factor(Zip_Code)44012 2.00886 0.53737 3.738 0.000185 ***
## as.factor(Zip_Code)44017 0.18984 0.55026 0.345 0.730098
## as.factor(Zip_Code)44022 0.98343 0.54701 1.798 0.072203 .
## as.factor(Zip_Code)44023 0.31845 1.20290 0.265 0.791211
## as.factor(Zip_Code)44028 1.12648 0.55880 2.016 0.043810 *
## as.factor(Zip_Code)44030 0.72392 1.23705 0.585 0.558416
## as.factor(Zip_Code)44032 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)44035 1.16841 0.53257 2.194 0.028241 *
## as.factor(Zip_Code)44039 1.20970 0.54086 2.237 0.025312 *
## as.factor(Zip_Code)44040 1.38808 0.60638 2.289 0.022072 *
## as.factor(Zip_Code)44041 -12.45585 137.86237 -0.090 0.928009
## as.factor(Zip_Code)44044 1.02358 0.55153 1.856 0.063469 .
## as.factor(Zip_Code)44045 3.36298 0.77571 4.335 1.46e-05 ***
## as.factor(Zip_Code)44047 1.41707 0.88335 1.604 0.108670
## as.factor(Zip_Code)44049 2.51568 1.05529 2.384 0.017131 *
## as.factor(Zip_Code)44050 0.58002 0.58158 0.997 0.318604
## as.factor(Zip_Code)44052 0.80288 0.53825 1.492 0.135791
## as.factor(Zip_Code)44053 0.98452 0.54395 1.810 0.070306 .
## as.factor(Zip_Code)44054 1.72722 0.54680 3.159 0.001584 **
## as.factor(Zip_Code)44055 0.65371 0.55020 1.188 0.234780
## as.factor(Zip_Code)44056 1.57054 0.54145 2.901 0.003725 **
## as.factor(Zip_Code)44057 1.59939 0.53962 2.964 0.003037 **
## as.factor(Zip_Code)44060 1.43059 0.53145 2.692 0.007105 **
## as.factor(Zip_Code)44067 2.26761 0.53930 4.205 2.61e-05 ***
## as.factor(Zip_Code)44068 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)44070 0.70170 0.53600 1.309 0.190488
## as.factor(Zip_Code)44074 1.22601 0.54102 2.266 0.023444 *
## as.factor(Zip_Code)44076 0.40547 0.93339 0.434 0.663997
## as.factor(Zip_Code)44077 1.83541 0.53247 3.447 0.000567 ***
## as.factor(Zip_Code)44078 16.67628 441.37201 0.038 0.969861
## as.factor(Zip_Code)44081 0.82236 0.57746 1.424 0.154421
## as.factor(Zip_Code)44082 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)44084 0.72392 1.23705 0.585 0.558416
## as.factor(Zip_Code)44085 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)44087 1.91315 0.53788 3.557 0.000375 ***
## as.factor(Zip_Code)44089 1.21073 0.54310 2.229 0.025794 *
## as.factor(Zip_Code)44090 0.60872 0.55564 1.096 0.273286
## as.factor(Zip_Code)44092 1.67411 0.53630 3.122 0.001799 **
## as.factor(Zip_Code)44094 1.37353 0.53308 2.577 0.009978 **
## as.factor(Zip_Code)44095 1.47253 0.53460 2.754 0.005879 **
## as.factor(Zip_Code)44099 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)44101 1.59939 0.90202 1.773 0.076209 .
## as.factor(Zip_Code)44102 2.10098 0.53378 3.936 8.28e-05 ***
## as.factor(Zip_Code)44103 1.21520 0.53524 2.270 0.023184 *
## as.factor(Zip_Code)44104 1.10756 0.54194 2.044 0.040985 *
## as.factor(Zip_Code)44105 1.80164 0.53494 3.368 0.000757 ***
## as.factor(Zip_Code)44106 1.33407 0.53471 2.495 0.012599 *
## as.factor(Zip_Code)44107 1.94629 0.53216 3.657 0.000255 ***
## as.factor(Zip_Code)44108 1.12062 0.54738 2.047 0.040634 *
## as.factor(Zip_Code)44109 1.65525 0.53402 3.100 0.001938 **
## as.factor(Zip_Code)44110 0.84135 0.54301 1.549 0.121284
## as.factor(Zip_Code)44111 1.93763 0.53423 3.627 0.000287 ***
## as.factor(Zip_Code)44112 1.48202 0.53847 2.752 0.005918 **
## as.factor(Zip_Code)44113 2.16909 0.53180 4.079 4.53e-05 ***
## as.factor(Zip_Code)44114 1.81317 0.53238 3.406 0.000660 ***
## as.factor(Zip_Code)44115 1.45750 0.53214 2.739 0.006164 **
## as.factor(Zip_Code)44116 0.59907 0.54156 1.106 0.268645
## as.factor(Zip_Code)44117 1.73701 0.54809 3.169 0.001529 **
## as.factor(Zip_Code)44118 1.72204 0.53395 3.225 0.001259 **
## as.factor(Zip_Code)44119 1.42530 0.54095 2.635 0.008419 **
## as.factor(Zip_Code)44120 1.50154 0.53752 2.793 0.005215 **
## as.factor(Zip_Code)44121 1.17615 0.53843 2.184 0.028933 *
## as.factor(Zip_Code)44122 1.71935 0.53305 3.226 0.001258 **
## as.factor(Zip_Code)44123 1.83283 0.54287 3.376 0.000735 ***
## as.factor(Zip_Code)44124 1.77374 0.53347 3.325 0.000884 ***
## as.factor(Zip_Code)44125 1.84993 0.53585 3.452 0.000556 ***
## as.factor(Zip_Code)44126 1.77577 0.54081 3.284 0.001025 **
## as.factor(Zip_Code)44127 1.55393 0.56293 2.760 0.005773 **
## as.factor(Zip_Code)44128 1.49878 0.53473 2.803 0.005065 **
## as.factor(Zip_Code)44129 1.68444 0.53541 3.146 0.001655 **
## as.factor(Zip_Code)44130 1.47539 0.53230 2.772 0.005576 **
## as.factor(Zip_Code)44131 1.63968 0.53584 3.060 0.002213 **
## as.factor(Zip_Code)44132 1.66748 0.54872 3.039 0.002375 **
## as.factor(Zip_Code)44133 1.35002 0.53946 2.503 0.012330 *
## as.factor(Zip_Code)44134 1.76429 0.53408 3.303 0.000955 ***
## as.factor(Zip_Code)44135 1.28427 0.53741 2.390 0.016860 *
## as.factor(Zip_Code)44136 1.47637 0.53380 2.766 0.005679 **
## as.factor(Zip_Code)44137 1.92443 0.53659 3.586 0.000335 ***
## as.factor(Zip_Code)44138 0.25668 0.56065 0.458 0.647080
## as.factor(Zip_Code)44139 0.63167 0.53909 1.172 0.241308
## as.factor(Zip_Code)44140 0.42543 0.57606 0.739 0.460205
## as.factor(Zip_Code)44141 2.00929 0.54512 3.686 0.000228 ***
## as.factor(Zip_Code)44142 1.78171 0.54060 3.296 0.000981 ***
## as.factor(Zip_Code)44143 1.31343 0.53725 2.445 0.014497 *
## as.factor(Zip_Code)44144 1.96343 0.53635 3.661 0.000251 ***
## as.factor(Zip_Code)44145 1.70304 0.53345 3.192 0.001411 **
## as.factor(Zip_Code)44146 1.89469 0.53481 3.543 0.000396 ***
## as.factor(Zip_Code)44147 2.04452 0.54061 3.782 0.000156 ***
## as.factor(Zip_Code)44149 1.35168 0.56568 2.390 0.016871 *
## as.factor(Zip_Code)44181 3.20883 1.27029 2.526 0.011535 *
## as.factor(Zip_Code)44202 1.55060 0.82046 1.890 0.058771 .
## as.factor(Zip_Code)44203 1.37261 0.53470 2.567 0.010256 *
## as.factor(Zip_Code)44210 2.70492 0.61424 4.404 1.06e-05 ***
## as.factor(Zip_Code)44212 1.63887 0.53491 3.064 0.002185 **
## as.factor(Zip_Code)44214 1.94513 0.57244 3.398 0.000679 ***
## as.factor(Zip_Code)44215 3.95604 0.81625 4.847 1.26e-06 ***
## as.factor(Zip_Code)44216 1.87660 0.61205 3.066 0.002169 **
## as.factor(Zip_Code)44221 1.93152 0.53480 3.612 0.000304 ***
## as.factor(Zip_Code)44222 1.01160 1.27029 0.796 0.425826
## as.factor(Zip_Code)44223 2.31639 0.53738 4.311 1.63e-05 ***
## as.factor(Zip_Code)44224 1.73706 0.53432 3.251 0.001150 **
## as.factor(Zip_Code)44232 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)44233 1.59939 0.58272 2.745 0.006057 **
## as.factor(Zip_Code)44236 1.66576 0.53650 3.105 0.001904 **
## as.factor(Zip_Code)44237 -12.45585 312.09736 -0.040 0.968165
## as.factor(Zip_Code)44240 1.51925 0.53409 2.845 0.004447 **
## as.factor(Zip_Code)44242 1.21347 0.55046 2.204 0.027493 *
## as.factor(Zip_Code)44243 1.59939 0.73957 2.163 0.030574 *
## as.factor(Zip_Code)44250 0.37561 0.82004 0.458 0.646921
## as.factor(Zip_Code)44251 2.14943 0.59897 3.589 0.000333 ***
## as.factor(Zip_Code)44253 0.99781 0.57937 1.722 0.085028 .
## as.factor(Zip_Code)44254 1.97487 0.55449 3.562 0.000369 ***
## as.factor(Zip_Code)44256 2.07411 0.53216 3.898 9.72e-05 ***
## as.factor(Zip_Code)44260 1.05416 0.60377 1.746 0.080819 .
## as.factor(Zip_Code)44262 1.57741 0.58231 2.709 0.006751 **
## as.factor(Zip_Code)44264 1.84949 0.56389 3.280 0.001039 **
## as.factor(Zip_Code)44273 2.75684 0.55499 4.967 6.79e-07 ***
## as.factor(Zip_Code)44274 0.90624 0.84477 1.073 0.283376
## as.factor(Zip_Code)44275 2.99752 0.69425 4.318 1.58e-05 ***
## as.factor(Zip_Code)44278 1.42673 0.54293 2.628 0.008593 **
## as.factor(Zip_Code)44280 1.03629 0.55949 1.852 0.063994 .
## as.factor(Zip_Code)44281 2.34559 0.53590 4.377 1.20e-05 ***
## as.factor(Zip_Code)44286 1.91663 0.54590 3.511 0.000447 ***
## as.factor(Zip_Code)44287 16.67628 441.37201 0.038 0.969861
## as.factor(Zip_Code)44293 1.41707 1.01504 1.396 0.162693
## as.factor(Zip_Code)44301 1.49819 0.54803 2.734 0.006261 **
## as.factor(Zip_Code)44302 1.12938 0.62840 1.797 0.072298 .
## as.factor(Zip_Code)44303 1.99243 0.54632 3.647 0.000265 ***
## as.factor(Zip_Code)44304 1.88264 0.54796 3.436 0.000591 ***
## as.factor(Zip_Code)44305 0.02731 0.55816 0.049 0.960983
## as.factor(Zip_Code)44306 1.37451 0.53804 2.555 0.010630 *
## as.factor(Zip_Code)44307 1.49503 0.56464 2.648 0.008103 **
## as.factor(Zip_Code)44308 2.01269 0.53815 3.740 0.000184 ***
## as.factor(Zip_Code)44309 2.11021 1.51007 1.397 0.162284
## as.factor(Zip_Code)44310 1.81728 0.53519 3.396 0.000685 ***
## as.factor(Zip_Code)44311 1.90200 0.54505 3.490 0.000484 ***
## as.factor(Zip_Code)44312 1.44166 0.53519 2.694 0.007066 **
## as.factor(Zip_Code)44313 1.96416 0.53649 3.661 0.000251 ***
## as.factor(Zip_Code)44314 1.69150 0.54487 3.104 0.001907 **
## as.factor(Zip_Code)44316 -12.45585 509.65240 -0.024 0.980502
## as.factor(Zip_Code)44317 2.11021 1.13150 1.865 0.062187 .
## as.factor(Zip_Code)44319 1.71224 0.53529 3.199 0.001381 **
## as.factor(Zip_Code)44320 1.60384 0.54053 2.967 0.003006 **
## as.factor(Zip_Code)44321 1.44207 0.54679 2.637 0.008356 **
## as.factor(Zip_Code)44325 1.49117 0.55830 2.671 0.007565 **
## as.factor(Zip_Code)44326 1.70475 0.83485 2.042 0.041153 *
## as.factor(Zip_Code)44333 1.78405 0.53374 3.343 0.000830 ***
## as.factor(Zip_Code)44427 -12.45585 441.37201 -0.028 0.977486
## as.factor(Zip_Code)44483 -0.80756 0.73744 -1.095 0.273480
## as.factor(Zip_Code)44601 0.42381 0.63152 0.671 0.502158
## as.factor(Zip_Code)44607 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)44608 0.72392 0.76994 0.940 0.347099
## as.factor(Zip_Code)44612 0.40210 0.56926 0.706 0.479959
## as.factor(Zip_Code)44613 1.10469 0.60939 1.813 0.069867 .
## as.factor(Zip_Code)44614 0.55735 0.55731 1.000 0.317279
## as.factor(Zip_Code)44615 -12.45585 56.28415 -0.221 0.824856
## as.factor(Zip_Code)44618 1.01160 1.27029 0.796 0.425826
## as.factor(Zip_Code)44620 -12.45585 169.88487 -0.073 0.941552
## as.factor(Zip_Code)44621 0.99656 0.58368 1.707 0.087752 .
## as.factor(Zip_Code)44622 0.88596 0.53936 1.643 0.100465
## as.factor(Zip_Code)44624 0.50078 0.82480 0.607 0.543755
## as.factor(Zip_Code)44626 0.85745 0.70327 1.219 0.222756
## as.factor(Zip_Code)44629 0.09531 0.75076 0.127 0.898978
## as.factor(Zip_Code)44630 -12.45585 279.14847 -0.045 0.964409
## as.factor(Zip_Code)44632 0.01835 0.56369 0.033 0.974032
## as.factor(Zip_Code)44634 1.41707 1.33428 1.062 0.288215
## as.factor(Zip_Code)44641 1.62331 0.54312 2.989 0.002800 **
## as.factor(Zip_Code)44643 1.19392 0.60647 1.969 0.048993 *
## as.factor(Zip_Code)44644 -12.45585 106.27113 -0.117 0.906695
## as.factor(Zip_Code)44646 0.82558 0.54528 1.514 0.130010
## as.factor(Zip_Code)44647 0.88155 0.62292 1.415 0.157012
## as.factor(Zip_Code)44648 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)44650 1.01160 1.27029 0.796 0.425826
## as.factor(Zip_Code)44651 -12.45585 333.64605 -0.037 0.970220
## as.factor(Zip_Code)44653 -0.49248 0.90407 -0.545 0.585937
## as.factor(Zip_Code)44656 -0.05884 0.64776 -0.091 0.927622
## as.factor(Zip_Code)44657 1.12283 0.55171 2.035 0.041833 *
## as.factor(Zip_Code)44662 1.16860 0.56209 2.079 0.037614 *
## as.factor(Zip_Code)44663 0.90823 0.53431 1.700 0.089162 .
## as.factor(Zip_Code)44666 1.31171 0.66439 1.974 0.048348 *
## as.factor(Zip_Code)44669 0.60614 0.94415 0.642 0.520878
## as.factor(Zip_Code)44670 2.33336 0.85458 2.730 0.006325 **
## as.factor(Zip_Code)44671 0.50078 1.21668 0.412 0.680638
## as.factor(Zip_Code)44675 -12.45585 156.04935 -0.080 0.936380
## as.factor(Zip_Code)44678 -12.45585 312.09736 -0.040 0.968165
## as.factor(Zip_Code)44680 0.91807 0.56449 1.626 0.103866
## as.factor(Zip_Code)44681 0.13819 0.56789 0.243 0.807739
## as.factor(Zip_Code)44682 1.01160 0.66856 1.513 0.130252
## as.factor(Zip_Code)44683 1.37085 0.54797 2.502 0.012360 *
## as.factor(Zip_Code)44685 1.92458 0.53797 3.577 0.000347 ***
## as.factor(Zip_Code)44688 2.00485 0.57713 3.474 0.000513 ***
## as.factor(Zip_Code)44689 -12.45585 227.92397 -0.055 0.956418
## as.factor(Zip_Code)44695 -12.45585 244.82953 -0.051 0.959425
## as.factor(Zip_Code)44697 -0.66238 1.15879 -0.572 0.567588
## as.factor(Zip_Code)44699 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)44704 0.16430 1.19296 0.138 0.890456
## as.factor(Zip_Code)44705 1.23938 0.59926 2.068 0.038622 *
## as.factor(Zip_Code)44706 0.65246 0.57093 1.143 0.253121
## as.factor(Zip_Code)44707 1.16575 0.57437 2.030 0.042397 *
## as.factor(Zip_Code)44708 1.14433 0.54037 2.118 0.034204 *
## as.factor(Zip_Code)44709 1.11559 0.57536 1.939 0.052508 .
## as.factor(Zip_Code)44710 -12.45585 333.64605 -0.037 0.970220
## as.factor(Zip_Code)44714 1.46836 0.65798 2.232 0.025640 *
## as.factor(Zip_Code)44718 1.28841 0.53498 2.408 0.016025 *
## as.factor(Zip_Code)44720 1.24425 0.53354 2.332 0.019697 *
## as.factor(Zip_Code)44721 0.66565 0.57423 1.159 0.246371
## as.factor(Zip_Code)44730 1.17412 0.59153 1.985 0.047158 *
## as.factor(Zip_Code)44735 -12.45585 294.24827 -0.042 0.966235
## as.factor(Zip_Code)44802 0.85745 0.96081 0.892 0.372167
## as.factor(Zip_Code)44804 0.66329 0.76755 0.864 0.387492
## as.factor(Zip_Code)44805 1.24522 0.67671 1.840 0.065753 .
## as.factor(Zip_Code)44807 0.03077 0.74937 0.041 0.967245
## as.factor(Zip_Code)44809 1.08059 0.74279 1.455 0.145729
## as.factor(Zip_Code)44811 1.39579 0.54435 2.564 0.010343 *
## as.factor(Zip_Code)44813 2.21731 0.54480 4.070 4.70e-05 ***
## as.factor(Zip_Code)44814 0.78846 0.66230 1.190 0.233854
## as.factor(Zip_Code)44815 1.19392 0.79392 1.504 0.132623
## as.factor(Zip_Code)44816 0.50078 1.21668 0.412 0.680638
## as.factor(Zip_Code)44817 -12.45585 235.92368 -0.053 0.957894
## as.factor(Zip_Code)44818 0.07333 0.81063 0.090 0.927920
## as.factor(Zip_Code)44820 0.35746 0.54730 0.653 0.513675
## as.factor(Zip_Code)44822 2.00485 0.59218 3.386 0.000710 ***
## as.factor(Zip_Code)44824 1.44238 0.59661 2.418 0.015622 *
## as.factor(Zip_Code)44825 16.67628 624.19405 0.027 0.978686
## as.factor(Zip_Code)44826 2.22800 0.71862 3.100 0.001933 **
## as.factor(Zip_Code)44827 0.74497 0.57672 1.292 0.196449
## as.factor(Zip_Code)44828 -12.45585 441.37201 -0.028 0.977486
## as.factor(Zip_Code)44830 0.72783 0.54759 1.329 0.183793
## as.factor(Zip_Code)44833 0.98395 0.54100 1.819 0.068947 .
## as.factor(Zip_Code)44836 -0.66238 0.90086 -0.735 0.462176
## as.factor(Zip_Code)44837 1.31698 0.59728 2.205 0.027457 *
## as.factor(Zip_Code)44839 1.24799 0.54339 2.297 0.021638 *
## as.factor(Zip_Code)44841 2.11021 0.97312 2.168 0.030121 *
## as.factor(Zip_Code)44843 0.50078 0.69304 0.723 0.469939
## as.factor(Zip_Code)44844 1.06876 0.71119 1.503 0.132898
## as.factor(Zip_Code)44846 1.24799 0.56368 2.214 0.026827 *
## as.factor(Zip_Code)44847 0.95753 0.59448 1.611 0.107241
## as.factor(Zip_Code)44849 0.95753 0.70682 1.355 0.175514
## as.factor(Zip_Code)44850 0.60614 0.94415 0.642 0.520878
## as.factor(Zip_Code)44851 2.01112 0.56569 3.555 0.000378 ***
## as.factor(Zip_Code)44853 0.90624 0.70496 1.286 0.198611
## as.factor(Zip_Code)44854 0.36101 0.65348 0.552 0.580645
## as.factor(Zip_Code)44855 16.67628 441.37201 0.038 0.969861
## as.factor(Zip_Code)44857 1.83150 0.53679 3.412 0.000645 ***
## as.factor(Zip_Code)44861 2.80336 1.01504 2.762 0.005748 **
## as.factor(Zip_Code)44862 1.22291 0.69425 1.761 0.078157 .
## as.factor(Zip_Code)44864 -0.08701 0.91425 -0.095 0.924178
## as.factor(Zip_Code)44865 1.65345 0.60520 2.732 0.006294 **
## as.factor(Zip_Code)44867 0.85745 0.77571 1.105 0.268999
## as.factor(Zip_Code)44870 1.04291 0.53216 1.960 0.050022 .
## as.factor(Zip_Code)44871 2.11021 1.13150 1.865 0.062187 .
## as.factor(Zip_Code)44875 0.77851 0.54415 1.431 0.152523
## as.factor(Zip_Code)44878 1.04934 0.65565 1.600 0.109496
## as.factor(Zip_Code)44880 -12.45585 441.37201 -0.028 0.977486
## as.factor(Zip_Code)44882 0.24946 0.66737 0.374 0.708555
## as.factor(Zip_Code)44883 0.92489 0.53610 1.725 0.084485 .
## as.factor(Zip_Code)44887 -12.45585 294.24827 -0.042 0.966235
## as.factor(Zip_Code)44889 1.41707 0.57472 2.466 0.013676 *
## as.factor(Zip_Code)44890 2.03450 0.53956 3.771 0.000163 ***
## as.factor(Zip_Code)44901 0.42381 0.71926 0.589 0.555705
## as.factor(Zip_Code)44902 0.83858 0.54922 1.527 0.126796
## as.factor(Zip_Code)44903 1.35721 0.53838 2.521 0.011706 *
## as.factor(Zip_Code)44904 1.70083 0.54761 3.106 0.001897 **
## as.factor(Zip_Code)44905 0.64981 0.55136 1.179 0.238574
## as.factor(Zip_Code)44906 2.06727 0.53369 3.874 0.000107 ***
## as.factor(Zip_Code)44907 1.75567 0.54071 3.247 0.001166 **
## as.factor(Zip_Code)45001 0.76648 0.70032 1.094 0.273749
## as.factor(Zip_Code)45002 0.77155 0.55647 1.387 0.165592
## as.factor(Zip_Code)45005 1.03879 0.53667 1.936 0.052916 .
## as.factor(Zip_Code)45011 1.82253 0.92932 1.961 0.049862 *
## as.factor(Zip_Code)45013 0.03077 0.91804 0.034 0.973261
## as.factor(Zip_Code)45014 2.39308 0.56038 4.270 1.95e-05 ***
## as.factor(Zip_Code)45030 0.81643 0.53971 1.513 0.130351
## as.factor(Zip_Code)45032 -1.43075 0.89151 -1.605 0.108527
## as.factor(Zip_Code)45033 1.70475 0.83485 2.042 0.041153 *
## as.factor(Zip_Code)45034 0.36565 0.55254 0.662 0.508122
## as.factor(Zip_Code)45036 1.29623 0.53565 2.420 0.015524 *
## as.factor(Zip_Code)45039 0.87606 0.54875 1.596 0.110387
## as.factor(Zip_Code)45040 0.59026 0.53429 1.105 0.269271
## as.factor(Zip_Code)45041 0.72392 0.66072 1.096 0.273232
## as.factor(Zip_Code)45042 0.76904 0.54668 1.407 0.159500
## as.factor(Zip_Code)45043 -12.45585 197.38813 -0.063 0.949684
## as.factor(Zip_Code)45044 1.22844 0.53537 2.295 0.021757 *
## as.factor(Zip_Code)45050 0.03077 1.18545 0.026 0.979291
## as.factor(Zip_Code)45051 1.01160 1.27029 0.796 0.425826
## as.factor(Zip_Code)45052 0.73873 0.59502 1.242 0.214413
## as.factor(Zip_Code)45054 1.70475 0.66856 2.550 0.010776 *
## as.factor(Zip_Code)45056 2.80336 1.33428 2.101 0.035638 *
## as.factor(Zip_Code)45060 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)45065 1.12160 0.60503 1.854 0.063768 .
## as.factor(Zip_Code)45066 0.72392 0.54147 1.337 0.181239
## as.factor(Zip_Code)45068 0.77676 0.56344 1.379 0.168018
## as.factor(Zip_Code)45069 2.39473 0.54999 4.354 1.34e-05 ***
## as.factor(Zip_Code)45102 1.69221 0.53784 3.146 0.001653 **
## as.factor(Zip_Code)45103 1.14642 0.53818 2.130 0.033157 *
## as.factor(Zip_Code)45106 1.19757 0.55298 2.166 0.030337 *
## as.factor(Zip_Code)45107 -12.45585 333.64605 -0.037 0.970220
## as.factor(Zip_Code)45110 3.20883 1.27029 2.526 0.011535 *
## as.factor(Zip_Code)45111 1.29928 0.80088 1.622 0.104736
## as.factor(Zip_Code)45112 2.44669 0.78940 3.099 0.001939 **
## as.factor(Zip_Code)45113 0.50078 0.93824 0.534 0.593524
## as.factor(Zip_Code)45120 1.57391 0.57570 2.734 0.006259 **
## as.factor(Zip_Code)45121 1.59939 0.90202 1.773 0.076209 .
## as.factor(Zip_Code)45122 0.91741 0.57322 1.600 0.109495
## as.factor(Zip_Code)45123 1.65297 0.55133 2.998 0.002716 **
## as.factor(Zip_Code)45133 1.46469 0.53774 2.724 0.006454 **
## as.factor(Zip_Code)45135 1.44881 0.61242 2.366 0.017995 *
## as.factor(Zip_Code)45140 1.12357 0.53490 2.101 0.035683 *
## as.factor(Zip_Code)45142 1.63329 0.60856 2.684 0.007277 **
## as.factor(Zip_Code)45145 3.20883 1.27029 2.526 0.011535 *
## as.factor(Zip_Code)45147 0.72392 1.23705 0.585 0.558416
## as.factor(Zip_Code)45150 1.54084 0.53383 2.886 0.003897 **
## as.factor(Zip_Code)45152 0.85745 0.57424 1.493 0.135388
## as.factor(Zip_Code)45153 0.90624 0.84477 1.073 0.283376
## as.factor(Zip_Code)45154 -12.45585 360.37886 -0.035 0.972428
## as.factor(Zip_Code)45155 2.58022 0.77801 3.316 0.000912 ***
## as.factor(Zip_Code)45157 1.75777 0.55162 3.187 0.001440 **
## as.factor(Zip_Code)45158 1.26292 0.86977 1.452 0.146497
## as.factor(Zip_Code)45159 -0.37469 1.16775 -0.321 0.748310
## as.factor(Zip_Code)45160 1.03977 0.62626 1.660 0.096859 .
## as.factor(Zip_Code)45162 0.50078 0.82480 0.607 0.543755
## as.factor(Zip_Code)45171 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)45172 2.51568 1.05529 2.384 0.017131 *
## as.factor(Zip_Code)45174 0.58416 0.72373 0.807 0.419580
## as.factor(Zip_Code)45176 1.47422 0.56814 2.595 0.009464 **
## as.factor(Zip_Code)45177 -12.45585 509.65240 -0.024 0.980502
## as.factor(Zip_Code)45202 0.16430 1.19296 0.138 0.890456
## as.factor(Zip_Code)45205 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)45211 1.06352 0.54071 1.967 0.049195 *
## as.factor(Zip_Code)45212 1.01160 0.97312 1.040 0.298554
## as.factor(Zip_Code)45213 1.31171 0.57793 2.270 0.023229 *
## as.factor(Zip_Code)45214 0.72392 1.23705 0.585 0.558416
## as.factor(Zip_Code)45215 1.16956 0.53540 2.184 0.028928 *
## as.factor(Zip_Code)45216 0.76214 0.58591 1.301 0.193333
## as.factor(Zip_Code)45217 1.14513 0.56109 2.041 0.041262 *
## as.factor(Zip_Code)45218 0.39723 0.62258 0.638 0.523444
## as.factor(Zip_Code)45219 -12.45585 184.06548 -0.068 0.946048
## as.factor(Zip_Code)45220 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)45224 0.85745 0.56847 1.508 0.131467
## as.factor(Zip_Code)45226 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)45227 0.96281 0.54477 1.767 0.077165 .
## as.factor(Zip_Code)45228 1.33702 0.72380 1.847 0.064716 .
## as.factor(Zip_Code)45229 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)45230 0.82597 0.54714 1.510 0.131142
## as.factor(Zip_Code)45231 1.10737 0.53530 2.069 0.038575 *
## as.factor(Zip_Code)45233 0.79454 0.58134 1.367 0.171707
## as.factor(Zip_Code)45234 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)45236 1.35082 0.53416 2.529 0.011444 *
## as.factor(Zip_Code)45237 1.47894 0.58445 2.530 0.011390 *
## as.factor(Zip_Code)45238 0.84104 0.54202 1.552 0.120739
## as.factor(Zip_Code)45239 1.39770 0.53724 2.602 0.009278 **
## as.factor(Zip_Code)45240 1.21285 0.53972 2.247 0.024629 *
## as.factor(Zip_Code)45241 1.39459 0.53342 2.614 0.008937 **
## as.factor(Zip_Code)45242 1.47061 0.53328 2.758 0.005821 **
## as.factor(Zip_Code)45243 1.09749 0.54510 2.013 0.044075 *
## as.factor(Zip_Code)45244 1.08571 0.54237 2.002 0.045310 *
## as.factor(Zip_Code)45245 1.82803 0.53460 3.419 0.000628 ***
## as.factor(Zip_Code)45246 1.77415 0.53407 3.322 0.000894 ***
## as.factor(Zip_Code)45247 0.85876 0.54046 1.589 0.112076
## as.factor(Zip_Code)45248 1.01160 0.54405 1.859 0.062971 .
## as.factor(Zip_Code)45249 1.49544 0.53670 2.786 0.005330 **
## as.factor(Zip_Code)45250 1.41707 1.33428 1.062 0.288215
## as.factor(Zip_Code)45251 0.99694 0.53732 1.855 0.063539 .
## as.factor(Zip_Code)45252 1.41707 0.61160 2.317 0.020504 *
## as.factor(Zip_Code)45253 1.70475 1.05529 1.615 0.106217
## as.factor(Zip_Code)45254 1.41707 1.33428 1.062 0.288215
## as.factor(Zip_Code)45255 1.23025 0.53661 2.293 0.021869 *
## as.factor(Zip_Code)45258 -12.45585 394.77519 -0.032 0.974830
## as.factor(Zip_Code)45308 1.96711 0.65107 3.021 0.002516 **
## as.factor(Zip_Code)45310 0.03077 1.18545 0.026 0.979291
## as.factor(Zip_Code)45312 2.11021 0.75234 2.805 0.005034 **
## as.factor(Zip_Code)45316 3.20883 1.27029 2.526 0.011535 *
## as.factor(Zip_Code)45317 2.22800 0.71862 3.100 0.001933 **
## as.factor(Zip_Code)45318 1.63479 0.56174 2.910 0.003612 **
## as.factor(Zip_Code)45319 0.50078 1.21668 0.412 0.680638
## as.factor(Zip_Code)45322 -12.45585 441.37201 -0.028 0.977486
## as.factor(Zip_Code)45323 1.59939 0.55828 2.865 0.004172 **
## as.factor(Zip_Code)45324 1.27188 0.60814 2.091 0.036488 *
## as.factor(Zip_Code)45326 -12.45585 294.24827 -0.042 0.966235
## as.factor(Zip_Code)45337 2.39790 0.92932 2.580 0.009872 **
## as.factor(Zip_Code)45341 1.04550 0.64404 1.623 0.104514
## as.factor(Zip_Code)45342 -12.45585 333.64605 -0.037 0.970220
## as.factor(Zip_Code)45344 0.94609 0.54846 1.725 0.084529 .
## as.factor(Zip_Code)45349 -12.45585 360.37886 -0.035 0.972428
## as.factor(Zip_Code)45356 -0.25691 0.80305 -0.320 0.749030
## as.factor(Zip_Code)45359 1.25001 0.64006 1.953 0.050823 .
## as.factor(Zip_Code)45368 0.24699 0.63926 0.386 0.699219
## as.factor(Zip_Code)45369 0.66329 0.65933 1.006 0.314409
## as.factor(Zip_Code)45371 1.23533 0.53871 2.293 0.021842 *
## as.factor(Zip_Code)45373 1.21665 0.53316 2.282 0.022492 *
## as.factor(Zip_Code)45383 1.12938 0.55755 2.026 0.042803 *
## as.factor(Zip_Code)45385 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)45387 2.39790 0.75629 3.171 0.001521 **
## as.factor(Zip_Code)45389 0.09531 0.92031 0.104 0.917516
## as.factor(Zip_Code)45459 -12.45585 441.37201 -0.028 0.977486
## as.factor(Zip_Code)45502 0.94988 0.54319 1.749 0.080346 .
## as.factor(Zip_Code)45503 1.46359 0.53535 2.734 0.006259 **
## as.factor(Zip_Code)45504 1.45859 0.53428 2.730 0.006333 **
## as.factor(Zip_Code)45505 1.43233 0.53658 2.669 0.007599 **
## as.factor(Zip_Code)45506 1.27111 0.54842 2.318 0.020461 *
## as.factor(Zip_Code)45601 0.93425 0.53302 1.753 0.079645 .
## as.factor(Zip_Code)45612 0.81093 0.57735 1.405 0.160148
## as.factor(Zip_Code)45617 0.72392 0.95147 0.761 0.446753
## as.factor(Zip_Code)45619 1.33702 0.58412 2.289 0.022083 *
## as.factor(Zip_Code)45628 0.44251 0.63180 0.700 0.483684
## as.factor(Zip_Code)45634 1.16575 0.69189 1.685 0.092013 .
## as.factor(Zip_Code)45638 1.61648 0.53796 3.005 0.002657 **
## as.factor(Zip_Code)45644 1.44692 0.60781 2.381 0.017287 *
## as.factor(Zip_Code)45645 -0.04927 0.80753 -0.061 0.951347
## as.factor(Zip_Code)45647 1.31171 0.66439 1.974 0.048348 *
## as.factor(Zip_Code)45651 1.48351 0.54975 2.699 0.006965 **
## as.factor(Zip_Code)45654 1.55060 0.82046 1.890 0.058771 .
## as.factor(Zip_Code)45656 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)45659 1.23474 0.75076 1.645 0.100039
## as.factor(Zip_Code)45662 0.95676 0.53849 1.777 0.075612 .
## as.factor(Zip_Code)45669 1.63806 0.55525 2.950 0.003176 **
## as.factor(Zip_Code)45672 2.11021 0.97312 2.168 0.030121 *
## as.factor(Zip_Code)45673 2.29253 0.80434 2.850 0.004369 **
## as.factor(Zip_Code)45678 1.70475 0.83485 2.042 0.041153 *
## as.factor(Zip_Code)45680 1.26292 0.54785 2.305 0.021155 *
## as.factor(Zip_Code)45681 -0.19237 1.17486 -0.164 0.869936
## as.factor(Zip_Code)45690 1.75354 0.72330 2.424 0.015335 *
## as.factor(Zip_Code)45695 2.47794 0.68435 3.621 0.000294 ***
## as.factor(Zip_Code)45696 2.62104 0.90202 2.906 0.003664 **
## as.factor(Zip_Code)45697 2.62104 0.90202 2.906 0.003664 **
## as.factor(Zip_Code)45698 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)45701 0.96528 0.53478 1.805 0.071073 .
## as.factor(Zip_Code)45710 -0.03822 0.66319 -0.058 0.954042
## as.factor(Zip_Code)45711 -0.52884 1.16264 -0.455 0.649206
## as.factor(Zip_Code)45714 1.10040 0.55412 1.986 0.047052 *
## as.factor(Zip_Code)45716 1.70475 1.05529 1.615 0.106217
## as.factor(Zip_Code)45719 1.32176 0.75579 1.749 0.080317 .
## as.factor(Zip_Code)45723 0.81093 0.70173 1.156 0.247838
## as.factor(Zip_Code)45732 0.61856 0.64530 0.959 0.337782
## as.factor(Zip_Code)45735 1.01160 0.85132 1.188 0.234726
## as.factor(Zip_Code)45739 3.20883 1.27029 2.526 0.011535 *
## as.factor(Zip_Code)45740 0.85745 0.96081 0.892 0.372167
## as.factor(Zip_Code)45750 1.16083 0.53552 2.168 0.030184 *
## as.factor(Zip_Code)45761 1.59939 0.90202 1.773 0.076209 .
## as.factor(Zip_Code)45764 1.09861 0.55562 1.977 0.048010 *
## as.factor(Zip_Code)45766 -0.78016 1.15579 -0.675 0.499677
## as.factor(Zip_Code)45776 0.85745 0.96081 0.892 0.372167
## as.factor(Zip_Code)45777 2.11021 1.51007 1.397 0.162284
## as.factor(Zip_Code)45778 2.51568 0.83485 3.013 0.002584 **
## as.factor(Zip_Code)45780 1.08059 0.59005 1.831 0.067047 .
## as.factor(Zip_Code)45782 2.11021 0.78335 2.694 0.007064 **
## as.factor(Zip_Code)45801 1.59434 0.53576 2.976 0.002922 **
## as.factor(Zip_Code)45802 1.41707 1.01504 1.396 0.162693
## as.factor(Zip_Code)45804 1.88547 0.53619 3.516 0.000437 ***
## as.factor(Zip_Code)45805 1.45612 0.53551 2.719 0.006546 **
## as.factor(Zip_Code)45806 0.89794 0.56245 1.596 0.110378
## as.factor(Zip_Code)45807 0.86702 0.56855 1.525 0.127269
## as.factor(Zip_Code)45808 2.25682 0.61513 3.669 0.000244 ***
## as.factor(Zip_Code)45809 1.01160 1.27029 0.796 0.425826
## as.factor(Zip_Code)45810 -12.45585 509.65240 -0.024 0.980502
## as.factor(Zip_Code)45814 1.49117 0.62465 2.387 0.016977 *
## as.factor(Zip_Code)45816 16.67628 624.19405 0.027 0.978686
## as.factor(Zip_Code)45817 1.54348 0.54763 2.818 0.004825 **
## as.factor(Zip_Code)45820 2.11021 0.82480 2.558 0.010514 *
## as.factor(Zip_Code)45822 0.80188 0.53934 1.487 0.137073
## as.factor(Zip_Code)45826 1.23474 0.75076 1.645 0.100039
## as.factor(Zip_Code)45827 2.24374 0.74038 3.031 0.002441 **
## as.factor(Zip_Code)45828 0.48276 0.57852 0.834 0.404017
## as.factor(Zip_Code)45830 1.24014 0.57103 2.172 0.029874 *
## as.factor(Zip_Code)45831 1.69150 0.58874 2.873 0.004065 **
## as.factor(Zip_Code)45832 1.61774 0.65327 2.476 0.013273 *
## as.factor(Zip_Code)45833 1.03265 0.54886 1.881 0.059910 .
## as.factor(Zip_Code)45837 -0.17556 0.68112 -0.258 0.796592
## as.factor(Zip_Code)45840 1.61938 0.53168 3.046 0.002321 **
## as.factor(Zip_Code)45841 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)45843 -12.45585 360.37886 -0.035 0.972428
## as.factor(Zip_Code)45844 2.36153 0.63819 3.700 0.000215 ***
## as.factor(Zip_Code)45846 0.45881 0.60451 0.759 0.447863
## as.factor(Zip_Code)45848 2.11021 0.67979 3.104 0.001908 **
## as.factor(Zip_Code)45850 1.46836 0.65798 2.232 0.025640 *
## as.factor(Zip_Code)45853 1.48376 0.57428 2.584 0.009776 **
## as.factor(Zip_Code)45856 1.25916 0.56379 2.233 0.025522 *
## as.factor(Zip_Code)45858 1.38428 0.61581 2.248 0.024584 *
## as.factor(Zip_Code)45860 0.78108 0.64871 1.204 0.228572
## as.factor(Zip_Code)45862 1.48160 0.68700 2.157 0.031035 *
## as.factor(Zip_Code)45863 1.84195 0.64502 2.856 0.004295 **
## as.factor(Zip_Code)45864 1.67943 0.63814 2.632 0.008495 **
## as.factor(Zip_Code)45866 -12.45585 509.65240 -0.024 0.980502
## as.factor(Zip_Code)45867 1.86905 0.66531 2.809 0.004965 **
## as.factor(Zip_Code)45872 1.02241 0.56871 1.798 0.072213 .
## as.factor(Zip_Code)45874 0.16430 1.19296 0.138 0.890456
## as.factor(Zip_Code)45875 1.40156 0.54033 2.594 0.009490 **
## as.factor(Zip_Code)45876 1.33368 0.58633 2.275 0.022928 *
## as.factor(Zip_Code)45877 2.11021 0.58387 3.614 0.000301 ***
## as.factor(Zip_Code)45881 1.64021 0.77801 2.108 0.035013 *
## as.factor(Zip_Code)45882 0.78454 0.59561 1.317 0.187768
## as.factor(Zip_Code)45883 1.27188 0.57015 2.231 0.025694 *
## as.factor(Zip_Code)45886 -12.45585 882.74353 -0.014 0.988742
## as.factor(Zip_Code)45887 0.40547 0.65424 0.620 0.535423
## as.factor(Zip_Code)45889 0.82928 0.73202 1.133 0.257274
## as.factor(Zip_Code)45890 1.16575 0.69189 1.685 0.092013 .
## as.factor(Zip_Code)45891 1.21504 0.53927 2.253 0.024252 *
## as.factor(Zip_Code)45894 -12.45585 624.19405 -0.020 0.984079
## as.factor(Zip_Code)45898 2.22800 0.71862 3.100 0.001933 **
## as.factor(Zip_Code)45899 3.20883 1.27029 2.526 0.011535 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 227007 on 177774 degrees of freedom
## Residual deviance: 217241 on 176994 degrees of freedom
## AIC: 218803
##
## Number of Fisher Scoring iterations: 13lm2.2 <- glm(formula = Critical ~ Zip_Code,
family = "binomial", data = Stats_data)
summary(lm2.2)##
## Call:
## glm(formula = Critical ~ Zip_Code, family = "binomial", data = Stats_data)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.9657 -0.9128 -0.8684 1.4399 1.5719
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 4.987e+00 2.765e-01 18.03 <2e-16 ***
## Zip_Code -1.281e-04 6.250e-06 -20.49 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 227007 on 177774 degrees of freedom
## Residual deviance: 226585 on 177773 degrees of freedom
## AIC: 226589
##
## Number of Fisher Scoring iterations: 4lm2.3 <- glm(formula = Critical ~ as.factor(Zip_Code) +
Risk_Rating +
Standard,
family = "binomial", data = Stats_data)
summary(lm2.3)##
## Call:
## glm(formula = Critical ~ as.factor(Zip_Code) + Risk_Rating +
## Standard, family = "binomial", data = Stats_data)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.0446 -0.9048 -0.5524 1.0850 3.2652
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -4.40296 0.54036 -8.148 3.69e-16 ***
## as.factor(Zip_Code)43002 -9.96269 882.74354 -0.011 0.990995
## as.factor(Zip_Code)43003 1.97968 0.62947 3.145 0.001661 **
## as.factor(Zip_Code)43004 1.57134 0.59190 2.655 0.007937 **
## as.factor(Zip_Code)43007 1.09450 0.91311 1.199 0.230664
## as.factor(Zip_Code)43008 0.96506 0.57173 1.688 0.091421 .
## as.factor(Zip_Code)43009 0.49538 0.95733 0.517 0.604834
## as.factor(Zip_Code)43010 1.78800 0.87011 2.055 0.039886 *
## as.factor(Zip_Code)43013 -0.11453 1.18996 -0.096 0.923325
## as.factor(Zip_Code)43015 2.60776 0.54399 4.794 1.64e-06 ***
## as.factor(Zip_Code)43016 2.56599 0.55056 4.661 3.15e-06 ***
## as.factor(Zip_Code)43017 2.43531 0.54372 4.479 7.50e-06 ***
## as.factor(Zip_Code)43021 1.77140 0.57801 3.065 0.002179 **
## as.factor(Zip_Code)43023 1.13328 0.55229 2.052 0.040173 *
## as.factor(Zip_Code)43025 1.15664 0.56016 2.065 0.038939 *
## as.factor(Zip_Code)43026 2.29003 0.54363 4.212 2.53e-05 ***
## as.factor(Zip_Code)43027 -12.07300 280.79429 -0.043 0.965705
## as.factor(Zip_Code)43028 -10.05091 882.74354 -0.011 0.990915
## as.factor(Zip_Code)43030 0.41675 0.77292 0.539 0.589756
## as.factor(Zip_Code)43031 0.98227 0.55509 1.770 0.076797 .
## as.factor(Zip_Code)43032 -12.49428 350.22916 -0.036 0.971542
## as.factor(Zip_Code)43033 0.06782 0.95017 0.071 0.943098
## as.factor(Zip_Code)43035 2.34975 0.54944 4.277 1.90e-05 ***
## as.factor(Zip_Code)43036 0.90066 0.63876 1.410 0.158537
## as.factor(Zip_Code)43040 1.56829 0.54537 2.876 0.004032 **
## as.factor(Zip_Code)43044 0.54500 0.59675 0.913 0.361101
## as.factor(Zip_Code)43045 1.23261 0.64397 1.914 0.055611 .
## as.factor(Zip_Code)43046 1.69725 0.58290 2.912 0.003594 **
## as.factor(Zip_Code)43047 -11.40209 509.65241 -0.022 0.982151
## as.factor(Zip_Code)43050 -10.05091 244.82956 -0.041 0.967254
## as.factor(Zip_Code)43054 1.45514 0.55175 2.637 0.008357 **
## as.factor(Zip_Code)43055 1.04713 0.54254 1.930 0.053600 .
## as.factor(Zip_Code)43056 1.17617 0.54603 2.154 0.031236 *
## as.factor(Zip_Code)43058 -13.21914 441.37202 -0.030 0.976107
## as.factor(Zip_Code)43060 0.43104 0.63858 0.675 0.499680
## as.factor(Zip_Code)43061 -0.08490 0.81633 -0.104 0.917170
## as.factor(Zip_Code)43062 1.07609 0.54769 1.965 0.049441 *
## as.factor(Zip_Code)43064 1.29631 0.58252 2.225 0.026058 *
## as.factor(Zip_Code)43065 2.47157 0.54456 4.539 5.66e-06 ***
## as.factor(Zip_Code)43066 -12.68439 441.37202 -0.029 0.977073
## as.factor(Zip_Code)43067 1.16212 0.65178 1.783 0.074588 .
## as.factor(Zip_Code)43068 1.31126 0.54427 2.409 0.015986 *
## as.factor(Zip_Code)43069 -11.40209 509.65241 -0.022 0.982151
## as.factor(Zip_Code)43070 2.98029 1.27468 2.338 0.019384 *
## as.factor(Zip_Code)43071 0.36631 0.70189 0.522 0.601745
## as.factor(Zip_Code)43072 0.23230 0.61579 0.377 0.705997
## as.factor(Zip_Code)43073 1.29579 0.72763 1.781 0.074939 .
## as.factor(Zip_Code)43074 2.61573 0.54944 4.761 1.93e-06 ***
## as.factor(Zip_Code)43076 1.51304 0.60300 2.509 0.012101 *
## as.factor(Zip_Code)43078 0.61444 0.54945 1.118 0.263444
## as.factor(Zip_Code)43080 0.78383 0.58211 1.347 0.178131
## as.factor(Zip_Code)43081 2.27564 0.54358 4.186 2.83e-05 ***
## as.factor(Zip_Code)43082 2.25409 0.54745 4.117 3.83e-05 ***
## as.factor(Zip_Code)43083 -11.40209 624.19406 -0.018 0.985426
## as.factor(Zip_Code)43084 -12.88741 233.32766 -0.055 0.955953
## as.factor(Zip_Code)43085 -11.30981 624.19406 -0.018 0.985544
## as.factor(Zip_Code)43101 -12.76523 222.39870 -0.057 0.954228
## as.factor(Zip_Code)43102 1.17858 0.62991 1.871 0.061343 .
## as.factor(Zip_Code)43103 0.95397 0.56934 1.676 0.093821 .
## as.factor(Zip_Code)43105 1.38489 0.57594 2.405 0.016191 *
## as.factor(Zip_Code)43107 1.22712 0.63774 1.924 0.054331 .
## as.factor(Zip_Code)43109 1.70121 0.69053 2.464 0.013754 *
## as.factor(Zip_Code)43110 1.26163 0.54919 2.297 0.021604 *
## as.factor(Zip_Code)43112 0.86960 0.59629 1.458 0.144748
## as.factor(Zip_Code)43113 1.33666 0.54738 2.442 0.014609 *
## as.factor(Zip_Code)43115 1.61430 0.89468 1.804 0.071180 .
## as.factor(Zip_Code)43116 1.97374 0.60656 3.254 0.001138 **
## as.factor(Zip_Code)43119 1.72680 0.60832 2.839 0.004530 **
## as.factor(Zip_Code)43123 1.97257 0.54227 3.638 0.000275 ***
## as.factor(Zip_Code)43125 1.80109 0.55642 3.237 0.001208 **
## as.factor(Zip_Code)43126 3.61457 0.90063 4.013 5.99e-05 ***
## as.factor(Zip_Code)43130 0.99413 0.54404 1.827 0.067656 .
## as.factor(Zip_Code)43135 1.32131 0.63391 2.084 0.037126 *
## as.factor(Zip_Code)43136 1.21246 0.63718 1.903 0.057061 .
## as.factor(Zip_Code)43137 0.97204 0.64587 1.505 0.132322
## as.factor(Zip_Code)43138 2.06774 0.55852 3.702 0.000214 ***
## as.factor(Zip_Code)43143 1.04187 0.70602 1.476 0.140025
## as.factor(Zip_Code)43144 2.40778 1.02537 2.348 0.018865 *
## as.factor(Zip_Code)43145 2.00076 0.74967 2.669 0.007611 **
## as.factor(Zip_Code)43146 1.58876 0.59936 2.651 0.008031 **
## as.factor(Zip_Code)43147 1.24585 0.54534 2.285 0.022341 *
## as.factor(Zip_Code)43148 1.00073 0.71276 1.404 0.160312
## as.factor(Zip_Code)43149 1.85133 0.66606 2.780 0.005444 **
## as.factor(Zip_Code)43150 1.76175 0.86160 2.045 0.040881 *
## as.factor(Zip_Code)43152 2.74038 0.81843 3.348 0.000813 ***
## as.factor(Zip_Code)43154 0.16913 0.82261 0.206 0.837102
## as.factor(Zip_Code)43155 -0.97354 1.16098 -0.839 0.401721
## as.factor(Zip_Code)43156 1.22711 0.71401 1.719 0.085683 .
## as.factor(Zip_Code)43157 -12.68439 441.37202 -0.029 0.977073
## as.factor(Zip_Code)43158 -12.68439 624.19406 -0.020 0.983787
## as.factor(Zip_Code)43163 -12.14443 331.04860 -0.037 0.970736
## as.factor(Zip_Code)43164 1.45745 0.63853 2.282 0.022461 *
## as.factor(Zip_Code)43202 -11.40209 624.19406 -0.018 0.985426
## as.factor(Zip_Code)43204 1.47455 0.61918 2.381 0.017244 *
## as.factor(Zip_Code)43206 0.45861 0.97747 0.469 0.638943
## as.factor(Zip_Code)43207 1.21457 0.56204 2.161 0.030696 *
## as.factor(Zip_Code)43209 1.17356 0.55444 2.117 0.034289 *
## as.factor(Zip_Code)43211 3.54174 1.10546 3.204 0.001356 **
## as.factor(Zip_Code)43212 2.00906 0.55282 3.634 0.000279 ***
## as.factor(Zip_Code)43213 2.34962 0.54519 4.310 1.63e-05 ***
## as.factor(Zip_Code)43214 -12.68439 441.37202 -0.029 0.977073
## as.factor(Zip_Code)43215 1.55509 0.62329 2.495 0.012597 *
## as.factor(Zip_Code)43217 -10.85506 348.56995 -0.031 0.975157
## as.factor(Zip_Code)43218 -12.87452 356.52704 -0.036 0.971194
## as.factor(Zip_Code)43219 2.35659 0.60527 3.893 9.88e-05 ***
## as.factor(Zip_Code)43220 2.14156 0.55556 3.855 0.000116 ***
## as.factor(Zip_Code)43221 2.20085 0.54568 4.033 5.50e-05 ***
## as.factor(Zip_Code)43223 2.07501 0.58175 3.567 0.000361 ***
## as.factor(Zip_Code)43224 1.53616 0.55427 2.772 0.005580 **
## as.factor(Zip_Code)43227 2.27713 0.63810 3.569 0.000359 ***
## as.factor(Zip_Code)43228 2.54540 0.54616 4.661 3.15e-06 ***
## as.factor(Zip_Code)43229 1.15435 0.82508 1.399 0.161790
## as.factor(Zip_Code)43230 1.27404 0.54351 2.344 0.019073 *
## as.factor(Zip_Code)43231 2.65640 0.57103 4.652 3.29e-06 ***
## as.factor(Zip_Code)43232 1.25904 0.57055 2.207 0.027335 *
## as.factor(Zip_Code)43235 2.08497 0.58325 3.575 0.000351 ***
## as.factor(Zip_Code)43301 -9.96269 360.37889 -0.028 0.977945
## as.factor(Zip_Code)43302 1.44702 0.54362 2.662 0.007772 **
## as.factor(Zip_Code)43306 -9.96269 441.37202 -0.023 0.981992
## as.factor(Zip_Code)43314 1.95341 0.61519 3.175 0.001497 **
## as.factor(Zip_Code)43316 -0.23463 0.61555 -0.381 0.703075
## as.factor(Zip_Code)43318 1.79053 0.80313 2.229 0.025786 *
## as.factor(Zip_Code)43322 0.69166 0.86959 0.795 0.426392
## as.factor(Zip_Code)43323 0.90497 1.02298 0.885 0.376350
## as.factor(Zip_Code)43325 -9.96269 509.65242 -0.020 0.984404
## as.factor(Zip_Code)43330 -12.99081 381.86391 -0.034 0.972862
## as.factor(Zip_Code)43332 0.96768 0.66937 1.446 0.148272
## as.factor(Zip_Code)43337 -0.13817 0.94367 -0.146 0.883595
## as.factor(Zip_Code)43341 0.96749 0.87455 1.106 0.268607
## as.factor(Zip_Code)43342 1.51721 0.65257 2.325 0.020074 *
## as.factor(Zip_Code)43344 1.27999 0.58776 2.178 0.029424 *
## as.factor(Zip_Code)43351 0.21791 0.55976 0.389 0.697056
## as.factor(Zip_Code)43356 1.85056 0.61290 3.019 0.002533 **
## as.factor(Zip_Code)43357 -0.64787 1.18287 -0.548 0.583894
## as.factor(Zip_Code)43358 -9.86080 350.22916 -0.028 0.977538
## as.factor(Zip_Code)43402 1.59540 0.54430 2.931 0.003378 **
## as.factor(Zip_Code)43403 0.51100 0.58413 0.875 0.381686
## as.factor(Zip_Code)43406 1.15687 0.69286 1.670 0.094977 .
## as.factor(Zip_Code)43410 -10.92966 375.56882 -0.029 0.976784
## as.factor(Zip_Code)43412 -0.37917 0.81898 -0.463 0.643383
## as.factor(Zip_Code)43413 0.16172 0.93586 0.173 0.862804
## as.factor(Zip_Code)43414 1.09271 1.05703 1.034 0.301249
## as.factor(Zip_Code)43437 -9.86080 350.22916 -0.028 0.977538
## as.factor(Zip_Code)43438 0.32910 0.60341 0.545 0.585477
## as.factor(Zip_Code)43443 1.11360 0.75774 1.470 0.141659
## as.factor(Zip_Code)43445 1.17141 1.08223 1.082 0.279074
## as.factor(Zip_Code)43447 1.09611 0.64122 1.709 0.087373 .
## as.factor(Zip_Code)43450 0.46643 0.63601 0.733 0.463330
## as.factor(Zip_Code)43451 -10.62321 213.17674 -0.050 0.960256
## as.factor(Zip_Code)43452 -10.05091 624.19406 -0.016 0.987153
## as.factor(Zip_Code)43457 1.28334 0.92860 1.382 0.166967
## as.factor(Zip_Code)43460 1.34670 0.55383 2.432 0.015032 *
## as.factor(Zip_Code)43462 -9.66815 485.67408 -0.020 0.984118
## as.factor(Zip_Code)43463 1.31109 1.12180 1.169 0.242510
## as.factor(Zip_Code)43465 1.51441 0.60476 2.504 0.012275 *
## as.factor(Zip_Code)43466 0.06065 0.82684 0.073 0.941522
## as.factor(Zip_Code)43501 1.70616 1.08221 1.577 0.114900
## as.factor(Zip_Code)43502 0.30159 0.77815 0.388 0.698330
## as.factor(Zip_Code)43504 1.52751 0.96554 1.582 0.113644
## as.factor(Zip_Code)43505 -12.68439 509.65241 -0.025 0.980144
## as.factor(Zip_Code)43506 1.24600 0.55676 2.238 0.025225 *
## as.factor(Zip_Code)43511 0.71973 0.97000 0.742 0.458094
## as.factor(Zip_Code)43516 0.24415 0.66824 0.365 0.714840
## as.factor(Zip_Code)43517 0.56279 0.64761 0.869 0.384830
## as.factor(Zip_Code)43518 0.74654 0.71438 1.045 0.296013
## as.factor(Zip_Code)43522 1.48245 0.58754 2.523 0.011631 *
## as.factor(Zip_Code)43524 -0.79984 0.91053 -0.878 0.379706
## as.factor(Zip_Code)43525 1.98174 0.73135 2.710 0.006735 **
## as.factor(Zip_Code)43527 1.02671 0.64269 1.598 0.110150
## as.factor(Zip_Code)43528 1.50495 0.54814 2.746 0.006041 **
## as.factor(Zip_Code)43532 0.09308 0.66453 0.140 0.888610
## as.factor(Zip_Code)43534 1.30689 0.67145 1.946 0.051609 .
## as.factor(Zip_Code)43535 -12.81202 334.76345 -0.038 0.969471
## as.factor(Zip_Code)43537 1.58554 0.54434 2.913 0.003582 **
## as.factor(Zip_Code)43542 0.97610 0.72747 1.342 0.179671
## as.factor(Zip_Code)43543 1.39499 0.57419 2.430 0.015119 *
## as.factor(Zip_Code)43545 0.65220 0.55491 1.175 0.239860
## as.factor(Zip_Code)43547 -12.33743 347.74403 -0.035 0.971698
## as.factor(Zip_Code)43548 0.78306 1.27468 0.614 0.539003
## as.factor(Zip_Code)43550 -12.68439 441.37202 -0.029 0.977073
## as.factor(Zip_Code)43551 1.52128 0.54368 2.798 0.005140 **
## as.factor(Zip_Code)43552 -9.96269 882.74354 -0.011 0.990995
## as.factor(Zip_Code)43554 0.73106 0.63614 1.149 0.250464
## as.factor(Zip_Code)43555 -0.07759 0.93449 -0.083 0.933828
## as.factor(Zip_Code)43557 1.16742 0.70897 1.647 0.099633 .
## as.factor(Zip_Code)43558 1.39959 0.58144 2.407 0.016079 *
## as.factor(Zip_Code)43560 1.04681 0.54640 1.916 0.055386 .
## as.factor(Zip_Code)43565 -0.66800 1.17771 -0.567 0.570578
## as.factor(Zip_Code)43566 1.20952 0.56765 2.131 0.033109 *
## as.factor(Zip_Code)43569 2.10610 0.70895 2.971 0.002971 **
## as.factor(Zip_Code)43570 1.03535 0.61402 1.686 0.091762 .
## as.factor(Zip_Code)43571 0.68705 0.58449 1.175 0.239805
## as.factor(Zip_Code)43601 -9.96269 441.37202 -0.023 0.981992
## as.factor(Zip_Code)43602 1.31906 0.67897 1.943 0.052049 .
## as.factor(Zip_Code)43604 1.39087 0.54568 2.549 0.010808 *
## as.factor(Zip_Code)43605 1.34387 0.54995 2.444 0.014540 *
## as.factor(Zip_Code)43606 1.81968 0.54530 3.337 0.000847 ***
## as.factor(Zip_Code)43607 1.93969 0.55036 3.524 0.000424 ***
## as.factor(Zip_Code)43608 1.50136 0.55302 2.715 0.006630 **
## as.factor(Zip_Code)43609 1.99226 0.55141 3.613 0.000303 ***
## as.factor(Zip_Code)43610 1.43656 0.61788 2.325 0.020073 *
## as.factor(Zip_Code)43611 1.54610 0.55595 2.781 0.005419 **
## as.factor(Zip_Code)43612 1.60692 0.54579 2.944 0.003238 **
## as.factor(Zip_Code)43613 1.55294 0.54771 2.835 0.004578 **
## as.factor(Zip_Code)43614 1.57702 0.54588 2.889 0.003865 **
## as.factor(Zip_Code)43615 1.88365 0.54453 3.459 0.000542 ***
## as.factor(Zip_Code)43616 0.56335 0.55038 1.024 0.306038
## as.factor(Zip_Code)43617 1.11424 0.55593 2.004 0.045041 *
## as.factor(Zip_Code)43618 0.78573 0.62759 1.252 0.210578
## as.factor(Zip_Code)43619 1.60929 0.55653 2.892 0.003832 **
## as.factor(Zip_Code)43620 1.33445 0.63201 2.111 0.034734 *
## as.factor(Zip_Code)43623 1.93458 0.54428 3.554 0.000379 ***
## as.factor(Zip_Code)43624 1.25044 0.67046 1.865 0.062176 .
## as.factor(Zip_Code)43650 -11.40209 624.19406 -0.018 0.985426
## as.factor(Zip_Code)43660 19.16944 882.74354 0.022 0.982675
## as.factor(Zip_Code)43693 -9.96269 441.37202 -0.023 0.981992
## as.factor(Zip_Code)43699 -9.96269 882.74354 -0.011 0.990995
## as.factor(Zip_Code)43701 0.33240 0.54495 0.610 0.541882
## as.factor(Zip_Code)43702 0.71973 0.97000 0.742 0.458094
## as.factor(Zip_Code)43713 0.78097 0.57588 1.356 0.175054
## as.factor(Zip_Code)43716 1.09218 1.30730 0.835 0.403466
## as.factor(Zip_Code)43718 1.11346 0.60729 1.834 0.066727 .
## as.factor(Zip_Code)43719 0.90546 0.79135 1.144 0.252539
## as.factor(Zip_Code)43720 -0.87881 1.17547 -0.748 0.454689
## as.factor(Zip_Code)43722 1.14239 0.70527 1.620 0.105274
## as.factor(Zip_Code)43723 1.26648 0.57449 2.205 0.027486 *
## as.factor(Zip_Code)43725 0.87031 0.54793 1.588 0.112208
## as.factor(Zip_Code)43732 0.42832 0.73529 0.583 0.560222
## as.factor(Zip_Code)43733 1.59734 1.00033 1.597 0.110309
## as.factor(Zip_Code)43734 0.86150 0.62743 1.373 0.169732
## as.factor(Zip_Code)43735 -0.21875 0.93108 -0.235 0.814254
## as.factor(Zip_Code)43740 2.31973 1.29718 1.788 0.073729 .
## as.factor(Zip_Code)43746 0.34774 1.21956 0.285 0.775538
## as.factor(Zip_Code)43749 1.47865 0.65017 2.274 0.022952 *
## as.factor(Zip_Code)43755 0.54149 0.61693 0.878 0.380096
## as.factor(Zip_Code)43762 0.19677 0.61050 0.322 0.747219
## as.factor(Zip_Code)43767 0.78306 1.27468 0.614 0.539003
## as.factor(Zip_Code)43768 1.61586 0.87916 1.838 0.066068 .
## as.factor(Zip_Code)43771 1.14245 0.87274 1.309 0.190522
## as.factor(Zip_Code)43772 -12.11931 263.83748 -0.046 0.963362
## as.factor(Zip_Code)43773 1.60813 0.68451 2.349 0.018808 *
## as.factor(Zip_Code)43777 0.78206 0.69601 1.124 0.261170
## as.factor(Zip_Code)43778 -11.43692 267.93156 -0.043 0.965952
## as.factor(Zip_Code)43780 0.45368 0.71091 0.638 0.523365
## as.factor(Zip_Code)43802 0.72335 0.85092 0.850 0.395278
## as.factor(Zip_Code)43804 1.06603 0.65688 1.623 0.104618
## as.factor(Zip_Code)43812 1.04645 0.55136 1.898 0.057703 .
## as.factor(Zip_Code)43821 0.14718 0.62621 0.235 0.814181
## as.factor(Zip_Code)43822 -0.56107 0.75091 -0.747 0.454948
## as.factor(Zip_Code)43824 -10.05091 624.19406 -0.016 0.987153
## as.factor(Zip_Code)43830 0.82690 0.59619 1.387 0.165448
## as.factor(Zip_Code)43832 0.79323 0.56814 1.396 0.162659
## as.factor(Zip_Code)43837 0.45987 0.78055 0.589 0.555753
## as.factor(Zip_Code)43840 1.81454 0.72588 2.500 0.012428 *
## as.factor(Zip_Code)43901 1.03254 1.04819 0.985 0.324588
## as.factor(Zip_Code)43903 -10.05091 882.74354 -0.011 0.990915
## as.factor(Zip_Code)43905 2.57248 1.09104 2.358 0.018383 *
## as.factor(Zip_Code)43906 0.86871 0.57504 1.511 0.130867
## as.factor(Zip_Code)43908 -12.68439 279.14849 -0.045 0.963757
## as.factor(Zip_Code)43912 1.13801 0.57718 1.972 0.048646 *
## as.factor(Zip_Code)43916 0.78306 1.27468 0.614 0.539003
## as.factor(Zip_Code)43917 2.72061 0.89142 3.052 0.002273 **
## as.factor(Zip_Code)43927 0.76317 1.25185 0.610 0.542101
## as.factor(Zip_Code)43928 1.56052 1.27486 1.224 0.220925
## as.factor(Zip_Code)43934 -12.45249 354.43302 -0.035 0.971973
## as.factor(Zip_Code)43935 0.76463 0.58851 1.299 0.193854
## as.factor(Zip_Code)43940 1.61728 1.03950 1.556 0.119749
## as.factor(Zip_Code)43942 1.34061 0.66381 2.020 0.043428 *
## as.factor(Zip_Code)43947 1.61278 0.59004 2.733 0.006269 **
## as.factor(Zip_Code)43950 1.01659 0.54926 1.851 0.064192 .
## as.factor(Zip_Code)43951 2.34475 1.38069 1.698 0.089461 .
## as.factor(Zip_Code)43973 -11.90693 312.09738 -0.038 0.969567
## as.factor(Zip_Code)43977 0.18242 0.93460 0.195 0.845247
## as.factor(Zip_Code)43983 -0.06423 1.19764 -0.054 0.957228
## as.factor(Zip_Code)43985 -11.90693 624.19406 -0.019 0.984781
## as.factor(Zip_Code)43988 -12.77247 279.41493 -0.046 0.963540
## as.factor(Zip_Code)44001 0.77173 0.55004 1.403 0.160605
## as.factor(Zip_Code)44003 -0.33681 1.18600 -0.284 0.776418
## as.factor(Zip_Code)44004 1.11749 0.54898 2.036 0.041794 *
## as.factor(Zip_Code)44010 -12.93949 263.03931 -0.049 0.960766
## as.factor(Zip_Code)44011 2.02794 0.54579 3.716 0.000203 ***
## as.factor(Zip_Code)44012 1.92753 0.54885 3.512 0.000445 ***
## as.factor(Zip_Code)44017 -0.03472 0.56096 -0.062 0.950641
## as.factor(Zip_Code)44022 0.73507 0.55819 1.317 0.187880
## as.factor(Zip_Code)44023 2.99258 1.22208 2.449 0.014335 *
## as.factor(Zip_Code)44028 1.12470 0.57207 1.966 0.049297 *
## as.factor(Zip_Code)44030 0.47897 1.29025 0.371 0.710469
## as.factor(Zip_Code)44032 -10.05091 882.74354 -0.011 0.990915
## as.factor(Zip_Code)44035 1.10301 0.54323 2.030 0.042312 *
## as.factor(Zip_Code)44039 1.03535 0.55198 1.876 0.060700 .
## as.factor(Zip_Code)44040 0.96012 0.61832 1.553 0.120471
## as.factor(Zip_Code)44041 -12.88526 134.98413 -0.095 0.923951
## as.factor(Zip_Code)44044 0.85298 0.56315 1.515 0.129856
## as.factor(Zip_Code)44045 3.24915 0.80632 4.030 5.59e-05 ***
## as.factor(Zip_Code)44047 0.87941 0.89396 0.984 0.325251
## as.factor(Zip_Code)44049 2.03773 1.09106 1.868 0.061808 .
## as.factor(Zip_Code)44050 0.24658 0.59316 0.416 0.677624
## as.factor(Zip_Code)44052 0.83875 0.54933 1.527 0.126796
## as.factor(Zip_Code)44053 0.87814 0.55518 1.582 0.113716
## as.factor(Zip_Code)44054 1.85573 0.55950 3.317 0.000911 ***
## as.factor(Zip_Code)44055 0.54135 0.56132 0.964 0.334832
## as.factor(Zip_Code)44056 1.43711 0.55319 2.598 0.009381 **
## as.factor(Zip_Code)44057 1.49529 0.55088 2.714 0.006640 **
## as.factor(Zip_Code)44060 1.47677 0.54212 2.724 0.006448 **
## as.factor(Zip_Code)44067 2.15377 0.55066 3.911 9.18e-05 ***
## as.factor(Zip_Code)44068 -13.21914 882.74354 -0.015 0.988052
## as.factor(Zip_Code)44070 0.46562 0.54664 0.852 0.394333
## as.factor(Zip_Code)44074 1.08560 0.55235 1.965 0.049367 *
## as.factor(Zip_Code)44076 0.43347 0.95437 0.454 0.649687
## as.factor(Zip_Code)44077 1.95345 0.54330 3.596 0.000324 ***
## as.factor(Zip_Code)44078 15.91299 441.37202 0.036 0.971240
## as.factor(Zip_Code)44081 0.83362 0.59150 1.409 0.158738
## as.factor(Zip_Code)44082 -11.40209 882.74354 -0.013 0.989694
## as.factor(Zip_Code)44084 0.37472 1.24595 0.301 0.763606
## as.factor(Zip_Code)44085 -12.68439 882.74354 -0.014 0.988535
## as.factor(Zip_Code)44087 1.90395 0.54958 3.464 0.000531 ***
## as.factor(Zip_Code)44089 0.91418 0.55411 1.650 0.098979 .
## as.factor(Zip_Code)44090 0.56178 0.56766 0.990 0.322350
## as.factor(Zip_Code)44092 1.79429 0.54770 3.276 0.001053 **
## as.factor(Zip_Code)44094 1.32200 0.54384 2.431 0.015063 *
## as.factor(Zip_Code)44095 1.76633 0.54591 3.236 0.001214 **
## as.factor(Zip_Code)44099 -11.90693 882.74354 -0.013 0.989238
## as.factor(Zip_Code)44101 2.19246 0.97431 2.250 0.024432 *
## as.factor(Zip_Code)44102 2.07335 0.54471 3.806 0.000141 ***
## as.factor(Zip_Code)44103 1.17168 0.54611 2.146 0.031912 *
## as.factor(Zip_Code)44104 1.21393 0.55337 2.194 0.028258 *
## as.factor(Zip_Code)44105 1.96412 0.54599 3.597 0.000321 ***
## as.factor(Zip_Code)44106 1.13798 0.54547 2.086 0.036958 *
## as.factor(Zip_Code)44107 1.96412 0.54291 3.618 0.000297 ***
## as.factor(Zip_Code)44108 1.14010 0.55905 2.039 0.041413 *
## as.factor(Zip_Code)44109 1.62676 0.54481 2.986 0.002827 **
## as.factor(Zip_Code)44110 0.77799 0.55404 1.404 0.160259
## as.factor(Zip_Code)44111 1.84612 0.54505 3.387 0.000706 ***
## as.factor(Zip_Code)44112 1.43569 0.54944 2.613 0.008975 **
## as.factor(Zip_Code)44113 2.08234 0.54250 3.838 0.000124 ***
## as.factor(Zip_Code)44114 1.68906 0.54311 3.110 0.001871 **
## as.factor(Zip_Code)44115 1.42587 0.54280 2.627 0.008617 **
## as.factor(Zip_Code)44116 0.27787 0.55223 0.503 0.614840
## as.factor(Zip_Code)44117 1.95699 0.56156 3.485 0.000492 ***
## as.factor(Zip_Code)44118 1.63341 0.54473 2.999 0.002713 **
## as.factor(Zip_Code)44119 1.42472 0.55250 2.579 0.009918 **
## as.factor(Zip_Code)44120 1.44929 0.54881 2.641 0.008271 **
## as.factor(Zip_Code)44121 1.08613 0.54941 1.977 0.048051 *
## as.factor(Zip_Code)44122 1.49669 0.54379 2.752 0.005918 **
## as.factor(Zip_Code)44123 1.76287 0.55442 3.180 0.001474 **
## as.factor(Zip_Code)44124 1.59437 0.54425 2.929 0.003396 **
## as.factor(Zip_Code)44125 1.84479 0.54710 3.372 0.000746 ***
## as.factor(Zip_Code)44126 1.66156 0.55213 3.009 0.002618 **
## as.factor(Zip_Code)44127 1.58897 0.57593 2.759 0.005798 **
## as.factor(Zip_Code)44128 1.48284 0.54562 2.718 0.006573 **
## as.factor(Zip_Code)44129 1.46828 0.54629 2.688 0.007194 **
## as.factor(Zip_Code)44130 1.36301 0.54300 2.510 0.012068 *
## as.factor(Zip_Code)44131 1.44999 0.54693 2.651 0.008022 **
## as.factor(Zip_Code)44132 1.75343 0.56119 3.124 0.001781 **
## as.factor(Zip_Code)44133 1.23157 0.55061 2.237 0.025305 *
## as.factor(Zip_Code)44134 1.71289 0.54498 3.143 0.001672 **
## as.factor(Zip_Code)44135 1.21907 0.54846 2.223 0.026235 *
## as.factor(Zip_Code)44136 1.31849 0.54453 2.421 0.015463 *
## as.factor(Zip_Code)44137 2.13435 0.54805 3.894 9.84e-05 ***
## as.factor(Zip_Code)44138 -0.01748 0.57166 -0.031 0.975601
## as.factor(Zip_Code)44139 0.61178 0.55015 1.112 0.266131
## as.factor(Zip_Code)44140 0.20199 0.58731 0.344 0.730908
## as.factor(Zip_Code)44141 1.90099 0.55727 3.411 0.000647 ***
## as.factor(Zip_Code)44142 1.72747 0.55254 3.126 0.001769 **
## as.factor(Zip_Code)44143 1.20018 0.54840 2.189 0.028633 *
## as.factor(Zip_Code)44144 1.97850 0.54771 3.612 0.000303 ***
## as.factor(Zip_Code)44145 1.46248 0.54423 2.687 0.007204 **
## as.factor(Zip_Code)44146 1.98018 0.54604 3.626 0.000287 ***
## as.factor(Zip_Code)44147 1.83387 0.55187 3.323 0.000891 ***
## as.factor(Zip_Code)44149 1.44801 0.58080 2.493 0.012663 *
## as.factor(Zip_Code)44181 2.44554 1.27470 1.919 0.055045 .
## as.factor(Zip_Code)44202 1.45962 0.86315 1.691 0.090830 .
## as.factor(Zip_Code)44203 1.30964 0.54563 2.400 0.016385 *
## as.factor(Zip_Code)44210 2.87757 0.64701 4.447 8.69e-06 ***
## as.factor(Zip_Code)44212 1.53519 0.54577 2.813 0.004910 **
## as.factor(Zip_Code)44214 1.94936 0.59072 3.300 0.000967 ***
## as.factor(Zip_Code)44215 3.83996 0.83392 4.605 4.13e-06 ***
## as.factor(Zip_Code)44216 2.04461 0.63754 3.207 0.001341 **
## as.factor(Zip_Code)44221 1.83948 0.54581 3.370 0.000751 ***
## as.factor(Zip_Code)44222 0.24831 1.27470 0.195 0.845548
## as.factor(Zip_Code)44223 2.34920 0.54915 4.278 1.89e-05 ***
## as.factor(Zip_Code)44224 1.49640 0.54510 2.745 0.006048 **
## as.factor(Zip_Code)44232 -11.40209 624.19406 -0.018 0.985426
## as.factor(Zip_Code)44233 1.75633 0.59693 2.942 0.003258 **
## as.factor(Zip_Code)44236 1.55251 0.54772 2.835 0.004589 **
## as.factor(Zip_Code)44237 -12.37554 284.93277 -0.043 0.965356
## as.factor(Zip_Code)44240 1.56216 0.54504 2.866 0.004155 **
## as.factor(Zip_Code)44242 1.29424 0.56347 2.297 0.021624 *
## as.factor(Zip_Code)44243 1.99426 0.79847 2.498 0.012504 *
## as.factor(Zip_Code)44250 0.29621 0.82994 0.357 0.721158
## as.factor(Zip_Code)44251 2.06727 0.61789 3.346 0.000821 ***
## as.factor(Zip_Code)44253 2.42116 0.61224 3.955 7.67e-05 ***
## as.factor(Zip_Code)44254 2.66136 0.57485 4.630 3.66e-06 ***
## as.factor(Zip_Code)44256 2.18945 0.54316 4.031 5.55e-05 ***
## as.factor(Zip_Code)44260 1.02302 0.62465 1.638 0.101475
## as.factor(Zip_Code)44262 1.41559 0.59539 2.378 0.017427 *
## as.factor(Zip_Code)44264 1.78101 0.57991 3.071 0.002132 **
## as.factor(Zip_Code)44273 2.82289 0.57011 4.952 7.36e-07 ***
## as.factor(Zip_Code)44274 1.03091 0.90016 1.145 0.252104
## as.factor(Zip_Code)44275 2.86916 0.71946 3.988 6.66e-05 ***
## as.factor(Zip_Code)44278 1.27945 0.55458 2.307 0.021051 *
## as.factor(Zip_Code)44280 2.29608 0.58266 3.941 8.12e-05 ***
## as.factor(Zip_Code)44281 2.45102 0.54758 4.476 7.60e-06 ***
## as.factor(Zip_Code)44286 1.90099 0.55917 3.400 0.000675 ***
## as.factor(Zip_Code)44287 16.44774 441.37202 0.037 0.970274
## as.factor(Zip_Code)44293 0.83083 1.03449 0.803 0.421896
## as.factor(Zip_Code)44301 1.67029 0.56096 2.978 0.002906 **
## as.factor(Zip_Code)44302 0.98924 0.64262 1.539 0.123712
## as.factor(Zip_Code)44303 1.88612 0.55856 3.377 0.000734 ***
## as.factor(Zip_Code)44304 1.87604 0.56131 3.342 0.000831 ***
## as.factor(Zip_Code)44305 0.01749 0.56924 0.031 0.975493
## as.factor(Zip_Code)44306 1.50844 0.54963 2.744 0.006061 **
## as.factor(Zip_Code)44307 1.66090 0.58149 2.856 0.004286 **
## as.factor(Zip_Code)44308 2.17745 0.55007 3.959 7.54e-05 ***
## as.factor(Zip_Code)44309 4.60338 1.51568 3.037 0.002388 **
## as.factor(Zip_Code)44310 2.03569 0.54655 3.725 0.000196 ***
## as.factor(Zip_Code)44311 2.07197 0.55753 3.716 0.000202 ***
## as.factor(Zip_Code)44312 1.33780 0.54621 2.449 0.014316 *
## as.factor(Zip_Code)44313 1.79429 0.54758 3.277 0.001050 **
## as.factor(Zip_Code)44314 1.85002 0.55751 3.318 0.000905 ***
## as.factor(Zip_Code)44316 -11.01934 485.67408 -0.023 0.981899
## as.factor(Zip_Code)44317 1.34693 1.13645 1.185 0.235938
## as.factor(Zip_Code)44319 1.53045 0.54618 2.802 0.005077 **
## as.factor(Zip_Code)44320 1.68499 0.55253 3.050 0.002291 **
## as.factor(Zip_Code)44321 1.33755 0.55929 2.392 0.016778 *
## as.factor(Zip_Code)44325 1.40859 0.57126 2.466 0.013672 *
## as.factor(Zip_Code)44326 3.02353 0.97244 3.109 0.001876 **
## as.factor(Zip_Code)44333 1.65219 0.54460 3.034 0.002415 **
## as.factor(Zip_Code)44427 -12.68439 441.37202 -0.029 0.977073
## as.factor(Zip_Code)44483 0.93453 0.77492 1.206 0.227830
## as.factor(Zip_Code)44601 0.21710 0.64447 0.337 0.736220
## as.factor(Zip_Code)44607 -12.68439 624.19406 -0.020 0.983787
## as.factor(Zip_Code)44608 0.62952 0.78077 0.806 0.420078
## as.factor(Zip_Code)44612 0.23941 0.58053 0.412 0.680043
## as.factor(Zip_Code)44613 1.18215 0.62461 1.893 0.058407 .
## as.factor(Zip_Code)44614 0.34662 0.56829 0.610 0.541906
## as.factor(Zip_Code)44615 -12.80982 53.87102 -0.238 0.812046
## as.factor(Zip_Code)44618 0.78306 1.27468 0.614 0.539003
## as.factor(Zip_Code)44620 -12.63789 164.67392 -0.077 0.938826
## as.factor(Zip_Code)44621 0.86845 0.59630 1.456 0.145285
## as.factor(Zip_Code)44622 0.84731 0.55057 1.539 0.123809
## as.factor(Zip_Code)44624 1.20687 0.87894 1.373 0.169722
## as.factor(Zip_Code)44626 1.00987 0.72130 1.400 0.161492
## as.factor(Zip_Code)44629 0.05380 0.76743 0.070 0.944114
## as.factor(Zip_Code)44630 -12.54672 275.91796 -0.045 0.963731
## as.factor(Zip_Code)44632 -0.20260 0.57447 -0.353 0.724329
## as.factor(Zip_Code)44634 2.84959 1.38081 2.064 0.039046 *
## as.factor(Zip_Code)44641 1.78400 0.55592 3.209 0.001332 **
## as.factor(Zip_Code)44643 0.77782 0.61826 1.258 0.208363
## as.factor(Zip_Code)44644 -12.39689 98.85696 -0.125 0.900205
## as.factor(Zip_Code)44646 0.75880 0.55635 1.364 0.172605
## as.factor(Zip_Code)44647 0.88898 0.63652 1.397 0.162526
## as.factor(Zip_Code)44648 -9.96269 624.19406 -0.016 0.987266
## as.factor(Zip_Code)44650 0.78306 1.27468 0.614 0.539003
## as.factor(Zip_Code)44651 -12.68439 333.64607 -0.038 0.969674
## as.factor(Zip_Code)44653 -0.44596 0.91936 -0.485 0.627621
## as.factor(Zip_Code)44656 -0.35297 0.65939 -0.535 0.592445
## as.factor(Zip_Code)44657 1.05298 0.56376 1.868 0.061791 .
## as.factor(Zip_Code)44662 1.15119 0.57395 2.006 0.044883 *
## as.factor(Zip_Code)44663 0.98186 0.54514 1.801 0.071687 .
## as.factor(Zip_Code)44666 1.29945 0.68443 1.899 0.057620 .
## as.factor(Zip_Code)44669 1.42257 1.01603 1.400 0.161476
## as.factor(Zip_Code)44670 3.02019 0.90034 3.355 0.000795 ***
## as.factor(Zip_Code)44671 0.27224 1.22126 0.223 0.823601
## as.factor(Zip_Code)44675 -12.77648 148.83214 -0.086 0.931590
## as.factor(Zip_Code)44678 -12.68439 312.09738 -0.041 0.967581
## as.factor(Zip_Code)44680 0.77151 0.57630 1.339 0.180660
## as.factor(Zip_Code)44681 0.10619 0.57996 0.183 0.854717
## as.factor(Zip_Code)44682 1.09964 0.69183 1.589 0.111953
## as.factor(Zip_Code)44683 1.25305 0.55927 2.240 0.025059 *
## as.factor(Zip_Code)44685 1.80287 0.54926 3.282 0.001030 **
## as.factor(Zip_Code)44688 2.21691 0.59482 3.727 0.000194 ***
## as.factor(Zip_Code)44689 -12.75808 220.71011 -0.058 0.953904
## as.factor(Zip_Code)44695 -13.02362 242.15127 -0.054 0.957108
## as.factor(Zip_Code)44697 -0.49747 1.18721 -0.419 0.675199
## as.factor(Zip_Code)44699 -11.40209 624.19406 -0.018 0.985426
## as.factor(Zip_Code)44704 0.26833 1.20512 0.223 0.823804
## as.factor(Zip_Code)44705 1.14261 0.61386 1.861 0.062693 .
## as.factor(Zip_Code)44706 0.80797 0.58501 1.381 0.167241
## as.factor(Zip_Code)44707 1.14575 0.58833 1.947 0.051479 .
## as.factor(Zip_Code)44708 1.07762 0.55160 1.954 0.050746 .
## as.factor(Zip_Code)44709 1.06231 0.58901 1.804 0.071304 .
## as.factor(Zip_Code)44710 -12.01163 300.16752 -0.040 0.968080
## as.factor(Zip_Code)44714 1.50850 0.67650 2.230 0.025756 *
## as.factor(Zip_Code)44718 1.10632 0.54580 2.027 0.042665 *
## as.factor(Zip_Code)44720 1.09326 0.54426 2.009 0.044569 *
## as.factor(Zip_Code)44721 0.59090 0.58612 1.008 0.313373
## as.factor(Zip_Code)44730 1.05503 0.60381 1.747 0.080585 .
## as.factor(Zip_Code)44735 -12.19520 252.00870 -0.048 0.961404
## as.factor(Zip_Code)44802 0.77502 0.99917 0.776 0.437945
## as.factor(Zip_Code)44804 0.23638 0.77785 0.304 0.761213
## as.factor(Zip_Code)44805 1.37184 0.72229 1.899 0.057525 .
## as.factor(Zip_Code)44807 -0.34448 0.76251 -0.452 0.651434
## as.factor(Zip_Code)44809 0.47126 0.75223 0.626 0.530999
## as.factor(Zip_Code)44811 1.28355 0.55664 2.306 0.021118 *
## as.factor(Zip_Code)44813 2.48173 0.55847 4.444 8.84e-06 ***
## as.factor(Zip_Code)44814 0.67098 0.67677 0.991 0.321465
## as.factor(Zip_Code)44815 0.79857 0.81133 0.984 0.324982
## as.factor(Zip_Code)44816 0.58512 1.23807 0.473 0.636496
## as.factor(Zip_Code)44817 -12.48630 227.79223 -0.055 0.956286
## as.factor(Zip_Code)44818 -0.36609 0.82341 -0.445 0.656611
## as.factor(Zip_Code)44820 0.12236 0.55829 0.219 0.826521
## as.factor(Zip_Code)44822 1.57131 0.60746 2.587 0.009690 **
## as.factor(Zip_Code)44824 1.23069 0.61044 2.016 0.043790 *
## as.factor(Zip_Code)44825 16.44774 624.19406 0.026 0.978978
## as.factor(Zip_Code)44826 2.19137 0.76234 2.875 0.004046 **
## as.factor(Zip_Code)44827 0.60331 0.58867 1.025 0.305427
## as.factor(Zip_Code)44828 -13.21914 441.37202 -0.030 0.976107
## as.factor(Zip_Code)44830 0.64607 0.55942 1.155 0.248128
## as.factor(Zip_Code)44833 0.95970 0.55248 1.737 0.082374 .
## as.factor(Zip_Code)44836 -0.69626 0.91309 -0.763 0.445742
## as.factor(Zip_Code)44837 1.44060 0.61919 2.327 0.019987 *
## as.factor(Zip_Code)44839 1.02590 0.55464 1.850 0.064363 .
## as.factor(Zip_Code)44841 1.55737 0.99848 1.560 0.118820
## as.factor(Zip_Code)44843 0.45155 0.71169 0.634 0.525768
## as.factor(Zip_Code)44844 1.04055 0.73073 1.424 0.154450
## as.factor(Zip_Code)44846 1.03231 0.57689 1.789 0.073545 .
## as.factor(Zip_Code)44847 0.81507 0.60722 1.342 0.179501
## as.factor(Zip_Code)44849 1.38863 0.75003 1.851 0.064106 .
## as.factor(Zip_Code)44850 1.16094 0.97920 1.186 0.235780
## as.factor(Zip_Code)44851 2.01562 0.58041 3.473 0.000515 ***
## as.factor(Zip_Code)44853 0.34386 0.71997 0.478 0.632935
## as.factor(Zip_Code)44854 0.44276 0.67678 0.654 0.512975
## as.factor(Zip_Code)44855 16.44774 441.37202 0.037 0.970274
## as.factor(Zip_Code)44857 1.81489 0.54832 3.310 0.000933 ***
## as.factor(Zip_Code)44861 2.74407 1.09039 2.517 0.011850 *
## as.factor(Zip_Code)44862 1.81941 0.74624 2.438 0.014765 *
## as.factor(Zip_Code)44864 -0.11768 0.92552 -0.127 0.898819
## as.factor(Zip_Code)44865 1.75210 0.62697 2.795 0.005197 **
## as.factor(Zip_Code)44867 0.66848 0.80178 0.834 0.404424
## as.factor(Zip_Code)44870 0.91877 0.54277 1.693 0.090502 .
## as.factor(Zip_Code)44871 1.88168 1.13644 1.656 0.097768 .
## as.factor(Zip_Code)44875 0.77007 0.55570 1.386 0.165816
## as.factor(Zip_Code)44878 1.42865 0.68613 2.082 0.037326 *
## as.factor(Zip_Code)44880 -10.05091 441.37202 -0.023 0.981832
## as.factor(Zip_Code)44882 0.04103 0.68010 0.060 0.951896
## as.factor(Zip_Code)44883 0.85382 0.54717 1.560 0.118664
## as.factor(Zip_Code)44887 -11.99075 234.53045 -0.051 0.959225
## as.factor(Zip_Code)44889 1.56354 0.59285 2.637 0.008356 **
## as.factor(Zip_Code)44890 2.28390 0.55283 4.131 3.61e-05 ***
## as.factor(Zip_Code)44901 0.54154 0.74611 0.726 0.467945
## as.factor(Zip_Code)44902 0.84104 0.56106 1.499 0.133871
## as.factor(Zip_Code)44903 1.69391 0.55080 3.075 0.002102 **
## as.factor(Zip_Code)44904 1.88822 0.56143 3.363 0.000770 ***
## as.factor(Zip_Code)44905 0.73946 0.56309 1.313 0.189109
## as.factor(Zip_Code)44906 2.29936 0.54490 4.220 2.45e-05 ***
## as.factor(Zip_Code)44907 1.76140 0.55229 3.189 0.001426 **
## as.factor(Zip_Code)45001 0.65459 0.71347 0.917 0.358894
## as.factor(Zip_Code)45002 0.91106 0.56946 1.600 0.109624
## as.factor(Zip_Code)45005 1.01562 0.54760 1.855 0.063643 .
## as.factor(Zip_Code)45011 1.96219 0.98574 1.991 0.046527 *
## as.factor(Zip_Code)45013 -0.02996 0.92847 -0.032 0.974260
## as.factor(Zip_Code)45014 2.10960 0.57319 3.680 0.000233 ***
## as.factor(Zip_Code)45030 0.71410 0.55068 1.297 0.194715
## as.factor(Zip_Code)45032 -1.26682 0.90483 -1.400 0.161494
## as.factor(Zip_Code)45033 1.57988 0.86981 1.816 0.069315 .
## as.factor(Zip_Code)45034 0.39391 0.56365 0.699 0.484647
## as.factor(Zip_Code)45036 1.25553 0.54673 2.296 0.021651 *
## as.factor(Zip_Code)45039 0.71467 0.56009 1.276 0.201959
## as.factor(Zip_Code)45040 0.32907 0.54488 0.604 0.545890
## as.factor(Zip_Code)45041 0.49971 0.67443 0.741 0.458733
## as.factor(Zip_Code)45042 0.87121 0.55843 1.560 0.118736
## as.factor(Zip_Code)45043 -9.96269 197.38817 -0.050 0.959746
## as.factor(Zip_Code)45044 1.34252 0.54647 2.457 0.014021 *
## as.factor(Zip_Code)45050 -0.46304 1.19351 -0.388 0.698042
## as.factor(Zip_Code)45051 0.24831 1.27470 0.195 0.845548
## as.factor(Zip_Code)45052 0.89486 0.61134 1.464 0.143256
## as.factor(Zip_Code)45054 1.67361 0.68589 2.440 0.014684 *
## as.factor(Zip_Code)45056 2.22828 1.34680 1.654 0.098027 .
## as.factor(Zip_Code)45060 -10.05091 624.19406 -0.016 0.987153
## as.factor(Zip_Code)45065 1.04400 0.61989 1.684 0.092147 .
## as.factor(Zip_Code)45066 0.59005 0.55248 1.068 0.285520
## as.factor(Zip_Code)45068 0.80029 0.57684 1.387 0.165328
## as.factor(Zip_Code)45069 2.26351 0.56256 4.024 5.73e-05 ***
## as.factor(Zip_Code)45102 1.87326 0.54959 3.409 0.000653 ***
## as.factor(Zip_Code)45103 1.27095 0.54959 2.313 0.020749 *
## as.factor(Zip_Code)45106 1.51165 0.56605 2.671 0.007573 **
## as.factor(Zip_Code)45107 -12.22532 309.39503 -0.040 0.968481
## as.factor(Zip_Code)45110 2.98029 1.27468 2.338 0.019384 *
## as.factor(Zip_Code)45111 0.96449 0.83401 1.156 0.247494
## as.factor(Zip_Code)45112 2.69474 0.83105 3.243 0.001185 **
## as.factor(Zip_Code)45113 -0.26251 0.94421 -0.278 0.780995
## as.factor(Zip_Code)45120 1.49334 0.59001 2.531 0.011372 *
## as.factor(Zip_Code)45121 1.99724 0.94062 2.123 0.033728 *
## as.factor(Zip_Code)45122 0.82835 0.58523 1.415 0.156949
## as.factor(Zip_Code)45123 1.42865 0.56362 2.535 0.011252 *
## as.factor(Zip_Code)45133 1.41840 0.54926 2.582 0.009812 **
## as.factor(Zip_Code)45135 2.13170 0.64418 3.309 0.000936 ***
## as.factor(Zip_Code)45140 1.03744 0.54572 1.901 0.057295 .
## as.factor(Zip_Code)45142 1.68879 0.62899 2.685 0.007255 **
## as.factor(Zip_Code)45145 2.98029 1.27468 2.338 0.019384 *
## as.factor(Zip_Code)45147 0.49538 1.24157 0.399 0.689894
## as.factor(Zip_Code)45150 1.45537 0.54468 2.672 0.007541 **
## as.factor(Zip_Code)45152 0.86490 0.58783 1.471 0.141196
## as.factor(Zip_Code)45153 1.90742 0.91649 2.081 0.037414 *
## as.factor(Zip_Code)45154 -12.57852 317.08407 -0.040 0.968357
## as.factor(Zip_Code)45155 2.35168 0.78517 2.995 0.002743 **
## as.factor(Zip_Code)45157 1.92759 0.56545 3.409 0.000652 ***
## as.factor(Zip_Code)45158 1.30040 0.91080 1.428 0.153365
## as.factor(Zip_Code)45159 0.11571 1.24497 0.093 0.925949
## as.factor(Zip_Code)45160 1.20962 0.64096 1.887 0.059133 .
## as.factor(Zip_Code)45162 0.47444 0.85326 0.556 0.578186
## as.factor(Zip_Code)45171 -10.05091 624.19406 -0.016 0.987153
## as.factor(Zip_Code)45172 2.83286 1.09974 2.576 0.009997 **
## as.factor(Zip_Code)45174 0.33948 0.73542 0.462 0.644362
## as.factor(Zip_Code)45176 1.91265 0.58447 3.272 0.001066 **
## as.factor(Zip_Code)45177 -11.49328 488.82915 -0.024 0.981242
## as.factor(Zip_Code)45202 -0.22445 1.20501 -0.186 0.852238
## as.factor(Zip_Code)45205 -12.68439 882.74354 -0.014 0.988535
## as.factor(Zip_Code)45211 0.88699 0.55186 1.607 0.107992
## as.factor(Zip_Code)45212 1.30464 1.02010 1.279 0.200920
## as.factor(Zip_Code)45213 1.40114 0.59603 2.351 0.018734 *
## as.factor(Zip_Code)45214 1.67671 1.25705 1.334 0.182254
## as.factor(Zip_Code)45215 1.20194 0.54644 2.200 0.027836 *
## as.factor(Zip_Code)45216 0.94221 0.60115 1.567 0.117033
## as.factor(Zip_Code)45217 1.00959 0.57383 1.759 0.078510 .
## as.factor(Zip_Code)45218 0.31167 0.63586 0.490 0.624028
## as.factor(Zip_Code)45219 -12.06305 163.45168 -0.074 0.941168
## as.factor(Zip_Code)45220 -10.05091 882.74354 -0.011 0.990915
## as.factor(Zip_Code)45224 0.89155 0.58152 1.533 0.125239
## as.factor(Zip_Code)45226 -10.05091 882.74354 -0.011 0.990915
## as.factor(Zip_Code)45227 0.87828 0.55639 1.579 0.114445
## as.factor(Zip_Code)45228 1.54727 0.74895 2.066 0.038838 *
## as.factor(Zip_Code)45229 -9.96269 882.74354 -0.011 0.990995
## as.factor(Zip_Code)45230 0.71016 0.55862 1.271 0.203633
## as.factor(Zip_Code)45231 0.99303 0.54611 1.818 0.069011 .
## as.factor(Zip_Code)45233 0.86643 0.59751 1.450 0.147042
## as.factor(Zip_Code)45234 -11.40209 624.19406 -0.018 0.985426
## as.factor(Zip_Code)45236 1.22580 0.54500 2.249 0.024501 *
## as.factor(Zip_Code)45237 1.62100 0.60368 2.685 0.007249 **
## as.factor(Zip_Code)45238 0.76328 0.55323 1.380 0.167682
## as.factor(Zip_Code)45239 1.39777 0.54832 2.549 0.010797 *
## as.factor(Zip_Code)45240 1.12858 0.55099 2.048 0.040534 *
## as.factor(Zip_Code)45241 1.46125 0.54438 2.684 0.007269 **
## as.factor(Zip_Code)45242 1.37751 0.54411 2.532 0.011352 *
## as.factor(Zip_Code)45243 0.98831 0.55689 1.775 0.075948 .
## as.factor(Zip_Code)45244 1.07191 0.55385 1.935 0.052943 .
## as.factor(Zip_Code)45245 1.81236 0.54564 3.322 0.000895 ***
## as.factor(Zip_Code)45246 1.69990 0.54499 3.119 0.001814 **
## as.factor(Zip_Code)45247 0.74424 0.55161 1.349 0.177269
## as.factor(Zip_Code)45248 0.96883 0.55556 1.744 0.081179 .
## as.factor(Zip_Code)45249 1.29751 0.54760 2.369 0.017816 *
## as.factor(Zip_Code)45250 2.47083 1.33876 1.846 0.064950 .
## as.factor(Zip_Code)45251 0.91434 0.54833 1.667 0.095417 .
## as.factor(Zip_Code)45252 1.33479 0.62729 2.128 0.033348 *
## as.factor(Zip_Code)45253 1.70616 1.08221 1.577 0.114900
## as.factor(Zip_Code)45254 1.56729 1.38052 1.135 0.256253
## as.factor(Zip_Code)45255 1.09340 0.54756 1.997 0.045841 *
## as.factor(Zip_Code)45258 -11.65934 383.18498 -0.030 0.975726
## as.factor(Zip_Code)45308 2.09431 0.66889 3.131 0.001742 **
## as.factor(Zip_Code)45310 -0.40748 1.19636 -0.341 0.733407
## as.factor(Zip_Code)45312 1.82208 0.78982 2.307 0.021057 *
## as.factor(Zip_Code)45316 2.98029 1.27468 2.338 0.019384 *
## as.factor(Zip_Code)45317 2.23041 0.73678 3.027 0.002468 **
## as.factor(Zip_Code)45318 1.96577 0.57631 3.411 0.000647 ***
## as.factor(Zip_Code)45319 0.13559 1.25160 0.108 0.913732
## as.factor(Zip_Code)45322 -11.24908 417.76714 -0.027 0.978518
## as.factor(Zip_Code)45323 1.98743 0.57358 3.465 0.000530 ***
## as.factor(Zip_Code)45324 1.53296 0.63131 2.428 0.015173 *
## as.factor(Zip_Code)45326 -10.46745 283.54075 -0.037 0.970551
## as.factor(Zip_Code)45337 2.25059 0.97204 2.315 0.020596 *
## as.factor(Zip_Code)45341 1.24887 0.66839 1.868 0.061696 .
## as.factor(Zip_Code)45342 -12.31795 323.16932 -0.038 0.969595
## as.factor(Zip_Code)45344 1.02085 0.56031 1.822 0.068463 .
## as.factor(Zip_Code)45349 -12.33743 347.74403 -0.035 0.971698
## as.factor(Zip_Code)45356 -0.34330 0.81811 -0.420 0.674762
## as.factor(Zip_Code)45359 1.29766 0.66161 1.961 0.049836 *
## as.factor(Zip_Code)45368 0.29340 0.65235 0.450 0.652884
## as.factor(Zip_Code)45369 1.17585 0.69141 1.701 0.089007 .
## as.factor(Zip_Code)45371 1.45358 0.55042 2.641 0.008270 **
## as.factor(Zip_Code)45373 1.33062 0.54405 2.446 0.014456 *
## as.factor(Zip_Code)45383 1.42984 0.57183 2.500 0.012403 *
## as.factor(Zip_Code)45385 -10.05091 624.19406 -0.016 0.987153
## as.factor(Zip_Code)45387 2.74110 0.85569 3.203 0.001358 **
## as.factor(Zip_Code)45389 -0.07242 0.93563 -0.077 0.938303
## as.factor(Zip_Code)45459 -13.21914 441.37202 -0.030 0.976107
## as.factor(Zip_Code)45502 1.31443 0.55606 2.364 0.018087 *
## as.factor(Zip_Code)45503 1.47561 0.54650 2.700 0.006931 **
## as.factor(Zip_Code)45504 1.63366 0.54543 2.995 0.002743 **
## as.factor(Zip_Code)45505 1.63256 0.54785 2.980 0.002883 **
## as.factor(Zip_Code)45506 1.51427 0.56140 2.697 0.006990 **
## as.factor(Zip_Code)45601 0.89386 0.54378 1.644 0.100218
## as.factor(Zip_Code)45612 0.62632 0.58998 1.062 0.288424
## as.factor(Zip_Code)45617 0.42142 0.97224 0.433 0.664686
## as.factor(Zip_Code)45619 1.26270 0.59940 2.107 0.035151 *
## as.factor(Zip_Code)45628 0.25758 0.64672 0.398 0.690421
## as.factor(Zip_Code)45634 1.10619 0.71490 1.547 0.121784
## as.factor(Zip_Code)45638 1.69516 0.54986 3.083 0.002050 **
## as.factor(Zip_Code)45644 1.52202 0.62672 2.429 0.015159 *
## as.factor(Zip_Code)45645 0.49345 0.84992 0.581 0.561522
## as.factor(Zip_Code)45647 1.39450 0.68753 2.028 0.042533 *
## as.factor(Zip_Code)45651 1.58731 0.56290 2.820 0.004804 **
## as.factor(Zip_Code)45654 1.49244 0.86721 1.721 0.085255 .
## as.factor(Zip_Code)45656 -11.40209 624.19406 -0.018 0.985426
## as.factor(Zip_Code)45659 1.43980 0.77791 1.851 0.064189 .
## as.factor(Zip_Code)45662 0.85094 0.54932 1.549 0.121365
## as.factor(Zip_Code)45669 1.57199 0.56836 2.766 0.005678 **
## as.factor(Zip_Code)45672 1.55737 0.99848 1.560 0.118820
## as.factor(Zip_Code)45673 2.82244 0.83650 3.374 0.000741 ***
## as.factor(Zip_Code)45678 1.81849 0.87407 2.080 0.037482 *
## as.factor(Zip_Code)45680 1.37599 0.56129 2.451 0.014227 *
## as.factor(Zip_Code)45681 -0.38411 1.19821 -0.321 0.748539
## as.factor(Zip_Code)45690 1.58990 0.73377 2.167 0.030254 *
## as.factor(Zip_Code)45695 2.76181 0.70655 3.909 9.27e-05 ***
## as.factor(Zip_Code)45696 1.85775 0.90822 2.045 0.040807 *
## as.factor(Zip_Code)45697 2.13411 0.91311 2.337 0.019429 *
## as.factor(Zip_Code)45698 -12.68439 624.19406 -0.020 0.983787
## as.factor(Zip_Code)45701 0.88722 0.54552 1.626 0.103868
## as.factor(Zip_Code)45710 -0.02763 0.67624 -0.041 0.967405
## as.factor(Zip_Code)45711 -0.61265 1.17635 -0.521 0.602502
## as.factor(Zip_Code)45714 0.86876 0.56550 1.536 0.124470
## as.factor(Zip_Code)45716 1.70616 1.08221 1.577 0.114900
## as.factor(Zip_Code)45719 1.36623 0.77553 1.762 0.078126 .
## as.factor(Zip_Code)45723 1.03550 0.73010 1.418 0.156102
## as.factor(Zip_Code)45732 0.64899 0.65773 0.987 0.323782
## as.factor(Zip_Code)45735 1.00654 0.87198 1.154 0.248369
## as.factor(Zip_Code)45739 2.98029 1.27468 2.338 0.019384 *
## as.factor(Zip_Code)45740 1.11173 0.98459 1.129 0.258843
## as.factor(Zip_Code)45750 0.97352 0.54628 1.782 0.074735 .
## as.factor(Zip_Code)45761 4.00433 0.90996 4.401 1.08e-05 ***
## as.factor(Zip_Code)45764 0.94469 0.56722 1.665 0.095817 .
## as.factor(Zip_Code)45766 -0.20988 1.18355 -0.177 0.859245
## as.factor(Zip_Code)45776 0.93005 0.97978 0.949 0.342500
## as.factor(Zip_Code)45777 3.16397 1.51403 2.090 0.036639 *
## as.factor(Zip_Code)45778 2.78806 0.90498 3.081 0.002064 **
## as.factor(Zip_Code)45780 0.97521 0.60376 1.615 0.106261
## as.factor(Zip_Code)45782 2.47046 0.83456 2.960 0.003074 **
## as.factor(Zip_Code)45801 1.63636 0.54677 2.993 0.002765 **
## as.factor(Zip_Code)45802 1.56729 1.04817 1.495 0.134846
## as.factor(Zip_Code)45804 1.87288 0.54754 3.421 0.000625 ***
## as.factor(Zip_Code)45805 1.36875 0.54648 2.505 0.012257 *
## as.factor(Zip_Code)45806 0.70637 0.57431 1.230 0.218718
## as.factor(Zip_Code)45807 0.75895 0.58111 1.306 0.191538
## as.factor(Zip_Code)45808 2.48193 0.63508 3.908 9.30e-05 ***
## as.factor(Zip_Code)45809 0.78306 1.27468 0.614 0.539003
## as.factor(Zip_Code)45810 -11.52418 485.67408 -0.024 0.981069
## as.factor(Zip_Code)45814 1.28985 0.64279 2.007 0.044787 *
## as.factor(Zip_Code)45816 17.23988 589.37515 0.029 0.976664
## as.factor(Zip_Code)45817 1.63358 0.56019 2.916 0.003544 **
## as.factor(Zip_Code)45820 2.41742 0.86044 2.810 0.004962 **
## as.factor(Zip_Code)45822 0.71242 0.55033 1.295 0.195478
## as.factor(Zip_Code)45826 1.02827 0.76910 1.337 0.181232
## as.factor(Zip_Code)45827 3.15879 0.85212 3.707 0.000210 ***
## as.factor(Zip_Code)45828 0.42942 0.59146 0.726 0.467819
## as.factor(Zip_Code)45830 1.39056 0.58652 2.371 0.017746 *
## as.factor(Zip_Code)45831 1.98501 0.60546 3.278 0.001044 **
## as.factor(Zip_Code)45832 1.38965 0.67302 2.065 0.038942 *
## as.factor(Zip_Code)45833 0.94277 0.56034 1.682 0.092473 .
## as.factor(Zip_Code)45837 2.24180 0.69171 3.241 0.001191 **
## as.factor(Zip_Code)45840 1.70484 0.54246 3.143 0.001673 **
## as.factor(Zip_Code)45841 -11.90693 624.19406 -0.019 0.984781
## as.factor(Zip_Code)45843 -9.86080 350.22916 -0.028 0.977538
## as.factor(Zip_Code)45844 2.47336 0.65544 3.774 0.000161 ***
## as.factor(Zip_Code)45846 0.33419 0.61563 0.543 0.587235
## as.factor(Zip_Code)45848 1.81373 0.69887 2.595 0.009453 **
## as.factor(Zip_Code)45850 1.46008 0.67502 2.163 0.030541 *
## as.factor(Zip_Code)45853 1.51590 0.58839 2.576 0.009985 **
## as.factor(Zip_Code)45856 1.65737 0.57893 2.863 0.004199 **
## as.factor(Zip_Code)45858 1.59720 0.64611 2.472 0.013435 *
## as.factor(Zip_Code)45860 0.48215 0.65910 0.732 0.464462
## as.factor(Zip_Code)45862 1.51222 0.71035 2.129 0.033268 *
## as.factor(Zip_Code)45863 1.51739 0.65634 2.312 0.020783 *
## as.factor(Zip_Code)45864 1.66007 0.65482 2.535 0.011240 *
## as.factor(Zip_Code)45866 -12.68439 509.65241 -0.025 0.980144
## as.factor(Zip_Code)45867 1.60332 0.68393 2.344 0.019063 *
## as.factor(Zip_Code)45872 0.87985 0.58098 1.514 0.129922
## as.factor(Zip_Code)45874 0.38518 1.22367 0.315 0.752934
## as.factor(Zip_Code)45875 1.50815 0.55190 2.733 0.006283 **
## as.factor(Zip_Code)45876 1.55283 0.60738 2.557 0.010571 *
## as.factor(Zip_Code)45877 1.99963 0.60131 3.325 0.000883 ***
## as.factor(Zip_Code)45881 2.07597 0.89330 2.324 0.020129 *
## as.factor(Zip_Code)45882 0.52208 0.60715 0.860 0.389856
## as.factor(Zip_Code)45883 1.25194 0.58411 2.143 0.032086 *
## as.factor(Zip_Code)45886 -11.40209 882.74354 -0.013 0.989694
## as.factor(Zip_Code)45887 0.26786 0.66730 0.401 0.688123
## as.factor(Zip_Code)45889 0.70549 0.75424 0.935 0.349605
## as.factor(Zip_Code)45890 0.99759 0.71221 1.401 0.161307
## as.factor(Zip_Code)45891 1.12064 0.55058 2.035 0.041811 *
## as.factor(Zip_Code)45894 -10.05091 624.19406 -0.016 0.987153
## as.factor(Zip_Code)45898 1.94527 0.73215 2.657 0.007886 **
## as.factor(Zip_Code)45899 2.44554 1.27470 1.919 0.055045 .
## Risk_Rating.L 0.69174 0.05772 11.985 < 2e-16 ***
## Risk_Rating.Q -2.50062 0.05301 -47.175 < 2e-16 ***
## Risk_Rating.C -1.21271 0.03938 -30.793 < 2e-16 ***
## Risk_Rating^4 -0.88207 0.02640 -33.405 < 2e-16 ***
## Risk_Rating^5 -0.08812 0.01899 -4.640 3.49e-06 ***
## Standard 1.37458 0.01606 85.599 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 227007 on 177774 degrees of freedom
## Residual deviance: 196204 on 176988 degrees of freedom
## AIC: 197778
##
## Number of Fisher Scoring iterations: 13lm3 <- glm(formula = Critical ~ Violation +
Violation_count +
Standard,
family = "binomial", data = Stats_data)## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurredsummary(lm3)##
## Call:
## glm(formula = Critical ~ Violation + Violation_count + Standard,
## family = "binomial", data = Stats_data)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -5.8309 -0.7747 -0.0001 0.5443 1.8637
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -19.924218 42.815943 -0.465 0.642
## Violation 17.969063 42.815942 0.420 0.675
## Violation_count 0.412064 0.003091 133.293 <2e-16 ***
## Standard 0.493300 0.020158 24.471 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 227007 on 177774 degrees of freedom
## Residual deviance: 127037 on 177771 degrees of freedom
## AIC: 127045
##
## Number of Fisher Scoring iterations: 18lm4 <- glm(formula = Critical ~ Violation_count,
family = "binomial", data = Stats_data)## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurredsummary(lm4)##
## Call:
## glm(formula = Critical ~ Violation_count, family = "binomial",
## data = Stats_data)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -7.1874 -0.5407 -0.4041 0.4056 1.9976
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -2.464021 0.010707 -230.1 <2e-16 ***
## Violation_count 0.615069 0.003073 200.2 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 227007 on 177774 degrees of freedom
## Residual deviance: 142783 on 177773 degrees of freedom
## AIC: 142787
##
## Number of Fisher Scoring iterations: 6Sampling: The correct way to sample a huge population When we perform a sample from a population, what we want to achieve is a smaller dataset that keeps the same statistical information of the population.
First Sample: (10%)
set.seed(1)
#create table to compare original dataset
Stats_data %>%
count(HD_Condensed, sort=TRUE) %>%
mutate(percent = 100 * n / sum(n))## HD_Condensed n percent
## 1 Cuyahoga County 19912 11.200675011
## 2 Franklin EHS Live 15141 8.516945577
## 3 Summit County 12819 7.210800169
## 4 Hamilton County 12613 7.094923358
## 5 Cleveland 12132 6.824356631
## 6 Toledo-Lucas County 11489 6.462663479
## 7 Lake County 6444 3.624806638
## 8 Lorain County 6286 3.535930249
## 9 Licking County 5910 3.324426944
## 10 Stark County 4766 2.680916889
## 11 Warren County 4287 2.411475179
## 12 Clermont County 4049 2.277598087
## 13 Wood County 3642 2.048657010
## 14 Medina County 3533 1.987343552
## 15 Clark County 3402 1.913654901
## 16 Delaware 3278 1.843903811
## 17 Richland 3006 1.690901420
## 18 Erie County 2811 1.581212206
## 19 Allen County 2711 1.524961328
## 20 Miami County 2144 1.206018844
## 21 Hancock 2060 1.158768106
## 22 Fairfield 2015 1.133455210
## 23 Tuscarawas County 1985 1.116579947
## 24 Zanesville-Muskingum County 1902 1.069891717
## 25 Ross County 1781 1.001828154
## 26 Marion 1534 0.862888483
## 27 Huron County 1499 0.843200675
## 28 Athens County 1473 0.828575446
## 29 Union County 1389 0.781324708
## 30 Belmont County 1351 0.759949374
## 31 Seneca County 1324 0.744761637
## 32 Middletown City 1302 0.732386444
## 33 Pickaway County 1151 0.647447616
## 34 Kent City 1111 0.624947265
## 35 Cambridge Guernsey County 1084 0.609759527
## 36 Putnam County 1081 0.608072001
## 37 Mercer County 1067 0.600196878
## 38 New Philadelphia City 1022 0.574883983
## 39 Lawrence County 1000 0.562508789
## 40 Marietta City 958 0.538883420
## 41 Champaign 883 0.496695261
## 42 Highland County 830 0.466882295
## 43 Henry County 703 0.395443679
## 44 Williams County 698 0.392631135
## 45 Wyandot County 631 0.354943046
## 46 Crawford County 601 0.338067782
## 47 Springdale City 576 0.324005063
## 48 Portsmouth City 567 0.318942483
## 49 Van Wert County 561 0.315567431
## 50 Ashtabula City 513 0.288567009
## 51 Carroll County 495 0.278441851
## 52 Galion City 425 0.239066235
## 53 Coshocton City 419 0.235691183
## 54 Butler County 345 0.194065532
## 55 Shelby City 343 0.192940515
## 56 Hocking County 310 0.174377725
## 57 Vinton County 279 0.156939952
## 58 Ashtabula County 119 0.066938546
## 59 Ohio Department of Health 8 0.004500070
## 60 Conneaut City 5 0.002812544#Stratified Random Sampling:
#subset
Stats_data_strat <- Stats_data %>%
group_by(HD_Condensed) %>%
slice_sample(prop = 0.1) %>%
ungroup()
#create table to compare subset dataset
Stats_data_strat %>%
count(HD_Condensed, sort=TRUE) %>%
mutate(percent = 100 * n / sum(n))## # A tibble: 58 × 3
## HD_Condensed n percent
## <chr> <int> <dbl>
## 1 Cuyahoga County 1991 11.2
## 2 Franklin EHS Live 1514 8.53
## 3 Summit County 1281 7.22
## 4 Hamilton County 1261 7.10
## 5 Cleveland 1213 6.83
## 6 Toledo-Lucas County 1148 6.47
## 7 Lake County 644 3.63
## 8 Lorain County 628 3.54
## 9 Licking County 591 3.33
## 10 Stark County 476 2.68
## # … with 48 more rowsChi-Square Test of Independence with Sample (10%)
#critical vs. risk rating
chisq_10 <- chisq.test(table(Stats_data_strat$Critical, Stats_data_strat$Risk_Rating))
chisq_10##
## Pearson's Chi-squared test
##
## data: table(Stats_data_strat$Critical, Stats_data_strat$Risk_Rating)
## X-squared = 1085, df = 5, p-value < 2.2e-16Ordinal with Sample (10%)
#colnames(Stats_data)
Stats_data_strat$Risk_Rating = factor(Stats_data_strat$Risk_Rating, ordered=TRUE)
Model_10 = clm(Risk_Rating ~ Critical + HD_Condensed, data=Stats_data_strat)
Model_10## formula: Risk_Rating ~ Critical + HD_Condensed
## data: Stats_data_strat
##
## link threshold nobs logLik AIC niter max.grad cond.H
## logit flexible 17753 -23329.29 46784.58 7(0) 2.25e-09 7.3e+03
##
## Coefficients:
## Critical HD_CondensedAshtabula City
## 0.682200 0.147621
## HD_CondensedAshtabula County HD_CondensedAthens County
## 0.524576 -0.507820
## HD_CondensedBelmont County HD_CondensedButler County
## 0.210407 0.426918
## HD_CondensedCambridge Guernsey County HD_CondensedCarroll County
## 0.061573 0.388996
## HD_CondensedChampaign HD_CondensedClark County
## 0.417796 -0.094095
## HD_CondensedClermont County HD_CondensedCleveland
## 0.376212 -0.069789
## HD_CondensedCoshocton City HD_CondensedCrawford County
## 0.042832 0.268588
## HD_CondensedCuyahoga County HD_CondensedDelaware
## 0.191965 0.257340
## HD_CondensedErie County HD_CondensedFairfield
## 0.355986 -0.194344
## HD_CondensedFranklin EHS Live HD_CondensedGalion City
## 0.254880 -0.006447
## HD_CondensedHamilton County HD_CondensedHancock
## 0.221369 0.365843
## HD_CondensedHenry County HD_CondensedHighland County
## 0.120487 0.288238
## HD_CondensedHocking County HD_CondensedHuron County
## 0.462969 0.062689
## HD_CondensedKent City HD_CondensedLake County
## 0.207374 -0.003935
## HD_CondensedLawrence County HD_CondensedLicking County
## -0.286252 0.039796
## HD_CondensedLorain County HD_CondensedMarietta City
## 0.330817 -0.033792
## HD_CondensedMarion HD_CondensedMedina County
## 0.289361 -0.202231
## HD_CondensedMercer County HD_CondensedMiami County
## -0.066957 0.318713
## HD_CondensedMiddletown City HD_CondensedNew Philadelphia City
## 0.129931 -0.162270
## HD_CondensedPickaway County HD_CondensedPortsmouth City
## -0.227740 0.167322
## HD_CondensedPutnam County HD_CondensedRichland
## -0.356789 0.108037
## HD_CondensedRoss County HD_CondensedSeneca County
## 0.277930 0.184038
## HD_CondensedShelby City HD_CondensedSpringdale City
## 0.103252 0.377335
## HD_CondensedStark County HD_CondensedSummit County
## 0.028190 0.251089
## HD_CondensedToledo-Lucas County HD_CondensedTuscarawas County
## 0.154925 -0.173719
## HD_CondensedUnion County HD_CondensedVan Wert County
## -0.051483 0.803022
## HD_CondensedVinton County HD_CondensedWarren County
## 0.380471 0.062512
## HD_CondensedWilliams County HD_CondensedWood County
## -0.139895 0.178903
## HD_CondensedWyandot County HD_CondensedZanesville-Muskingum County
## 0.281900 -0.042938
##
## Threshold coefficients:
## Mobile|Risk Level I Risk Level I|Risk Level II
## -2.747 -1.783
## Risk Level II|Risk Level III Risk Level III|Risk Level IV
## -1.168 0.715
## Risk Level IV|Vending
## 4.086Cochran–Mantel–Haenszel with Sample (10%) The Cochran–Mantel–Haenszel test can be used for 3-dimensions only. One dimension needs to be identified as the stratifying dimension, so it tests the independence of the variables of the m x n tables within k strata.
levels(Stats_data_strat$Critical)## NULLTable_strat_10 = xtabs( ~ Risk_Rating + Critical + HD_Condensed,
data=Stats_data_strat)
mantelhaen.test(Table_strat_10)##
## Cochran-Mantel-Haenszel test
##
## data: Table_strat_10
## Cochran-Mantel-Haenszel M^2 = 1065.5, df = 5, p-value < 2.2e-16log-linear models with Sample (10%)
loglm( ~ Risk_Rating + Critical + HD_Condensed,
Table_strat_10)## Call:
## loglm(formula = ~Risk_Rating + Critical + HD_Condensed, data = Table_strat_10)
##
## Statistics:
## X^2 df P(> X^2)
## Likelihood Ratio 3309.114 632 0
## Pearson 3236.691 632 0Linear model & ANOVA with Sample (10%)
p1_10 <- lm(Violation_count~
Risk_Rating+
HD_Condensed+
San_ID+
Standard,
data=Stats_data_strat)
summary(p1_10)##
## Call:
## lm(formula = Violation_count ~ Risk_Rating + HD_Condensed + San_ID +
## Standard, data = Stats_data_strat)
##
## Residuals:
## Min 1Q Median 3Q Max
## -7.103 -2.246 -0.734 1.121 73.859
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.103408 0.444780 2.481 0.013118
## Risk_Rating.L 0.899825 0.145588 6.181 6.52e-10
## Risk_Rating.Q -2.516064 0.137094 -18.353 < 2e-16
## Risk_Rating.C -1.839189 0.113812 -16.160 < 2e-16
## Risk_Rating^4 -1.360054 0.094705 -14.361 < 2e-16
## Risk_Rating^5 0.006059 0.085363 0.071 0.943418
## HD_CondensedAshtabula City -1.464188 0.593714 -2.466 0.013667
## HD_CondensedAshtabula County -3.787784 1.195824 -3.168 0.001540
## HD_CondensedAthens County -1.961670 0.401449 -4.886 1.04e-06
## HD_CondensedBelmont County -1.520412 0.415707 -3.657 0.000256
## HD_CondensedButler County 1.151859 0.716065 1.609 0.107723
## HD_CondensedCambridge Guernsey County 1.226883 0.463255 2.648 0.008095
## HD_CondensedCarroll County -4.048486 0.625856 -6.469 1.01e-10
## HD_CondensedChampaign -2.415212 0.511165 -4.725 2.32e-06
## HD_CondensedClark County -0.898039 0.383499 -2.342 0.019207
## HD_CondensedClermont County -0.471877 0.405697 -1.163 0.244794
## HD_CondensedCleveland 0.072941 0.429961 0.170 0.865291
## HD_CondensedCoshocton City -2.352374 0.779156 -3.019 0.002539
## HD_CondensedCrawford County -1.978886 0.710450 -2.785 0.005352
## HD_CondensedCuyahoga County -0.637779 0.594042 -1.074 0.283005
## HD_CondensedDelaware 2.163298 0.742797 2.912 0.003592
## HD_CondensedErie County -1.796543 0.796332 -2.256 0.024081
## HD_CondensedFairfield -1.152697 0.848207 -1.359 0.174170
## HD_CondensedFranklin EHS Live 3.467403 5.067506 0.684 0.493831
## HD_CondensedGalion City -1.575885 1.015252 -1.552 0.120630
## HD_CondensedHamilton County -1.818186 0.873195 -2.082 0.037337
## HD_CondensedHancock -1.160417 0.963343 -1.205 0.228384
## HD_CondensedHenry County -1.940090 1.050485 -1.847 0.064785
## HD_CondensedHighland County 0.238357 1.055368 0.226 0.821319
## HD_CondensedHocking County 0.135040 1.203895 0.112 0.910691
## HD_CondensedHuron County 0.022846 1.049878 0.022 0.982639
## HD_CondensedKent City 0.936360 1.097410 0.853 0.393535
## HD_CondensedLake County -0.438203 1.089988 -0.402 0.687670
## HD_CondensedLawrence County 0.071295 1.188996 0.060 0.952186
## HD_CondensedLicking County -0.934751 1.186159 -0.788 0.430679
## HD_CondensedLorain County -1.484040 1.235483 -1.201 0.229697
## HD_CondensedMarietta City -1.073499 1.324726 -0.810 0.417747
## HD_CondensedMarion -0.487498 1.336420 -0.365 0.715281
## HD_CondensedMedina County 0.771330 1.346499 0.573 0.566759
## HD_CondensedMercer County -1.123229 1.423547 -0.789 0.430102
## HD_CondensedMiami County -0.716250 1.432748 -0.500 0.617143
## HD_CondensedMiddletown City 2.333723 1.466883 1.591 0.111641
## HD_CondensedNew Philadelphia City -1.070198 1.488050 -0.719 0.472030
## HD_CondensedPickaway County -0.392493 1.533708 -0.256 0.798022
## HD_CondensedPortsmouth City -0.692638 1.616295 -0.429 0.668267
## HD_CondensedPutnam County 0.017739 1.602111 0.011 0.991166
## HD_CondensedRichland 1.829231 1.621154 1.128 0.259187
## HD_CondensedRoss County -0.850994 1.685557 -0.505 0.613654
## HD_CondensedSeneca County -1.722708 1.733546 -0.994 0.320359
## HD_CondensedShelby City -0.760837 1.839805 -0.414 0.679214
## HD_CondensedSpringdale City 1.190386 1.795796 0.663 0.507420
## HD_CondensedStark County -0.998867 1.753596 -0.570 0.568949
## HD_CondensedSummit County 0.363051 1.840794 0.197 0.843654
## HD_CondensedToledo-Lucas County -0.737956 1.971764 -0.374 0.708214
## HD_CondensedTuscarawas County -0.713301 2.073380 -0.344 0.730829
## HD_CondensedUnion County 0.519900 2.131002 0.244 0.807257
## HD_CondensedVan Wert County -0.966521 2.190159 -0.441 0.659000
## HD_CondensedVinton County 0.154966 2.273027 0.068 0.945646
## HD_CondensedWarren County -1.390756 2.197522 -0.633 0.526824
## HD_CondensedWilliams County -0.568739 2.268488 -0.251 0.802039
## HD_CondensedWood County -0.480974 2.282115 -0.211 0.833079
## HD_CondensedWyandot County -1.614097 2.363840 -0.683 0.494724
## HD_CondensedZanesville-Muskingum County -1.741616 2.357633 -0.739 0.460091
## San_ID -0.002209 0.005405 -0.409 0.682772
## Standard 1.932068 0.075331 25.648 < 2e-16
##
## (Intercept) *
## Risk_Rating.L ***
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5
## HD_CondensedAshtabula City *
## HD_CondensedAshtabula County **
## HD_CondensedAthens County ***
## HD_CondensedBelmont County ***
## HD_CondensedButler County
## HD_CondensedCambridge Guernsey County **
## HD_CondensedCarroll County ***
## HD_CondensedChampaign ***
## HD_CondensedClark County *
## HD_CondensedClermont County
## HD_CondensedCleveland
## HD_CondensedCoshocton City **
## HD_CondensedCrawford County **
## HD_CondensedCuyahoga County
## HD_CondensedDelaware **
## HD_CondensedErie County *
## HD_CondensedFairfield
## HD_CondensedFranklin EHS Live
## HD_CondensedGalion City
## HD_CondensedHamilton County *
## HD_CondensedHancock
## HD_CondensedHenry County .
## HD_CondensedHighland County
## HD_CondensedHocking County
## HD_CondensedHuron County
## HD_CondensedKent City
## HD_CondensedLake County
## HD_CondensedLawrence County
## HD_CondensedLicking County
## HD_CondensedLorain County
## HD_CondensedMarietta City
## HD_CondensedMarion
## HD_CondensedMedina County
## HD_CondensedMercer County
## HD_CondensedMiami County
## HD_CondensedMiddletown City
## HD_CondensedNew Philadelphia City
## HD_CondensedPickaway County
## HD_CondensedPortsmouth City
## HD_CondensedPutnam County
## HD_CondensedRichland
## HD_CondensedRoss County
## HD_CondensedSeneca County
## HD_CondensedShelby City
## HD_CondensedSpringdale City
## HD_CondensedStark County
## HD_CondensedSummit County
## HD_CondensedToledo-Lucas County
## HD_CondensedTuscarawas County
## HD_CondensedUnion County
## HD_CondensedVan Wert County
## HD_CondensedVinton County
## HD_CondensedWarren County
## HD_CondensedWilliams County
## HD_CondensedWood County
## HD_CondensedWyandot County
## HD_CondensedZanesville-Muskingum County
## San_ID
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.886 on 17688 degrees of freedom
## Multiple R-squared: 0.1637, Adjusted R-squared: 0.1607
## F-statistic: 54.12 on 64 and 17688 DF, p-value: < 2.2e-16p2_10 <- lm(Violation_count~
Risk_Rating+
HD_Condensed+
Standard,
data=Stats_data_strat)
summary(p2_10)##
## Call:
## lm(formula = Violation_count ~ Risk_Rating + HD_Condensed + Standard,
## data = Stats_data_strat)
##
## Residuals:
## Min 1Q Median 3Q Max
## -7.098 -2.258 -0.741 1.126 73.858
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.95229 0.24719 3.852 0.000117
## Risk_Rating.L 0.90228 0.14546 6.203 5.66e-10
## Risk_Rating.Q -2.51331 0.13692 -18.355 < 2e-16
## Risk_Rating.C -1.83778 0.11376 -16.155 < 2e-16
## Risk_Rating^4 -1.35885 0.09466 -14.356 < 2e-16
## Risk_Rating^5 0.00642 0.08536 0.075 0.940049
## HD_CondensedAshtabula City -1.47123 0.59345 -2.479 0.013180
## HD_CondensedAshtabula County -3.79938 1.19546 -3.178 0.001485
## HD_CondensedAthens County -1.98080 0.39870 -4.968 6.82e-07
## HD_CondensedBelmont County -1.54947 0.40957 -3.783 0.000155
## HD_CondensedButler County 1.10612 0.70725 1.564 0.117841
## HD_CondensedCambridge Guernsey County 1.17095 0.44257 2.646 0.008157
## HD_CondensedCarroll County -4.11596 0.60367 -6.818 9.52e-12
## HD_CondensedChampaign -2.49005 0.47723 -5.218 1.83e-07
## HD_CondensedClark County -0.98643 0.31668 -3.115 0.001843
## HD_CondensedClermont County -0.58109 0.30525 -1.904 0.056977
## HD_CondensedCleveland -0.06658 0.26139 -0.255 0.798954
## HD_CondensedCoshocton City -2.52716 0.65127 -3.880 0.000105
## HD_CondensedCrawford County -2.16024 0.55482 -3.894 9.91e-05
## HD_CondensedCuyahoga County -0.85767 0.25179 -3.406 0.000660
## HD_CondensedDelaware 1.88922 0.31937 5.915 3.37e-09
## HD_CondensedErie County -2.09251 0.33121 -6.318 2.72e-10
## HD_CondensedFairfield -1.46610 0.36251 -4.044 5.27e-05
## HD_CondensedFranklin EHS Live 1.39902 0.25659 5.452 5.04e-08
## HD_CondensedGalion City -1.89644 0.64460 -2.942 0.003265
## HD_CondensedHamilton County -2.15881 0.26043 -8.290 < 2e-16
## HD_CondensedHancock -1.52571 0.35937 -4.245 2.19e-05
## HD_CondensedHenry County -2.31281 0.52132 -4.436 9.20e-06
## HD_CondensedHighland County -0.14411 0.48787 -0.295 0.767705
## HD_CondensedHocking County -0.25402 0.73696 -0.345 0.730336
## HD_CondensedHuron County -0.37443 0.39663 -0.944 0.345170
## HD_CondensedKent City 0.52513 0.43801 1.199 0.230579
## HD_CondensedLake County -0.86856 0.28145 -3.086 0.002032
## HD_CondensedLawrence County -0.37760 0.45529 -0.829 0.406913
## HD_CondensedLicking County -1.40528 0.28547 -4.923 8.61e-07
## HD_CondensedLorain County -1.97558 0.28262 -6.990 2.84e-12
## HD_CondensedMarietta City -1.58058 0.46419 -3.405 0.000663
## HD_CondensedMarion -1.00951 0.39313 -2.568 0.010239
## HD_CondensedMedina County 0.23624 0.31441 0.751 0.452434
## HD_CondensedMercer County -1.67580 0.44544 -3.762 0.000169
## HD_CondensedMiami County -1.28348 0.35558 -3.610 0.000308
## HD_CondensedMiddletown City 1.75869 0.41481 4.240 2.25e-05
## HD_CondensedNew Philadelphia City -1.64967 0.45156 -3.653 0.000260
## HD_CondensedPickaway County -0.99380 0.43305 -2.295 0.021751
## HD_CondensedPortsmouth City -1.31063 0.57081 -2.296 0.021683
## HD_CondensedPutnam County -0.61157 0.44244 -1.382 0.166906
## HD_CondensedRichland 1.18022 0.32604 3.620 0.000296
## HD_CondensedRoss County -1.52259 0.37516 -4.059 4.96e-05
## HD_CondensedSeneca County -2.41080 0.41293 -5.838 5.37e-09
## HD_CondensedShelby City -1.45496 0.70730 -2.057 0.039695
## HD_CondensedSpringdale City 0.49393 0.56642 0.872 0.383211
## HD_CondensedStark County -1.70527 0.29585 -5.764 8.35e-09
## HD_CondensedSummit County -0.38172 0.26007 -1.468 0.142182
## HD_CondensedToledo-Lucas County -1.53662 0.26268 -5.850 5.01e-09
## HD_CondensedTuscarawas County -1.54750 0.36411 -4.250 2.15e-05
## HD_CondensedUnion County -0.33496 0.40737 -0.822 0.410954
## HD_CondensedVan Wert County -1.83068 0.57083 -3.207 0.001343
## HD_CondensedVinton County -0.71691 0.78450 -0.914 0.360806
## HD_CondensedWarren County -2.28034 0.30206 -7.549 4.59e-14
## HD_CondensedWilliams County -1.47076 0.52412 -2.806 0.005019
## HD_CondensedWood County -1.40490 0.31199 -4.503 6.74e-06
## HD_CondensedWyandot County -2.55426 0.54380 -4.697 2.66e-06
## HD_CondensedZanesville-Muskingum County -2.69335 0.36804 -7.318 2.62e-13
## Standard 1.93162 0.07532 25.645 < 2e-16
##
## (Intercept) ***
## Risk_Rating.L ***
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5
## HD_CondensedAshtabula City *
## HD_CondensedAshtabula County **
## HD_CondensedAthens County ***
## HD_CondensedBelmont County ***
## HD_CondensedButler County
## HD_CondensedCambridge Guernsey County **
## HD_CondensedCarroll County ***
## HD_CondensedChampaign ***
## HD_CondensedClark County **
## HD_CondensedClermont County .
## HD_CondensedCleveland
## HD_CondensedCoshocton City ***
## HD_CondensedCrawford County ***
## HD_CondensedCuyahoga County ***
## HD_CondensedDelaware ***
## HD_CondensedErie County ***
## HD_CondensedFairfield ***
## HD_CondensedFranklin EHS Live ***
## HD_CondensedGalion City **
## HD_CondensedHamilton County ***
## HD_CondensedHancock ***
## HD_CondensedHenry County ***
## HD_CondensedHighland County
## HD_CondensedHocking County
## HD_CondensedHuron County
## HD_CondensedKent City
## HD_CondensedLake County **
## HD_CondensedLawrence County
## HD_CondensedLicking County ***
## HD_CondensedLorain County ***
## HD_CondensedMarietta City ***
## HD_CondensedMarion *
## HD_CondensedMedina County
## HD_CondensedMercer County ***
## HD_CondensedMiami County ***
## HD_CondensedMiddletown City ***
## HD_CondensedNew Philadelphia City ***
## HD_CondensedPickaway County *
## HD_CondensedPortsmouth City *
## HD_CondensedPutnam County
## HD_CondensedRichland ***
## HD_CondensedRoss County ***
## HD_CondensedSeneca County ***
## HD_CondensedShelby City *
## HD_CondensedSpringdale City
## HD_CondensedStark County ***
## HD_CondensedSummit County
## HD_CondensedToledo-Lucas County ***
## HD_CondensedTuscarawas County ***
## HD_CondensedUnion County
## HD_CondensedVan Wert County **
## HD_CondensedVinton County
## HD_CondensedWarren County ***
## HD_CondensedWilliams County **
## HD_CondensedWood County ***
## HD_CondensedWyandot County ***
## HD_CondensedZanesville-Muskingum County ***
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.886 on 17689 degrees of freedom
## Multiple R-squared: 0.1637, Adjusted R-squared: 0.1608
## F-statistic: 54.97 on 63 and 17689 DF, p-value: < 2.2e-16anova(p2_10)## Analysis of Variance Table
##
## Response: Violation_count
## Df Sum Sq Mean Sq F value Pr(>F)
## Risk_Rating 5 19948 3989.6 264.17 < 2.2e-16 ***
## HD_Condensed 57 22425 393.4 26.05 < 2.2e-16 ***
## Standard 1 9932 9932.5 657.68 < 2.2e-16 ***
## Residuals 17689 267147 15.1
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1p3_10 <- lm(Critical~Zip_Code+
Risk_Rating+
HD_Condensed+
Standard,
data=Stats_data_strat)
summary(p3_10)##
## Call:
## lm(formula = Critical ~ Zip_Code + Risk_Rating + HD_Condensed +
## Standard, data = Stats_data_strat)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.7251 -0.3637 -0.1689 0.4810 1.2516
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.014e-01 1.412e+00 0.072 0.942746
## Zip_Code -1.649e-06 3.082e-05 -0.054 0.957323
## Risk_Rating.L 1.254e-01 1.646e-02 7.616 2.74e-14
## Risk_Rating.Q -2.695e-01 1.549e-02 -17.396 < 2e-16
## Risk_Rating.C -2.075e-01 1.287e-02 -16.121 < 2e-16
## Risk_Rating^4 -1.302e-01 1.071e-02 -12.155 < 2e-16
## Risk_Rating^5 -4.910e-03 9.658e-03 -0.508 0.611217
## HD_CondensedAshtabula City -3.895e-02 8.718e-02 -0.447 0.655028
## HD_CondensedAshtabula County -4.436e-01 1.459e-01 -3.041 0.002362
## HD_CondensedAthens County -1.309e-01 4.520e-02 -2.897 0.003772
## HD_CondensedBelmont County -1.104e-01 7.479e-02 -1.476 0.139888
## HD_CondensedButler County 1.519e-01 8.345e-02 1.820 0.068779
## HD_CondensedCambridge Guernsey County -1.047e-01 8.125e-02 -1.288 0.197625
## HD_CondensedCarroll County -4.188e-01 7.774e-02 -5.387 7.26e-08
## HD_CondensedChampaign -1.978e-01 9.918e-02 -1.995 0.046094
## HD_CondensedClark County 3.246e-02 3.733e-02 0.870 0.384489
## HD_CondensedClermont County -1.957e-02 3.988e-02 -0.491 0.623669
## HD_CondensedCleveland 1.557e-02 6.004e-02 0.259 0.795324
## HD_CondensedCoshocton City -1.586e-01 9.600e-02 -1.652 0.098594
## HD_CondensedCrawford County -2.036e-01 6.970e-02 -2.921 0.003491
## HD_CondensedCuyahoga County -3.199e-02 5.924e-02 -0.540 0.589199
## HD_CondensedDelaware 1.831e-01 9.255e-02 1.978 0.047912
## HD_CondensedErie County -1.671e-01 5.069e-02 -3.297 0.000980
## HD_CondensedFairfield -1.280e-01 9.237e-02 -1.386 0.165802
## HD_CondensedFranklin EHS Live 4.913e-02 8.742e-02 0.562 0.574140
## HD_CondensedGalion City -1.966e-01 7.889e-02 -2.493 0.012685
## HD_CondensedHamilton County -1.094e-01 3.465e-02 -3.159 0.001585
## HD_CondensedHancock 1.880e-04 4.068e-02 0.005 0.996312
## HD_CondensedHenry County -2.122e-01 9.156e-02 -2.318 0.020451
## HD_CondensedHighland County -3.222e-03 5.886e-02 -0.055 0.956345
## HD_CondensedHocking County 2.049e-01 1.171e-01 1.749 0.080305
## HD_CondensedHuron County 5.810e-02 5.366e-02 1.083 0.278980
## HD_CondensedKent City 6.108e-04 6.923e-02 0.009 0.992961
## HD_CondensedLake County -1.077e-02 6.214e-02 -0.173 0.862425
## HD_CondensedLawrence County 1.510e-02 5.173e-02 0.292 0.770309
## HD_CondensedLicking County -1.118e-01 9.095e-02 -1.229 0.219153
## HD_CondensedLorain County -9.164e-02 6.316e-02 -1.451 0.146819
## HD_CondensedMarietta City -1.139e-01 5.256e-02 -2.168 0.030179
## HD_CondensedMarion 1.780e-02 8.896e-02 0.200 0.841439
## HD_CondensedMedina County 9.542e-02 5.972e-02 1.598 0.110080
## HD_CondensedMercer County -1.385e-01 5.041e-02 -2.748 0.006000
## HD_CondensedMiami County -2.917e-02 4.248e-02 -0.687 0.492245
## HD_CondensedMiddletown City -1.199e-01 5.264e-02 -2.277 0.022792
## HD_CondensedNew Philadelphia City -8.662e-02 6.212e-02 -1.394 0.163198
## HD_CondensedPickaway County -6.437e-02 9.576e-02 -0.672 0.501446
## HD_CondensedPortsmouth City -3.965e-02 6.475e-02 -0.612 0.540237
## HD_CondensedPutnam County 2.683e-02 5.009e-02 0.536 0.592245
## HD_CondensedRichland -6.092e-04 4.644e-02 -0.013 0.989534
## HD_CondensedRoss County -1.741e-01 4.297e-02 -4.051 5.12e-05
## HD_CondensedSeneca County -1.237e-01 5.508e-02 -2.247 0.024678
## HD_CondensedShelby City -3.059e-02 8.504e-02 -0.360 0.719032
## HD_CondensedSpringdale City 5.242e-02 6.650e-02 0.788 0.430531
## HD_CondensedStark County -1.325e-01 4.813e-02 -2.754 0.005890
## HD_CondensedSummit County 1.009e-02 5.566e-02 0.181 0.856150
## HD_CondensedToledo-Lucas County -2.447e-02 7.438e-02 -0.329 0.742147
## HD_CondensedTuscarawas County -1.750e-01 5.704e-02 -3.068 0.002158
## HD_CondensedUnion County -3.597e-02 9.618e-02 -0.374 0.708445
## HD_CondensedVan Wert County -1.236e-01 6.463e-02 -1.913 0.055772
## HD_CondensedVinton County -9.498e-02 8.889e-02 -1.068 0.285318
## HD_CondensedWarren County -1.933e-01 4.140e-02 -4.668 3.06e-06
## HD_CondensedWilliams County -4.274e-02 9.196e-02 -0.465 0.642075
## HD_CondensedWood County -5.919e-02 7.770e-02 -0.762 0.446201
## HD_CondensedWyandot County -3.243e-01 9.317e-02 -3.480 0.000502
## HD_CondensedZanesville-Muskingum County -2.013e-01 7.667e-02 -2.625 0.008664
## Standard 2.536e-01 8.524e-03 29.749 < 2e-16
##
## (Intercept)
## Zip_Code
## Risk_Rating.L ***
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5
## HD_CondensedAshtabula City
## HD_CondensedAshtabula County **
## HD_CondensedAthens County **
## HD_CondensedBelmont County
## HD_CondensedButler County .
## HD_CondensedCambridge Guernsey County
## HD_CondensedCarroll County ***
## HD_CondensedChampaign *
## HD_CondensedClark County
## HD_CondensedClermont County
## HD_CondensedCleveland
## HD_CondensedCoshocton City .
## HD_CondensedCrawford County **
## HD_CondensedCuyahoga County
## HD_CondensedDelaware *
## HD_CondensedErie County ***
## HD_CondensedFairfield
## HD_CondensedFranklin EHS Live
## HD_CondensedGalion City *
## HD_CondensedHamilton County **
## HD_CondensedHancock
## HD_CondensedHenry County *
## HD_CondensedHighland County
## HD_CondensedHocking County .
## HD_CondensedHuron County
## HD_CondensedKent City
## HD_CondensedLake County
## HD_CondensedLawrence County
## HD_CondensedLicking County
## HD_CondensedLorain County
## HD_CondensedMarietta City *
## HD_CondensedMarion
## HD_CondensedMedina County
## HD_CondensedMercer County **
## HD_CondensedMiami County
## HD_CondensedMiddletown City *
## HD_CondensedNew Philadelphia City
## HD_CondensedPickaway County
## HD_CondensedPortsmouth City
## HD_CondensedPutnam County
## HD_CondensedRichland
## HD_CondensedRoss County ***
## HD_CondensedSeneca County *
## HD_CondensedShelby City
## HD_CondensedSpringdale City
## HD_CondensedStark County **
## HD_CondensedSummit County
## HD_CondensedToledo-Lucas County
## HD_CondensedTuscarawas County **
## HD_CondensedUnion County
## HD_CondensedVan Wert County .
## HD_CondensedVinton County
## HD_CondensedWarren County ***
## HD_CondensedWilliams County
## HD_CondensedWood County
## HD_CondensedWyandot County ***
## HD_CondensedZanesville-Muskingum County **
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.4397 on 17688 degrees of freedom
## Multiple R-squared: 0.1332, Adjusted R-squared: 0.1301
## F-statistic: 42.47 on 64 and 17688 DF, p-value: < 2.2e-16p4_10 <- lm(Critical~as.factor(Zip_Code)+
Risk_Rating+
HD_Condensed+
Standard,
data=Stats_data_strat)
summary(p4_10)##
## Call:
## lm(formula = Critical ~ as.factor(Zip_Code) + Risk_Rating + HD_Condensed +
## Standard, data = Stats_data_strat)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.8753 -0.3407 -0.1467 0.4445 1.2507
##
## Coefficients: (23 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.1274166 0.5186964 -0.246 0.805958
## as.factor(Zip_Code)43003 0.7498050 0.3685525 2.034 0.041921
## as.factor(Zip_Code)43004 0.0981713 0.2786034 0.352 0.724566
## as.factor(Zip_Code)43007 0.0320669 0.6235496 0.051 0.958986
## as.factor(Zip_Code)43008 0.2263730 0.2576312 0.879 0.379592
## as.factor(Zip_Code)43009 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)43013 -0.1253787 0.4868504 -0.258 0.796773
## as.factor(Zip_Code)43015 0.4285922 0.2724910 1.573 0.115768
## as.factor(Zip_Code)43016 0.4434628 0.2554763 1.736 0.082612
## as.factor(Zip_Code)43017 0.4032923 0.2523447 1.598 0.110021
## as.factor(Zip_Code)43021 0.2982956 0.2933911 1.017 0.309303
## as.factor(Zip_Code)43023 0.1880850 0.2283846 0.824 0.410210
## as.factor(Zip_Code)43025 0.2712709 0.2292434 1.183 0.236695
## as.factor(Zip_Code)43026 0.3530798 0.2518825 1.402 0.161004
## as.factor(Zip_Code)43027 -0.1253787 0.4868504 -0.258 0.796773
## as.factor(Zip_Code)43030 0.0808698 0.3326571 0.243 0.807929
## as.factor(Zip_Code)43031 0.2712772 0.2263085 1.199 0.230659
## as.factor(Zip_Code)43033 -0.0601659 0.3326194 -0.181 0.856460
## as.factor(Zip_Code)43035 0.2434307 0.2781890 0.875 0.381556
## as.factor(Zip_Code)43036 -0.1724887 0.5833410 -0.296 0.767470
## as.factor(Zip_Code)43040 -0.1958690 0.5725225 -0.342 0.732268
## as.factor(Zip_Code)43044 0.1861446 0.5481599 0.340 0.734176
## as.factor(Zip_Code)43045 -0.2672435 0.5937569 -0.450 0.652652
## as.factor(Zip_Code)43046 0.3380875 0.2717077 1.244 0.213404
## as.factor(Zip_Code)43050 0.1982605 0.3774747 0.525 0.599431
## as.factor(Zip_Code)43054 0.0951408 0.2547674 0.373 0.708824
## as.factor(Zip_Code)43055 0.1978636 0.2195833 0.901 0.367555
## as.factor(Zip_Code)43056 0.1512494 0.2225809 0.680 0.496814
## as.factor(Zip_Code)43058 -0.2390550 0.4868552 -0.491 0.623419
## as.factor(Zip_Code)43060 0.0313929 0.5440163 0.058 0.953984
## as.factor(Zip_Code)43061 -0.2730685 0.3684468 -0.741 0.458622
## as.factor(Zip_Code)43062 0.2168867 0.2231941 0.972 0.331194
## as.factor(Zip_Code)43064 -0.4159313 0.5868913 -0.709 0.478519
## as.factor(Zip_Code)43065 0.2826915 0.2722276 1.038 0.299081
## as.factor(Zip_Code)43067 -0.1180586 0.5908625 -0.200 0.841634
## as.factor(Zip_Code)43068 0.1678211 0.2479733 0.677 0.498560
## as.factor(Zip_Code)43070 0.7172065 0.6770988 1.059 0.289508
## as.factor(Zip_Code)43071 0.1934994 0.2730487 0.709 0.478543
## as.factor(Zip_Code)43072 -0.0591460 0.5349520 -0.111 0.911964
## as.factor(Zip_Code)43073 0.3746213 0.3771352 0.993 0.320561
## as.factor(Zip_Code)43074 0.3516450 0.2767103 1.271 0.203815
## as.factor(Zip_Code)43076 0.1293649 0.2694641 0.480 0.631175
## as.factor(Zip_Code)43078 -0.0764443 0.5216801 -0.147 0.883501
## as.factor(Zip_Code)43080 -0.0316717 0.2576322 -0.123 0.902161
## as.factor(Zip_Code)43081 0.3863517 0.2515857 1.536 0.124639
## as.factor(Zip_Code)43082 0.3314305 0.2562355 1.293 0.195869
## as.factor(Zip_Code)43102 0.1054591 0.3401658 0.310 0.756548
## as.factor(Zip_Code)43103 -0.0008124 0.3731424 -0.002 0.998263
## as.factor(Zip_Code)43105 0.5165610 0.3032595 1.703 0.088518
## as.factor(Zip_Code)43107 0.3498913 0.3160753 1.107 0.268315
## as.factor(Zip_Code)43109 0.3083627 0.3158601 0.976 0.328948
## as.factor(Zip_Code)43110 0.0567884 0.2572968 0.221 0.825320
## as.factor(Zip_Code)43112 0.5294382 0.3032845 1.746 0.080884
## as.factor(Zip_Code)43113 0.2093350 0.3604529 0.581 0.561413
## as.factor(Zip_Code)43115 0.5323009 0.7443242 0.715 0.474528
## as.factor(Zip_Code)43116 0.2438254 0.4180365 0.583 0.559724
## as.factor(Zip_Code)43119 0.0458635 0.3158200 0.145 0.884539
## as.factor(Zip_Code)43123 0.2489648 0.2508369 0.993 0.320950
## as.factor(Zip_Code)43125 0.2552413 0.2619219 0.974 0.329825
## as.factor(Zip_Code)43126 0.8430853 0.4367172 1.931 0.053561
## as.factor(Zip_Code)43130 0.2812442 0.2638748 1.066 0.286518
## as.factor(Zip_Code)43135 0.2909831 0.6030595 0.483 0.629449
## as.factor(Zip_Code)43136 0.2252146 0.3087779 0.729 0.465783
## as.factor(Zip_Code)43137 0.5159273 0.3304584 1.561 0.118484
## as.factor(Zip_Code)43138 0.3794798 0.5261002 0.721 0.470731
## as.factor(Zip_Code)43143 -0.1523917 0.5630556 -0.271 0.786663
## as.factor(Zip_Code)43146 0.3262195 0.3496066 0.933 0.350779
## as.factor(Zip_Code)43147 0.1809746 0.2516749 0.719 0.472101
## as.factor(Zip_Code)43148 0.1336341 0.5078935 0.263 0.792465
## as.factor(Zip_Code)43149 0.3080890 0.5762705 0.535 0.592916
## as.factor(Zip_Code)43150 0.3097202 0.5079243 0.610 0.542018
## as.factor(Zip_Code)43152 0.6035302 0.6771295 0.891 0.372777
## as.factor(Zip_Code)43154 0.1248754 0.3352584 0.372 0.709544
## as.factor(Zip_Code)43155 -0.0139190 0.5078208 -0.027 0.978134
## as.factor(Zip_Code)43156 0.3476083 0.4714227 0.737 0.460914
## as.factor(Zip_Code)43158 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)43164 0.3758978 0.4365024 0.861 0.389163
## as.factor(Zip_Code)43204 0.0700730 0.3304685 0.212 0.832077
## as.factor(Zip_Code)43206 -0.3407369 0.5013955 -0.680 0.496782
## as.factor(Zip_Code)43207 -0.0595203 0.2661634 -0.224 0.823053
## as.factor(Zip_Code)43209 0.1692708 0.2599211 0.651 0.514901
## as.factor(Zip_Code)43212 0.2890250 0.2629297 1.099 0.271675
## as.factor(Zip_Code)43213 0.3431508 0.2531917 1.355 0.175340
## as.factor(Zip_Code)43214 -0.2270606 0.5014349 -0.453 0.650683
## as.factor(Zip_Code)43215 0.1799578 0.3058234 0.588 0.556247
## as.factor(Zip_Code)43217 -0.0277563 0.5015154 -0.055 0.955864
## as.factor(Zip_Code)43219 0.4018242 0.2924549 1.374 0.169469
## as.factor(Zip_Code)43220 0.2129656 0.2606438 0.817 0.413897
## as.factor(Zip_Code)43221 0.2172680 0.2539504 0.856 0.392257
## as.factor(Zip_Code)43223 0.1495693 0.2842348 0.526 0.598744
## as.factor(Zip_Code)43224 0.0485618 0.2614660 0.186 0.852660
## as.factor(Zip_Code)43227 0.1535542 0.3305553 0.465 0.642271
## as.factor(Zip_Code)43228 0.3283179 0.2534571 1.295 0.195214
## as.factor(Zip_Code)43230 0.0992568 0.2512998 0.395 0.692867
## as.factor(Zip_Code)43231 0.3236690 0.2640915 1.226 0.220369
## as.factor(Zip_Code)43232 0.0433768 0.2842146 0.153 0.878700
## as.factor(Zip_Code)43235 0.4213035 0.2842173 1.482 0.138271
## as.factor(Zip_Code)43302 0.1711486 0.5199976 0.329 0.742059
## as.factor(Zip_Code)43314 0.9807042 0.5763093 1.702 0.088830
## as.factor(Zip_Code)43316 -0.1173386 0.5409708 -0.217 0.828286
## as.factor(Zip_Code)43318 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)43322 0.2172065 0.6030510 0.360 0.718717
## as.factor(Zip_Code)43323 -0.3964698 0.6771295 -0.586 0.558209
## as.factor(Zip_Code)43330 -0.2658550 0.6030860 -0.441 0.659346
## as.factor(Zip_Code)43332 -0.0305476 0.5538897 -0.055 0.956019
## as.factor(Zip_Code)43337 -0.3964698 0.6771295 -0.586 0.558209
## as.factor(Zip_Code)43341 -0.1844247 0.5762811 -0.320 0.748953
## as.factor(Zip_Code)43342 0.0372400 0.5481596 0.068 0.945837
## as.factor(Zip_Code)43344 -0.1513208 0.5855164 -0.258 0.796071
## as.factor(Zip_Code)43351 -0.1861916 0.5226990 -0.356 0.721686
## as.factor(Zip_Code)43356 0.1788125 0.5409120 0.331 0.740969
## as.factor(Zip_Code)43357 -0.3396316 0.6030560 -0.563 0.573317
## as.factor(Zip_Code)43358 -0.2730685 0.7175809 -0.381 0.703549
## as.factor(Zip_Code)43402 0.0940897 0.5202097 0.181 0.856473
## as.factor(Zip_Code)43403 -0.1567705 0.5324055 -0.294 0.768412
## as.factor(Zip_Code)43406 0.1553786 0.5444096 0.285 0.775335
## as.factor(Zip_Code)43412 -0.2613865 0.5623777 -0.465 0.642089
## as.factor(Zip_Code)43414 0.6035302 0.6771295 0.891 0.372777
## as.factor(Zip_Code)43437 0.0408457 0.6777248 0.060 0.951942
## as.factor(Zip_Code)43438 -0.4875309 0.9600143 -0.508 0.611574
## as.factor(Zip_Code)43443 0.0642002 0.5762603 0.111 0.911294
## as.factor(Zip_Code)43447 -0.0748839 0.5408970 -0.138 0.889891
## as.factor(Zip_Code)43450 0.0194779 0.5481599 0.036 0.971655
## as.factor(Zip_Code)43451 -0.1281360 0.6771798 -0.189 0.849923
## as.factor(Zip_Code)43457 0.0408457 0.6777248 0.060 0.951942
## as.factor(Zip_Code)43460 0.0061109 0.5248014 0.012 0.990710
## as.factor(Zip_Code)43465 0.0834672 0.5385848 0.155 0.876843
## as.factor(Zip_Code)43466 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)43502 -0.2361572 0.5538869 -0.426 0.669848
## as.factor(Zip_Code)43504 0.4563548 0.6033594 0.756 0.449446
## as.factor(Zip_Code)43505 -0.2827935 0.6030510 -0.469 0.639120
## as.factor(Zip_Code)43506 0.0023721 0.5250369 0.005 0.996395
## as.factor(Zip_Code)43511 0.7172065 0.6770988 1.059 0.289508
## as.factor(Zip_Code)43516 -0.2827935 0.5538909 -0.511 0.609667
## as.factor(Zip_Code)43517 0.1733431 0.5440995 0.319 0.750044
## as.factor(Zip_Code)43518 -0.0525266 0.6030645 -0.087 0.930593
## as.factor(Zip_Code)43522 -0.0444010 0.5335675 -0.083 0.933681
## as.factor(Zip_Code)43524 -0.3055287 0.5538899 -0.552 0.581226
## as.factor(Zip_Code)43525 0.7308669 0.5762603 1.268 0.204711
## as.factor(Zip_Code)43527 0.7172065 0.6770988 1.059 0.289508
## as.factor(Zip_Code)43528 0.1144795 0.5224388 0.219 0.826555
## as.factor(Zip_Code)43532 -0.0074642 0.5440194 -0.014 0.989053
## as.factor(Zip_Code)43534 -0.0204937 0.5482738 -0.037 0.970184
## as.factor(Zip_Code)43537 0.0827526 0.5202307 0.159 0.873616
## as.factor(Zip_Code)43542 -0.2827935 0.5762578 -0.491 0.623616
## as.factor(Zip_Code)43543 0.2871156 0.5314364 0.540 0.589022
## as.factor(Zip_Code)43545 -0.0197834 0.5230949 -0.038 0.969832
## as.factor(Zip_Code)43547 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)43550 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)43551 0.1627483 0.5201435 0.313 0.754367
## as.factor(Zip_Code)43554 -0.0223513 0.5538836 -0.040 0.967811
## as.factor(Zip_Code)43557 0.3168587 0.6030581 0.525 0.599298
## as.factor(Zip_Code)43558 0.0787255 0.5409091 0.146 0.884284
## as.factor(Zip_Code)43560 0.0492727 0.5217320 0.094 0.924760
## as.factor(Zip_Code)43565 -0.2090169 0.6030595 -0.347 0.728901
## as.factor(Zip_Code)43566 0.0929048 0.5264731 0.176 0.859930
## as.factor(Zip_Code)43569 -0.1281360 0.6771798 -0.189 0.849923
## as.factor(Zip_Code)43570 0.2222393 0.5384674 0.413 0.679813
## as.factor(Zip_Code)43571 -0.0961151 0.5306180 -0.181 0.856261
## as.factor(Zip_Code)43602 0.1990327 0.5623883 0.354 0.723414
## as.factor(Zip_Code)43604 0.1266653 0.5206838 0.243 0.807801
## as.factor(Zip_Code)43605 0.0687044 0.5217676 0.132 0.895242
## as.factor(Zip_Code)43606 0.1646287 0.5209831 0.316 0.752009
## as.factor(Zip_Code)43607 0.2367631 0.5224500 0.453 0.650426
## as.factor(Zip_Code)43608 0.1087961 0.5227922 0.208 0.835149
## as.factor(Zip_Code)43609 0.2919681 0.5233285 0.558 0.576916
## as.factor(Zip_Code)43610 -0.1803116 0.5481702 -0.329 0.742210
## as.factor(Zip_Code)43611 0.0573591 0.5252539 0.109 0.913043
## as.factor(Zip_Code)43612 0.1785967 0.5209379 0.343 0.731725
## as.factor(Zip_Code)43613 0.1430807 0.5219322 0.274 0.783983
## as.factor(Zip_Code)43614 0.1308729 0.5206848 0.251 0.801548
## as.factor(Zip_Code)43615 0.1647373 0.5207123 0.316 0.751726
## as.factor(Zip_Code)43616 -0.0210072 0.5216545 -0.040 0.967878
## as.factor(Zip_Code)43617 0.0891300 0.5267825 0.169 0.865644
## as.factor(Zip_Code)43618 -0.0457976 0.5440268 -0.084 0.932912
## as.factor(Zip_Code)43619 0.0658375 0.5255369 0.125 0.900306
## as.factor(Zip_Code)43620 -0.1281360 0.6771798 -0.189 0.849923
## as.factor(Zip_Code)43623 0.2035463 0.5203306 0.391 0.695664
## as.factor(Zip_Code)43624 0.0263081 0.5762778 0.046 0.963588
## as.factor(Zip_Code)43701 -0.0709784 0.5198183 -0.137 0.891392
## as.factor(Zip_Code)43702 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)43713 -0.1237248 0.5384716 -0.230 0.818273
## as.factor(Zip_Code)43718 0.0302229 0.5365606 0.056 0.955082
## as.factor(Zip_Code)43719 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)43720 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)43722 0.5625491 0.8051735 0.699 0.484769
## as.factor(Zip_Code)43723 0.3348829 0.7545194 0.444 0.657167
## as.factor(Zip_Code)43725 0.4145516 0.7456817 0.556 0.578262
## as.factor(Zip_Code)43732 0.2172065 0.6030510 0.360 0.718717
## as.factor(Zip_Code)43733 0.3925083 0.8622839 0.455 0.648974
## as.factor(Zip_Code)43734 0.1628501 0.5440203 0.299 0.764680
## as.factor(Zip_Code)43735 0.7172065 0.6770988 1.059 0.289508
## as.factor(Zip_Code)43749 0.1398778 0.8050653 0.174 0.862066
## as.factor(Zip_Code)43755 0.3679421 0.7597670 0.484 0.628191
## as.factor(Zip_Code)43762 0.2036090 0.5440354 0.374 0.708218
## as.factor(Zip_Code)43767 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)43771 -0.1728071 0.5763056 -0.300 0.764293
## as.factor(Zip_Code)43773 0.2822061 0.7852971 0.359 0.719329
## as.factor(Zip_Code)43777 -0.1831413 0.6030581 -0.304 0.761370
## as.factor(Zip_Code)43778 0.2618534 0.8620674 0.304 0.761322
## as.factor(Zip_Code)43780 0.2934806 0.7689918 0.382 0.702731
## as.factor(Zip_Code)43802 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)43804 1.0330098 0.6195682 1.667 0.095472
## as.factor(Zip_Code)43812 -0.0128838 0.5229809 -0.025 0.980346
## as.factor(Zip_Code)43821 -0.2918804 0.5408984 -0.540 0.589465
## as.factor(Zip_Code)43822 -0.1676600 0.5623745 -0.298 0.765608
## as.factor(Zip_Code)43830 0.1982605 0.4871134 0.407 0.684005
## as.factor(Zip_Code)43832 1.1844771 0.6006704 1.972 0.048634
## as.factor(Zip_Code)43837 1.3338433 0.6686104 1.995 0.046064
## as.factor(Zip_Code)43901 -0.3964698 0.6771295 -0.586 0.558209
## as.factor(Zip_Code)43906 0.0004601 0.5275930 0.001 0.999304
## as.factor(Zip_Code)43908 0.6777611 0.6377026 1.063 0.287880
## as.factor(Zip_Code)43912 0.2342184 0.5385948 0.435 0.663663
## as.factor(Zip_Code)43916 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)43917 0.6603684 0.6030560 1.095 0.273516
## as.factor(Zip_Code)43927 -0.2054647 0.6030585 -0.341 0.733330
## as.factor(Zip_Code)43935 -0.1322981 0.5365050 -0.247 0.805227
## as.factor(Zip_Code)43940 0.7172065 0.6770988 1.059 0.289508
## as.factor(Zip_Code)43942 0.4917529 0.5764451 0.853 0.393628
## as.factor(Zip_Code)43947 0.0993832 0.5384521 0.185 0.853567
## as.factor(Zip_Code)43950 0.0373999 0.5218635 0.072 0.942868
## as.factor(Zip_Code)43977 -0.1831413 0.6030581 -0.304 0.761370
## as.factor(Zip_Code)44001 0.3202090 0.9233558 0.347 0.728755
## as.factor(Zip_Code)44004 -0.2459052 0.5623807 -0.437 0.661930
## as.factor(Zip_Code)44010 -0.3964698 0.6771295 -0.586 0.558209
## as.factor(Zip_Code)44011 0.5088434 0.9230042 0.551 0.581442
## as.factor(Zip_Code)44012 0.4640938 0.9237737 0.502 0.615400
## as.factor(Zip_Code)44017 -0.1057986 0.5237409 -0.202 0.839915
## as.factor(Zip_Code)44022 -0.0573812 0.5240485 -0.109 0.912810
## as.factor(Zip_Code)44023 0.0408457 0.5769932 0.071 0.943565
## as.factor(Zip_Code)44028 0.3332315 0.9294114 0.359 0.719943
## as.factor(Zip_Code)44035 0.3635516 0.9221299 0.394 0.693400
## as.factor(Zip_Code)44039 0.3335040 0.9234228 0.361 0.717984
## as.factor(Zip_Code)44040 0.2210077 0.5481976 0.403 0.686840
## as.factor(Zip_Code)44041 -0.3585777 0.5762705 -0.622 0.533793
## as.factor(Zip_Code)44044 0.2420447 0.9241055 0.262 0.793384
## as.factor(Zip_Code)44045 0.6035302 0.6030855 1.001 0.316968
## as.factor(Zip_Code)44050 0.2020888 0.9299744 0.217 0.827973
## as.factor(Zip_Code)44052 0.3792129 0.9236465 0.411 0.681400
## as.factor(Zip_Code)44053 0.1982447 0.9244738 0.214 0.830206
## as.factor(Zip_Code)44054 0.5468276 0.9257417 0.591 0.554735
## as.factor(Zip_Code)44055 0.2762772 0.9249051 0.299 0.765166
## as.factor(Zip_Code)44056 0.3305722 0.5148263 0.642 0.520814
## as.factor(Zip_Code)44057 0.0602633 0.5237282 0.115 0.908394
## as.factor(Zip_Code)44060 0.1070578 0.5194830 0.206 0.836727
## as.factor(Zip_Code)44067 0.3581575 0.5137111 0.697 0.485689
## as.factor(Zip_Code)44070 -0.0454188 0.5209071 -0.087 0.930520
## as.factor(Zip_Code)44074 0.2856294 0.9243880 0.309 0.757331
## as.factor(Zip_Code)44076 -0.2827935 0.6030510 -0.469 0.639120
## as.factor(Zip_Code)44077 0.1921344 0.5198515 0.370 0.711689
## as.factor(Zip_Code)44078 0.8376088 0.6702477 1.250 0.211426
## as.factor(Zip_Code)44081 0.0543507 0.5409013 0.100 0.919963
## as.factor(Zip_Code)44084 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)44087 0.5113008 0.5135908 0.996 0.319487
## as.factor(Zip_Code)44089 -0.2163990 0.9544384 -0.227 0.820637
## as.factor(Zip_Code)44090 0.1427551 0.9259156 0.154 0.877472
## as.factor(Zip_Code)44092 0.1694077 0.5212864 0.325 0.745200
## as.factor(Zip_Code)44094 0.1526518 0.5201609 0.293 0.769166
## as.factor(Zip_Code)44095 0.0844793 0.5207654 0.162 0.871133
## as.factor(Zip_Code)44102 0.2611832 0.5224122 0.500 0.617112
## as.factor(Zip_Code)44103 0.0696023 0.5227650 0.133 0.894082
## as.factor(Zip_Code)44104 0.2228037 0.5240148 0.425 0.670706
## as.factor(Zip_Code)44105 0.2309042 0.5225142 0.442 0.658560
## as.factor(Zip_Code)44106 0.0182267 0.5221551 0.035 0.972155
## as.factor(Zip_Code)44107 0.2442503 0.5198292 0.470 0.638456
## as.factor(Zip_Code)44108 0.2154276 0.5281444 0.408 0.683356
## as.factor(Zip_Code)44109 0.2066015 0.5223969 0.395 0.692488
## as.factor(Zip_Code)44110 -0.0844872 0.5250072 -0.161 0.872154
## as.factor(Zip_Code)44111 0.2319568 0.5227931 0.444 0.657274
## as.factor(Zip_Code)44112 0.1232146 0.5224310 0.236 0.813553
## as.factor(Zip_Code)44113 0.3600041 0.5214087 0.690 0.489924
## as.factor(Zip_Code)44114 0.2441009 0.5217236 0.468 0.639881
## as.factor(Zip_Code)44115 0.1649569 0.5211956 0.316 0.751629
## as.factor(Zip_Code)44116 0.0111616 0.5224207 0.021 0.982955
## as.factor(Zip_Code)44117 0.0628823 0.5305824 0.119 0.905661
## as.factor(Zip_Code)44118 0.1756083 0.5206024 0.337 0.735882
## as.factor(Zip_Code)44119 0.1156296 0.5240952 0.221 0.825385
## as.factor(Zip_Code)44120 0.0806681 0.5225028 0.154 0.877306
## as.factor(Zip_Code)44121 0.0860209 0.5225961 0.165 0.869258
## as.factor(Zip_Code)44122 0.1325905 0.5202779 0.255 0.798846
## as.factor(Zip_Code)44123 -0.0304124 0.5245864 -0.058 0.953770
## as.factor(Zip_Code)44124 0.0636703 0.5203842 0.122 0.902621
## as.factor(Zip_Code)44125 0.2064047 0.5220988 0.395 0.692600
## as.factor(Zip_Code)44126 0.1806819 0.5242444 0.345 0.730360
## as.factor(Zip_Code)44127 0.1253692 0.5308463 0.236 0.813305
## as.factor(Zip_Code)44128 0.1491373 0.5213133 0.286 0.774820
## as.factor(Zip_Code)44129 0.0663610 0.5209507 0.127 0.898638
## as.factor(Zip_Code)44130 0.1199552 0.5197424 0.231 0.817475
## as.factor(Zip_Code)44131 0.0385257 0.5219884 0.074 0.941166
## as.factor(Zip_Code)44132 0.1537812 0.5264644 0.292 0.770212
## as.factor(Zip_Code)44133 0.0611387 0.5237702 0.117 0.907077
## as.factor(Zip_Code)44134 0.1955050 0.5206688 0.375 0.707302
## as.factor(Zip_Code)44135 0.0887176 0.5238224 0.169 0.865511
## as.factor(Zip_Code)44136 0.0532235 0.5205665 0.102 0.918566
## as.factor(Zip_Code)44137 0.2218366 0.5216240 0.425 0.670637
## as.factor(Zip_Code)44138 -0.1337951 0.5261176 -0.254 0.799262
## as.factor(Zip_Code)44139 -0.0387319 0.5216718 -0.074 0.940816
## as.factor(Zip_Code)44140 -0.0026957 0.5305747 -0.005 0.995946
## as.factor(Zip_Code)44141 0.1707202 0.5244150 0.326 0.744773
## as.factor(Zip_Code)44142 0.2433500 0.5239324 0.464 0.642318
## as.factor(Zip_Code)44143 0.1438725 0.5214737 0.276 0.782631
## as.factor(Zip_Code)44144 0.2686628 0.5216879 0.515 0.606568
## as.factor(Zip_Code)44145 0.1242240 0.5199595 0.239 0.811178
## as.factor(Zip_Code)44146 0.2037168 0.5213168 0.391 0.695970
## as.factor(Zip_Code)44147 0.3080651 0.5314504 0.580 0.562146
## as.factor(Zip_Code)44149 -0.0105798 0.5366166 -0.020 0.984270
## as.factor(Zip_Code)44181 0.6035302 0.6771295 0.891 0.372777
## as.factor(Zip_Code)44203 0.2888113 0.5114202 0.565 0.572269
## as.factor(Zip_Code)44210 0.5572197 0.5322057 1.047 0.295114
## as.factor(Zip_Code)44212 0.0933422 0.5214727 0.179 0.857942
## as.factor(Zip_Code)44214 0.1280800 0.5365047 0.239 0.811317
## as.factor(Zip_Code)44215 0.6887875 0.5623822 1.225 0.220680
## as.factor(Zip_Code)44216 1.1505893 0.6703138 1.716 0.086090
## as.factor(Zip_Code)44221 0.4218461 0.5120567 0.824 0.410049
## as.factor(Zip_Code)44223 0.5531539 0.5146295 1.075 0.282453
## as.factor(Zip_Code)44224 0.4198731 0.5121883 0.820 0.412363
## as.factor(Zip_Code)44233 0.2540703 0.5384560 0.472 0.637040
## as.factor(Zip_Code)44236 0.3488116 0.5129300 0.680 0.496490
## as.factor(Zip_Code)44237 -0.0753147 0.5681963 -0.133 0.894550
## as.factor(Zip_Code)44240 0.1224291 0.5206183 0.235 0.814087
## as.factor(Zip_Code)44242 0.2058954 0.5268023 0.391 0.695920
## as.factor(Zip_Code)44243 0.9784360 0.6771375 1.445 0.148488
## as.factor(Zip_Code)44250 0.2846184 0.5681996 0.501 0.616439
## as.factor(Zip_Code)44251 0.1887875 0.5623822 0.336 0.737107
## as.factor(Zip_Code)44253 0.3811745 0.5389324 0.707 0.479404
## as.factor(Zip_Code)44254 0.2657936 0.5287229 0.503 0.615176
## as.factor(Zip_Code)44256 0.2486026 0.5198566 0.478 0.632504
## as.factor(Zip_Code)44260 0.1515730 0.5539203 0.274 0.784367
## as.factor(Zip_Code)44262 0.2713185 0.5396627 0.503 0.615143
## as.factor(Zip_Code)44264 0.4323390 0.5396700 0.801 0.423075
## as.factor(Zip_Code)44273 0.2434285 0.5324557 0.457 0.647547
## as.factor(Zip_Code)44274 0.3821861 0.6031535 0.634 0.526320
## as.factor(Zip_Code)44275 -0.3964698 0.6771295 -0.586 0.558209
## as.factor(Zip_Code)44278 0.2707782 0.5151411 0.526 0.599146
## as.factor(Zip_Code)44280 0.2889020 0.5284682 0.547 0.584607
## as.factor(Zip_Code)44281 0.3267898 0.5216180 0.626 0.531000
## as.factor(Zip_Code)44286 0.3561930 0.5171686 0.689 0.490998
## as.factor(Zip_Code)44293 0.3376088 0.5953483 0.567 0.570669
## as.factor(Zip_Code)44301 0.4512606 0.5175459 0.872 0.383262
## as.factor(Zip_Code)44302 0.3944469 0.5953396 0.663 0.507623
## as.factor(Zip_Code)44303 0.6350793 0.5183178 1.225 0.220490
## as.factor(Zip_Code)44304 0.3886132 0.5174923 0.751 0.452690
## as.factor(Zip_Code)44305 0.1325679 0.5136457 0.258 0.796339
## as.factor(Zip_Code)44306 0.3404219 0.5131285 0.663 0.507068
## as.factor(Zip_Code)44307 0.2773560 0.5278197 0.525 0.599260
## as.factor(Zip_Code)44308 0.5281388 0.5135966 1.028 0.303816
## as.factor(Zip_Code)44310 0.4358976 0.5122867 0.851 0.394845
## as.factor(Zip_Code)44311 0.4353662 0.5166223 0.843 0.399399
## as.factor(Zip_Code)44312 0.3372968 0.5118629 0.659 0.509931
## as.factor(Zip_Code)44313 0.3984486 0.5135624 0.776 0.437847
## as.factor(Zip_Code)44314 0.5463217 0.5191809 1.052 0.292688
## as.factor(Zip_Code)44319 0.3945868 0.5125171 0.770 0.441370
## as.factor(Zip_Code)44320 0.3809667 0.5144012 0.741 0.458945
## as.factor(Zip_Code)44321 0.3078139 0.5153153 0.597 0.550294
## as.factor(Zip_Code)44325 0.1609968 0.5197712 0.310 0.756758
## as.factor(Zip_Code)44333 0.4323301 0.5117106 0.845 0.398194
## as.factor(Zip_Code)44427 0.6777611 0.7081362 0.957 0.338528
## as.factor(Zip_Code)44483 0.2812442 0.5678111 0.495 0.620386
## as.factor(Zip_Code)44601 0.3401244 0.5503375 0.618 0.536565
## as.factor(Zip_Code)44608 0.6219833 0.6243307 0.996 0.319148
## as.factor(Zip_Code)44612 0.8191014 0.6056719 1.352 0.176270
## as.factor(Zip_Code)44613 0.5537396 0.5504255 1.006 0.314420
## as.factor(Zip_Code)44614 0.4408813 0.5341733 0.825 0.409183
## as.factor(Zip_Code)44615 0.6821868 0.5660721 1.205 0.228172
## as.factor(Zip_Code)44620 0.6777611 0.7081362 0.957 0.338528
## as.factor(Zip_Code)44621 1.2011617 0.6078270 1.976 0.048153
## as.factor(Zip_Code)44622 0.9484170 0.5973731 1.588 0.112385
## as.factor(Zip_Code)44624 1.2848042 0.6445369 1.993 0.046236
## as.factor(Zip_Code)44626 0.4624623 0.5822870 0.794 0.427080
## as.factor(Zip_Code)44630 0.4428053 0.6822922 0.649 0.516349
## as.factor(Zip_Code)44632 0.5172297 0.5303554 0.975 0.329449
## as.factor(Zip_Code)44641 0.6831052 0.5333354 1.281 0.200275
## as.factor(Zip_Code)44643 0.8468813 0.6022490 1.406 0.159684
## as.factor(Zip_Code)44644 0.7147100 0.5792790 1.234 0.217297
## as.factor(Zip_Code)44646 0.5490731 0.5295144 1.037 0.299780
## as.factor(Zip_Code)44647 0.6963441 0.5601648 1.243 0.213846
## as.factor(Zip_Code)44651 0.6777611 0.7081362 0.957 0.338528
## as.factor(Zip_Code)44653 0.7951789 0.6321719 1.258 0.208462
## as.factor(Zip_Code)44656 0.9049053 0.5928568 1.526 0.126942
## as.factor(Zip_Code)44657 0.6250953 0.5382992 1.161 0.245560
## as.factor(Zip_Code)44662 0.5874136 0.5400294 1.088 0.276724
## as.factor(Zip_Code)44663 0.9644580 0.6686445 1.442 0.149206
## as.factor(Zip_Code)44666 0.2881478 0.6822592 0.422 0.672780
## as.factor(Zip_Code)44669 0.8730165 0.6824297 1.279 0.200817
## as.factor(Zip_Code)44670 1.4428053 0.6822922 2.115 0.034475
## as.factor(Zip_Code)44675 0.7827425 0.6377469 1.227 0.219706
## as.factor(Zip_Code)44678 0.7565146 0.7361048 1.028 0.304093
## as.factor(Zip_Code)44680 1.1713326 0.6010333 1.949 0.051328
## as.factor(Zip_Code)44681 0.8574687 0.5987128 1.432 0.152109
## as.factor(Zip_Code)44682 0.9514708 0.6445369 1.476 0.139906
## as.factor(Zip_Code)44683 1.0826681 0.5998430 1.805 0.071105
## as.factor(Zip_Code)44685 0.5398379 0.5140211 1.050 0.293629
## as.factor(Zip_Code)44688 1.0148514 0.5473294 1.854 0.063730
## as.factor(Zip_Code)44689 0.2881478 0.6822592 0.422 0.672780
## as.factor(Zip_Code)44695 0.5640848 0.6124755 0.921 0.357068
## as.factor(Zip_Code)44697 0.7565146 0.7361048 1.028 0.304093
## as.factor(Zip_Code)44705 0.5838432 0.5686082 1.027 0.304532
## as.factor(Zip_Code)44706 0.5741950 0.5399730 1.063 0.287626
## as.factor(Zip_Code)44707 0.7086273 0.5472633 1.295 0.195387
## as.factor(Zip_Code)44708 0.5367825 0.5284285 1.016 0.309735
## as.factor(Zip_Code)44709 0.7794948 0.5413373 1.440 0.149902
## as.factor(Zip_Code)44710 0.5184147 0.6088538 0.851 0.394526
## as.factor(Zip_Code)44714 0.2881478 0.6822592 0.422 0.672780
## as.factor(Zip_Code)44718 0.5933826 0.5278102 1.124 0.260929
## as.factor(Zip_Code)44720 0.5999827 0.5252016 1.142 0.253310
## as.factor(Zip_Code)44721 0.4115584 0.5413974 0.760 0.447159
## as.factor(Zip_Code)44730 0.6703245 0.5449115 1.230 0.218657
## as.factor(Zip_Code)44802 0.1161550 0.8619657 0.135 0.892806
## as.factor(Zip_Code)44805 -1.6021522 0.9764417 -1.641 0.100856
## as.factor(Zip_Code)44807 -0.1521787 0.7851482 -0.194 0.846318
## as.factor(Zip_Code)44809 0.8478213 0.8618860 0.984 0.325286
## as.factor(Zip_Code)44811 -0.1521787 0.8618860 -0.177 0.859852
## as.factor(Zip_Code)44813 -1.1594434 0.9487565 -1.222 0.221699
## as.factor(Zip_Code)44814 -0.4818638 0.9844187 -0.489 0.624501
## as.factor(Zip_Code)44815 -0.1521787 0.8618860 -0.177 0.859852
## as.factor(Zip_Code)44816 -0.3696361 1.0466585 -0.353 0.723974
## as.factor(Zip_Code)44817 -0.2827935 0.6030510 -0.469 0.639120
## as.factor(Zip_Code)44818 -0.1521787 0.8618860 -0.177 0.859852
## as.factor(Zip_Code)44820 -1.3363398 0.9762862 -1.369 0.171080
## as.factor(Zip_Code)44822 -1.3507896 0.9545070 -1.415 0.157037
## as.factor(Zip_Code)44824 -0.0191143 0.9763359 -0.020 0.984381
## as.factor(Zip_Code)44827 -1.2319667 0.9697837 -1.270 0.203977
## as.factor(Zip_Code)44830 0.2374248 0.7479448 0.317 0.750917
## as.factor(Zip_Code)44833 -1.6458384 1.0667185 -1.543 0.122874
## as.factor(Zip_Code)44836 0.1616487 0.7690238 0.210 0.833514
## as.factor(Zip_Code)44837 -0.2639977 0.9007521 -0.293 0.769460
## as.factor(Zip_Code)44839 -0.3754920 0.9553078 -0.393 0.694281
## as.factor(Zip_Code)44841 0.3478213 0.8050187 0.432 0.665699
## as.factor(Zip_Code)44843 -1.1910859 0.9923818 -1.200 0.230067
## as.factor(Zip_Code)44844 -0.1521787 0.6030574 -0.252 0.800777
## as.factor(Zip_Code)44846 -0.0020387 0.9627845 -0.002 0.998311
## as.factor(Zip_Code)44847 -0.5689403 0.9005943 -0.632 0.527566
## as.factor(Zip_Code)44849 0.0408457 0.6777248 0.060 0.951942
## as.factor(Zip_Code)44851 0.1025246 0.8738633 0.117 0.906605
## as.factor(Zip_Code)44853 0.5144880 0.7851482 0.655 0.512300
## as.factor(Zip_Code)44854 -1.1959310 0.9932322 -1.204 0.228575
## as.factor(Zip_Code)44855 0.4310597 0.9179692 0.470 0.638661
## as.factor(Zip_Code)44857 -0.1369246 0.8672230 -0.158 0.874546
## as.factor(Zip_Code)44862 -1.3106085 0.9928060 -1.320 0.186818
## as.factor(Zip_Code)44865 -0.5604711 0.8917709 -0.628 0.529690
## as.factor(Zip_Code)44867 -0.0099597 0.7851637 -0.013 0.989879
## as.factor(Zip_Code)44870 -0.3215390 0.9522992 -0.338 0.735635
## as.factor(Zip_Code)44875 -1.4288729 0.9609123 -1.487 0.137034
## as.factor(Zip_Code)44882 -0.1742943 0.5538993 -0.315 0.753018
## as.factor(Zip_Code)44883 0.3145435 0.7455184 0.422 0.673094
## as.factor(Zip_Code)44889 0.3231664 0.8864426 0.365 0.715440
## as.factor(Zip_Code)44890 0.0125711 0.8677449 0.014 0.988442
## as.factor(Zip_Code)44901 -1.3042886 1.0392799 -1.255 0.209499
## as.factor(Zip_Code)44902 -1.3310365 0.9466517 -1.406 0.159728
## as.factor(Zip_Code)44903 -1.2659730 0.9453801 -1.339 0.180551
## as.factor(Zip_Code)44904 -0.9933200 0.9500857 -1.046 0.295804
## as.factor(Zip_Code)44905 -1.5055016 0.9479978 -1.588 0.112286
## as.factor(Zip_Code)44906 -1.0840991 0.9445654 -1.148 0.251099
## as.factor(Zip_Code)44907 -1.1783033 0.9456374 -1.246 0.212766
## as.factor(Zip_Code)45001 0.1572543 0.7864517 0.200 0.841519
## as.factor(Zip_Code)45002 0.4704483 0.7293255 0.645 0.518906
## as.factor(Zip_Code)45005 0.5341856 0.7353956 0.726 0.467608
## as.factor(Zip_Code)45013 0.3119117 0.8446195 0.369 0.711914
## as.factor(Zip_Code)45014 1.1340656 0.8672417 1.308 0.191003
## as.factor(Zip_Code)45030 0.3119290 0.7261287 0.430 0.667508
## as.factor(Zip_Code)45032 0.3989654 0.7463308 0.535 0.592955
## as.factor(Zip_Code)45033 1.1741927 0.7864580 1.493 0.135452
## as.factor(Zip_Code)45034 0.4641905 0.7354261 0.631 0.527927
## as.factor(Zip_Code)45036 0.5802279 0.7338255 0.791 0.429136
## as.factor(Zip_Code)45039 0.6034696 0.7370506 0.819 0.412933
## as.factor(Zip_Code)45040 0.4586140 0.7330066 0.626 0.531545
## as.factor(Zip_Code)45041 0.1004161 0.7864420 0.128 0.898400
## as.factor(Zip_Code)45042 0.4512364 0.7439827 0.607 0.544181
## as.factor(Zip_Code)45043 0.5222639 0.7817764 0.668 0.504112
## as.factor(Zip_Code)45044 0.5149204 0.7425165 0.693 0.488018
## as.factor(Zip_Code)45051 0.0435780 0.8445694 0.052 0.958850
## as.factor(Zip_Code)45052 0.2053360 0.7421270 0.277 0.782025
## as.factor(Zip_Code)45054 1.1637489 0.8517914 1.366 0.171883
## as.factor(Zip_Code)45065 0.5445837 0.7480883 0.728 0.466644
## as.factor(Zip_Code)45066 0.4580534 0.7352455 0.623 0.533297
## as.factor(Zip_Code)45068 0.7112346 0.7396594 0.962 0.336279
## as.factor(Zip_Code)45069 1.3259931 0.8676312 1.528 0.126459
## as.factor(Zip_Code)45102 0.4505325 0.7300935 0.617 0.537184
## as.factor(Zip_Code)45103 0.2969884 0.7300093 0.407 0.684139
## as.factor(Zip_Code)45106 0.3782089 0.7320484 0.517 0.605411
## as.factor(Zip_Code)45107 0.2864218 0.8473854 0.338 0.735362
## as.factor(Zip_Code)45112 -0.1508937 0.8473048 -0.178 0.858657
## as.factor(Zip_Code)45120 0.5059085 0.7386225 0.685 0.493394
## as.factor(Zip_Code)45121 -0.0372174 0.8472990 -0.044 0.964965
## as.factor(Zip_Code)45122 0.2294793 0.7408179 0.310 0.756744
## as.factor(Zip_Code)45123 -0.0268388 0.5286584 -0.051 0.959511
## as.factor(Zip_Code)45133 0.1184434 0.5222250 0.227 0.820578
## as.factor(Zip_Code)45135 0.6890510 0.5539587 1.244 0.213566
## as.factor(Zip_Code)45140 0.3868696 0.7256047 0.533 0.593924
## as.factor(Zip_Code)45142 0.2664717 0.5482474 0.486 0.626943
## as.factor(Zip_Code)45145 0.9627826 0.8472990 1.136 0.255849
## as.factor(Zip_Code)45147 0.9627826 0.8472990 1.136 0.255849
## as.factor(Zip_Code)45150 0.3368750 0.7281688 0.463 0.643633
## as.factor(Zip_Code)45152 0.6533160 0.7412747 0.881 0.378146
## as.factor(Zip_Code)45155 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)45157 0.2216703 0.7349592 0.302 0.762954
## as.factor(Zip_Code)45158 0.8491063 0.8473048 1.002 0.316297
## as.factor(Zip_Code)45159 0.3020752 0.6777710 0.446 0.655827
## as.factor(Zip_Code)45160 0.4243773 0.7397727 0.574 0.566206
## as.factor(Zip_Code)45162 0.1637489 0.8517914 0.192 0.847556
## as.factor(Zip_Code)45174 0.1288352 0.7557108 0.170 0.864633
## as.factor(Zip_Code)45176 0.2227853 0.7412204 0.301 0.763749
## as.factor(Zip_Code)45177 0.4320827 0.8518608 0.507 0.612006
## as.factor(Zip_Code)45202 0.1572543 0.8445701 0.186 0.852294
## as.factor(Zip_Code)45211 0.4289766 0.7267776 0.590 0.555034
## as.factor(Zip_Code)45212 0.4808935 0.8446445 0.569 0.569130
## as.factor(Zip_Code)45213 0.3705676 0.7354218 0.504 0.614349
## as.factor(Zip_Code)45214 0.3119117 0.8446195 0.369 0.711914
## as.factor(Zip_Code)45215 0.4823466 0.7251484 0.665 0.505951
## as.factor(Zip_Code)45216 0.5162206 0.7494044 0.689 0.490933
## as.factor(Zip_Code)45217 0.4409197 0.7329567 0.602 0.547473
## as.factor(Zip_Code)45218 0.2722135 0.7380751 0.369 0.712270
## as.factor(Zip_Code)45219 0.1893498 0.7660826 0.247 0.804782
## as.factor(Zip_Code)45224 0.6829872 0.7344934 0.930 0.352449
## as.factor(Zip_Code)45227 0.3653762 0.7278728 0.502 0.615689
## as.factor(Zip_Code)45228 1.1572543 0.7864517 1.471 0.141178
## as.factor(Zip_Code)45230 0.3717032 0.7278760 0.511 0.609590
## as.factor(Zip_Code)45231 0.5119923 0.7253562 0.706 0.480291
## as.factor(Zip_Code)45233 0.4946593 0.7364970 0.672 0.501823
## as.factor(Zip_Code)45236 0.5570763 0.7252379 0.768 0.442421
## as.factor(Zip_Code)45237 0.7457550 0.7421401 1.005 0.314973
## as.factor(Zip_Code)45238 0.4808610 0.7261765 0.662 0.507864
## as.factor(Zip_Code)45239 0.5778933 0.7258835 0.796 0.425971
## as.factor(Zip_Code)45240 0.4500893 0.7270137 0.619 0.535863
## as.factor(Zip_Code)45241 0.5964916 0.7248302 0.823 0.410554
## as.factor(Zip_Code)45242 0.5353662 0.7248842 0.739 0.460188
## as.factor(Zip_Code)45243 0.4676569 0.7301774 0.640 0.521876
## as.factor(Zip_Code)45244 0.4554783 0.7271955 0.626 0.531094
## as.factor(Zip_Code)45245 0.4017409 0.7283965 0.552 0.581270
## as.factor(Zip_Code)45246 0.4326282 0.7181861 0.602 0.546922
## as.factor(Zip_Code)45247 0.3111123 0.7268508 0.428 0.668636
## as.factor(Zip_Code)45248 0.5234352 0.7266269 0.720 0.471311
## as.factor(Zip_Code)45249 0.4776549 0.7262319 0.658 0.510729
## as.factor(Zip_Code)45251 0.4450102 0.7257399 0.613 0.539765
## as.factor(Zip_Code)45252 0.3412944 0.7494112 0.455 0.648815
## as.factor(Zip_Code)45253 0.1572543 0.8445701 0.186 0.852294
## as.factor(Zip_Code)45255 0.4247561 0.7259497 0.585 0.558486
## as.factor(Zip_Code)45308 -0.0525266 0.6030645 -0.087 0.930593
## as.factor(Zip_Code)45310 0.7172065 0.6770988 1.059 0.289508
## as.factor(Zip_Code)45316 0.3251200 0.8089152 0.402 0.687747
## as.factor(Zip_Code)45317 0.3478213 0.6030574 0.577 0.564107
## as.factor(Zip_Code)45318 0.1043505 0.5324238 0.196 0.844619
## as.factor(Zip_Code)45322 0.0408457 0.6777248 0.060 0.951942
## as.factor(Zip_Code)45323 -0.0812091 0.6883169 -0.118 0.906083
## as.factor(Zip_Code)45324 -0.1732062 0.7156610 -0.242 0.808766
## as.factor(Zip_Code)45326 0.0408457 0.6037538 0.068 0.946063
## as.factor(Zip_Code)45337 0.6035302 0.6771295 0.891 0.372777
## as.factor(Zip_Code)45341 -0.3014991 0.7045013 -0.428 0.668685
## as.factor(Zip_Code)45342 0.2774253 0.8517971 0.326 0.744660
## as.factor(Zip_Code)45344 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)45356 -0.2090169 0.6030595 -0.347 0.728901
## as.factor(Zip_Code)45359 0.2808165 0.5540065 0.507 0.612243
## as.factor(Zip_Code)45368 -0.6748800 0.7266044 -0.929 0.352999
## as.factor(Zip_Code)45369 -0.4761721 0.7158572 -0.665 0.505946
## as.factor(Zip_Code)45371 0.1703523 0.5224137 0.326 0.744363
## as.factor(Zip_Code)45373 0.0954499 0.5200697 0.184 0.854382
## as.factor(Zip_Code)45383 0.1071446 0.5298320 0.202 0.839744
## as.factor(Zip_Code)45389 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)45502 -0.2143087 0.6857587 -0.313 0.754654
## as.factor(Zip_Code)45503 -0.2330952 0.6834264 -0.341 0.733056
## as.factor(Zip_Code)45504 -0.2285519 0.6834771 -0.334 0.738085
## as.factor(Zip_Code)45505 -0.1277911 0.6839759 -0.187 0.851792
## as.factor(Zip_Code)45506 -0.3256953 0.6923868 -0.470 0.638079
## as.factor(Zip_Code)45601 0.7956922 0.6047093 1.316 0.188250
## as.factor(Zip_Code)45612 0.7404678 0.6147250 1.205 0.228393
## as.factor(Zip_Code)45617 0.4186246 0.7442864 0.562 0.573816
## as.factor(Zip_Code)45619 0.0491741 0.5538884 0.089 0.929258
## as.factor(Zip_Code)45628 0.8420134 0.6292789 1.338 0.180894
## as.factor(Zip_Code)45634 -0.2090169 0.6030595 -0.347 0.728901
## as.factor(Zip_Code)45638 0.1886360 0.5227633 0.361 0.718220
## as.factor(Zip_Code)45644 0.8476083 0.5630556 1.505 0.132247
## as.factor(Zip_Code)45645 0.0408457 0.6777248 0.060 0.951942
## as.factor(Zip_Code)45647 0.6630367 0.6416717 1.033 0.301480
## as.factor(Zip_Code)45651 0.0980936 0.5276259 0.186 0.852514
## as.factor(Zip_Code)45654 -0.3964698 0.6771295 -0.586 0.558209
## as.factor(Zip_Code)45659 0.8718640 0.6771798 1.287 0.197940
## as.factor(Zip_Code)45662 0.1022632 0.5217864 0.196 0.844623
## as.factor(Zip_Code)45669 0.1361570 0.5286280 0.258 0.796744
## as.factor(Zip_Code)45673 0.7316051 0.7444339 0.983 0.325736
## as.factor(Zip_Code)45680 0.1127847 0.5247334 0.215 0.829819
## as.factor(Zip_Code)45690 0.5323009 0.6776623 0.785 0.432174
## as.factor(Zip_Code)45695 0.3647597 0.6031171 0.605 0.545326
## as.factor(Zip_Code)45696 0.6035302 0.6771295 0.891 0.372777
## as.factor(Zip_Code)45697 0.6035302 0.6030855 1.001 0.316968
## as.factor(Zip_Code)45698 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)45701 -1.3022866 0.8061486 -1.615 0.106233
## as.factor(Zip_Code)45710 -1.3530724 0.8165505 -1.657 0.097526
## as.factor(Zip_Code)45711 -1.6064326 0.8617384 -1.864 0.062314
## as.factor(Zip_Code)45714 -0.0946875 0.5291765 -0.179 0.857992
## as.factor(Zip_Code)45719 -1.6064326 0.9150876 -1.755 0.079192
## as.factor(Zip_Code)45723 -1.1632708 0.8617255 -1.350 0.177056
## as.factor(Zip_Code)45732 -1.4875386 0.8214927 -1.811 0.070193
## as.factor(Zip_Code)45735 -1.4446131 0.8617664 -1.676 0.093690
## as.factor(Zip_Code)45740 -1.4517752 0.9151166 -1.586 0.112659
## as.factor(Zip_Code)45750 0.0561723 0.5208961 0.108 0.914126
## as.factor(Zip_Code)45761 -1.0327935 0.8339327 -1.238 0.215562
## as.factor(Zip_Code)45764 -1.3125365 0.8126498 -1.615 0.106301
## as.factor(Zip_Code)45766 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)45776 -1.6064326 0.9150876 -1.755 0.079192
## as.factor(Zip_Code)45780 -1.4007169 0.8178301 -1.713 0.086782
## as.factor(Zip_Code)45782 -0.9446131 0.8617664 -1.096 0.273035
## as.factor(Zip_Code)45801 0.1913949 0.5211276 0.367 0.713422
## as.factor(Zip_Code)45802 0.7172065 0.6770988 1.059 0.289508
## as.factor(Zip_Code)45804 0.1560810 0.5222014 0.299 0.765027
## as.factor(Zip_Code)45805 0.1294509 0.5210339 0.248 0.803789
## as.factor(Zip_Code)45806 0.0330576 0.5305821 0.062 0.950321
## as.factor(Zip_Code)45807 -0.0010833 0.5384550 -0.002 0.998395
## as.factor(Zip_Code)45808 0.6603684 0.6030560 1.095 0.273516
## as.factor(Zip_Code)45809 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)45814 -0.2507786 0.6307981 -0.398 0.690961
## as.factor(Zip_Code)45816 0.8060595 0.7019286 1.148 0.250840
## as.factor(Zip_Code)45817 0.1251058 0.5285926 0.237 0.812910
## as.factor(Zip_Code)45820 0.6035302 0.6771295 0.891 0.372777
## as.factor(Zip_Code)45822 -0.0409145 0.5216462 -0.078 0.937484
## as.factor(Zip_Code)45826 0.6035302 0.6771295 0.891 0.372777
## as.factor(Zip_Code)45827 -0.4487299 0.6469306 -0.694 0.487924
## as.factor(Zip_Code)45828 -0.0944738 0.5365161 -0.176 0.860227
## as.factor(Zip_Code)45830 -0.6741616 0.5813946 -1.160 0.246244
## as.factor(Zip_Code)45831 -0.5105495 0.6011324 -0.849 0.395719
## as.factor(Zip_Code)45832 -0.0600245 0.7056204 -0.085 0.932210
## as.factor(Zip_Code)45833 0.0356677 0.5255112 0.068 0.945888
## as.factor(Zip_Code)45837 -0.7869103 0.6095548 -1.291 0.196735
## as.factor(Zip_Code)45840 0.2422426 0.5514782 0.439 0.660478
## as.factor(Zip_Code)45844 -0.9106654 0.5958507 -1.528 0.126445
## as.factor(Zip_Code)45846 0.0944713 0.5365031 0.176 0.860228
## as.factor(Zip_Code)45848 -1.1105495 0.7162597 -1.550 0.121044
## as.factor(Zip_Code)45850 0.7172065 0.6770988 1.059 0.289508
## as.factor(Zip_Code)45853 -0.7119076 0.5920558 -1.202 0.229212
## as.factor(Zip_Code)45856 -0.7036874 0.5851433 -1.203 0.229152
## as.factor(Zip_Code)45858 0.4710391 0.6308500 0.747 0.455271
## as.factor(Zip_Code)45860 -0.3964698 0.6771295 -0.586 0.558209
## as.factor(Zip_Code)45862 0.2636909 0.5540042 0.476 0.634100
## as.factor(Zip_Code)45863 -0.2451070 0.7275975 -0.337 0.736218
## as.factor(Zip_Code)45864 -0.3538118 0.6011279 -0.589 0.556151
## as.factor(Zip_Code)45866 -0.2827935 0.6770988 -0.418 0.676205
## as.factor(Zip_Code)45867 0.1923832 0.6308173 0.305 0.760389
## as.factor(Zip_Code)45872 -0.0064566 0.5348972 -0.012 0.990369
## as.factor(Zip_Code)45875 -0.7294451 0.5732313 -1.273 0.203208
## as.factor(Zip_Code)45876 -0.6704182 0.5869559 -1.142 0.253389
## as.factor(Zip_Code)45877 -0.4866485 0.6011509 -0.810 0.418223
## as.factor(Zip_Code)45881 0.3909282 0.7025817 0.556 0.577933
## as.factor(Zip_Code)45882 -0.2033169 0.5440259 -0.374 0.708612
## as.factor(Zip_Code)45883 0.2085190 0.5348928 0.390 0.696665
## as.factor(Zip_Code)45887 0.3323400 0.5623745 0.591 0.554556
## as.factor(Zip_Code)45889 -0.3076168 0.7019421 -0.438 0.661220
## as.factor(Zip_Code)45890 -0.0428352 0.6308210 -0.068 0.945863
## as.factor(Zip_Code)45891 -0.0093477 0.6859505 -0.014 0.989127
## as.factor(Zip_Code)45898 0.6488704 0.7490012 0.866 0.386330
## as.factor(Zip_Code)45899 0.5920322 0.8098284 0.731 0.464753
## Risk_Rating.L 0.1269332 0.0170170 7.459 9.12e-14
## Risk_Rating.Q -0.2797263 0.0160272 -17.453 < 2e-16
## Risk_Rating.C -0.2117626 0.0132672 -15.961 < 2e-16
## Risk_Rating^4 -0.1334270 0.0109112 -12.228 < 2e-16
## Risk_Rating^5 -0.0015527 0.0098274 -0.158 0.874460
## HD_CondensedAshtabula City 0.3519824 0.2260960 1.557 0.119540
## HD_CondensedAshtabula County NA NA NA NA
## HD_CondensedAthens County 1.3236392 0.6160113 2.149 0.031670
## HD_CondensedBelmont County NA NA NA NA
## HD_CondensedButler County -0.9113902 0.9566402 -0.953 0.340756
## HD_CondensedCambridge Guernsey County -0.3453426 0.5334419 -0.647 0.517391
## HD_CondensedCarroll County -0.9605546 0.6971478 -1.378 0.168272
## HD_CondensedChampaign NA NA NA NA
## HD_CondensedClark County 0.3920866 0.4426275 0.886 0.375729
## HD_CondensedClermont County -0.2455761 0.8381517 -0.293 0.769528
## HD_CondensedCleveland -0.0309908 0.0421314 -0.736 0.462000
## HD_CondensedCoshocton City NA NA NA NA
## HD_CondensedCrawford County 1.2493686 0.8242506 1.516 0.129598
## HD_CondensedCuyahoga County NA NA NA NA
## HD_CondensedDelaware -0.0097250 0.4965651 -0.020 0.984375
## HD_CondensedErie County 0.2861469 0.7981060 0.359 0.719949
## HD_CondensedFairfield -0.2688745 0.4924429 -0.546 0.585072
## HD_CondensedFranklin EHS Live -0.0557329 0.4857102 -0.115 0.908648
## HD_CondensedGalion City 1.5928282 0.9345890 1.704 0.088342
## HD_CondensedHamilton County -0.4400478 0.8353992 -0.527 0.598373
## HD_CondensedHancock -0.0888530 0.1850438 -0.480 0.631111
## HD_CondensedHenry County NA NA NA NA
## HD_CondensedHighland County NA NA NA NA
## HD_CondensedHocking County NA NA NA NA
## HD_CondensedHuron County 0.2861469 0.6920881 0.413 0.679279
## HD_CondensedKent City NA NA NA NA
## HD_CondensedLake County NA NA NA NA
## HD_CondensedLawrence County NA NA NA NA
## HD_CondensedLicking County -0.1574148 0.4706113 -0.334 0.738014
## HD_CondensedLorain County -0.2968583 0.7617213 -0.390 0.696748
## HD_CondensedMarietta City NA NA NA NA
## HD_CondensedMarion NA NA NA NA
## HD_CondensedMedina County NA NA NA NA
## HD_CondensedMercer County NA NA NA NA
## HD_CondensedMiami County NA NA NA NA
## HD_CondensedMiddletown City -0.4750983 0.8500667 -0.559 0.576241
## HD_CondensedNew Philadelphia City -0.9065889 0.7894789 -1.148 0.250845
## HD_CondensedPickaway County -0.1304017 0.5494391 -0.237 0.812399
## HD_CondensedPortsmouth City NA NA NA NA
## HD_CondensedPutnam County 0.8277560 0.2339065 3.539 0.000403
## HD_CondensedRichland 1.3514543 0.7881388 1.715 0.086411
## HD_CondensedRoss County -0.8150943 0.7340741 -1.110 0.266855
## HD_CondensedSeneca County -0.2442911 0.5333492 -0.458 0.646935
## HD_CondensedShelby City 1.5431423 0.8123694 1.900 0.057508
## HD_CondensedSpringdale City -0.2340786 0.8286199 -0.282 0.777570
## HD_CondensedStark County -0.5709413 0.6708651 -0.851 0.394752
## HD_CondensedSummit County -0.2340786 0.6586588 -0.355 0.722304
## HD_CondensedToledo-Lucas County NA NA NA NA
## HD_CondensedTuscarawas County -1.0393080 0.7256617 -1.432 0.152099
## HD_CondensedUnion County 0.3139142 0.7072664 0.444 0.657163
## HD_CondensedVan Wert County 0.0114980 0.4442434 0.026 0.979352
## HD_CondensedVinton County NA NA NA NA
## HD_CondensedWarren County -0.5602187 0.8427171 -0.665 0.506202
## HD_CondensedWilliams County NA NA NA NA
## HD_CondensedWood County NA NA NA NA
## HD_CondensedWyandot County NA NA NA NA
## HD_CondensedZanesville-Muskingum County NA NA NA NA
## Standard 0.2612295 0.0086000 30.375 < 2e-16
##
## (Intercept)
## as.factor(Zip_Code)43003 *
## as.factor(Zip_Code)43004
## as.factor(Zip_Code)43007
## as.factor(Zip_Code)43008
## as.factor(Zip_Code)43009
## as.factor(Zip_Code)43013
## as.factor(Zip_Code)43015
## as.factor(Zip_Code)43016 .
## as.factor(Zip_Code)43017
## as.factor(Zip_Code)43021
## as.factor(Zip_Code)43023
## as.factor(Zip_Code)43025
## as.factor(Zip_Code)43026
## as.factor(Zip_Code)43027
## as.factor(Zip_Code)43030
## as.factor(Zip_Code)43031
## as.factor(Zip_Code)43033
## as.factor(Zip_Code)43035
## as.factor(Zip_Code)43036
## as.factor(Zip_Code)43040
## as.factor(Zip_Code)43044
## as.factor(Zip_Code)43045
## as.factor(Zip_Code)43046
## as.factor(Zip_Code)43050
## as.factor(Zip_Code)43054
## as.factor(Zip_Code)43055
## as.factor(Zip_Code)43056
## as.factor(Zip_Code)43058
## as.factor(Zip_Code)43060
## as.factor(Zip_Code)43061
## as.factor(Zip_Code)43062
## as.factor(Zip_Code)43064
## as.factor(Zip_Code)43065
## as.factor(Zip_Code)43067
## as.factor(Zip_Code)43068
## as.factor(Zip_Code)43070
## as.factor(Zip_Code)43071
## as.factor(Zip_Code)43072
## as.factor(Zip_Code)43073
## as.factor(Zip_Code)43074
## as.factor(Zip_Code)43076
## as.factor(Zip_Code)43078
## as.factor(Zip_Code)43080
## as.factor(Zip_Code)43081
## as.factor(Zip_Code)43082
## as.factor(Zip_Code)43102
## as.factor(Zip_Code)43103
## as.factor(Zip_Code)43105 .
## as.factor(Zip_Code)43107
## as.factor(Zip_Code)43109
## as.factor(Zip_Code)43110
## as.factor(Zip_Code)43112 .
## as.factor(Zip_Code)43113
## as.factor(Zip_Code)43115
## as.factor(Zip_Code)43116
## as.factor(Zip_Code)43119
## as.factor(Zip_Code)43123
## as.factor(Zip_Code)43125
## as.factor(Zip_Code)43126 .
## as.factor(Zip_Code)43130
## as.factor(Zip_Code)43135
## as.factor(Zip_Code)43136
## as.factor(Zip_Code)43137
## as.factor(Zip_Code)43138
## as.factor(Zip_Code)43143
## as.factor(Zip_Code)43146
## as.factor(Zip_Code)43147
## as.factor(Zip_Code)43148
## as.factor(Zip_Code)43149
## as.factor(Zip_Code)43150
## as.factor(Zip_Code)43152
## as.factor(Zip_Code)43154
## as.factor(Zip_Code)43155
## as.factor(Zip_Code)43156
## as.factor(Zip_Code)43158
## as.factor(Zip_Code)43164
## as.factor(Zip_Code)43204
## as.factor(Zip_Code)43206
## as.factor(Zip_Code)43207
## as.factor(Zip_Code)43209
## as.factor(Zip_Code)43212
## as.factor(Zip_Code)43213
## as.factor(Zip_Code)43214
## as.factor(Zip_Code)43215
## as.factor(Zip_Code)43217
## as.factor(Zip_Code)43219
## as.factor(Zip_Code)43220
## as.factor(Zip_Code)43221
## as.factor(Zip_Code)43223
## as.factor(Zip_Code)43224
## as.factor(Zip_Code)43227
## as.factor(Zip_Code)43228
## as.factor(Zip_Code)43230
## as.factor(Zip_Code)43231
## as.factor(Zip_Code)43232
## as.factor(Zip_Code)43235
## as.factor(Zip_Code)43302
## as.factor(Zip_Code)43314 .
## as.factor(Zip_Code)43316
## as.factor(Zip_Code)43318
## as.factor(Zip_Code)43322
## as.factor(Zip_Code)43323
## as.factor(Zip_Code)43330
## as.factor(Zip_Code)43332
## as.factor(Zip_Code)43337
## as.factor(Zip_Code)43341
## as.factor(Zip_Code)43342
## as.factor(Zip_Code)43344
## as.factor(Zip_Code)43351
## as.factor(Zip_Code)43356
## as.factor(Zip_Code)43357
## as.factor(Zip_Code)43358
## as.factor(Zip_Code)43402
## as.factor(Zip_Code)43403
## as.factor(Zip_Code)43406
## as.factor(Zip_Code)43412
## as.factor(Zip_Code)43414
## as.factor(Zip_Code)43437
## as.factor(Zip_Code)43438
## as.factor(Zip_Code)43443
## as.factor(Zip_Code)43447
## as.factor(Zip_Code)43450
## as.factor(Zip_Code)43451
## as.factor(Zip_Code)43457
## as.factor(Zip_Code)43460
## as.factor(Zip_Code)43465
## as.factor(Zip_Code)43466
## as.factor(Zip_Code)43502
## as.factor(Zip_Code)43504
## as.factor(Zip_Code)43505
## as.factor(Zip_Code)43506
## as.factor(Zip_Code)43511
## as.factor(Zip_Code)43516
## as.factor(Zip_Code)43517
## as.factor(Zip_Code)43518
## as.factor(Zip_Code)43522
## as.factor(Zip_Code)43524
## as.factor(Zip_Code)43525
## as.factor(Zip_Code)43527
## as.factor(Zip_Code)43528
## as.factor(Zip_Code)43532
## as.factor(Zip_Code)43534
## as.factor(Zip_Code)43537
## as.factor(Zip_Code)43542
## as.factor(Zip_Code)43543
## as.factor(Zip_Code)43545
## as.factor(Zip_Code)43547
## as.factor(Zip_Code)43550
## as.factor(Zip_Code)43551
## as.factor(Zip_Code)43554
## as.factor(Zip_Code)43557
## as.factor(Zip_Code)43558
## as.factor(Zip_Code)43560
## as.factor(Zip_Code)43565
## as.factor(Zip_Code)43566
## as.factor(Zip_Code)43569
## as.factor(Zip_Code)43570
## as.factor(Zip_Code)43571
## as.factor(Zip_Code)43602
## as.factor(Zip_Code)43604
## as.factor(Zip_Code)43605
## as.factor(Zip_Code)43606
## as.factor(Zip_Code)43607
## as.factor(Zip_Code)43608
## as.factor(Zip_Code)43609
## as.factor(Zip_Code)43610
## as.factor(Zip_Code)43611
## as.factor(Zip_Code)43612
## as.factor(Zip_Code)43613
## as.factor(Zip_Code)43614
## as.factor(Zip_Code)43615
## as.factor(Zip_Code)43616
## as.factor(Zip_Code)43617
## as.factor(Zip_Code)43618
## as.factor(Zip_Code)43619
## as.factor(Zip_Code)43620
## as.factor(Zip_Code)43623
## as.factor(Zip_Code)43624
## as.factor(Zip_Code)43701
## as.factor(Zip_Code)43702
## as.factor(Zip_Code)43713
## as.factor(Zip_Code)43718
## as.factor(Zip_Code)43719
## as.factor(Zip_Code)43720
## as.factor(Zip_Code)43722
## as.factor(Zip_Code)43723
## as.factor(Zip_Code)43725
## as.factor(Zip_Code)43732
## as.factor(Zip_Code)43733
## as.factor(Zip_Code)43734
## as.factor(Zip_Code)43735
## as.factor(Zip_Code)43749
## as.factor(Zip_Code)43755
## as.factor(Zip_Code)43762
## as.factor(Zip_Code)43767
## as.factor(Zip_Code)43771
## as.factor(Zip_Code)43773
## as.factor(Zip_Code)43777
## as.factor(Zip_Code)43778
## as.factor(Zip_Code)43780
## as.factor(Zip_Code)43802
## as.factor(Zip_Code)43804 .
## as.factor(Zip_Code)43812
## as.factor(Zip_Code)43821
## as.factor(Zip_Code)43822
## as.factor(Zip_Code)43830
## as.factor(Zip_Code)43832 *
## as.factor(Zip_Code)43837 *
## as.factor(Zip_Code)43901
## as.factor(Zip_Code)43906
## as.factor(Zip_Code)43908
## as.factor(Zip_Code)43912
## as.factor(Zip_Code)43916
## as.factor(Zip_Code)43917
## as.factor(Zip_Code)43927
## as.factor(Zip_Code)43935
## as.factor(Zip_Code)43940
## as.factor(Zip_Code)43942
## as.factor(Zip_Code)43947
## as.factor(Zip_Code)43950
## as.factor(Zip_Code)43977
## as.factor(Zip_Code)44001
## as.factor(Zip_Code)44004
## as.factor(Zip_Code)44010
## as.factor(Zip_Code)44011
## as.factor(Zip_Code)44012
## as.factor(Zip_Code)44017
## as.factor(Zip_Code)44022
## as.factor(Zip_Code)44023
## as.factor(Zip_Code)44028
## as.factor(Zip_Code)44035
## as.factor(Zip_Code)44039
## as.factor(Zip_Code)44040
## as.factor(Zip_Code)44041
## as.factor(Zip_Code)44044
## as.factor(Zip_Code)44045
## as.factor(Zip_Code)44050
## as.factor(Zip_Code)44052
## as.factor(Zip_Code)44053
## as.factor(Zip_Code)44054
## as.factor(Zip_Code)44055
## as.factor(Zip_Code)44056
## as.factor(Zip_Code)44057
## as.factor(Zip_Code)44060
## as.factor(Zip_Code)44067
## as.factor(Zip_Code)44070
## as.factor(Zip_Code)44074
## as.factor(Zip_Code)44076
## as.factor(Zip_Code)44077
## as.factor(Zip_Code)44078
## as.factor(Zip_Code)44081
## as.factor(Zip_Code)44084
## as.factor(Zip_Code)44087
## as.factor(Zip_Code)44089
## as.factor(Zip_Code)44090
## as.factor(Zip_Code)44092
## as.factor(Zip_Code)44094
## as.factor(Zip_Code)44095
## as.factor(Zip_Code)44102
## as.factor(Zip_Code)44103
## as.factor(Zip_Code)44104
## as.factor(Zip_Code)44105
## as.factor(Zip_Code)44106
## as.factor(Zip_Code)44107
## as.factor(Zip_Code)44108
## as.factor(Zip_Code)44109
## as.factor(Zip_Code)44110
## as.factor(Zip_Code)44111
## as.factor(Zip_Code)44112
## as.factor(Zip_Code)44113
## as.factor(Zip_Code)44114
## as.factor(Zip_Code)44115
## as.factor(Zip_Code)44116
## as.factor(Zip_Code)44117
## as.factor(Zip_Code)44118
## as.factor(Zip_Code)44119
## as.factor(Zip_Code)44120
## as.factor(Zip_Code)44121
## as.factor(Zip_Code)44122
## as.factor(Zip_Code)44123
## as.factor(Zip_Code)44124
## as.factor(Zip_Code)44125
## as.factor(Zip_Code)44126
## as.factor(Zip_Code)44127
## as.factor(Zip_Code)44128
## as.factor(Zip_Code)44129
## as.factor(Zip_Code)44130
## as.factor(Zip_Code)44131
## as.factor(Zip_Code)44132
## as.factor(Zip_Code)44133
## as.factor(Zip_Code)44134
## as.factor(Zip_Code)44135
## as.factor(Zip_Code)44136
## as.factor(Zip_Code)44137
## as.factor(Zip_Code)44138
## as.factor(Zip_Code)44139
## as.factor(Zip_Code)44140
## as.factor(Zip_Code)44141
## as.factor(Zip_Code)44142
## as.factor(Zip_Code)44143
## as.factor(Zip_Code)44144
## as.factor(Zip_Code)44145
## as.factor(Zip_Code)44146
## as.factor(Zip_Code)44147
## as.factor(Zip_Code)44149
## as.factor(Zip_Code)44181
## as.factor(Zip_Code)44203
## as.factor(Zip_Code)44210
## as.factor(Zip_Code)44212
## as.factor(Zip_Code)44214
## as.factor(Zip_Code)44215
## as.factor(Zip_Code)44216 .
## as.factor(Zip_Code)44221
## as.factor(Zip_Code)44223
## as.factor(Zip_Code)44224
## as.factor(Zip_Code)44233
## as.factor(Zip_Code)44236
## as.factor(Zip_Code)44237
## as.factor(Zip_Code)44240
## as.factor(Zip_Code)44242
## as.factor(Zip_Code)44243
## as.factor(Zip_Code)44250
## as.factor(Zip_Code)44251
## as.factor(Zip_Code)44253
## as.factor(Zip_Code)44254
## as.factor(Zip_Code)44256
## as.factor(Zip_Code)44260
## as.factor(Zip_Code)44262
## as.factor(Zip_Code)44264
## as.factor(Zip_Code)44273
## as.factor(Zip_Code)44274
## as.factor(Zip_Code)44275
## as.factor(Zip_Code)44278
## as.factor(Zip_Code)44280
## as.factor(Zip_Code)44281
## as.factor(Zip_Code)44286
## as.factor(Zip_Code)44293
## as.factor(Zip_Code)44301
## as.factor(Zip_Code)44302
## as.factor(Zip_Code)44303
## as.factor(Zip_Code)44304
## as.factor(Zip_Code)44305
## as.factor(Zip_Code)44306
## as.factor(Zip_Code)44307
## as.factor(Zip_Code)44308
## as.factor(Zip_Code)44310
## as.factor(Zip_Code)44311
## as.factor(Zip_Code)44312
## as.factor(Zip_Code)44313
## as.factor(Zip_Code)44314
## as.factor(Zip_Code)44319
## as.factor(Zip_Code)44320
## as.factor(Zip_Code)44321
## as.factor(Zip_Code)44325
## as.factor(Zip_Code)44333
## as.factor(Zip_Code)44427
## as.factor(Zip_Code)44483
## as.factor(Zip_Code)44601
## as.factor(Zip_Code)44608
## as.factor(Zip_Code)44612
## as.factor(Zip_Code)44613
## as.factor(Zip_Code)44614
## as.factor(Zip_Code)44615
## as.factor(Zip_Code)44620
## as.factor(Zip_Code)44621 *
## as.factor(Zip_Code)44622
## as.factor(Zip_Code)44624 *
## as.factor(Zip_Code)44626
## as.factor(Zip_Code)44630
## as.factor(Zip_Code)44632
## as.factor(Zip_Code)44641
## as.factor(Zip_Code)44643
## as.factor(Zip_Code)44644
## as.factor(Zip_Code)44646
## as.factor(Zip_Code)44647
## as.factor(Zip_Code)44651
## as.factor(Zip_Code)44653
## as.factor(Zip_Code)44656
## as.factor(Zip_Code)44657
## as.factor(Zip_Code)44662
## as.factor(Zip_Code)44663
## as.factor(Zip_Code)44666
## as.factor(Zip_Code)44669
## as.factor(Zip_Code)44670 *
## as.factor(Zip_Code)44675
## as.factor(Zip_Code)44678
## as.factor(Zip_Code)44680 .
## as.factor(Zip_Code)44681
## as.factor(Zip_Code)44682
## as.factor(Zip_Code)44683 .
## as.factor(Zip_Code)44685
## as.factor(Zip_Code)44688 .
## as.factor(Zip_Code)44689
## as.factor(Zip_Code)44695
## as.factor(Zip_Code)44697
## as.factor(Zip_Code)44705
## as.factor(Zip_Code)44706
## as.factor(Zip_Code)44707
## as.factor(Zip_Code)44708
## as.factor(Zip_Code)44709
## as.factor(Zip_Code)44710
## as.factor(Zip_Code)44714
## as.factor(Zip_Code)44718
## as.factor(Zip_Code)44720
## as.factor(Zip_Code)44721
## as.factor(Zip_Code)44730
## as.factor(Zip_Code)44802
## as.factor(Zip_Code)44805
## as.factor(Zip_Code)44807
## as.factor(Zip_Code)44809
## as.factor(Zip_Code)44811
## as.factor(Zip_Code)44813
## as.factor(Zip_Code)44814
## as.factor(Zip_Code)44815
## as.factor(Zip_Code)44816
## as.factor(Zip_Code)44817
## as.factor(Zip_Code)44818
## as.factor(Zip_Code)44820
## as.factor(Zip_Code)44822
## as.factor(Zip_Code)44824
## as.factor(Zip_Code)44827
## as.factor(Zip_Code)44830
## as.factor(Zip_Code)44833
## as.factor(Zip_Code)44836
## as.factor(Zip_Code)44837
## as.factor(Zip_Code)44839
## as.factor(Zip_Code)44841
## as.factor(Zip_Code)44843
## as.factor(Zip_Code)44844
## as.factor(Zip_Code)44846
## as.factor(Zip_Code)44847
## as.factor(Zip_Code)44849
## as.factor(Zip_Code)44851
## as.factor(Zip_Code)44853
## as.factor(Zip_Code)44854
## as.factor(Zip_Code)44855
## as.factor(Zip_Code)44857
## as.factor(Zip_Code)44862
## as.factor(Zip_Code)44865
## as.factor(Zip_Code)44867
## as.factor(Zip_Code)44870
## as.factor(Zip_Code)44875
## as.factor(Zip_Code)44882
## as.factor(Zip_Code)44883
## as.factor(Zip_Code)44889
## as.factor(Zip_Code)44890
## as.factor(Zip_Code)44901
## as.factor(Zip_Code)44902
## as.factor(Zip_Code)44903
## as.factor(Zip_Code)44904
## as.factor(Zip_Code)44905
## as.factor(Zip_Code)44906
## as.factor(Zip_Code)44907
## as.factor(Zip_Code)45001
## as.factor(Zip_Code)45002
## as.factor(Zip_Code)45005
## as.factor(Zip_Code)45013
## as.factor(Zip_Code)45014
## as.factor(Zip_Code)45030
## as.factor(Zip_Code)45032
## as.factor(Zip_Code)45033
## as.factor(Zip_Code)45034
## as.factor(Zip_Code)45036
## as.factor(Zip_Code)45039
## as.factor(Zip_Code)45040
## as.factor(Zip_Code)45041
## as.factor(Zip_Code)45042
## as.factor(Zip_Code)45043
## as.factor(Zip_Code)45044
## as.factor(Zip_Code)45051
## as.factor(Zip_Code)45052
## as.factor(Zip_Code)45054
## as.factor(Zip_Code)45065
## as.factor(Zip_Code)45066
## as.factor(Zip_Code)45068
## as.factor(Zip_Code)45069
## as.factor(Zip_Code)45102
## as.factor(Zip_Code)45103
## as.factor(Zip_Code)45106
## as.factor(Zip_Code)45107
## as.factor(Zip_Code)45112
## as.factor(Zip_Code)45120
## as.factor(Zip_Code)45121
## as.factor(Zip_Code)45122
## as.factor(Zip_Code)45123
## as.factor(Zip_Code)45133
## as.factor(Zip_Code)45135
## as.factor(Zip_Code)45140
## as.factor(Zip_Code)45142
## as.factor(Zip_Code)45145
## as.factor(Zip_Code)45147
## as.factor(Zip_Code)45150
## as.factor(Zip_Code)45152
## as.factor(Zip_Code)45155
## as.factor(Zip_Code)45157
## as.factor(Zip_Code)45158
## as.factor(Zip_Code)45159
## as.factor(Zip_Code)45160
## as.factor(Zip_Code)45162
## as.factor(Zip_Code)45174
## as.factor(Zip_Code)45176
## as.factor(Zip_Code)45177
## as.factor(Zip_Code)45202
## as.factor(Zip_Code)45211
## as.factor(Zip_Code)45212
## as.factor(Zip_Code)45213
## as.factor(Zip_Code)45214
## as.factor(Zip_Code)45215
## as.factor(Zip_Code)45216
## as.factor(Zip_Code)45217
## as.factor(Zip_Code)45218
## as.factor(Zip_Code)45219
## as.factor(Zip_Code)45224
## as.factor(Zip_Code)45227
## as.factor(Zip_Code)45228
## as.factor(Zip_Code)45230
## as.factor(Zip_Code)45231
## as.factor(Zip_Code)45233
## as.factor(Zip_Code)45236
## as.factor(Zip_Code)45237
## as.factor(Zip_Code)45238
## as.factor(Zip_Code)45239
## as.factor(Zip_Code)45240
## as.factor(Zip_Code)45241
## as.factor(Zip_Code)45242
## as.factor(Zip_Code)45243
## as.factor(Zip_Code)45244
## as.factor(Zip_Code)45245
## as.factor(Zip_Code)45246
## as.factor(Zip_Code)45247
## as.factor(Zip_Code)45248
## as.factor(Zip_Code)45249
## as.factor(Zip_Code)45251
## as.factor(Zip_Code)45252
## as.factor(Zip_Code)45253
## as.factor(Zip_Code)45255
## as.factor(Zip_Code)45308
## as.factor(Zip_Code)45310
## as.factor(Zip_Code)45316
## as.factor(Zip_Code)45317
## as.factor(Zip_Code)45318
## as.factor(Zip_Code)45322
## as.factor(Zip_Code)45323
## as.factor(Zip_Code)45324
## as.factor(Zip_Code)45326
## as.factor(Zip_Code)45337
## as.factor(Zip_Code)45341
## as.factor(Zip_Code)45342
## as.factor(Zip_Code)45344
## as.factor(Zip_Code)45356
## as.factor(Zip_Code)45359
## as.factor(Zip_Code)45368
## as.factor(Zip_Code)45369
## as.factor(Zip_Code)45371
## as.factor(Zip_Code)45373
## as.factor(Zip_Code)45383
## as.factor(Zip_Code)45389
## as.factor(Zip_Code)45502
## as.factor(Zip_Code)45503
## as.factor(Zip_Code)45504
## as.factor(Zip_Code)45505
## as.factor(Zip_Code)45506
## as.factor(Zip_Code)45601
## as.factor(Zip_Code)45612
## as.factor(Zip_Code)45617
## as.factor(Zip_Code)45619
## as.factor(Zip_Code)45628
## as.factor(Zip_Code)45634
## as.factor(Zip_Code)45638
## as.factor(Zip_Code)45644
## as.factor(Zip_Code)45645
## as.factor(Zip_Code)45647
## as.factor(Zip_Code)45651
## as.factor(Zip_Code)45654
## as.factor(Zip_Code)45659
## as.factor(Zip_Code)45662
## as.factor(Zip_Code)45669
## as.factor(Zip_Code)45673
## as.factor(Zip_Code)45680
## as.factor(Zip_Code)45690
## as.factor(Zip_Code)45695
## as.factor(Zip_Code)45696
## as.factor(Zip_Code)45697
## as.factor(Zip_Code)45698
## as.factor(Zip_Code)45701
## as.factor(Zip_Code)45710 .
## as.factor(Zip_Code)45711 .
## as.factor(Zip_Code)45714
## as.factor(Zip_Code)45719 .
## as.factor(Zip_Code)45723
## as.factor(Zip_Code)45732 .
## as.factor(Zip_Code)45735 .
## as.factor(Zip_Code)45740
## as.factor(Zip_Code)45750
## as.factor(Zip_Code)45761
## as.factor(Zip_Code)45764
## as.factor(Zip_Code)45766
## as.factor(Zip_Code)45776 .
## as.factor(Zip_Code)45780 .
## as.factor(Zip_Code)45782
## as.factor(Zip_Code)45801
## as.factor(Zip_Code)45802
## as.factor(Zip_Code)45804
## as.factor(Zip_Code)45805
## as.factor(Zip_Code)45806
## as.factor(Zip_Code)45807
## as.factor(Zip_Code)45808
## as.factor(Zip_Code)45809
## as.factor(Zip_Code)45814
## as.factor(Zip_Code)45816
## as.factor(Zip_Code)45817
## as.factor(Zip_Code)45820
## as.factor(Zip_Code)45822
## as.factor(Zip_Code)45826
## as.factor(Zip_Code)45827
## as.factor(Zip_Code)45828
## as.factor(Zip_Code)45830
## as.factor(Zip_Code)45831
## as.factor(Zip_Code)45832
## as.factor(Zip_Code)45833
## as.factor(Zip_Code)45837
## as.factor(Zip_Code)45840
## as.factor(Zip_Code)45844
## as.factor(Zip_Code)45846
## as.factor(Zip_Code)45848
## as.factor(Zip_Code)45850
## as.factor(Zip_Code)45853
## as.factor(Zip_Code)45856
## as.factor(Zip_Code)45858
## as.factor(Zip_Code)45860
## as.factor(Zip_Code)45862
## as.factor(Zip_Code)45863
## as.factor(Zip_Code)45864
## as.factor(Zip_Code)45866
## as.factor(Zip_Code)45867
## as.factor(Zip_Code)45872
## as.factor(Zip_Code)45875
## as.factor(Zip_Code)45876
## as.factor(Zip_Code)45877
## as.factor(Zip_Code)45881
## as.factor(Zip_Code)45882
## as.factor(Zip_Code)45883
## as.factor(Zip_Code)45887
## as.factor(Zip_Code)45889
## as.factor(Zip_Code)45890
## as.factor(Zip_Code)45891
## as.factor(Zip_Code)45898
## as.factor(Zip_Code)45899
## Risk_Rating.L ***
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5
## HD_CondensedAshtabula City
## HD_CondensedAshtabula County
## HD_CondensedAthens County *
## HD_CondensedBelmont County
## HD_CondensedButler County
## HD_CondensedCambridge Guernsey County
## HD_CondensedCarroll County
## HD_CondensedChampaign
## HD_CondensedClark County
## HD_CondensedClermont County
## HD_CondensedCleveland
## HD_CondensedCoshocton City
## HD_CondensedCrawford County
## HD_CondensedCuyahoga County
## HD_CondensedDelaware
## HD_CondensedErie County
## HD_CondensedFairfield
## HD_CondensedFranklin EHS Live
## HD_CondensedGalion City .
## HD_CondensedHamilton County
## HD_CondensedHancock
## HD_CondensedHenry County
## HD_CondensedHighland County
## HD_CondensedHocking County
## HD_CondensedHuron County
## HD_CondensedKent City
## HD_CondensedLake County
## HD_CondensedLawrence County
## HD_CondensedLicking County
## HD_CondensedLorain County
## HD_CondensedMarietta City
## HD_CondensedMarion
## HD_CondensedMedina County
## HD_CondensedMercer County
## HD_CondensedMiami County
## HD_CondensedMiddletown City
## HD_CondensedNew Philadelphia City
## HD_CondensedPickaway County
## HD_CondensedPortsmouth City
## HD_CondensedPutnam County ***
## HD_CondensedRichland .
## HD_CondensedRoss County
## HD_CondensedSeneca County
## HD_CondensedShelby City .
## HD_CondensedSpringdale City
## HD_CondensedStark County
## HD_CondensedSummit County
## HD_CondensedToledo-Lucas County
## HD_CondensedTuscarawas County
## HD_CondensedUnion County
## HD_CondensedVan Wert County
## HD_CondensedVinton County
## HD_CondensedWarren County
## HD_CondensedWilliams County
## HD_CondensedWood County
## HD_CondensedWyandot County
## HD_CondensedZanesville-Muskingum County
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.4354 on 17064 degrees of freedom
## Multiple R-squared: 0.1801, Adjusted R-squared: 0.1471
## F-statistic: 5.45 on 688 and 17064 DF, p-value: < 2.2e-16Logistic Regression with Sample (10%)
lm1_10 <- glm(formula = Critical ~ Risk_Rating +
HD_Condensed +
Standard,
family = "binomial", data = Stats_data_strat)
summary(lm1_10)##
## Call:
## glm(formula = Critical ~ Risk_Rating + HD_Condensed + Standard,
## family = "binomial", data = Stats_data_strat)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.6788 -0.9021 -0.5811 1.1072 3.1347
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -2.733779 0.148196 -18.447 < 2e-16
## Risk_Rating.L 0.915932 0.167466 5.469 4.52e-08
## Risk_Rating.Q -2.308194 0.153868 -15.001 < 2e-16
## Risk_Rating.C -1.004471 0.115015 -8.733 < 2e-16
## Risk_Rating^4 -0.896884 0.078412 -11.438 < 2e-16
## Risk_Rating^5 -0.009045 0.058463 -0.155 0.877045
## HD_CondensedAshtabula City -0.183101 0.335715 -0.545 0.585475
## HD_CondensedAshtabula County -14.387801 261.270860 -0.055 0.956084
## HD_CondensedAthens County -0.684614 0.243663 -2.810 0.004959
## HD_CondensedBelmont County -0.533266 0.236901 -2.251 0.024385
## HD_CondensedButler County 0.620604 0.390341 1.590 0.111857
## HD_CondensedCambridge Guernsey County -0.544874 0.266488 -2.045 0.040890
## HD_CondensedCarroll County -14.279277 120.049925 -0.119 0.905319
## HD_CondensedChampaign -1.010326 0.293618 -3.441 0.000580
## HD_CondensedClark County 0.173579 0.180556 0.961 0.336372
## HD_CondensedClermont County -0.099565 0.172987 -0.576 0.564911
## HD_CondensedCleveland 0.061767 0.146962 0.420 0.674272
## HD_CondensedCoshocton City -0.840504 0.413580 -2.032 0.042127
## HD_CondensedCrawford County -1.178720 0.369461 -3.190 0.001421
## HD_CondensedCuyahoga County -0.163362 0.142070 -1.150 0.250198
## HD_CondensedDelaware 0.862003 0.179412 4.805 1.55e-06
## HD_CondensedErie County -0.866577 0.196843 -4.402 1.07e-05
## HD_CondensedFairfield -0.656544 0.219943 -2.985 0.002835
## HD_CondensedFranklin EHS Live 0.270370 0.144654 1.869 0.061613
## HD_CondensedGalion City -1.075875 0.425170 -2.530 0.011391
## HD_CondensedHamilton County -0.570939 0.149190 -3.827 0.000130
## HD_CondensedHancock -0.031111 0.205374 -0.151 0.879593
## HD_CondensedHenry County -1.176219 0.351615 -3.345 0.000822
## HD_CondensedHighland County -0.038169 0.278613 -0.137 0.891033
## HD_CondensedHocking County 0.966579 0.416070 2.323 0.020173
## HD_CondensedHuron County 0.251498 0.222447 1.131 0.258224
## HD_CondensedKent City 0.008360 0.249588 0.033 0.973278
## HD_CondensedLake County -0.042691 0.159786 -0.267 0.789336
## HD_CondensedLawrence County -0.028141 0.262598 -0.107 0.914660
## HD_CondensedLicking County -0.599158 0.170888 -3.506 0.000455
## HD_CondensedLorain County -0.460589 0.161955 -2.844 0.004456
## HD_CondensedMarietta City -0.593884 0.277640 -2.139 0.032432
## HD_CondensedMarion 0.093578 0.223567 0.419 0.675532
## HD_CondensedMedina County 0.458996 0.177343 2.588 0.009648
## HD_CondensedMercer County -0.772646 0.278947 -2.770 0.005608
## HD_CondensedMiami County -0.159238 0.206648 -0.771 0.440958
## HD_CondensedMiddletown City -0.674475 0.261014 -2.584 0.009764
## HD_CondensedNew Philadelphia City -0.440583 0.269403 -1.635 0.101964
## HD_CondensedPickaway County -0.311561 0.261571 -1.191 0.233610
## HD_CondensedPortsmouth City -0.205780 0.319953 -0.643 0.520123
## HD_CondensedPutnam County 0.158936 0.251897 0.631 0.528069
## HD_CondensedRichland 0.019019 0.186942 0.102 0.918963
## HD_CondensedRoss County -0.961557 0.235297 -4.087 4.38e-05
## HD_CondensedSeneca County -0.768866 0.255077 -3.014 0.002576
## HD_CondensedShelby City -0.158009 0.415164 -0.381 0.703505
## HD_CondensedSpringdale City 0.204939 0.311775 0.657 0.510969
## HD_CondensedStark County -0.712919 0.173522 -4.109 3.98e-05
## HD_CondensedSummit County 0.026038 0.146659 0.178 0.859082
## HD_CondensedToledo-Lucas County -0.120511 0.148790 -0.810 0.417974
## HD_CondensedTuscarawas County -0.955999 0.224886 -4.251 2.13e-05
## HD_CondensedUnion County -0.154652 0.240854 -0.642 0.520809
## HD_CondensedVan Wert County -0.638496 0.342890 -1.862 0.062589
## HD_CondensedVinton County -0.506177 0.481524 -1.051 0.293168
## HD_CondensedWarren County -1.062425 0.183404 -5.793 6.92e-09
## HD_CondensedWilliams County -0.198094 0.304129 -0.651 0.514821
## HD_CondensedWood County -0.281967 0.180027 -1.566 0.117291
## HD_CondensedWyandot County -2.399161 0.539498 -4.447 8.71e-06
## HD_CondensedZanesville-Muskingum County -1.169809 0.242421 -4.826 1.40e-06
## Standard 1.385118 0.050853 27.238 < 2e-16
##
## (Intercept) ***
## Risk_Rating.L ***
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5
## HD_CondensedAshtabula City
## HD_CondensedAshtabula County
## HD_CondensedAthens County **
## HD_CondensedBelmont County *
## HD_CondensedButler County
## HD_CondensedCambridge Guernsey County *
## HD_CondensedCarroll County
## HD_CondensedChampaign ***
## HD_CondensedClark County
## HD_CondensedClermont County
## HD_CondensedCleveland
## HD_CondensedCoshocton City *
## HD_CondensedCrawford County **
## HD_CondensedCuyahoga County
## HD_CondensedDelaware ***
## HD_CondensedErie County ***
## HD_CondensedFairfield **
## HD_CondensedFranklin EHS Live .
## HD_CondensedGalion City *
## HD_CondensedHamilton County ***
## HD_CondensedHancock
## HD_CondensedHenry County ***
## HD_CondensedHighland County
## HD_CondensedHocking County *
## HD_CondensedHuron County
## HD_CondensedKent City
## HD_CondensedLake County
## HD_CondensedLawrence County
## HD_CondensedLicking County ***
## HD_CondensedLorain County **
## HD_CondensedMarietta City *
## HD_CondensedMarion
## HD_CondensedMedina County **
## HD_CondensedMercer County **
## HD_CondensedMiami County
## HD_CondensedMiddletown City **
## HD_CondensedNew Philadelphia City
## HD_CondensedPickaway County
## HD_CondensedPortsmouth City
## HD_CondensedPutnam County
## HD_CondensedRichland
## HD_CondensedRoss County ***
## HD_CondensedSeneca County **
## HD_CondensedShelby City
## HD_CondensedSpringdale City
## HD_CondensedStark County ***
## HD_CondensedSummit County
## HD_CondensedToledo-Lucas County
## HD_CondensedTuscarawas County ***
## HD_CondensedUnion County
## HD_CondensedVan Wert County .
## HD_CondensedVinton County
## HD_CondensedWarren County ***
## HD_CondensedWilliams County
## HD_CondensedWood County
## HD_CondensedWyandot County ***
## HD_CondensedZanesville-Muskingum County ***
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 22603 on 17752 degrees of freedom
## Residual deviance: 19877 on 17689 degrees of freedom
## AIC: 20005
##
## Number of Fisher Scoring iterations: 13lm2_10 <- glm(formula = Critical ~ as.factor(Zip_Code),
family = "binomial", data = Stats_data_strat)
summary(lm2_10)##
## Call:
## glm(formula = Critical ~ as.factor(Zip_Code), family = "binomial",
## data = Stats_data_strat)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.7941 -0.9331 -0.7244 1.2576 2.6081
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.657e+01 1.200e+03 -0.014 0.989
## as.factor(Zip_Code)43003 1.726e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43004 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43007 1.726e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43008 1.572e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43009 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43013 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43015 1.713e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43016 1.697e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43017 1.692e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43021 1.685e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43023 1.533e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43025 1.543e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43026 1.670e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43027 -1.096e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43030 -1.097e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)43031 1.572e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43033 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)43035 1.651e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43036 1.536e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43040 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43044 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43045 1.565e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43046 1.565e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43050 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)43054 1.562e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43055 1.524e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43056 1.497e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43058 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43060 1.565e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43061 -1.098e-06 1.697e+03 0.000 1.000
## as.factor(Zip_Code)43062 1.542e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43064 1.437e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43065 1.663e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43067 1.606e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43068 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43070 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)43071 1.477e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43072 1.506e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43073 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43074 1.669e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43076 -1.098e-06 1.442e+03 0.000 1.000
## as.factor(Zip_Code)43078 1.522e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43080 -1.098e-06 1.420e+03 0.000 1.000
## as.factor(Zip_Code)43081 1.682e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43082 1.673e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43102 -1.098e-06 1.697e+03 0.000 1.000
## as.factor(Zip_Code)43103 1.462e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43105 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43107 1.496e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43109 1.616e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43110 1.543e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43112 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43113 1.557e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43115 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43116 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43119 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43123 1.617e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43125 1.598e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43126 1.726e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43130 1.543e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43135 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43136 1.477e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43137 1.766e+01 1.200e+03 0.015 0.988
## as.factor(Zip_Code)43138 1.690e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43143 -1.096e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43146 1.601e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43147 1.594e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43148 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43149 1.726e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43150 -1.100e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43152 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)43154 -1.097e-06 1.610e+03 0.000 1.000
## as.factor(Zip_Code)43155 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43156 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43158 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43164 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43204 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43206 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43207 1.431e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43209 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43212 1.610e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43213 1.649e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43214 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43215 1.496e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43217 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43219 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43220 1.597e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43221 1.608e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43223 1.572e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43224 1.522e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43227 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43228 1.651e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43230 1.559e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43231 1.606e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43232 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43235 1.697e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43302 1.603e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43314 3.313e+01 1.833e+03 0.018 0.986
## as.factor(Zip_Code)43316 1.462e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43318 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43322 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43323 -1.097e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43330 -1.097e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)43332 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43337 -1.097e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43341 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)43342 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43344 1.638e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43351 1.395e+01 1.200e+03 0.012 0.991
## as.factor(Zip_Code)43356 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43357 -1.097e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)43358 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43402 1.576e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43403 1.408e+01 1.200e+03 0.012 0.991
## as.factor(Zip_Code)43406 1.565e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43412 -1.098e-06 1.697e+03 0.000 1.000
## as.factor(Zip_Code)43414 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)43437 -1.097e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43438 1.496e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43443 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43447 1.462e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43450 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43451 -1.096e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43457 -1.096e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43460 1.542e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43465 1.531e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43466 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43502 -1.098e-06 1.610e+03 0.000 1.000
## as.factor(Zip_Code)43504 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43505 -1.099e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)43506 1.527e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43511 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)43516 -1.098e-06 1.610e+03 0.000 1.000
## as.factor(Zip_Code)43517 1.565e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43518 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)43522 1.496e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43524 -1.099e-06 1.610e+03 0.000 1.000
## as.factor(Zip_Code)43525 3.313e+01 1.833e+03 0.018 0.986
## as.factor(Zip_Code)43527 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)43528 1.600e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43532 1.565e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43534 1.496e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43537 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43542 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)43543 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43545 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43547 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43550 -1.097e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43551 1.607e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43554 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43557 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43558 1.606e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43560 1.579e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43565 -1.097e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)43566 1.594e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43569 -1.097e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43570 1.679e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43571 1.469e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43602 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43604 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43605 1.563e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43606 1.616e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43607 1.618e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43608 1.550e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43609 1.635e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43610 -1.098e-06 1.549e+03 0.000 1.000
## as.factor(Zip_Code)43611 1.552e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43612 1.625e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43613 1.627e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43614 1.609e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43615 1.596e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43616 1.509e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43617 1.601e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43618 1.565e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43619 1.536e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43620 -1.100e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43623 1.627e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43624 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43701 1.473e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43702 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43713 1.531e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43718 1.572e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43719 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43720 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43722 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43723 1.496e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43725 1.566e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43732 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43733 -1.100e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43734 1.628e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43735 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)43749 -1.099e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)43755 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43762 1.628e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43767 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43771 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)43773 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43777 -1.099e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)43778 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43780 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43802 -1.097e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43804 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43812 1.530e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43821 -1.098e-06 1.469e+03 0.000 1.000
## as.factor(Zip_Code)43822 -1.098e-06 1.697e+03 0.000 1.000
## as.factor(Zip_Code)43830 1.628e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43832 1.620e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43837 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43901 -1.100e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43906 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43908 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)43912 1.634e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43916 -1.100e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43917 3.313e+01 2.078e+03 0.016 0.987
## as.factor(Zip_Code)43927 -1.099e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)43935 1.437e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)43940 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)43942 1.726e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)43947 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)43950 1.576e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)43977 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)44001 1.561e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44004 1.585e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44010 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44011 1.632e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44012 1.638e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44017 1.477e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)44022 1.525e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44023 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)44028 1.536e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44035 1.567e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44039 1.576e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44040 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44041 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)44044 1.521e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44045 3.313e+01 2.078e+03 0.016 0.987
## as.factor(Zip_Code)44050 1.496e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)44052 1.560e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44053 1.503e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44054 1.640e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44055 1.496e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)44056 1.604e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44057 1.579e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44060 1.576e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44067 1.620e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44070 1.523e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44074 1.551e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44076 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)44077 1.620e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44078 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)44081 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44084 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44087 1.670e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44089 1.595e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44090 1.421e+01 1.200e+03 0.012 0.991
## as.factor(Zip_Code)44092 1.601e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44094 1.614e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44095 1.548e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44102 1.647e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44103 1.568e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44104 1.614e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44105 1.634e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44106 1.552e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44107 1.644e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44108 1.594e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44109 1.614e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44110 1.489e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)44111 1.645e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44112 1.600e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44113 1.692e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44114 1.644e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44115 1.607e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44116 1.571e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44117 1.555e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44118 1.629e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44119 1.583e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44120 1.580e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44121 1.577e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44122 1.616e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44123 1.538e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44124 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44125 1.629e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44126 1.619e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44127 1.596e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44128 1.596e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44129 1.597e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44130 1.608e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44131 1.582e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44132 1.594e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44133 1.551e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44134 1.638e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44135 1.571e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44136 1.582e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44137 1.626e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44138 1.462e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)44139 1.511e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44140 1.555e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44141 1.624e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44142 1.633e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44143 1.617e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44144 1.663e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44145 1.622e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44146 1.626e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44147 1.715e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44149 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44181 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)44203 1.564e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44210 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44212 1.590e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44214 1.616e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44215 3.313e+01 1.697e+03 0.020 0.984
## as.factor(Zip_Code)44216 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)44221 1.637e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44223 1.679e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44224 1.639e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44233 1.634e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44236 1.596e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44237 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)44240 1.591e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44242 1.620e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44243 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)44250 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44251 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44253 1.634e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44254 1.611e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44256 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44260 -1.098e-06 1.697e+03 0.000 1.000
## as.factor(Zip_Code)44262 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44264 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44273 1.672e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44274 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44275 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44278 1.573e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44280 1.579e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44281 1.683e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44286 1.606e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44293 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44301 1.594e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44302 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44303 1.726e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44304 1.630e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44305 1.449e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)44306 1.581e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44307 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44308 1.670e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44310 1.611e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44311 1.610e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44312 1.593e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44313 1.621e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44314 1.646e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44319 1.624e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44320 1.591e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44321 1.578e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44325 1.531e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44333 1.645e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44427 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44483 -1.098e-06 1.697e+03 0.000 1.000
## as.factor(Zip_Code)44601 -1.098e-06 1.504e+03 0.000 1.000
## as.factor(Zip_Code)44608 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)44612 1.408e+01 1.200e+03 0.012 0.991
## as.factor(Zip_Code)44613 1.477e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)44614 1.437e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)44615 -1.098e-06 1.304e+03 0.000 1.000
## as.factor(Zip_Code)44620 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44621 1.601e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44622 1.499e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)44624 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44626 -1.099e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)44630 -1.096e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44632 1.535e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44641 1.534e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44643 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44644 -1.097e-06 1.469e+03 0.000 1.000
## as.factor(Zip_Code)44646 1.527e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44647 1.616e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44651 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44653 -1.098e-06 1.697e+03 0.000 1.000
## as.factor(Zip_Code)44656 -1.098e-06 1.420e+03 0.000 1.000
## as.factor(Zip_Code)44657 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44662 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44663 1.552e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44666 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44669 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44670 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)44675 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)44678 -1.097e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44680 1.608e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44681 1.320e+01 1.200e+03 0.011 0.991
## as.factor(Zip_Code)44682 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)44683 1.562e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44685 1.643e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44688 1.766e+01 1.200e+03 0.015 0.988
## as.factor(Zip_Code)44689 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44695 -1.099e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)44697 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44705 -1.097e-06 1.697e+03 0.000 1.000
## as.factor(Zip_Code)44706 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44707 1.606e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44708 1.504e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44709 1.638e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44710 -1.099e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)44714 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44718 1.558e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44720 1.568e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44721 1.426e+01 1.200e+03 0.012 0.991
## as.factor(Zip_Code)44730 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44802 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44805 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)44807 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)44809 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)44811 1.620e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44813 1.625e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44814 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)44815 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44816 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44817 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)44818 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44820 1.483e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)44822 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44824 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44827 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44830 1.551e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44833 1.509e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44836 -1.098e-06 1.610e+03 0.000 1.000
## as.factor(Zip_Code)44837 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)44839 1.504e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44841 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44843 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44844 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)44846 1.679e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44847 -1.098e-06 1.610e+03 0.000 1.000
## as.factor(Zip_Code)44849 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44851 1.726e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44853 1.726e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44854 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44855 3.313e+01 2.078e+03 0.016 0.987
## as.factor(Zip_Code)44857 1.607e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44862 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)44865 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)44867 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)44870 1.528e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44875 1.572e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44882 -1.098e-06 1.610e+03 0.000 1.000
## as.factor(Zip_Code)44883 1.542e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44889 1.708e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44890 1.651e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44901 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44902 1.551e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44903 1.554e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)44904 1.697e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44905 1.352e+01 1.200e+03 0.011 0.991
## as.factor(Zip_Code)44906 1.634e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)44907 1.634e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45001 -1.097e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)45002 1.529e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45005 1.538e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45013 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45014 1.645e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45030 1.451e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)45032 -1.098e-06 1.442e+03 0.000 1.000
## as.factor(Zip_Code)45033 3.313e+01 2.078e+03 0.016 0.987
## as.factor(Zip_Code)45034 1.440e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)45036 1.545e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45039 1.593e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45040 1.499e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)45041 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)45042 1.471e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)45043 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)45044 1.543e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45051 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45052 -1.098e-06 1.504e+03 0.000 1.000
## as.factor(Zip_Code)45054 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)45065 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45066 1.459e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)45068 1.596e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45069 1.766e+01 1.200e+03 0.015 0.988
## as.factor(Zip_Code)45102 1.637e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45103 1.556e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45106 1.541e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45107 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45112 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45120 1.638e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45121 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45122 1.531e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45123 1.531e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45133 1.599e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45135 1.795e+01 1.200e+03 0.015 0.988
## as.factor(Zip_Code)45140 1.533e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45142 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45145 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)45147 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)45150 1.601e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45152 1.565e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45155 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45157 1.510e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45158 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)45159 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45160 1.572e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45162 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45174 -1.098e-06 1.697e+03 0.000 1.000
## as.factor(Zip_Code)45176 1.449e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)45177 -1.100e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45202 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45211 1.565e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45212 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45213 1.506e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45214 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45215 1.548e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45216 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45217 1.527e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45218 -1.098e-06 1.442e+03 0.000 1.000
## as.factor(Zip_Code)45219 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)45224 1.623e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45227 1.492e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)45228 3.313e+01 2.078e+03 0.016 0.987
## as.factor(Zip_Code)45230 1.466e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)45231 1.583e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45233 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45236 1.600e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45237 1.685e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45238 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45239 1.605e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45240 1.536e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45241 1.605e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45242 1.584e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45243 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45244 1.573e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45245 1.616e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45246 1.616e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45247 1.459e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)45248 1.559e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45249 1.570e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45251 1.549e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45252 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45253 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45255 1.572e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45308 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)45310 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)45316 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)45317 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45318 1.576e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45322 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45323 1.647e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45324 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45326 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)45337 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)45341 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45342 -1.097e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45344 1.582e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45356 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)45359 1.616e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45368 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)45369 -1.097e-06 1.697e+03 0.000 1.000
## as.factor(Zip_Code)45371 1.590e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45373 1.577e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45383 1.606e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45389 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45502 1.579e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45503 1.596e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45504 1.608e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45505 1.637e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45506 1.536e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45601 1.526e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45612 1.477e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)45617 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45619 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45628 1.587e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45634 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)45638 1.620e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45644 1.616e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45645 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45647 -1.098e-06 1.697e+03 0.000 1.000
## as.factor(Zip_Code)45651 1.572e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45654 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45659 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)45662 1.598e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45669 1.611e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45673 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45680 1.572e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45690 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)45695 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45696 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)45697 3.313e+01 2.078e+03 0.016 0.987
## as.factor(Zip_Code)45698 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45701 1.555e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45710 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45711 -1.093e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)45714 1.503e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45719 -1.097e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45723 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45732 -1.097e-06 1.504e+03 0.000 1.000
## as.factor(Zip_Code)45735 -1.099e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)45740 -1.099e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45750 1.563e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45761 1.547e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45764 1.518e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45766 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45776 -1.097e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45780 1.449e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)45782 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45801 1.610e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45802 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)45804 1.608e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45805 1.597e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45806 1.555e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45807 1.531e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45808 3.313e+01 2.078e+03 0.016 0.987
## as.factor(Zip_Code)45809 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45814 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)45816 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)45817 1.576e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45820 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)45822 1.498e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)45826 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)45827 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45828 -1.098e-06 1.420e+03 0.000 1.000
## as.factor(Zip_Code)45830 1.576e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45831 1.697e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45832 1.496e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)45833 1.611e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45837 -1.098e-06 1.697e+03 0.000 1.000
## as.factor(Zip_Code)45840 1.603e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45844 1.496e+01 1.200e+03 0.012 0.990
## as.factor(Zip_Code)45846 1.616e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45848 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45850 3.313e+01 2.683e+03 0.012 0.990
## as.factor(Zip_Code)45853 1.565e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45856 1.572e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45858 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45860 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45862 1.616e+01 1.200e+03 0.013 0.989
## as.factor(Zip_Code)45863 -1.098e-06 1.833e+03 0.000 1.000
## as.factor(Zip_Code)45864 1.697e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45866 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45867 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45872 1.559e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45875 1.571e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45876 1.634e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45877 1.697e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45881 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45882 -1.098e-06 1.504e+03 0.000 1.000
## as.factor(Zip_Code)45883 1.638e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45887 1.657e+01 1.200e+03 0.014 0.989
## as.factor(Zip_Code)45889 -1.098e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45890 -1.098e-06 2.078e+03 0.000 1.000
## as.factor(Zip_Code)45891 1.550e+01 1.200e+03 0.013 0.990
## as.factor(Zip_Code)45898 3.313e+01 2.078e+03 0.016 0.987
## as.factor(Zip_Code)45899 3.313e+01 2.683e+03 0.012 0.990
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 22603 on 17752 degrees of freedom
## Residual deviance: 21065 on 17104 degrees of freedom
## AIC: 22363
##
## Number of Fisher Scoring iterations: 15lm2.2_10 <- glm(formula = Critical ~ Zip_Code,
family = "binomial", data = Stats_data_strat)
summary(lm2.2_10)##
## Call:
## glm(formula = Critical ~ Zip_Code, family = "binomial", data = Stats_data_strat)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.9561 -0.9077 -0.8670 1.4482 1.5698
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 4.521e+00 8.762e-01 5.159 2.48e-07 ***
## Zip_Code -1.178e-04 1.981e-05 -5.949 2.70e-09 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 22603 on 17752 degrees of freedom
## Residual deviance: 22568 on 17751 degrees of freedom
## AIC: 22572
##
## Number of Fisher Scoring iterations: 4lm2.3_10 <- glm(formula = Critical ~ as.factor(Zip_Code) +
Risk_Rating +
Standard,
family = "binomial", data = Stats_data_strat)
summary(lm2.3_10)##
## Call:
## glm(formula = Critical ~ as.factor(Zip_Code) + Risk_Rating +
## Standard, family = "binomial", data = Stats_data_strat)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.0760 -0.8786 -0.5056 1.0230 3.2014
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.871e+01 1.047e+03 -0.018 0.986
## as.factor(Zip_Code)43003 1.903e+01 1.047e+03 0.018 0.985
## as.factor(Zip_Code)43004 1.532e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43007 1.660e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43008 1.541e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43009 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43013 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43015 1.714e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43016 1.704e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43017 1.676e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43021 1.648e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43023 1.520e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43025 1.576e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43026 1.659e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43027 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43030 8.526e-01 1.690e+03 0.001 1.000
## as.factor(Zip_Code)43031 1.570e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43033 -2.105e-01 1.671e+03 0.000 1.000
## as.factor(Zip_Code)43035 1.617e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43036 1.586e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43040 1.569e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43044 1.594e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43045 1.529e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43046 1.560e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43050 2.400e+00 1.994e+03 0.001 0.999
## as.factor(Zip_Code)43054 1.529e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43055 1.523e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43056 1.494e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43058 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43060 1.529e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43061 -7.547e-02 1.529e+03 0.000 1.000
## as.factor(Zip_Code)43062 1.541e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43064 1.412e+01 1.047e+03 0.013 0.989
## as.factor(Zip_Code)43065 1.641e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43067 1.624e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)43068 1.560e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43070 3.264e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)43071 1.515e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)43072 1.462e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43073 1.608e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43074 1.680e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43076 6.136e-01 1.285e+03 0.000 1.000
## as.factor(Zip_Code)43078 1.464e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43080 -1.885e-02 1.273e+03 0.000 1.000
## as.factor(Zip_Code)43081 1.674e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43082 1.652e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43102 1.625e-02 1.494e+03 0.000 1.000
## as.factor(Zip_Code)43103 1.413e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43105 1.629e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)43107 1.553e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43109 1.630e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)43110 1.507e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43112 1.633e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)43113 1.550e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43115 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43116 1.537e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43119 1.497e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43123 1.609e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43125 1.616e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43126 1.873e+01 1.047e+03 0.018 0.986
## as.factor(Zip_Code)43130 1.512e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)43135 1.653e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43136 1.469e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43137 1.733e+01 1.047e+03 0.017 0.987
## as.factor(Zip_Code)43138 1.697e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43143 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43146 1.636e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)43147 1.566e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43148 4.279e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43149 1.641e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43150 2.400e+00 2.618e+03 0.001 0.999
## as.factor(Zip_Code)43152 3.209e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)43154 6.028e-01 1.409e+03 0.000 1.000
## as.factor(Zip_Code)43155 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43156 1.608e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43158 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43164 1.661e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43204 1.520e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43206 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43207 1.403e+01 1.047e+03 0.013 0.989
## as.factor(Zip_Code)43209 1.570e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43212 1.645e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43213 1.652e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43214 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43215 1.602e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43217 7.541e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43219 1.682e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43220 1.595e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43221 1.593e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43223 1.557e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43224 1.499e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43227 1.558e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43228 1.647e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43230 1.532e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43231 1.673e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43232 1.496e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43235 1.683e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43302 1.596e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43314 3.521e+01 1.541e+03 0.023 0.982
## as.factor(Zip_Code)43316 1.427e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43318 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43322 1.608e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43323 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43330 -4.335e-01 1.907e+03 0.000 1.000
## as.factor(Zip_Code)43332 1.489e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43337 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43341 6.395e-02 1.713e+03 0.000 1.000
## as.factor(Zip_Code)43342 1.525e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43344 1.586e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43351 1.342e+01 1.047e+03 0.013 0.990
## as.factor(Zip_Code)43356 1.590e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43357 -7.815e-01 1.976e+03 0.000 1.000
## as.factor(Zip_Code)43358 2.400e+00 2.618e+03 0.001 0.999
## as.factor(Zip_Code)43402 1.555e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43403 1.375e+01 1.047e+03 0.013 0.990
## as.factor(Zip_Code)43406 1.610e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43412 -4.071e-01 1.552e+03 0.000 1.000
## as.factor(Zip_Code)43414 3.209e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)43437 2.400e+00 2.618e+03 0.001 0.999
## as.factor(Zip_Code)43438 1.403e+01 1.047e+03 0.013 0.989
## as.factor(Zip_Code)43443 1.543e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43447 1.453e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43450 1.520e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43451 3.986e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43457 2.400e+00 2.618e+03 0.001 0.999
## as.factor(Zip_Code)43460 1.512e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)43465 1.558e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43466 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43502 -2.735e-01 1.464e+03 0.000 1.000
## as.factor(Zip_Code)43504 1.797e+01 1.047e+03 0.017 0.986
## as.factor(Zip_Code)43505 -4.910e-01 1.994e+03 0.000 1.000
## as.factor(Zip_Code)43506 1.502e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43511 3.264e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)43516 -4.910e-01 1.499e+03 0.000 1.000
## as.factor(Zip_Code)43517 1.613e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43518 8.684e-01 1.989e+03 0.000 1.000
## as.factor(Zip_Code)43522 1.475e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43524 -6.128e-01 1.493e+03 0.000 1.000
## as.factor(Zip_Code)43525 3.284e+01 1.687e+03 0.019 0.984
## as.factor(Zip_Code)43527 3.264e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)43528 1.567e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43532 1.508e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43534 1.479e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43537 1.551e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43542 -4.910e-01 1.736e+03 0.000 1.000
## as.factor(Zip_Code)43543 1.654e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43545 1.491e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43547 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43550 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43551 1.592e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43554 1.490e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43557 1.670e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43558 1.549e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43560 1.531e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43565 -8.818e-02 1.961e+03 0.000 1.000
## as.factor(Zip_Code)43566 1.556e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43569 3.986e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43570 1.606e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43571 1.439e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43602 1.601e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43604 1.575e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43605 1.544e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43606 1.591e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43607 1.632e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)43608 1.567e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43609 1.655e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43610 -8.233e-03 1.380e+03 0.000 1.000
## as.factor(Zip_Code)43611 1.543e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43612 1.595e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43613 1.576e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43614 1.572e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43615 1.593e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43616 1.479e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43617 1.555e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43618 1.491e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43619 1.539e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43620 3.986e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43623 1.608e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43624 1.522e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43701 1.446e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43702 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43713 1.449e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43718 1.522e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43719 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43720 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43722 1.608e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43723 1.481e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43725 1.543e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43732 1.565e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43733 2.030e+00 2.618e+03 0.001 0.999
## as.factor(Zip_Code)43734 1.590e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43735 3.264e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)43749 -9.458e-02 1.960e+03 0.000 1.000
## as.factor(Zip_Code)43755 1.515e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)43762 1.603e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43767 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43771 5.056e-02 1.645e+03 0.000 1.000
## as.factor(Zip_Code)43773 1.483e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43777 3.034e-02 1.936e+03 0.000 1.000
## as.factor(Zip_Code)43778 7.541e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43780 1.483e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43802 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43804 1.509e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)43812 1.497e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43821 -5.520e-01 1.336e+03 0.000 1.000
## as.factor(Zip_Code)43822 7.625e-02 1.547e+03 0.000 1.000
## as.factor(Zip_Code)43830 1.595e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43832 1.579e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43837 1.652e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)43901 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43906 1.506e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)43908 -4.910e-01 1.994e+03 0.000 1.000
## as.factor(Zip_Code)43912 1.636e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)43916 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)43917 3.238e+01 1.976e+03 0.016 0.987
## as.factor(Zip_Code)43927 -9.458e-02 1.960e+03 0.000 1.000
## as.factor(Zip_Code)43935 1.408e+01 1.047e+03 0.013 0.989
## as.factor(Zip_Code)43940 3.264e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)43942 1.795e+01 1.047e+03 0.017 0.986
## as.factor(Zip_Code)43947 1.563e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43950 1.530e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)43977 3.034e-02 1.936e+03 0.000 1.000
## as.factor(Zip_Code)44001 1.520e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44004 1.550e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44010 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44011 1.614e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44012 1.589e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44017 1.437e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44022 1.473e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44023 2.400e+00 1.736e+03 0.001 0.999
## as.factor(Zip_Code)44028 1.523e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44035 1.543e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44039 1.529e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44040 1.616e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44041 -8.709e-01 1.725e+03 -0.001 1.000
## as.factor(Zip_Code)44044 1.474e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44045 3.209e+01 1.994e+03 0.016 0.987
## as.factor(Zip_Code)44050 1.441e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44052 1.548e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44053 1.452e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44054 1.633e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)44055 1.470e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44056 1.557e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44057 1.539e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44060 1.564e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44067 1.569e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44070 1.481e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44074 1.502e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44076 -4.910e-01 1.994e+03 0.000 1.000
## as.factor(Zip_Code)44077 1.606e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44078 3.209e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)44081 1.530e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44084 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44087 1.644e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44089 1.544e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44090 1.381e+01 1.047e+03 0.013 0.989
## as.factor(Zip_Code)44092 1.596e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44094 1.584e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44095 1.549e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44102 1.621e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44103 1.528e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44104 1.605e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44105 1.610e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44106 1.502e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44107 1.627e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)44108 1.605e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44109 1.599e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44110 1.436e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44111 1.605e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44112 1.566e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44113 1.666e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44114 1.612e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44115 1.575e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44116 1.515e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)44117 1.542e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44118 1.594e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44119 1.555e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44120 1.536e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44121 1.553e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44122 1.572e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44123 1.488e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44124 1.541e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44125 1.610e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44126 1.599e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44127 1.557e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44128 1.579e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44129 1.542e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44130 1.568e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44131 1.530e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44132 1.587e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44133 1.536e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44134 1.601e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44135 1.537e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44136 1.535e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44137 1.621e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44138 1.416e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44139 1.476e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44140 1.510e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)44141 1.595e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44142 1.634e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)44143 1.580e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44144 1.632e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)44145 1.569e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44146 1.606e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44147 1.646e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44149 1.497e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44181 3.209e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)44203 1.537e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44210 1.680e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44212 1.559e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44214 1.574e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44215 3.251e+01 1.584e+03 0.021 0.984
## as.factor(Zip_Code)44216 3.389e+01 2.618e+03 0.013 0.990
## as.factor(Zip_Code)44221 1.596e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44223 1.667e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44224 1.593e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44233 1.630e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)44236 1.568e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44237 -6.438e-01 1.681e+03 0.000 1.000
## as.factor(Zip_Code)44240 1.572e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44242 1.611e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44243 3.411e+01 2.618e+03 0.013 0.990
## as.factor(Zip_Code)44250 1.538e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44251 1.594e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44253 1.786e+01 1.047e+03 0.017 0.986
## as.factor(Zip_Code)44254 1.659e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44256 1.629e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)44260 2.894e-01 1.424e+03 0.000 1.000
## as.factor(Zip_Code)44262 1.525e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44264 1.598e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44273 1.622e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44274 1.734e+01 1.047e+03 0.017 0.987
## as.factor(Zip_Code)44275 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44278 1.524e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44280 1.704e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44281 1.668e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44286 1.565e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44293 1.552e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44301 1.630e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)44302 1.580e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44303 1.700e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44304 1.583e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44305 1.423e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44306 1.559e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44307 1.503e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44308 1.655e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44310 1.608e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44311 1.610e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44312 1.555e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44313 1.591e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44314 1.673e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44319 1.586e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44320 1.582e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44321 1.541e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44325 1.470e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44333 1.599e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44427 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44483 2.030e+00 1.592e+03 0.001 0.999
## as.factor(Zip_Code)44601 -2.512e-01 1.351e+03 0.000 1.000
## as.factor(Zip_Code)44608 3.034e-02 1.936e+03 0.000 1.000
## as.factor(Zip_Code)44612 1.348e+01 1.047e+03 0.013 0.990
## as.factor(Zip_Code)44613 1.488e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44614 1.400e+01 1.047e+03 0.013 0.989
## as.factor(Zip_Code)44615 -4.972e-01 1.153e+03 0.000 1.000
## as.factor(Zip_Code)44620 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44621 1.595e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44622 1.453e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44624 1.605e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44626 4.878e-01 1.645e+03 0.000 1.000
## as.factor(Zip_Code)44630 3.986e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44632 1.479e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44641 1.550e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44643 1.457e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44644 -3.307e-01 1.312e+03 0.000 1.000
## as.factor(Zip_Code)44646 1.493e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44647 1.571e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44651 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44653 -2.984e-01 1.577e+03 0.000 1.000
## as.factor(Zip_Code)44656 2.861e-01 1.234e+03 0.000 1.000
## as.factor(Zip_Code)44657 1.462e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44662 1.517e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)44663 1.536e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44666 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44669 3.872e+00 2.618e+03 0.001 0.999
## as.factor(Zip_Code)44670 3.353e+01 2.618e+03 0.013 0.990
## as.factor(Zip_Code)44675 -4.148e-02 1.773e+03 0.000 1.000
## as.factor(Zip_Code)44678 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44680 1.575e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44681 1.281e+01 1.047e+03 0.012 0.990
## as.factor(Zip_Code)44682 3.124e-01 1.542e+03 0.000 1.000
## as.factor(Zip_Code)44683 1.531e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44685 1.629e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)44688 1.712e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44689 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44695 -1.045e+00 1.736e+03 -0.001 1.000
## as.factor(Zip_Code)44697 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44705 1.370e+00 1.543e+03 0.001 0.999
## as.factor(Zip_Code)44706 1.508e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44707 1.579e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44708 1.475e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44709 1.611e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44710 4.711e-01 1.777e+03 0.000 1.000
## as.factor(Zip_Code)44714 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44718 1.517e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)44720 1.530e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44721 1.382e+01 1.047e+03 0.013 0.989
## as.factor(Zip_Code)44730 1.563e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44802 3.986e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44805 -3.840e-01 1.600e+03 0.000 1.000
## as.factor(Zip_Code)44807 -1.045e+00 1.736e+03 -0.001 1.000
## as.factor(Zip_Code)44809 3.209e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)44811 1.564e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44813 1.608e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44814 -9.018e-02 1.681e+03 0.000 1.000
## as.factor(Zip_Code)44815 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44816 7.541e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44817 -4.910e-01 1.994e+03 0.000 1.000
## as.factor(Zip_Code)44818 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)44820 1.439e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44822 1.510e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)44824 1.637e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)44827 1.526e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44830 1.499e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44833 1.468e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44836 3.427e-01 1.379e+03 0.000 1.000
## as.factor(Zip_Code)44837 9.239e-01 1.541e+03 0.001 1.000
## as.factor(Zip_Code)44839 1.451e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44841 1.552e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44843 1.580e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44844 -3.190e-01 1.652e+03 0.000 1.000
## as.factor(Zip_Code)44846 1.650e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44847 -4.910e-01 1.499e+03 0.000 1.000
## as.factor(Zip_Code)44849 2.400e+00 2.618e+03 0.001 0.999
## as.factor(Zip_Code)44851 1.688e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44853 1.621e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44854 1.497e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44855 3.264e+01 1.994e+03 0.016 0.987
## as.factor(Zip_Code)44857 1.583e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44862 2.400e+00 1.994e+03 0.001 0.999
## as.factor(Zip_Code)44865 1.549e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44867 -3.806e-01 1.673e+03 0.000 1.000
## as.factor(Zip_Code)44870 1.485e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)44875 1.549e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44882 -7.625e-02 1.409e+03 0.000 1.000
## as.factor(Zip_Code)44883 1.529e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44889 1.696e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44890 1.662e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44901 2.030e+00 2.618e+03 0.001 0.999
## as.factor(Zip_Code)44902 1.515e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)44903 1.553e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)44904 1.679e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44905 1.331e+01 1.047e+03 0.013 0.990
## as.factor(Zip_Code)44906 1.649e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)44907 1.592e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45001 -4.910e-01 1.994e+03 0.000 1.000
## as.factor(Zip_Code)45002 1.517e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)45005 1.508e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45013 3.986e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45014 1.614e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45030 1.412e+01 1.047e+03 0.013 0.989
## as.factor(Zip_Code)45032 6.846e-02 1.262e+03 0.000 1.000
## as.factor(Zip_Code)45033 3.295e+01 1.907e+03 0.017 0.986
## as.factor(Zip_Code)45034 1.425e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45036 1.515e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)45039 1.532e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45040 1.444e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45041 -7.815e-01 1.976e+03 0.000 1.000
## as.factor(Zip_Code)45042 1.474e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45043 2.030e+00 1.736e+03 0.001 0.999
## as.factor(Zip_Code)45044 1.520e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45051 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45052 -2.969e-01 1.333e+03 0.000 1.000
## as.factor(Zip_Code)45054 3.209e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)45065 1.498e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45066 1.423e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45068 1.590e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45069 1.700e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)45102 1.607e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45103 1.532e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45106 1.573e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45107 2.400e+00 2.618e+03 0.001 0.999
## as.factor(Zip_Code)45112 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45120 1.637e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)45121 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45122 1.485e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45123 1.492e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45133 1.565e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45135 1.909e+01 1.047e+03 0.018 0.985
## as.factor(Zip_Code)45140 1.502e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45142 1.646e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)45145 3.264e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)45147 3.264e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)45150 1.555e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45152 1.560e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45155 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45157 1.484e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45158 3.209e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)45159 3.872e+00 2.618e+03 0.001 0.999
## as.factor(Zip_Code)45160 1.612e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45162 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45174 -6.419e-01 1.584e+03 0.000 1.000
## as.factor(Zip_Code)45176 1.461e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45177 3.986e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45202 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45211 1.502e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45212 2.400e+00 2.618e+03 0.001 0.999
## as.factor(Zip_Code)45213 1.456e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45214 3.986e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45215 1.525e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45216 1.545e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45217 1.501e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45218 1.119e-01 1.292e+03 0.000 1.000
## as.factor(Zip_Code)45219 -3.840e-01 1.600e+03 0.000 1.000
## as.factor(Zip_Code)45224 1.641e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)45227 1.457e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45228 3.264e+01 1.994e+03 0.016 0.987
## as.factor(Zip_Code)45230 1.445e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45231 1.546e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45233 1.521e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45236 1.565e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45237 1.644e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)45238 1.525e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45239 1.581e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45240 1.513e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)45241 1.590e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45242 1.556e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45243 1.523e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45244 1.556e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45245 1.589e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45246 1.573e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45247 1.412e+01 1.047e+03 0.013 0.989
## as.factor(Zip_Code)45248 1.550e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45249 1.522e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45251 1.509e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)45252 1.457e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45253 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45255 1.518e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45308 8.684e-01 1.989e+03 0.000 1.000
## as.factor(Zip_Code)45310 3.264e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)45316 3.264e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)45317 1.681e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)45318 1.565e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45322 2.400e+00 2.618e+03 0.001 0.999
## as.factor(Zip_Code)45323 1.672e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)45324 1.639e+01 1.047e+03 0.016 0.988
## as.factor(Zip_Code)45326 2.400e+00 1.994e+03 0.001 0.999
## as.factor(Zip_Code)45337 3.209e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)45341 1.558e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45342 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45344 1.556e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45356 -8.818e-02 1.961e+03 0.000 1.000
## as.factor(Zip_Code)45359 1.646e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)45368 -4.910e-01 1.736e+03 0.000 1.000
## as.factor(Zip_Code)45369 4.600e-01 1.471e+03 0.000 1.000
## as.factor(Zip_Code)45371 1.596e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45373 1.555e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45383 1.563e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45389 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45502 1.604e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45503 1.591e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45504 1.591e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45505 1.646e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)45506 1.530e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45601 1.492e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45612 1.449e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45617 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45619 1.535e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45628 1.523e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45634 -2.441e-01 1.838e+03 0.000 1.000
## as.factor(Zip_Code)45638 1.593e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45644 1.591e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45645 2.400e+00 2.618e+03 0.001 0.999
## as.factor(Zip_Code)45647 2.063e-01 1.523e+03 0.000 1.000
## as.factor(Zip_Code)45651 1.558e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45654 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45659 3.353e+01 2.618e+03 0.013 0.990
## as.factor(Zip_Code)45662 1.560e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45669 1.570e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45673 7.541e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45680 1.544e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45690 -4.910e-01 1.994e+03 0.000 1.000
## as.factor(Zip_Code)45695 1.699e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)45696 3.209e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)45697 3.209e+01 1.994e+03 0.016 0.987
## as.factor(Zip_Code)45698 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45701 1.519e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45710 1.488e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45711 -4.910e-01 1.994e+03 0.000 1.000
## as.factor(Zip_Code)45714 1.448e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45719 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45723 1.580e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45732 1.408e-01 1.353e+03 0.000 1.000
## as.factor(Zip_Code)45735 3.873e-01 1.834e+03 0.000 1.000
## as.factor(Zip_Code)45740 3.986e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45750 1.538e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45761 1.787e+01 1.047e+03 0.017 0.986
## as.factor(Zip_Code)45764 1.512e+01 1.047e+03 0.014 0.988
## as.factor(Zip_Code)45766 1.752e+01 1.047e+03 0.017 0.987
## as.factor(Zip_Code)45776 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45780 1.439e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45782 1.752e+01 1.047e+03 0.017 0.987
## as.factor(Zip_Code)45801 1.608e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45802 3.264e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)45804 1.590e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45805 1.575e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45806 1.525e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45807 1.506e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45808 3.238e+01 1.976e+03 0.016 0.987
## as.factor(Zip_Code)45809 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45814 -7.815e-01 1.976e+03 0.000 1.000
## as.factor(Zip_Code)45816 3.264e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)45817 1.560e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45820 3.209e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)45822 1.472e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45826 3.209e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)45827 1.752e+01 1.047e+03 0.017 0.987
## as.factor(Zip_Code)45828 3.932e-01 1.249e+03 0.000 1.000
## as.factor(Zip_Code)45830 1.585e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45831 1.648e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)45832 1.468e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45833 1.580e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45837 2.400e+00 1.592e+03 0.002 0.999
## as.factor(Zip_Code)45840 1.584e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45844 1.461e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45846 1.556e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45848 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45850 3.264e+01 2.618e+03 0.012 0.990
## as.factor(Zip_Code)45853 1.571e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45856 1.578e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45858 1.734e+01 1.047e+03 0.017 0.987
## as.factor(Zip_Code)45860 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45862 1.658e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)45863 -2.292e-01 1.715e+03 0.000 1.000
## as.factor(Zip_Code)45864 1.743e+01 1.047e+03 0.017 0.987
## as.factor(Zip_Code)45866 -4.910e-01 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45867 1.552e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45872 1.505e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45875 1.563e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45876 1.585e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45877 1.674e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)45881 3.872e+00 2.618e+03 0.001 0.999
## as.factor(Zip_Code)45882 -1.401e-01 1.349e+03 0.000 1.000
## as.factor(Zip_Code)45883 1.613e+01 1.047e+03 0.015 0.988
## as.factor(Zip_Code)45887 1.675e+01 1.047e+03 0.016 0.987
## as.factor(Zip_Code)45889 -1.045e+00 2.618e+03 0.000 1.000
## as.factor(Zip_Code)45890 4.137e-01 1.993e+03 0.000 1.000
## as.factor(Zip_Code)45891 1.508e+01 1.047e+03 0.014 0.989
## as.factor(Zip_Code)45898 3.238e+01 1.976e+03 0.016 0.987
## as.factor(Zip_Code)45899 3.209e+01 2.618e+03 0.012 0.990
## Risk_Rating.L 9.723e-01 1.780e-01 5.463 4.67e-08 ***
## Risk_Rating.Q -2.489e+00 1.637e-01 -15.202 < 2e-16 ***
## Risk_Rating.C -1.066e+00 1.221e-01 -8.732 < 2e-16 ***
## Risk_Rating^4 -9.669e-01 8.248e-02 -11.723 < 2e-16 ***
## Risk_Rating^5 1.713e-02 6.109e-02 0.280 0.779
## Standard 1.473e+00 5.277e-02 27.903 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 22603 on 17752 degrees of freedom
## Residual deviance: 18894 on 17098 degrees of freedom
## AIC: 20204
##
## Number of Fisher Scoring iterations: 15lm3_10 <- glm(formula = Critical ~ Violation +
Violation_count +
Standard,
family = "binomial", data = Stats_data_strat)## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurredsummary(lm3_10)##
## Call:
## glm(formula = Critical ~ Violation + Violation_count + Standard,
## family = "binomial", data = Stats_data_strat)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -3.5342 -0.7722 -0.0001 0.5449 1.8889
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -19.960873 134.891969 -0.148 0.882
## Violation 17.947890 134.891966 0.133 0.894
## Violation_count 0.412820 0.009793 42.155 <2e-16 ***
## Standard 0.542631 0.064043 8.473 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 22603 on 17752 degrees of freedom
## Residual deviance: 12615 on 17749 degrees of freedom
## AIC: 12623
##
## Number of Fisher Scoring iterations: 18lm4_10 <- glm(formula = Critical ~ Violation_count,
family = "binomial", data = Stats_data_strat)## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurredsummary(lm4_10)##
## Call:
## glm(formula = Critical ~ Violation_count, family = "binomial",
## data = Stats_data_strat)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -4.4331 -0.5365 -0.4009 0.4085 2.0048
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -2.481014 0.034015 -72.94 <2e-16 ***
## Violation_count 0.615355 0.009713 63.35 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 22603 on 17752 degrees of freedom
## Residual deviance: 14187 on 17751 degrees of freedom
## AIC: 14191
##
## Number of Fisher Scoring iterations: 6Second Sample: (5%)
set.seed(1)
#create table to compare original dataset
Stats_data %>%
count(HD_Condensed, sort=TRUE) %>%
mutate(percent = 100 * n / sum(n))## HD_Condensed n percent
## 1 Cuyahoga County 19912 11.200675011
## 2 Franklin EHS Live 15141 8.516945577
## 3 Summit County 12819 7.210800169
## 4 Hamilton County 12613 7.094923358
## 5 Cleveland 12132 6.824356631
## 6 Toledo-Lucas County 11489 6.462663479
## 7 Lake County 6444 3.624806638
## 8 Lorain County 6286 3.535930249
## 9 Licking County 5910 3.324426944
## 10 Stark County 4766 2.680916889
## 11 Warren County 4287 2.411475179
## 12 Clermont County 4049 2.277598087
## 13 Wood County 3642 2.048657010
## 14 Medina County 3533 1.987343552
## 15 Clark County 3402 1.913654901
## 16 Delaware 3278 1.843903811
## 17 Richland 3006 1.690901420
## 18 Erie County 2811 1.581212206
## 19 Allen County 2711 1.524961328
## 20 Miami County 2144 1.206018844
## 21 Hancock 2060 1.158768106
## 22 Fairfield 2015 1.133455210
## 23 Tuscarawas County 1985 1.116579947
## 24 Zanesville-Muskingum County 1902 1.069891717
## 25 Ross County 1781 1.001828154
## 26 Marion 1534 0.862888483
## 27 Huron County 1499 0.843200675
## 28 Athens County 1473 0.828575446
## 29 Union County 1389 0.781324708
## 30 Belmont County 1351 0.759949374
## 31 Seneca County 1324 0.744761637
## 32 Middletown City 1302 0.732386444
## 33 Pickaway County 1151 0.647447616
## 34 Kent City 1111 0.624947265
## 35 Cambridge Guernsey County 1084 0.609759527
## 36 Putnam County 1081 0.608072001
## 37 Mercer County 1067 0.600196878
## 38 New Philadelphia City 1022 0.574883983
## 39 Lawrence County 1000 0.562508789
## 40 Marietta City 958 0.538883420
## 41 Champaign 883 0.496695261
## 42 Highland County 830 0.466882295
## 43 Henry County 703 0.395443679
## 44 Williams County 698 0.392631135
## 45 Wyandot County 631 0.354943046
## 46 Crawford County 601 0.338067782
## 47 Springdale City 576 0.324005063
## 48 Portsmouth City 567 0.318942483
## 49 Van Wert County 561 0.315567431
## 50 Ashtabula City 513 0.288567009
## 51 Carroll County 495 0.278441851
## 52 Galion City 425 0.239066235
## 53 Coshocton City 419 0.235691183
## 54 Butler County 345 0.194065532
## 55 Shelby City 343 0.192940515
## 56 Hocking County 310 0.174377725
## 57 Vinton County 279 0.156939952
## 58 Ashtabula County 119 0.066938546
## 59 Ohio Department of Health 8 0.004500070
## 60 Conneaut City 5 0.002812544#Stratified Random Sampling:
#subset
Stats_data_strat_5 <- Stats_data %>%
group_by(HD_Condensed) %>%
slice_sample(prop = 0.05) %>%
ungroup()
#create table to compare subset dataset
Stats_data_strat_5 %>%
count(HD_Condensed, sort=TRUE) %>%
mutate(percent = 100 * n / sum(n))## # A tibble: 58 × 3
## HD_Condensed n percent
## <chr> <int> <dbl>
## 1 Cuyahoga County 995 11.2
## 2 Franklin EHS Live 757 8.54
## 3 Summit County 640 7.22
## 4 Hamilton County 630 7.11
## 5 Cleveland 606 6.84
## 6 Toledo-Lucas County 574 6.48
## 7 Lake County 322 3.63
## 8 Lorain County 314 3.54
## 9 Licking County 295 3.33
## 10 Stark County 238 2.69
## # … with 48 more rowsChi-Square Test of Independence with Sample (5%)
#critical vs. risk rating
chisq_5 <- chisq.test(table(Stats_data_strat_5$Critical, Stats_data_strat_5$Risk_Rating))
chisq_5##
## Pearson's Chi-squared test
##
## data: table(Stats_data_strat_5$Critical, Stats_data_strat_5$Risk_Rating)
## X-squared = 566.85, df = 5, p-value < 2.2e-16Ordinal with Sample (5%)
#colnames(Stats_data)
Stats_data_strat_5$Risk_Rating = factor(Stats_data_strat_5$Risk_Rating, ordered=TRUE)
Model_5 = clm(Risk_Rating ~ Critical + HD_Condensed, data=Stats_data_strat_5)
Model_5## formula: Risk_Rating ~ Critical + HD_Condensed
## data: Stats_data_strat_5
##
## link threshold nobs logLik AIC niter max.grad cond.H
## logit flexible 8863 -11460.10 23046.20 7(0) 1.69e-08 7.3e+03
##
## Coefficients:
## Critical HD_CondensedAshtabula City
## 0.72251 -0.04464
## HD_CondensedAshtabula County HD_CondensedAthens County
## 0.51371 -0.20617
## HD_CondensedBelmont County HD_CondensedButler County
## -0.26660 0.62511
## HD_CondensedCambridge Guernsey County HD_CondensedCarroll County
## -0.00416 0.58909
## HD_CondensedChampaign HD_CondensedClark County
## 0.56808 -0.24013
## HD_CondensedClermont County HD_CondensedCleveland
## 0.04275 -0.20422
## HD_CondensedCoshocton City HD_CondensedCrawford County
## -0.01981 0.33583
## HD_CondensedCuyahoga County HD_CondensedDelaware
## 0.13056 0.07528
## HD_CondensedErie County HD_CondensedFairfield
## -0.03691 -0.17940
## HD_CondensedFranklin EHS Live HD_CondensedGalion City
## 0.17372 0.36263
## HD_CondensedHamilton County HD_CondensedHancock
## 0.26529 -0.05476
## HD_CondensedHenry County HD_CondensedHighland County
## -0.44158 0.03624
## HD_CondensedHocking County HD_CondensedHuron County
## 0.38915 0.13238
## HD_CondensedKent City HD_CondensedLake County
## 0.40877 -0.09982
## HD_CondensedLawrence County HD_CondensedLicking County
## -0.59539 -0.02930
## HD_CondensedLorain County HD_CondensedMarietta City
## 0.16002 -0.01381
## HD_CondensedMarion HD_CondensedMedina County
## 0.41983 -0.34661
## HD_CondensedMercer County HD_CondensedMiami County
## -0.14780 0.21888
## HD_CondensedMiddletown City HD_CondensedNew Philadelphia City
## -0.06920 -0.09137
## HD_CondensedPickaway County HD_CondensedPortsmouth City
## -0.38353 -0.06002
## HD_CondensedPutnam County HD_CondensedRichland
## -0.22519 -0.21510
## HD_CondensedRoss County HD_CondensedSeneca County
## 0.14387 0.44464
## HD_CondensedShelby City HD_CondensedSpringdale City
## 0.27969 0.71313
## HD_CondensedStark County HD_CondensedSummit County
## -0.03557 0.13324
## HD_CondensedToledo-Lucas County HD_CondensedTuscarawas County
## -0.06579 -0.40468
## HD_CondensedUnion County HD_CondensedVan Wert County
## -0.41841 0.36616
## HD_CondensedVinton County HD_CondensedWarren County
## -0.19046 -0.03025
## HD_CondensedWilliams County HD_CondensedWood County
## -0.04304 0.11625
## HD_CondensedWyandot County HD_CondensedZanesville-Muskingum County
## -0.50700 -0.23135
##
## Threshold coefficients:
## Mobile|Risk Level I Risk Level I|Risk Level II
## -2.8562 -1.9045
## Risk Level II|Risk Level III Risk Level III|Risk Level IV
## -1.2952 0.6179
## Risk Level IV|Vending
## 4.1556Cochran–Mantel–Haenszel with Sample (5%) The Cochran–Mantel–Haenszel test can be used for 3-dimensions only. One dimension needs to be identified as the stratifying dimension, so it tests the independence of the variables of the m x n tables within k strata.
levels(Stats_data_strat_5$Critical)## NULLTable_strat_5 = xtabs( ~ Risk_Rating + Critical + HD_Condensed,
data=Stats_data_strat_5)
mantelhaen.test(Table_strat_5)##
## Cochran-Mantel-Haenszel test
##
## data: Table_strat_5
## Cochran-Mantel-Haenszel M^2 = 554.47, df = 5, p-value < 2.2e-16log-linear models with Sample (5%)
loglm( ~ Risk_Rating + Critical + HD_Condensed,
Table_strat_5)## Call:
## loglm(formula = ~Risk_Rating + Critical + HD_Condensed, data = Table_strat_5)
##
## Statistics:
## X^2 df P(> X^2)
## Likelihood Ratio 1831.922 632 0
## Pearson 1831.664 632 0Linear model & ANOVA with Sample (5%)
p1_5 <- lm(Violation_count~
Risk_Rating+
HD_Condensed+
San_ID+
Standard,
data=Stats_data_strat_5)
summary(p1_5)##
## Call:
## lm(formula = Violation_count ~ Risk_Rating + HD_Condensed + San_ID +
## Standard, data = Stats_data_strat_5)
##
## Residuals:
## Min 1Q Median 3Q Max
## -7.274 -2.236 -0.775 1.120 50.899
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.7534085 0.6159775 1.223 0.22132
## Risk_Rating.L 0.8345566 0.2115457 3.945 8.04e-05
## Risk_Rating.Q -2.5565833 0.1993872 -12.822 < 2e-16
## Risk_Rating.C -1.9650711 0.1636938 -12.005 < 2e-16
## Risk_Rating^4 -1.4134178 0.1340624 -10.543 < 2e-16
## Risk_Rating^5 -0.0432062 0.1199524 -0.360 0.71871
## HD_CondensedAshtabula City -0.9686726 0.8304991 -1.166 0.24349
## HD_CondensedAshtabula County -3.5427870 1.7371654 -2.039 0.04144
## HD_CondensedAthens County -1.3388336 0.5580407 -2.399 0.01645
## HD_CondensedBelmont County -1.3367147 0.5785833 -2.310 0.02089
## HD_CondensedButler County 0.9069439 0.9940040 0.912 0.36158
## HD_CondensedCambridge Guernsey County -0.6595155 0.6434351 -1.025 0.30540
## HD_CondensedCarroll County -3.9376779 0.8757813 -4.496 7.01e-06
## HD_CondensedChampaign -3.0484806 0.7087019 -4.301 1.71e-05
## HD_CondensedClark County -0.9913281 0.5323030 -1.862 0.06259
## HD_CondensedClermont County -0.4165341 0.5591475 -0.745 0.45632
## HD_CondensedCleveland 0.0196485 0.5959703 0.033 0.97370
## HD_CondensedCoshocton City -2.5137182 1.0867274 -2.313 0.02074
## HD_CondensedCrawford County -2.6538055 0.9826743 -2.701 0.00693
## HD_CondensedCuyahoga County -1.1341601 0.8138742 -1.394 0.16349
## HD_CondensedDelaware 2.0487024 1.0245760 2.000 0.04558
## HD_CondensedErie County -1.2520034 1.0978893 -1.140 0.25416
## HD_CondensedFairfield -1.4774773 1.1696053 -1.263 0.20654
## HD_CondensedFranklin EHS Live 0.6669390 6.9709385 0.096 0.92378
## HD_CondensedGalion City -1.2472387 1.4021505 -0.890 0.37375
## HD_CondensedHamilton County -2.2967919 1.2021602 -1.911 0.05609
## HD_CondensedHancock -1.4474853 1.3279842 -1.090 0.27575
## HD_CondensedHenry County -2.4029378 1.4490923 -1.658 0.09731
## HD_CondensedHighland County -0.5086762 1.4567871 -0.349 0.72696
## HD_CondensedHocking County -0.9116017 1.6709599 -0.546 0.58539
## HD_CondensedHuron County -0.8358727 1.4475247 -0.577 0.56365
## HD_CondensedKent City 1.3347271 1.5131710 0.882 0.37776
## HD_CondensedLake County -0.7358011 1.5020281 -0.490 0.62424
## HD_CondensedLawrence County -0.7949450 1.6334485 -0.487 0.62651
## HD_CondensedLicking County -1.4941367 1.6320948 -0.915 0.35997
## HD_CondensedLorain County -1.5493904 1.6974029 -0.913 0.36137
## HD_CondensedMarietta City -1.8049354 1.8251572 -0.989 0.32273
## HD_CondensedMarion -0.0937067 1.8396680 -0.051 0.95938
## HD_CondensedMedina County 0.6419370 1.8522553 0.347 0.72892
## HD_CondensedMercer County -1.8523085 1.9612127 -0.944 0.34495
## HD_CondensedMiami County -1.2555489 1.9699379 -0.637 0.52391
## HD_CondensedMiddletown City 1.2352596 2.0178281 0.612 0.54044
## HD_CondensedNew Philadelphia City -1.6446159 2.0499905 -0.802 0.42243
## HD_CondensedPickaway County 0.0979724 2.1093180 0.046 0.96295
## HD_CondensedPortsmouth City -2.0980381 2.2257210 -0.943 0.34589
## HD_CondensedPutnam County 0.3868471 2.2065593 0.175 0.86083
## HD_CondensedRichland 1.0876339 2.2310989 0.487 0.62592
## HD_CondensedRoss County -1.1077828 2.3222444 -0.477 0.63335
## HD_CondensedSeneca County -2.2906616 2.3838873 -0.961 0.33663
## HD_CondensedShelby City -3.1763573 2.5345916 -1.253 0.21017
## HD_CondensedSpringdale City 0.0938759 2.4745296 0.038 0.96974
## HD_CondensedStark County -1.6918526 2.4123345 -0.701 0.48311
## HD_CondensedSummit County -0.3072764 2.5323619 -0.121 0.90342
## HD_CondensedToledo-Lucas County -1.6761779 2.7144724 -0.617 0.53692
## HD_CondensedTuscarawas County -1.7246160 2.8563192 -0.604 0.54600
## HD_CondensedUnion County -1.1232465 2.9312201 -0.383 0.70158
## HD_CondensedVan Wert County -1.8813531 3.0148939 -0.624 0.53263
## HD_CondensedVinton County -0.4858261 3.1343000 -0.155 0.87682
## HD_CondensedWarren County -2.2276266 3.0244131 -0.737 0.46142
## HD_CondensedWilliams County -1.5874705 3.1205240 -0.509 0.61096
## HD_CondensedWood County -1.4422286 3.1382830 -0.460 0.64584
## HD_CondensedWyandot County -2.7043858 3.2552410 -0.831 0.40612
## HD_CondensedZanesville-Muskingum County -3.0669946 3.2471114 -0.945 0.34492
## San_ID 0.0006678 0.0074352 0.090 0.92843
## Standard 1.9257579 0.1047346 18.387 < 2e-16
##
## (Intercept)
## Risk_Rating.L ***
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5
## HD_CondensedAshtabula City
## HD_CondensedAshtabula County *
## HD_CondensedAthens County *
## HD_CondensedBelmont County *
## HD_CondensedButler County
## HD_CondensedCambridge Guernsey County
## HD_CondensedCarroll County ***
## HD_CondensedChampaign ***
## HD_CondensedClark County .
## HD_CondensedClermont County
## HD_CondensedCleveland
## HD_CondensedCoshocton City *
## HD_CondensedCrawford County **
## HD_CondensedCuyahoga County
## HD_CondensedDelaware *
## HD_CondensedErie County
## HD_CondensedFairfield
## HD_CondensedFranklin EHS Live
## HD_CondensedGalion City
## HD_CondensedHamilton County .
## HD_CondensedHancock
## HD_CondensedHenry County .
## HD_CondensedHighland County
## HD_CondensedHocking County
## HD_CondensedHuron County
## HD_CondensedKent City
## HD_CondensedLake County
## HD_CondensedLawrence County
## HD_CondensedLicking County
## HD_CondensedLorain County
## HD_CondensedMarietta City
## HD_CondensedMarion
## HD_CondensedMedina County
## HD_CondensedMercer County
## HD_CondensedMiami County
## HD_CondensedMiddletown City
## HD_CondensedNew Philadelphia City
## HD_CondensedPickaway County
## HD_CondensedPortsmouth City
## HD_CondensedPutnam County
## HD_CondensedRichland
## HD_CondensedRoss County
## HD_CondensedSeneca County
## HD_CondensedShelby City
## HD_CondensedSpringdale City
## HD_CondensedStark County
## HD_CondensedSummit County
## HD_CondensedToledo-Lucas County
## HD_CondensedTuscarawas County
## HD_CondensedUnion County
## HD_CondensedVan Wert County
## HD_CondensedVinton County
## HD_CondensedWarren County
## HD_CondensedWilliams County
## HD_CondensedWood County
## HD_CondensedWyandot County
## HD_CondensedZanesville-Muskingum County
## San_ID
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.812 on 8798 degrees of freedom
## Multiple R-squared: 0.167, Adjusted R-squared: 0.161
## F-statistic: 27.57 on 64 and 8798 DF, p-value: < 2.2e-16p2_5 <- lm(Violation_count~
Risk_Rating+
HD_Condensed+
Standard,
data=Stats_data_strat_5)
summary(p2_5)##
## Call:
## lm(formula = Violation_count ~ Risk_Rating + HD_Condensed + Standard,
## data = Stats_data_strat_5)
##
## Residuals:
## Min 1Q Median 3Q Max
## -7.275 -2.235 -0.771 1.117 50.896
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.79927 0.34455 2.320 0.020377
## Risk_Rating.L 0.83380 0.21136 3.945 8.05e-05
## Risk_Rating.Q -2.55748 0.19913 -12.843 < 2e-16
## Risk_Rating.C -1.96549 0.16362 -12.013 < 2e-16
## Risk_Rating^4 -1.41368 0.13402 -10.548 < 2e-16
## Risk_Rating^5 -0.04336 0.11993 -0.362 0.717708
## HD_CondensedAshtabula City -0.96651 0.83010 -1.164 0.244325
## HD_CondensedAshtabula County -3.53903 1.73656 -2.038 0.041585
## HD_CondensedAthens County -1.33304 0.55427 -2.405 0.016191
## HD_CondensedBelmont County -1.32775 0.56988 -2.330 0.019836
## HD_CondensedButler County 0.92119 0.98121 0.939 0.347839
## HD_CondensedCambridge Guernsey County -0.64254 0.61501 -1.045 0.296164
## HD_CondensedCarroll County -3.91704 0.84505 -4.635 3.62e-06
## HD_CondensedChampaign -3.02586 0.66243 -4.568 4.99e-06
## HD_CondensedClark County -0.96437 0.43957 -2.194 0.028271
## HD_CondensedClermont County -0.38377 0.42379 -0.906 0.365185
## HD_CondensedCleveland 0.06210 0.36311 0.171 0.864219
## HD_CondensedCoshocton City -2.46084 0.91342 -2.694 0.007071
## HD_CondensedCrawford County -2.59893 0.76967 -3.377 0.000737
## HD_CondensedCuyahoga County -1.06815 0.34977 -3.054 0.002266
## HD_CondensedDelaware 2.13166 0.44366 4.805 1.58e-06
## HD_CondensedErie County -1.16246 0.46003 -2.527 0.011525
## HD_CondensedFairfield -1.38266 0.50356 -2.746 0.006049
## HD_CondensedFranklin EHS Live 1.29227 0.35627 3.627 0.000288
## HD_CondensedGalion City -1.15027 0.89473 -1.286 0.198613
## HD_CondensedHamilton County -2.19382 0.36177 -6.064 1.38e-09
## HD_CondensedHancock -1.33695 0.49917 -2.678 0.007412
## HD_CondensedHenry County -2.29016 0.72348 -3.165 0.001554
## HD_CondensedHighland County -0.39297 0.68032 -0.578 0.563532
## HD_CondensedHocking County -0.79398 1.03785 -0.765 0.444281
## HD_CondensedHuron County -0.71568 0.55211 -1.296 0.194917
## HD_CondensedKent City 1.45912 0.60983 2.393 0.016747
## HD_CondensedLake County -0.60553 0.39085 -1.549 0.121356
## HD_CondensedLawrence County -0.65965 0.63190 -1.044 0.296557
## HD_CondensedLicking County -1.35193 0.39641 -3.410 0.000651
## HD_CondensedLorain County -1.40106 0.39251 -3.569 0.000360
## HD_CondensedMarietta City -1.65162 0.64631 -2.555 0.010621
## HD_CondensedMarion 0.06406 0.54707 0.117 0.906786
## HD_CondensedMedina County 0.80362 0.43666 1.840 0.065749
## HD_CondensedMercer County -1.68514 0.61846 -2.725 0.006448
## HD_CondensedMiami County -1.08425 0.49355 -2.197 0.028059
## HD_CondensedMiddletown City 1.40898 0.57554 2.448 0.014381
## HD_CondensedNew Philadelphia City -1.46930 0.62668 -2.345 0.019072
## HD_CondensedPickaway County 0.27953 0.60314 0.463 0.643052
## HD_CondensedPortsmouth City -1.91120 0.79181 -2.414 0.015812
## HD_CondensedPutnam County 0.57722 0.61401 0.940 0.347200
## HD_CondensedRichland 1.28387 0.45282 2.835 0.004590
## HD_CondensedRoss County -0.90451 0.52118 -1.736 0.082686
## HD_CondensedSeneca County -2.08282 0.57311 -3.634 0.000280
## HD_CondensedShelby City -2.96645 0.98131 -3.023 0.002510
## HD_CondensedSpringdale City 0.30446 0.79184 0.384 0.700624
## HD_CondensedStark County -1.47834 0.41086 -3.598 0.000322
## HD_CondensedSummit County -0.08214 0.36135 -0.227 0.820181
## HD_CondensedToledo-Lucas County -1.43457 0.36494 -3.931 8.53e-05
## HD_CondensedTuscarawas County -1.47210 0.50531 -2.913 0.003586
## HD_CondensedUnion County -0.86490 0.56515 -1.530 0.125957
## HD_CondensedVan Wert County -1.62006 0.79199 -2.046 0.040830
## HD_CondensedVinton County -0.22244 1.10705 -0.201 0.840755
## HD_CondensedWarren County -1.95859 0.41915 -4.673 3.02e-06
## HD_CondensedWilliams County -1.31499 0.73141 -1.798 0.072231
## HD_CondensedWood County -1.16304 0.43312 -2.685 0.007262
## HD_CondensedWyandot County -2.42007 0.75979 -3.185 0.001452
## HD_CondensedZanesville-Muskingum County -2.77896 0.51089 -5.439 5.49e-08
## Standard 1.92562 0.10472 18.389 < 2e-16
##
## (Intercept) *
## Risk_Rating.L ***
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5
## HD_CondensedAshtabula City
## HD_CondensedAshtabula County *
## HD_CondensedAthens County *
## HD_CondensedBelmont County *
## HD_CondensedButler County
## HD_CondensedCambridge Guernsey County
## HD_CondensedCarroll County ***
## HD_CondensedChampaign ***
## HD_CondensedClark County *
## HD_CondensedClermont County
## HD_CondensedCleveland
## HD_CondensedCoshocton City **
## HD_CondensedCrawford County ***
## HD_CondensedCuyahoga County **
## HD_CondensedDelaware ***
## HD_CondensedErie County *
## HD_CondensedFairfield **
## HD_CondensedFranklin EHS Live ***
## HD_CondensedGalion City
## HD_CondensedHamilton County ***
## HD_CondensedHancock **
## HD_CondensedHenry County **
## HD_CondensedHighland County
## HD_CondensedHocking County
## HD_CondensedHuron County
## HD_CondensedKent City *
## HD_CondensedLake County
## HD_CondensedLawrence County
## HD_CondensedLicking County ***
## HD_CondensedLorain County ***
## HD_CondensedMarietta City *
## HD_CondensedMarion
## HD_CondensedMedina County .
## HD_CondensedMercer County **
## HD_CondensedMiami County *
## HD_CondensedMiddletown City *
## HD_CondensedNew Philadelphia City *
## HD_CondensedPickaway County
## HD_CondensedPortsmouth City *
## HD_CondensedPutnam County
## HD_CondensedRichland **
## HD_CondensedRoss County .
## HD_CondensedSeneca County ***
## HD_CondensedShelby City **
## HD_CondensedSpringdale City
## HD_CondensedStark County ***
## HD_CondensedSummit County
## HD_CondensedToledo-Lucas County ***
## HD_CondensedTuscarawas County **
## HD_CondensedUnion County
## HD_CondensedVan Wert County *
## HD_CondensedVinton County
## HD_CondensedWarren County ***
## HD_CondensedWilliams County .
## HD_CondensedWood County **
## HD_CondensedWyandot County **
## HD_CondensedZanesville-Muskingum County ***
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.811 on 8799 degrees of freedom
## Multiple R-squared: 0.167, Adjusted R-squared: 0.1611
## F-statistic: 28.01 on 63 and 8799 DF, p-value: < 2.2e-16anova(p2_5)## Analysis of Variance Table
##
## Response: Violation_count
## Df Sum Sq Mean Sq F value Pr(>F)
## Risk_Rating 5 10153 2030.7 139.792 < 2.2e-16 ***
## HD_Condensed 57 10569 185.4 12.764 < 2.2e-16 ***
## Standard 1 4912 4912.1 338.146 < 2.2e-16 ***
## Residuals 8799 127819 14.5
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1p3_5 <- lm(Critical~Zip_Code+
Risk_Rating+
HD_Condensed+
Standard,
data=Stats_data_strat_5)
summary(p3_5)##
## Call:
## lm(formula = Critical ~ Zip_Code + Risk_Rating + HD_Condensed +
## Standard, data = Stats_data_strat_5)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.7475 -0.3805 -0.1764 0.4760 1.2561
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 5.689e-01 1.779e+00 0.320 0.74918
## Zip_Code -1.205e-05 3.883e-05 -0.310 0.75629
## Risk_Rating.L 1.043e-01 2.457e-02 4.245 2.21e-05
## Risk_Rating.Q -2.901e-01 2.316e-02 -12.527 < 2e-16
## Risk_Rating.C -2.296e-01 1.902e-02 -12.071 < 2e-16
## Risk_Rating^4 -1.344e-01 1.558e-02 -8.622 < 2e-16
## Risk_Rating^5 -2.784e-02 1.394e-02 -1.996 0.04592
## HD_CondensedAshtabula City -1.962e-01 1.193e-01 -1.644 0.10017
## HD_CondensedAshtabula County -2.597e-01 2.133e-01 -1.218 0.22333
## HD_CondensedAthens County -1.065e-01 6.453e-02 -1.651 0.09885
## HD_CondensedBelmont County -1.552e-01 9.962e-02 -1.558 0.11929
## HD_CondensedButler County 1.136e-01 1.176e-01 0.966 0.33416
## HD_CondensedCambridge Guernsey County -2.262e-01 1.079e-01 -2.097 0.03603
## HD_CondensedCarroll County -4.270e-01 1.084e-01 -3.938 8.26e-05
## HD_CondensedChampaign -2.504e-01 1.247e-01 -2.008 0.04466
## HD_CondensedClark County -4.189e-02 5.294e-02 -0.791 0.42878
## HD_CondensedClermont County -2.265e-02 5.539e-02 -0.409 0.68264
## HD_CondensedCleveland -1.109e-02 7.825e-02 -0.142 0.88726
## HD_CondensedCoshocton City -1.344e-01 1.315e-01 -1.022 0.30677
## HD_CondensedCrawford County -1.551e-01 9.733e-02 -1.593 0.11115
## HD_CondensedCuyahoga County -5.548e-02 7.707e-02 -0.720 0.47158
## HD_CondensedDelaware 1.620e-01 1.191e-01 1.360 0.17399
## HD_CondensedErie County -6.168e-02 6.785e-02 -0.909 0.36332
## HD_CondensedFairfield -1.551e-01 1.196e-01 -1.297 0.19470
## HD_CondensedFranklin EHS Live 9.209e-03 1.119e-01 0.082 0.93441
## HD_CondensedGalion City -1.130e-01 1.107e-01 -1.020 0.30756
## HD_CondensedHamilton County -1.211e-01 4.793e-02 -2.526 0.01156
## HD_CondensedHancock 1.398e-02 5.805e-02 0.241 0.80963
## HD_CondensedHenry County -2.171e-01 1.219e-01 -1.781 0.07500
## HD_CondensedHighland County -1.527e-01 8.373e-02 -1.823 0.06831
## HD_CondensedHocking County -6.691e-02 1.591e-01 -0.421 0.67406
## HD_CondensedHuron County 6.333e-02 7.417e-02 0.854 0.39327
## HD_CondensedKent City -1.677e-03 9.349e-02 -0.018 0.98569
## HD_CondensedLake County -4.087e-02 8.117e-02 -0.503 0.61465
## HD_CondensedLawrence County -1.593e-01 7.372e-02 -2.161 0.03075
## HD_CondensedLicking County -1.216e-01 1.162e-01 -1.046 0.29553
## HD_CondensedLorain County -5.843e-02 8.237e-02 -0.709 0.47809
## HD_CondensedMarietta City -9.922e-02 7.518e-02 -1.320 0.18695
## HD_CondensedMarion 7.020e-02 1.163e-01 0.604 0.54604
## HD_CondensedMedina County 8.169e-02 7.901e-02 1.034 0.30120
## HD_CondensedMercer County -1.270e-01 7.191e-02 -1.766 0.07745
## HD_CondensedMiami County -3.590e-02 5.989e-02 -0.599 0.54896
## HD_CondensedMiddletown City -4.498e-02 7.337e-02 -0.613 0.53990
## HD_CondensedNew Philadelphia City -1.337e-01 8.539e-02 -1.566 0.11750
## HD_CondensedPickaway County -1.689e-02 1.257e-01 -0.134 0.89316
## HD_CondensedPortsmouth City -2.202e-01 9.224e-02 -2.387 0.01701
## HD_CondensedPutnam County 8.711e-02 7.141e-02 1.220 0.22257
## HD_CondensedRichland 4.269e-02 6.359e-02 0.671 0.50201
## HD_CondensedRoss County -1.001e-01 6.143e-02 -1.630 0.10321
## HD_CondensedSeneca County -1.597e-01 7.652e-02 -2.087 0.03691
## HD_CondensedShelby City -2.387e-01 1.197e-01 -1.994 0.04620
## HD_CondensedSpringdale City 5.216e-02 9.463e-02 0.551 0.58152
## HD_CondensedStark County -1.350e-01 6.457e-02 -2.091 0.03652
## HD_CondensedSummit County 5.174e-03 7.274e-02 0.071 0.94329
## HD_CondensedToledo-Lucas County -5.419e-02 9.586e-02 -0.565 0.57188
## HD_CondensedTuscarawas County -1.465e-01 7.699e-02 -1.903 0.05705
## HD_CondensedUnion County -1.436e-01 1.248e-01 -1.151 0.24993
## HD_CondensedVan Wert County -8.318e-02 9.212e-02 -0.903 0.36657
## HD_CondensedVinton County 2.739e-02 1.288e-01 0.213 0.83165
## HD_CondensedWarren County -1.539e-01 5.693e-02 -2.703 0.00688
## HD_CondensedWilliams County -1.551e-01 1.230e-01 -1.261 0.20730
## HD_CondensedWood County -3.447e-02 1.013e-01 -0.340 0.73365
## HD_CondensedWyandot County -2.839e-01 1.240e-01 -2.289 0.02212
## HD_CondensedZanesville-Muskingum County -2.500e-01 1.005e-01 -2.489 0.01284
## Standard 2.612e-01 1.218e-02 21.451 < 2e-16
##
## (Intercept)
## Zip_Code
## Risk_Rating.L ***
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5 *
## HD_CondensedAshtabula City
## HD_CondensedAshtabula County
## HD_CondensedAthens County .
## HD_CondensedBelmont County
## HD_CondensedButler County
## HD_CondensedCambridge Guernsey County *
## HD_CondensedCarroll County ***
## HD_CondensedChampaign *
## HD_CondensedClark County
## HD_CondensedClermont County
## HD_CondensedCleveland
## HD_CondensedCoshocton City
## HD_CondensedCrawford County
## HD_CondensedCuyahoga County
## HD_CondensedDelaware
## HD_CondensedErie County
## HD_CondensedFairfield
## HD_CondensedFranklin EHS Live
## HD_CondensedGalion City
## HD_CondensedHamilton County *
## HD_CondensedHancock
## HD_CondensedHenry County .
## HD_CondensedHighland County .
## HD_CondensedHocking County
## HD_CondensedHuron County
## HD_CondensedKent City
## HD_CondensedLake County
## HD_CondensedLawrence County *
## HD_CondensedLicking County
## HD_CondensedLorain County
## HD_CondensedMarietta City
## HD_CondensedMarion
## HD_CondensedMedina County
## HD_CondensedMercer County .
## HD_CondensedMiami County
## HD_CondensedMiddletown City
## HD_CondensedNew Philadelphia City
## HD_CondensedPickaway County
## HD_CondensedPortsmouth City *
## HD_CondensedPutnam County
## HD_CondensedRichland
## HD_CondensedRoss County
## HD_CondensedSeneca County *
## HD_CondensedShelby City *
## HD_CondensedSpringdale City
## HD_CondensedStark County *
## HD_CondensedSummit County
## HD_CondensedToledo-Lucas County
## HD_CondensedTuscarawas County .
## HD_CondensedUnion County
## HD_CondensedVan Wert County
## HD_CondensedVinton County
## HD_CondensedWarren County **
## HD_CondensedWilliams County
## HD_CondensedWood County
## HD_CondensedWyandot County *
## HD_CondensedZanesville-Muskingum County *
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.4431 on 8798 degrees of freedom
## Multiple R-squared: 0.1339, Adjusted R-squared: 0.1276
## F-statistic: 21.26 on 64 and 8798 DF, p-value: < 2.2e-16p4_5 <- lm(Critical~as.factor(Zip_Code)+
Risk_Rating+
HD_Condensed+
Standard,
data=Stats_data_strat_5)
summary(p4_5)##
## Call:
## lm(formula = Critical ~ as.factor(Zip_Code) + Risk_Rating + HD_Condensed +
## Standard, data = Stats_data_strat_5)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.8492 -0.3401 -0.1309 0.4113 1.3149
##
## Coefficients: (33 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.226775 0.532693 0.426 0.6703
## as.factor(Zip_Code)43003 -0.201927 0.543209 -0.372 0.7101
## as.factor(Zip_Code)43004 -0.826949 0.521189 -1.587 0.1126
## as.factor(Zip_Code)43007 -1.101890 0.833326 -1.322 0.1861
## as.factor(Zip_Code)43008 -0.171415 0.459275 -0.373 0.7090
## as.factor(Zip_Code)43010 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)43013 -0.194796 0.618975 -0.315 0.7530
## as.factor(Zip_Code)43015 -0.189636 0.500691 -0.379 0.7049
## as.factor(Zip_Code)43016 -0.083346 0.483483 -0.172 0.8631
## as.factor(Zip_Code)43017 -0.232342 0.476723 -0.487 0.6260
## as.factor(Zip_Code)43021 -0.270664 0.557802 -0.485 0.6275
## as.factor(Zip_Code)43023 0.159312 0.454315 0.351 0.7258
## as.factor(Zip_Code)43025 -0.094853 0.447832 -0.212 0.8323
## as.factor(Zip_Code)43026 -0.148468 0.476373 -0.312 0.7553
## as.factor(Zip_Code)43030 -0.171750 0.619508 -0.277 0.7816
## as.factor(Zip_Code)43031 -0.171460 0.445757 -0.385 0.7005
## as.factor(Zip_Code)43035 -0.258001 0.506817 -0.509 0.6107
## as.factor(Zip_Code)43036 -0.834435 0.728231 -1.146 0.2519
## as.factor(Zip_Code)43040 -0.657710 0.712375 -0.923 0.3559
## as.factor(Zip_Code)43044 -0.299887 0.555009 -0.540 0.5890
## as.factor(Zip_Code)43046 0.004416 0.524480 0.008 0.9933
## as.factor(Zip_Code)43050 -0.171750 0.536766 -0.320 0.7490
## as.factor(Zip_Code)43054 -0.443919 0.482531 -0.920 0.3576
## as.factor(Zip_Code)43055 -0.152003 0.439734 -0.346 0.7296
## as.factor(Zip_Code)43056 -0.154628 0.443016 -0.349 0.7271
## as.factor(Zip_Code)43060 -0.456957 0.576166 -0.793 0.4277
## as.factor(Zip_Code)43061 -0.674293 0.557986 -1.208 0.2269
## as.factor(Zip_Code)43062 -0.044095 0.444734 -0.099 0.9210
## as.factor(Zip_Code)43064 -0.681708 0.728286 -0.936 0.3493
## as.factor(Zip_Code)43065 -0.295511 0.500672 -0.590 0.5551
## as.factor(Zip_Code)43067 -0.510134 0.752743 -0.678 0.4980
## as.factor(Zip_Code)43068 -0.414185 0.471868 -0.878 0.3801
## as.factor(Zip_Code)43071 -0.037775 0.505716 -0.075 0.9405
## as.factor(Zip_Code)43072 -0.529916 0.567897 -0.933 0.3508
## as.factor(Zip_Code)43073 0.178731 0.536383 0.333 0.7390
## as.factor(Zip_Code)43074 -0.154476 0.504380 -0.306 0.7594
## as.factor(Zip_Code)43076 -0.008529 0.500533 -0.017 0.9864
## as.factor(Zip_Code)43078 -0.536826 0.541145 -0.992 0.3212
## as.factor(Zip_Code)43080 -0.382550 0.468046 -0.817 0.4138
## as.factor(Zip_Code)43081 -0.274456 0.475966 -0.577 0.5642
## as.factor(Zip_Code)43082 -0.228844 0.482068 -0.475 0.6350
## as.factor(Zip_Code)43101 -0.771236 0.689602 -1.118 0.2634
## as.factor(Zip_Code)43102 -0.693703 0.575585 -1.205 0.2282
## as.factor(Zip_Code)43103 0.372447 0.623341 0.598 0.5502
## as.factor(Zip_Code)43105 -0.380909 0.506808 -0.752 0.4523
## as.factor(Zip_Code)43107 -0.485319 0.523298 -0.927 0.3537
## as.factor(Zip_Code)43109 -0.411811 0.521266 -0.790 0.4295
## as.factor(Zip_Code)43110 -0.446716 0.481905 -0.927 0.3540
## as.factor(Zip_Code)43112 -0.736556 0.547160 -1.346 0.1783
## as.factor(Zip_Code)43113 0.653226 0.606449 1.077 0.2815
## as.factor(Zip_Code)43115 0.228764 0.689602 0.332 0.7401
## as.factor(Zip_Code)43116 0.939546 0.652135 1.441 0.1497
## as.factor(Zip_Code)43119 -0.633411 0.565105 -1.121 0.2624
## as.factor(Zip_Code)43123 -0.273522 0.475025 -0.576 0.5648
## as.factor(Zip_Code)43125 -0.255938 0.483533 -0.529 0.5966
## as.factor(Zip_Code)43130 -0.422855 0.488691 -0.865 0.3869
## as.factor(Zip_Code)43136 -0.112742 0.547163 -0.206 0.8368
## as.factor(Zip_Code)43137 -0.615801 0.535871 -1.149 0.2505
## as.factor(Zip_Code)43138 -0.198860 0.546593 -0.364 0.7160
## as.factor(Zip_Code)43143 0.616602 0.676117 0.912 0.3618
## as.factor(Zip_Code)43146 0.589167 0.593412 0.993 0.3208
## as.factor(Zip_Code)43147 -0.320697 0.477317 -0.672 0.5017
## as.factor(Zip_Code)43148 -0.211546 0.547085 -0.387 0.6990
## as.factor(Zip_Code)43149 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)43150 0.306297 0.653430 0.469 0.6393
## as.factor(Zip_Code)43154 0.393109 0.597165 0.658 0.5104
## as.factor(Zip_Code)43155 -0.693703 0.547181 -1.268 0.2049
## as.factor(Zip_Code)43156 0.180882 0.743549 0.243 0.8078
## as.factor(Zip_Code)43158 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)43163 -0.693703 0.653430 -1.062 0.2884
## as.factor(Zip_Code)43164 0.709295 0.627071 1.131 0.2580
## as.factor(Zip_Code)43204 -0.189092 0.521103 -0.363 0.7167
## as.factor(Zip_Code)43207 -0.506702 0.486265 -1.042 0.2974
## as.factor(Zip_Code)43209 -0.517270 0.485515 -1.065 0.2867
## as.factor(Zip_Code)43212 -0.415138 0.486290 -0.854 0.3933
## as.factor(Zip_Code)43213 -0.130814 0.479188 -0.273 0.7849
## as.factor(Zip_Code)43215 -0.608432 0.521253 -1.167 0.2431
## as.factor(Zip_Code)43218 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)43219 -0.600013 0.644042 -0.932 0.3516
## as.factor(Zip_Code)43220 -0.588419 0.490933 -1.199 0.2307
## as.factor(Zip_Code)43221 -0.265395 0.479037 -0.554 0.5796
## as.factor(Zip_Code)43223 -0.326949 0.521189 -0.627 0.5305
## as.factor(Zip_Code)43224 -0.548727 0.481374 -1.140 0.2544
## as.factor(Zip_Code)43227 -0.583097 0.565062 -1.032 0.3021
## as.factor(Zip_Code)43228 -0.352674 0.478723 -0.737 0.4613
## as.factor(Zip_Code)43230 -0.491632 0.475643 -1.034 0.3013
## as.factor(Zip_Code)43231 0.016476 0.501035 0.033 0.9738
## as.factor(Zip_Code)43232 -0.692077 0.505689 -1.369 0.1712
## as.factor(Zip_Code)43235 -0.415570 0.505642 -0.822 0.4112
## as.factor(Zip_Code)43302 -0.127882 0.535330 -0.239 0.8112
## as.factor(Zip_Code)43306 -0.296494 0.690260 -0.430 0.6675
## as.factor(Zip_Code)43316 -0.594048 0.554776 -1.071 0.2843
## as.factor(Zip_Code)43318 0.485324 0.689723 0.704 0.4817
## as.factor(Zip_Code)43323 -0.495244 0.689457 -0.718 0.4726
## as.factor(Zip_Code)43342 0.357323 0.689536 0.518 0.6043
## as.factor(Zip_Code)43344 -0.528392 0.725840 -0.728 0.4667
## as.factor(Zip_Code)43351 -0.423001 0.542888 -0.779 0.4359
## as.factor(Zip_Code)43356 0.228764 0.689602 0.332 0.7401
## as.factor(Zip_Code)43402 -0.289283 0.536004 -0.540 0.5894
## as.factor(Zip_Code)43403 -0.358318 0.554972 -0.646 0.5185
## as.factor(Zip_Code)43406 0.228764 0.689602 0.332 0.7401
## as.factor(Zip_Code)43410 -0.067647 0.689653 -0.098 0.9219
## as.factor(Zip_Code)43412 -0.038024 0.760070 -0.050 0.9601
## as.factor(Zip_Code)43413 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)43438 -0.381076 0.854855 -0.446 0.6558
## as.factor(Zip_Code)43443 0.228764 0.689602 0.332 0.7401
## as.factor(Zip_Code)43445 0.773720 0.855034 0.905 0.3655
## as.factor(Zip_Code)43447 -0.373348 0.589778 -0.633 0.5267
## as.factor(Zip_Code)43450 -0.271236 0.616343 -0.440 0.6599
## as.factor(Zip_Code)43451 -0.343639 0.689767 -0.498 0.6184
## as.factor(Zip_Code)43460 -0.253565 0.542238 -0.468 0.6401
## as.factor(Zip_Code)43465 -0.276533 0.561918 -0.492 0.6226
## as.factor(Zip_Code)43466 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)43501 -0.004681 0.616168 -0.008 0.9939
## as.factor(Zip_Code)43502 -0.568961 0.616175 -0.923 0.3558
## as.factor(Zip_Code)43504 0.149197 0.796756 0.187 0.8515
## as.factor(Zip_Code)43506 -0.348698 0.543296 -0.642 0.5210
## as.factor(Zip_Code)43511 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)43516 -0.771236 0.689602 -1.118 0.2634
## as.factor(Zip_Code)43517 -0.383704 0.567698 -0.676 0.4991
## as.factor(Zip_Code)43518 -0.642677 0.616269 -1.043 0.2970
## as.factor(Zip_Code)43522 0.030281 0.589774 0.051 0.9591
## as.factor(Zip_Code)43524 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)43525 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)43527 -0.343978 0.575932 -0.597 0.5504
## as.factor(Zip_Code)43528 0.431655 0.740369 0.583 0.5599
## as.factor(Zip_Code)43532 -0.211158 0.576159 -0.366 0.7140
## as.factor(Zip_Code)43537 0.253433 0.737330 0.344 0.7311
## as.factor(Zip_Code)43542 0.647035 0.766252 0.844 0.3985
## as.factor(Zip_Code)43543 -0.352197 0.589831 -0.597 0.5504
## as.factor(Zip_Code)43545 -0.407820 0.541009 -0.754 0.4510
## as.factor(Zip_Code)43550 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)43551 -0.098711 0.535857 -0.184 0.8539
## as.factor(Zip_Code)43554 -0.171889 0.688915 -0.250 0.8030
## as.factor(Zip_Code)43557 -0.366685 0.689411 -0.532 0.5948
## as.factor(Zip_Code)43558 0.251100 0.752864 0.334 0.7387
## as.factor(Zip_Code)43560 0.279840 0.738644 0.379 0.7048
## as.factor(Zip_Code)43565 -0.771236 0.689602 -1.118 0.2634
## as.factor(Zip_Code)43566 0.035142 0.760035 0.046 0.9631
## as.factor(Zip_Code)43570 -0.352197 0.589831 -0.597 0.5504
## as.factor(Zip_Code)43571 -0.042522 0.760156 -0.056 0.9554
## as.factor(Zip_Code)43602 -0.048762 0.776643 -0.063 0.9499
## as.factor(Zip_Code)43604 0.113904 0.737982 0.154 0.8773
## as.factor(Zip_Code)43605 0.308354 0.739647 0.417 0.6768
## as.factor(Zip_Code)43606 0.429703 0.737906 0.582 0.5604
## as.factor(Zip_Code)43607 0.310664 0.741987 0.419 0.6755
## as.factor(Zip_Code)43608 0.188532 0.740963 0.254 0.7992
## as.factor(Zip_Code)43609 0.503140 0.744408 0.676 0.4991
## as.factor(Zip_Code)43610 -0.097999 0.796889 -0.123 0.9021
## as.factor(Zip_Code)43611 0.310711 0.740645 0.420 0.6749
## as.factor(Zip_Code)43612 0.230759 0.738277 0.313 0.7546
## as.factor(Zip_Code)43613 0.406897 0.738690 0.551 0.5818
## as.factor(Zip_Code)43614 0.292422 0.738191 0.396 0.6920
## as.factor(Zip_Code)43615 0.426641 0.737275 0.579 0.5628
## as.factor(Zip_Code)43616 0.086256 0.738589 0.117 0.9070
## as.factor(Zip_Code)43617 0.237330 0.741698 0.320 0.7490
## as.factor(Zip_Code)43618 0.284757 0.776749 0.367 0.7139
## as.factor(Zip_Code)43619 -0.278968 0.550510 -0.507 0.6123
## as.factor(Zip_Code)43620 -0.017021 0.766166 -0.022 0.9823
## as.factor(Zip_Code)43623 0.439373 0.736539 0.597 0.5508
## as.factor(Zip_Code)43624 -0.226280 0.797126 -0.284 0.7765
## as.factor(Zip_Code)43693 0.248463 0.855525 0.290 0.7715
## as.factor(Zip_Code)43699 0.248463 0.855525 0.290 0.7715
## as.factor(Zip_Code)43701 -0.448071 0.535512 -0.837 0.4028
## as.factor(Zip_Code)43713 -0.515489 0.558046 -0.924 0.3556
## as.factor(Zip_Code)43718 -0.521664 0.562109 -0.928 0.3534
## as.factor(Zip_Code)43720 -0.771236 0.689602 -1.118 0.2634
## as.factor(Zip_Code)43722 0.485324 0.689723 0.704 0.4817
## as.factor(Zip_Code)43723 -0.369221 0.590192 -0.626 0.5316
## as.factor(Zip_Code)43725 -0.437878 0.537420 -0.815 0.4152
## as.factor(Zip_Code)43732 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)43734 -0.355819 0.576089 -0.618 0.5368
## as.factor(Zip_Code)43749 -0.387959 0.576100 -0.673 0.5007
## as.factor(Zip_Code)43755 -0.593978 0.575932 -1.031 0.3024
## as.factor(Zip_Code)43762 -0.417077 0.567780 -0.735 0.4626
## as.factor(Zip_Code)43771 -0.142677 0.616269 -0.232 0.8169
## as.factor(Zip_Code)43772 -0.447881 0.615712 -0.727 0.4670
## as.factor(Zip_Code)43777 -0.206957 0.616282 -0.336 0.7370
## as.factor(Zip_Code)43778 -0.343639 0.689767 -0.498 0.6184
## as.factor(Zip_Code)43802 -0.493158 0.616269 -0.800 0.4236
## as.factor(Zip_Code)43804 0.357323 0.689536 0.518 0.6043
## as.factor(Zip_Code)43812 -0.332070 0.541796 -0.613 0.5400
## as.factor(Zip_Code)43821 -0.567918 0.576118 -0.986 0.3243
## as.factor(Zip_Code)43822 -0.599705 0.540069 -1.110 0.2668
## as.factor(Zip_Code)43830 -0.460218 0.483756 -0.951 0.3415
## as.factor(Zip_Code)43832 -0.226150 0.547778 -0.413 0.6797
## as.factor(Zip_Code)43837 -0.514676 0.689723 -0.746 0.4556
## as.factor(Zip_Code)43901 0.228764 0.689602 0.332 0.7401
## as.factor(Zip_Code)43906 -0.328506 0.567666 -0.579 0.5628
## as.factor(Zip_Code)43912 -0.340243 0.552521 -0.616 0.5380
## as.factor(Zip_Code)43935 -0.287568 0.558098 -0.515 0.6064
## as.factor(Zip_Code)43942 -0.471563 0.615831 -0.766 0.4439
## as.factor(Zip_Code)43947 0.357323 0.616269 0.580 0.5621
## as.factor(Zip_Code)43950 -0.392615 0.539470 -0.728 0.4668
## as.factor(Zip_Code)43983 0.357323 0.689536 0.518 0.6043
## as.factor(Zip_Code)44001 -0.390346 0.538644 -0.725 0.4687
## as.factor(Zip_Code)44004 0.228764 0.689602 0.332 0.7401
## as.factor(Zip_Code)44011 -0.139324 0.537624 -0.259 0.7955
## as.factor(Zip_Code)44012 -0.132828 0.539133 -0.246 0.8054
## as.factor(Zip_Code)44017 -0.404880 0.777856 -0.521 0.6027
## as.factor(Zip_Code)44022 -0.355123 0.778316 -0.456 0.6482
## as.factor(Zip_Code)44028 -0.365877 0.550649 -0.664 0.5064
## as.factor(Zip_Code)44035 -0.292334 0.535692 -0.546 0.5853
## as.factor(Zip_Code)44039 -0.217638 0.545659 -0.399 0.6900
## as.factor(Zip_Code)44040 -0.515813 0.829983 -0.621 0.5343
## as.factor(Zip_Code)44041 -0.706957 0.616282 -1.147 0.2514
## as.factor(Zip_Code)44044 -0.210911 0.548889 -0.384 0.7008
## as.factor(Zip_Code)44045 -0.133240 0.616231 -0.216 0.8288
## as.factor(Zip_Code)44047 -0.771236 0.689602 -1.118 0.2634
## as.factor(Zip_Code)44050 -0.554917 0.558086 -0.994 0.3201
## as.factor(Zip_Code)44052 -0.373663 0.537822 -0.695 0.4872
## as.factor(Zip_Code)44053 -0.036170 0.546555 -0.066 0.9472
## as.factor(Zip_Code)44054 -0.064666 0.547613 -0.118 0.9060
## as.factor(Zip_Code)44055 -0.506326 0.544733 -0.929 0.3527
## as.factor(Zip_Code)44056 -0.250500 0.705907 -0.355 0.7227
## as.factor(Zip_Code)44057 -0.204467 0.540658 -0.378 0.7053
## as.factor(Zip_Code)44060 -0.302607 0.534857 -0.566 0.5716
## as.factor(Zip_Code)44067 -0.023110 0.707354 -0.033 0.9739
## as.factor(Zip_Code)44070 -0.274982 0.773437 -0.356 0.7222
## as.factor(Zip_Code)44074 -0.044698 0.542892 -0.082 0.9344
## as.factor(Zip_Code)44076 -0.343639 0.689767 -0.498 0.6184
## as.factor(Zip_Code)44077 -0.162119 0.535306 -0.303 0.7620
## as.factor(Zip_Code)44081 -0.309344 0.589828 -0.524 0.6000
## as.factor(Zip_Code)44087 0.055676 0.706102 0.079 0.9372
## as.factor(Zip_Code)44089 0.248380 0.740384 0.335 0.7373
## as.factor(Zip_Code)44090 -0.313268 0.546500 -0.573 0.5665
## as.factor(Zip_Code)44092 -0.023182 0.541250 -0.043 0.9658
## as.factor(Zip_Code)44094 -0.314081 0.535688 -0.586 0.5577
## as.factor(Zip_Code)44095 -0.255780 0.536930 -0.476 0.6338
## as.factor(Zip_Code)44102 0.130636 0.774774 0.169 0.8661
## as.factor(Zip_Code)44103 -0.236849 0.775713 -0.305 0.7601
## as.factor(Zip_Code)44104 -0.312488 0.780387 -0.400 0.6889
## as.factor(Zip_Code)44105 0.013068 0.775315 0.017 0.9866
## as.factor(Zip_Code)44106 -0.100438 0.774293 -0.130 0.8968
## as.factor(Zip_Code)44107 -0.095763 0.771888 -0.124 0.9013
## as.factor(Zip_Code)44108 -0.141023 0.782051 -0.180 0.8569
## as.factor(Zip_Code)44109 -0.104676 0.775998 -0.135 0.8927
## as.factor(Zip_Code)44110 -0.091405 0.776576 -0.118 0.9063
## as.factor(Zip_Code)44111 -0.117171 0.775218 -0.151 0.8799
## as.factor(Zip_Code)44112 -0.120164 0.775665 -0.155 0.8769
## as.factor(Zip_Code)44113 0.012896 0.773965 0.017 0.9867
## as.factor(Zip_Code)44114 -0.077425 0.774281 -0.100 0.9203
## as.factor(Zip_Code)44115 -0.187772 0.773978 -0.243 0.8083
## as.factor(Zip_Code)44116 -0.460851 0.774566 -0.595 0.5519
## as.factor(Zip_Code)44117 -0.198180 0.785579 -0.252 0.8008
## as.factor(Zip_Code)44118 -0.198483 0.773242 -0.257 0.7974
## as.factor(Zip_Code)44119 -0.125961 0.778150 -0.162 0.8714
## as.factor(Zip_Code)44120 -0.206669 0.775904 -0.266 0.7900
## as.factor(Zip_Code)44121 -0.251767 0.775692 -0.325 0.7455
## as.factor(Zip_Code)44122 -0.168005 0.772953 -0.217 0.8279
## as.factor(Zip_Code)44123 -0.134272 0.777314 -0.173 0.8629
## as.factor(Zip_Code)44124 -0.097729 0.772091 -0.127 0.8993
## as.factor(Zip_Code)44125 -0.079904 0.774836 -0.103 0.9179
## as.factor(Zip_Code)44126 -0.098588 0.778882 -0.127 0.8993
## as.factor(Zip_Code)44127 0.474368 0.887618 0.534 0.5931
## as.factor(Zip_Code)44128 -0.172950 0.774005 -0.223 0.8232
## as.factor(Zip_Code)44129 -0.159009 0.772724 -0.206 0.8370
## as.factor(Zip_Code)44130 -0.282241 0.771981 -0.366 0.7147
## as.factor(Zip_Code)44131 -0.241582 0.773893 -0.312 0.7549
## as.factor(Zip_Code)44132 -0.115027 0.785398 -0.146 0.8836
## as.factor(Zip_Code)44133 -0.361086 0.774514 -0.466 0.6411
## as.factor(Zip_Code)44134 -0.117948 0.772533 -0.153 0.8787
## as.factor(Zip_Code)44135 -0.161134 0.775379 -0.208 0.8354
## as.factor(Zip_Code)44136 -0.299059 0.772785 -0.387 0.6988
## as.factor(Zip_Code)44137 -0.155819 0.765704 -0.203 0.8388
## as.factor(Zip_Code)44138 -0.487240 0.781347 -0.624 0.5329
## as.factor(Zip_Code)44139 -0.301499 0.775734 -0.389 0.6975
## as.factor(Zip_Code)44140 -0.330910 0.787729 -0.420 0.6744
## as.factor(Zip_Code)44141 -0.046868 0.777901 -0.060 0.9520
## as.factor(Zip_Code)44142 -0.250676 0.779558 -0.322 0.7478
## as.factor(Zip_Code)44143 -0.290689 0.774237 -0.375 0.7073
## as.factor(Zip_Code)44144 -0.138080 0.774026 -0.178 0.8584
## as.factor(Zip_Code)44145 -0.091730 0.772641 -0.119 0.9055
## as.factor(Zip_Code)44146 -0.056649 0.773261 -0.073 0.9416
## as.factor(Zip_Code)44147 -0.005689 0.787667 -0.007 0.9942
## as.factor(Zip_Code)44149 -0.002536 0.785374 -0.003 0.9974
## as.factor(Zip_Code)44203 -0.150257 0.702650 -0.214 0.8307
## as.factor(Zip_Code)44210 0.645431 0.824813 0.783 0.4339
## as.factor(Zip_Code)44212 -0.277467 0.538891 -0.515 0.6066
## as.factor(Zip_Code)44214 -0.589260 0.575893 -1.023 0.3062
## as.factor(Zip_Code)44216 0.186743 0.743454 0.251 0.8017
## as.factor(Zip_Code)44221 -0.026340 0.704787 -0.037 0.9702
## as.factor(Zip_Code)44223 0.082211 0.705056 0.117 0.9072
## as.factor(Zip_Code)44224 -0.172442 0.703825 -0.245 0.8065
## as.factor(Zip_Code)44233 -0.056412 0.561850 -0.100 0.9200
## as.factor(Zip_Code)44236 -0.015653 0.703958 -0.022 0.9823
## as.factor(Zip_Code)44237 -0.374001 0.825140 -0.453 0.6504
## as.factor(Zip_Code)44240 -0.267387 0.537267 -0.498 0.6187
## as.factor(Zip_Code)44242 0.022158 0.549033 0.040 0.9678
## as.factor(Zip_Code)44243 -0.121408 0.590193 -0.206 0.8370
## as.factor(Zip_Code)44250 -0.502002 0.824964 -0.609 0.5429
## as.factor(Zip_Code)44251 -0.061716 0.589857 -0.105 0.9167
## as.factor(Zip_Code)44253 -0.221520 0.555163 -0.399 0.6899
## as.factor(Zip_Code)44254 -0.136466 0.552352 -0.247 0.8049
## as.factor(Zip_Code)44256 -0.104979 0.535293 -0.196 0.8445
## as.factor(Zip_Code)44260 0.034856 0.732768 0.048 0.9621
## as.factor(Zip_Code)44262 -0.127714 0.726289 -0.176 0.8604
## as.factor(Zip_Code)44264 -0.046953 0.711763 -0.066 0.9474
## as.factor(Zip_Code)44273 0.052364 0.552567 0.095 0.9245
## as.factor(Zip_Code)44278 -0.066730 0.712838 -0.094 0.9254
## as.factor(Zip_Code)44280 0.020555 0.558135 0.037 0.9706
## as.factor(Zip_Code)44281 0.013801 0.540384 0.026 0.9796
## as.factor(Zip_Code)44286 -0.244364 0.711758 -0.343 0.7314
## as.factor(Zip_Code)44293 -0.630561 0.825039 -0.764 0.4447
## as.factor(Zip_Code)44301 -0.177683 0.710689 -0.250 0.8026
## as.factor(Zip_Code)44302 -0.630561 0.825039 -0.764 0.4447
## as.factor(Zip_Code)44303 0.218638 0.714497 0.306 0.7596
## as.factor(Zip_Code)44304 -0.026722 0.711806 -0.038 0.9701
## as.factor(Zip_Code)44305 -0.279408 0.706850 -0.395 0.6926
## as.factor(Zip_Code)44306 -0.045646 0.705216 -0.065 0.9484
## as.factor(Zip_Code)44307 -0.452858 0.743549 -0.609 0.5425
## as.factor(Zip_Code)44308 0.144758 0.704114 0.206 0.8371
## as.factor(Zip_Code)44310 0.090305 0.703091 0.128 0.8978
## as.factor(Zip_Code)44311 0.051415 0.710531 0.072 0.9423
## as.factor(Zip_Code)44312 -0.130461 0.703482 -0.185 0.8529
## as.factor(Zip_Code)44313 -0.163494 0.703732 -0.232 0.8163
## as.factor(Zip_Code)44314 0.117598 0.710610 0.165 0.8686
## as.factor(Zip_Code)44317 -0.630561 0.825039 -0.764 0.4447
## as.factor(Zip_Code)44319 -0.174567 0.702591 -0.248 0.8038
## as.factor(Zip_Code)44320 -0.076329 0.711741 -0.107 0.9146
## as.factor(Zip_Code)44321 0.052648 0.709753 0.074 0.9409
## as.factor(Zip_Code)44325 -0.024919 0.714430 -0.035 0.9722
## as.factor(Zip_Code)44333 0.060830 0.702241 0.087 0.9310
## as.factor(Zip_Code)44483 -0.155819 0.744588 -0.209 0.8342
## as.factor(Zip_Code)44601 -0.283391 0.809454 -0.350 0.7263
## as.factor(Zip_Code)44612 -0.410886 0.550631 -0.746 0.4556
## as.factor(Zip_Code)44613 -0.283391 0.726396 -0.390 0.6964
## as.factor(Zip_Code)44614 -0.158900 0.700871 -0.227 0.8206
## as.factor(Zip_Code)44615 -0.170134 0.680288 -0.250 0.8025
## as.factor(Zip_Code)44618 -0.283391 0.809454 -0.350 0.7263
## as.factor(Zip_Code)44620 -0.151902 0.800263 -0.190 0.8495
## as.factor(Zip_Code)44621 -0.268389 0.567788 -0.473 0.6364
## as.factor(Zip_Code)44622 -0.442622 0.538716 -0.822 0.4113
## as.factor(Zip_Code)44626 -0.088595 0.747581 -0.119 0.9057
## as.factor(Zip_Code)44629 -0.291161 0.616223 -0.472 0.6366
## as.factor(Zip_Code)44632 -0.137918 0.700860 -0.197 0.8440
## as.factor(Zip_Code)44641 0.213578 0.689640 0.310 0.7568
## as.factor(Zip_Code)44643 0.110682 0.651648 0.170 0.8651
## as.factor(Zip_Code)44644 -0.086970 0.715928 -0.121 0.9033
## as.factor(Zip_Code)44646 -0.074634 0.689682 -0.108 0.9138
## as.factor(Zip_Code)44647 -0.283391 0.726396 -0.390 0.6964
## as.factor(Zip_Code)44651 -0.151902 0.800263 -0.190 0.8495
## as.factor(Zip_Code)44653 0.357323 0.689536 0.518 0.6043
## as.factor(Zip_Code)44656 -0.269983 0.585045 -0.461 0.6445
## as.factor(Zip_Code)44657 -0.040000 0.679807 -0.059 0.9531
## as.factor(Zip_Code)44662 0.002323 0.700860 0.003 0.9974
## as.factor(Zip_Code)44663 -0.642677 0.616269 -1.043 0.2970
## as.factor(Zip_Code)44666 0.142120 0.747835 0.190 0.8493
## as.factor(Zip_Code)44669 -0.283391 0.809454 -0.350 0.7263
## as.factor(Zip_Code)44670 0.716609 0.809454 0.885 0.3760
## as.factor(Zip_Code)44671 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)44675 -0.151902 0.800263 -0.190 0.8495
## as.factor(Zip_Code)44678 -0.642677 0.616269 -1.043 0.2970
## as.factor(Zip_Code)44680 0.013603 0.561997 0.024 0.9807
## as.factor(Zip_Code)44681 -0.514152 0.549071 -0.936 0.3491
## as.factor(Zip_Code)44682 -0.771236 0.689602 -1.118 0.2634
## as.factor(Zip_Code)44683 -0.274556 0.554845 -0.495 0.6207
## as.factor(Zip_Code)44685 -0.069401 0.697194 -0.100 0.9207
## as.factor(Zip_Code)44688 0.588050 0.809584 0.726 0.4676
## as.factor(Zip_Code)44689 -0.347671 0.748076 -0.465 0.6421
## as.factor(Zip_Code)44697 -0.366685 0.689411 -0.532 0.5948
## as.factor(Zip_Code)44704 -0.283391 0.809454 -0.350 0.7263
## as.factor(Zip_Code)44705 0.036224 0.708615 0.051 0.9592
## as.factor(Zip_Code)44706 0.013380 0.726438 0.018 0.9853
## as.factor(Zip_Code)44707 -0.145918 0.704088 -0.207 0.8358
## as.factor(Zip_Code)44708 -0.053035 0.687349 -0.077 0.9385
## as.factor(Zip_Code)44709 -0.088595 0.809043 -0.110 0.9128
## as.factor(Zip_Code)44714 0.354604 0.747893 0.474 0.6354
## as.factor(Zip_Code)44718 0.141224 0.684554 0.206 0.8366
## as.factor(Zip_Code)44720 0.059529 0.683219 0.087 0.9306
## as.factor(Zip_Code)44721 -0.309103 0.708634 -0.436 0.6627
## as.factor(Zip_Code)44730 -0.001391 0.715341 -0.002 0.9984
## as.factor(Zip_Code)44802 0.228764 0.689602 0.332 0.7401
## as.factor(Zip_Code)44805 0.407606 0.742038 0.549 0.5828
## as.factor(Zip_Code)44807 -0.104569 0.589905 -0.177 0.8593
## as.factor(Zip_Code)44809 -0.271236 0.616343 -0.440 0.6599
## as.factor(Zip_Code)44811 0.114887 0.806749 0.142 0.8868
## as.factor(Zip_Code)44813 0.206760 0.611461 0.338 0.7353
## as.factor(Zip_Code)44814 -0.144918 0.776366 -0.187 0.8519
## as.factor(Zip_Code)44816 -0.252517 0.854733 -0.295 0.7677
## as.factor(Zip_Code)44820 -0.176292 0.763227 -0.231 0.8173
## as.factor(Zip_Code)44822 0.407606 0.674498 0.604 0.5457
## as.factor(Zip_Code)44824 0.080816 0.776534 0.104 0.9171
## as.factor(Zip_Code)44826 0.589977 0.864744 0.682 0.4951
## as.factor(Zip_Code)44827 -0.117652 0.742765 -0.158 0.8741
## as.factor(Zip_Code)44828 -0.771236 0.689602 -1.118 0.2634
## as.factor(Zip_Code)44830 -0.346764 0.546558 -0.634 0.5258
## as.factor(Zip_Code)44833 -0.322632 0.541405 -0.596 0.5512
## as.factor(Zip_Code)44837 0.525697 0.918463 0.572 0.5671
## as.factor(Zip_Code)44839 0.119166 0.742424 0.161 0.8725
## as.factor(Zip_Code)44841 -0.771236 0.689602 -1.118 0.2634
## as.factor(Zip_Code)44843 -0.463835 0.742041 -0.625 0.5319
## as.factor(Zip_Code)44844 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)44846 0.286557 0.752558 0.381 0.7034
## as.factor(Zip_Code)44847 -0.273738 0.806410 -0.339 0.7343
## as.factor(Zip_Code)44849 -0.514676 0.689723 -0.746 0.4556
## as.factor(Zip_Code)44851 0.173037 0.830850 0.208 0.8350
## as.factor(Zip_Code)44853 0.228764 0.689602 0.332 0.7401
## as.factor(Zip_Code)44854 0.455949 0.874330 0.521 0.6020
## as.factor(Zip_Code)44857 0.068947 0.814310 0.085 0.9325
## as.factor(Zip_Code)44862 0.536165 0.742041 0.723 0.4700
## as.factor(Zip_Code)44864 -0.463835 0.742041 -0.625 0.5319
## as.factor(Zip_Code)44865 -0.198311 0.918347 -0.216 0.8290
## as.factor(Zip_Code)44870 0.105499 0.735811 0.143 0.8860
## as.factor(Zip_Code)44875 -0.449862 0.543448 -0.828 0.4078
## as.factor(Zip_Code)44882 -0.514676 0.689723 -0.746 0.4556
## as.factor(Zip_Code)44883 -0.412751 0.537054 -0.769 0.4422
## as.factor(Zip_Code)44889 -0.252517 0.589812 -0.428 0.6686
## as.factor(Zip_Code)44890 0.246850 0.812310 0.304 0.7612
## as.factor(Zip_Code)44901 -0.028115 0.638031 -0.044 0.9649
## as.factor(Zip_Code)44902 -0.027558 0.610487 -0.045 0.9640
## as.factor(Zip_Code)44903 -0.170796 0.604856 -0.282 0.7777
## as.factor(Zip_Code)44904 -0.006892 0.613534 -0.011 0.9910
## as.factor(Zip_Code)44905 -0.171770 0.615068 -0.279 0.7800
## as.factor(Zip_Code)44906 0.222386 0.603268 0.369 0.7124
## as.factor(Zip_Code)44907 -0.087844 0.606770 -0.145 0.8849
## as.factor(Zip_Code)45001 -0.801037 0.704502 -1.137 0.2556
## as.factor(Zip_Code)45002 -0.612756 0.567455 -1.080 0.2802
## as.factor(Zip_Code)45005 -0.343923 0.539490 -0.637 0.5238
## as.factor(Zip_Code)45011 0.394816 0.771880 0.511 0.6090
## as.factor(Zip_Code)45014 0.446239 0.665315 0.671 0.5024
## as.factor(Zip_Code)45030 -0.620497 0.557819 -1.112 0.2660
## as.factor(Zip_Code)45032 -0.557437 0.616305 -0.904 0.3658
## as.factor(Zip_Code)45033 0.346396 0.704323 0.492 0.6229
## as.factor(Zip_Code)45034 -0.335530 0.542925 -0.618 0.5366
## as.factor(Zip_Code)45036 -0.237268 0.538003 -0.441 0.6592
## as.factor(Zip_Code)45039 -0.123067 0.544069 -0.226 0.8211
## as.factor(Zip_Code)45040 -0.490742 0.536218 -0.915 0.3601
## as.factor(Zip_Code)45041 -0.929596 0.704494 -1.320 0.1870
## as.factor(Zip_Code)45042 -0.527073 0.570144 -0.924 0.3553
## as.factor(Zip_Code)45044 -0.492818 0.555283 -0.888 0.3748
## as.factor(Zip_Code)45050 -0.706957 0.616282 -1.147 0.2514
## as.factor(Zip_Code)45052 -0.801037 0.704502 -1.137 0.2556
## as.factor(Zip_Code)45065 -0.057437 0.616305 -0.093 0.9257
## as.factor(Zip_Code)45066 -0.380410 0.539435 -0.705 0.4807
## as.factor(Zip_Code)45068 -0.208999 0.550614 -0.380 0.7043
## as.factor(Zip_Code)45069 -0.087221 0.652377 -0.134 0.8936
## as.factor(Zip_Code)45102 -0.557271 0.563762 -0.988 0.3229
## as.factor(Zip_Code)45103 -0.609451 0.563840 -1.081 0.2798
## as.factor(Zip_Code)45106 -0.536722 0.571782 -0.939 0.3479
## as.factor(Zip_Code)45111 -0.929596 0.704494 -1.320 0.1870
## as.factor(Zip_Code)45112 -0.047144 0.708954 -0.066 0.9470
## as.factor(Zip_Code)45113 -0.771236 0.589905 -1.307 0.1911
## as.factor(Zip_Code)45120 -1.072856 0.591205 -1.815 0.0696
## as.factor(Zip_Code)45122 -0.894825 0.581741 -1.538 0.1240
## as.factor(Zip_Code)45123 -0.018863 0.562148 -0.034 0.9732
## as.factor(Zip_Code)45133 -0.465587 0.540410 -0.862 0.3890
## as.factor(Zip_Code)45135 -0.642677 0.616269 -1.043 0.2970
## as.factor(Zip_Code)45140 -0.553030 0.550334 -1.005 0.3150
## as.factor(Zip_Code)45142 -0.609559 0.615938 -0.990 0.3224
## as.factor(Zip_Code)45150 -0.751791 0.561796 -1.338 0.1809
## as.factor(Zip_Code)45152 -0.402294 0.562041 -0.716 0.4742
## as.factor(Zip_Code)45155 0.357323 0.616269 0.580 0.5621
## as.factor(Zip_Code)45157 -0.436570 0.599079 -0.729 0.4662
## as.factor(Zip_Code)45159 -0.771236 0.689602 -1.118 0.2634
## as.factor(Zip_Code)45160 -0.955147 0.612331 -1.560 0.1188
## as.factor(Zip_Code)45171 -0.343639 0.689767 -0.498 0.6184
## as.factor(Zip_Code)45172 -0.447881 0.689039 -0.650 0.5157
## as.factor(Zip_Code)45174 -0.801037 0.704502 -1.137 0.2556
## as.factor(Zip_Code)45176 -0.667579 0.590923 -1.130 0.2586
## as.factor(Zip_Code)45211 -0.481391 0.561190 -0.858 0.3910
## as.factor(Zip_Code)45213 -0.227320 0.632821 -0.359 0.7194
## as.factor(Zip_Code)45215 -0.438858 0.556701 -0.788 0.4305
## as.factor(Zip_Code)45216 -0.244284 0.576220 -0.424 0.6716
## as.factor(Zip_Code)45217 -0.620889 0.573354 -1.083 0.2789
## as.factor(Zip_Code)45218 -0.733798 0.580328 -1.264 0.2061
## as.factor(Zip_Code)45219 -0.577801 0.632797 -0.913 0.3612
## as.factor(Zip_Code)45224 -0.597691 0.576371 -1.037 0.2998
## as.factor(Zip_Code)45227 -0.549282 0.560692 -0.980 0.3273
## as.factor(Zip_Code)45230 -0.447653 0.562843 -0.795 0.4264
## as.factor(Zip_Code)45231 -0.556055 0.556590 -0.999 0.3178
## as.factor(Zip_Code)45233 -0.628172 0.580281 -1.083 0.2790
## as.factor(Zip_Code)45236 -0.435677 0.556385 -0.783 0.4336
## as.factor(Zip_Code)45237 -0.584015 0.585599 -0.997 0.3187
## as.factor(Zip_Code)45238 -0.605163 0.561625 -1.078 0.2813
## as.factor(Zip_Code)45239 -0.440681 0.560758 -0.786 0.4320
## as.factor(Zip_Code)45240 -0.381894 0.559257 -0.683 0.4947
## as.factor(Zip_Code)45241 -0.338629 0.555399 -0.610 0.5421
## as.factor(Zip_Code)45242 -0.450750 0.555039 -0.812 0.4168
## as.factor(Zip_Code)45243 -0.540914 0.562831 -0.961 0.3366
## as.factor(Zip_Code)45244 -0.913190 0.567381 -1.609 0.1075
## as.factor(Zip_Code)45245 -0.548339 0.561875 -0.976 0.3291
## as.factor(Zip_Code)45246 -0.476589 0.562970 -0.847 0.3973
## as.factor(Zip_Code)45247 -0.402203 0.562866 -0.715 0.4749
## as.factor(Zip_Code)45248 -0.491287 0.562854 -0.873 0.3828
## as.factor(Zip_Code)45249 -0.480701 0.553153 -0.869 0.3849
## as.factor(Zip_Code)45251 -0.429333 0.556435 -0.772 0.4404
## as.factor(Zip_Code)45252 -0.801037 0.632970 -1.266 0.2057
## as.factor(Zip_Code)45255 -0.590480 0.556279 -1.061 0.2885
## as.factor(Zip_Code)45312 0.228764 0.689602 0.332 0.7401
## as.factor(Zip_Code)45318 -0.269221 0.552447 -0.487 0.6260
## as.factor(Zip_Code)45319 -0.771236 0.689602 -1.118 0.2634
## as.factor(Zip_Code)45323 0.213179 0.576041 0.370 0.7113
## as.factor(Zip_Code)45324 -0.315258 0.567509 -0.556 0.5786
## as.factor(Zip_Code)45341 -0.476421 0.575721 -0.828 0.4080
## as.factor(Zip_Code)45342 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)45344 -0.340219 0.546492 -0.623 0.5336
## as.factor(Zip_Code)45349 -0.447881 0.689039 -0.650 0.5157
## as.factor(Zip_Code)45359 0.357323 0.689536 0.518 0.6043
## as.factor(Zip_Code)45368 -0.631638 0.561990 -1.124 0.2611
## as.factor(Zip_Code)45369 -0.142677 0.616269 -0.232 0.8169
## as.factor(Zip_Code)45371 0.001293 0.541009 0.002 0.9981
## as.factor(Zip_Code)45373 -0.352973 0.535675 -0.659 0.5100
## as.factor(Zip_Code)45383 -0.231210 0.549031 -0.421 0.6737
## as.factor(Zip_Code)45387 0.228764 0.689602 0.332 0.7401
## as.factor(Zip_Code)45389 -0.318057 0.576130 -0.552 0.5809
## as.factor(Zip_Code)45502 -0.186276 0.545638 -0.341 0.7328
## as.factor(Zip_Code)45503 -0.298782 0.537999 -0.555 0.5787
## as.factor(Zip_Code)45504 -0.124827 0.537071 -0.232 0.8162
## as.factor(Zip_Code)45505 -0.318622 0.538705 -0.591 0.5542
## as.factor(Zip_Code)45506 -0.285440 0.550559 -0.518 0.6042
## as.factor(Zip_Code)45601 -0.310207 0.535489 -0.579 0.5624
## as.factor(Zip_Code)45612 -0.073819 0.576089 -0.128 0.8980
## as.factor(Zip_Code)45619 -0.287265 0.589565 -0.487 0.6261
## as.factor(Zip_Code)45628 -0.633992 0.558036 -1.136 0.2559
## as.factor(Zip_Code)45638 -0.399704 0.540954 -0.739 0.4600
## as.factor(Zip_Code)45644 0.044018 0.575824 0.076 0.9391
## as.factor(Zip_Code)45645 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)45647 -0.447881 0.689039 -0.650 0.5157
## as.factor(Zip_Code)45651 -0.198244 0.548994 -0.361 0.7180
## as.factor(Zip_Code)45662 -0.441131 0.539299 -0.818 0.4134
## as.factor(Zip_Code)45669 -0.427551 0.552402 -0.774 0.4390
## as.factor(Zip_Code)45673 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)45678 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)45680 -0.294639 0.545570 -0.540 0.5892
## as.factor(Zip_Code)45681 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)45695 0.357323 0.689536 0.518 0.6043
## as.factor(Zip_Code)45697 0.228764 0.689602 0.332 0.7401
## as.factor(Zip_Code)45698 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)45701 -0.379733 0.537127 -0.707 0.4796
## as.factor(Zip_Code)45710 -0.493158 0.616269 -0.800 0.4236
## as.factor(Zip_Code)45711 -0.366685 0.689411 -0.532 0.5948
## as.factor(Zip_Code)45714 -0.320471 0.558097 -0.574 0.5658
## as.factor(Zip_Code)45719 0.656361 0.689767 0.952 0.3413
## as.factor(Zip_Code)45723 0.357323 0.689536 0.518 0.6043
## as.factor(Zip_Code)45732 0.023989 0.589828 0.041 0.9676
## as.factor(Zip_Code)45735 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)45740 -0.514676 0.689723 -0.746 0.4556
## as.factor(Zip_Code)45750 -0.320547 0.537472 -0.596 0.5509
## as.factor(Zip_Code)45764 -0.353354 0.546637 -0.646 0.5180
## as.factor(Zip_Code)45778 0.006842 0.616269 0.011 0.9911
## as.factor(Zip_Code)45780 -0.306565 0.567670 -0.540 0.5892
## as.factor(Zip_Code)45801 -0.192032 0.538285 -0.357 0.7213
## as.factor(Zip_Code)45802 0.357323 0.689536 0.518 0.6043
## as.factor(Zip_Code)45804 -0.192816 0.538857 -0.358 0.7205
## as.factor(Zip_Code)45805 -0.268025 0.538096 -0.498 0.6184
## as.factor(Zip_Code)45806 -0.168202 0.562009 -0.299 0.7647
## as.factor(Zip_Code)45807 -0.620598 0.589565 -1.053 0.2925
## as.factor(Zip_Code)45808 0.293043 0.616282 0.476 0.6344
## as.factor(Zip_Code)45817 -0.177657 0.552540 -0.322 0.7478
## as.factor(Zip_Code)45822 -0.384211 0.539307 -0.712 0.4762
## as.factor(Zip_Code)45827 0.228764 0.689602 0.332 0.7401
## as.factor(Zip_Code)45828 -0.433097 0.550660 -0.787 0.4316
## as.factor(Zip_Code)45830 0.059601 0.561951 0.106 0.9155
## as.factor(Zip_Code)45831 0.023989 0.589828 0.041 0.9676
## as.factor(Zip_Code)45832 0.271617 0.589857 0.460 0.6452
## as.factor(Zip_Code)45833 -0.370637 0.545623 -0.679 0.4970
## as.factor(Zip_Code)45837 -0.274641 0.576369 -0.477 0.6337
## as.factor(Zip_Code)45840 -0.064079 0.588240 -0.109 0.9133
## as.factor(Zip_Code)45843 -0.343639 0.689767 -0.498 0.6184
## as.factor(Zip_Code)45844 0.357323 0.689536 0.518 0.6043
## as.factor(Zip_Code)45846 -0.605297 0.554981 -1.091 0.2755
## as.factor(Zip_Code)45848 -0.771236 0.689602 -1.118 0.2634
## as.factor(Zip_Code)45853 0.034877 0.558079 0.062 0.9502
## as.factor(Zip_Code)45856 -0.169286 0.557992 -0.303 0.7616
## as.factor(Zip_Code)45860 0.320761 0.589820 0.544 0.5866
## as.factor(Zip_Code)45863 -0.260200 0.589751 -0.441 0.6591
## as.factor(Zip_Code)45864 -0.004681 0.616168 -0.008 0.9939
## as.factor(Zip_Code)45872 -0.304995 0.567575 -0.537 0.5910
## as.factor(Zip_Code)45875 -0.223305 0.542801 -0.411 0.6808
## as.factor(Zip_Code)45876 -0.642677 0.689536 -0.932 0.3513
## as.factor(Zip_Code)45877 -0.244412 0.589551 -0.415 0.6785
## as.factor(Zip_Code)45881 0.372341 0.731838 0.509 0.6109
## as.factor(Zip_Code)45883 0.107323 0.576152 0.186 0.8522
## as.factor(Zip_Code)45887 0.115987 0.589750 0.197 0.8441
## as.factor(Zip_Code)45889 -0.123100 0.638683 -0.193 0.8472
## as.factor(Zip_Code)45890 0.124713 0.638695 0.195 0.8452
## as.factor(Zip_Code)45891 -0.391574 0.540982 -0.724 0.4692
## Risk_Rating.L 0.103069 0.025755 4.002 6.34e-05
## Risk_Rating.Q -0.288906 0.024263 -11.907 < 2e-16
## Risk_Rating.C -0.224443 0.019861 -11.301 < 2e-16
## Risk_Rating^4 -0.132763 0.016063 -8.265 < 2e-16
## Risk_Rating^5 -0.024184 0.014264 -1.695 0.0900
## HD_CondensedAshtabula City -0.625156 0.446153 -1.401 0.1612
## HD_CondensedAshtabula County NA NA NA NA
## HD_CondensedAthens County NA NA NA NA
## HD_CondensedBelmont County NA NA NA NA
## HD_CondensedButler County -0.166052 0.346493 -0.479 0.6318
## HD_CondensedCambridge Guernsey County NA NA NA NA
## HD_CondensedCarroll County -0.490776 0.406048 -1.209 0.2268
## HD_CondensedChampaign NA NA NA NA
## HD_CondensedClark County NA NA NA NA
## HD_CondensedClermont County 0.404467 0.164185 2.463 0.0138
## HD_CondensedCleveland -0.117045 0.558808 -0.209 0.8341
## HD_CondensedCoshocton City NA NA NA NA
## HD_CondensedCrawford County -0.227185 0.537581 -0.423 0.6726
## HD_CondensedCuyahoga County -0.062863 0.555762 -0.113 0.9099
## HD_CondensedDelaware 0.208948 0.384145 0.544 0.5865
## HD_CondensedErie County -0.390160 0.505196 -0.772 0.4400
## HD_CondensedFairfield 0.051026 0.368477 0.138 0.8899
## HD_CondensedFranklin EHS Live 0.152132 0.352034 0.432 0.6656
## HD_CondensedGalion City NA NA NA NA
## HD_CondensedHamilton County 0.158360 0.143897 1.101 0.2711
## HD_CondensedHancock -0.143577 0.244252 -0.588 0.5567
## HD_CondensedHenry County NA NA NA NA
## HD_CondensedHighland County NA NA NA NA
## HD_CondensedHocking County NA NA NA NA
## HD_CondensedHuron County -0.296934 0.606511 -0.490 0.6244
## HD_CondensedKent City NA NA NA NA
## HD_CondensedLake County NA NA NA NA
## HD_CondensedLawrence County NA NA NA NA
## HD_CondensedLicking County -0.171889 0.303173 -0.567 0.5708
## HD_CondensedLorain County NA NA NA NA
## HD_CondensedMarietta City NA NA NA NA
## HD_CondensedMarion NA NA NA NA
## HD_CondensedMedina County NA NA NA NA
## HD_CondensedMercer County NA NA NA NA
## HD_CondensedMiami County NA NA NA NA
## HD_CondensedMiddletown City 0.208449 0.140916 1.479 0.1391
## HD_CondensedNew Philadelphia City 0.303082 0.315375 0.961 0.3366
## HD_CondensedPickaway County -0.823559 0.512122 -1.608 0.1078
## HD_CondensedPortsmouth City NA NA NA NA
## HD_CondensedPutnam County NA NA NA NA
## HD_CondensedRichland -0.178842 0.274054 -0.653 0.5140
## HD_CondensedRoss County NA NA NA NA
## HD_CondensedSeneca County NA NA NA NA
## HD_CondensedShelby City NA NA NA NA
## HD_CondensedSpringdale City 0.315304 0.196830 1.602 0.1092
## HD_CondensedStark County -0.359286 0.423777 -0.848 0.3966
## HD_CondensedSummit County -0.140675 0.452767 -0.311 0.7560
## HD_CondensedToledo-Lucas County -0.544957 0.505467 -1.078 0.2810
## HD_CondensedTuscarawas County NA NA NA NA
## HD_CondensedUnion County 0.330654 0.634989 0.521 0.6026
## HD_CondensedVan Wert County NA NA NA NA
## HD_CondensedVinton County NA NA NA NA
## HD_CondensedWarren County NA NA NA NA
## HD_CondensedWilliams County NA NA NA NA
## HD_CondensedWood County NA NA NA NA
## HD_CondensedWyandot County NA NA NA NA
## HD_CondensedZanesville-Muskingum County NA NA NA NA
## Standard 0.275992 0.012414 22.232 < 2e-16
##
## (Intercept)
## as.factor(Zip_Code)43003
## as.factor(Zip_Code)43004
## as.factor(Zip_Code)43007
## as.factor(Zip_Code)43008
## as.factor(Zip_Code)43010
## as.factor(Zip_Code)43013
## as.factor(Zip_Code)43015
## as.factor(Zip_Code)43016
## as.factor(Zip_Code)43017
## as.factor(Zip_Code)43021
## as.factor(Zip_Code)43023
## as.factor(Zip_Code)43025
## as.factor(Zip_Code)43026
## as.factor(Zip_Code)43030
## as.factor(Zip_Code)43031
## as.factor(Zip_Code)43035
## as.factor(Zip_Code)43036
## as.factor(Zip_Code)43040
## as.factor(Zip_Code)43044
## as.factor(Zip_Code)43046
## as.factor(Zip_Code)43050
## as.factor(Zip_Code)43054
## as.factor(Zip_Code)43055
## as.factor(Zip_Code)43056
## as.factor(Zip_Code)43060
## as.factor(Zip_Code)43061
## as.factor(Zip_Code)43062
## as.factor(Zip_Code)43064
## as.factor(Zip_Code)43065
## as.factor(Zip_Code)43067
## as.factor(Zip_Code)43068
## as.factor(Zip_Code)43071
## as.factor(Zip_Code)43072
## as.factor(Zip_Code)43073
## as.factor(Zip_Code)43074
## as.factor(Zip_Code)43076
## as.factor(Zip_Code)43078
## as.factor(Zip_Code)43080
## as.factor(Zip_Code)43081
## as.factor(Zip_Code)43082
## as.factor(Zip_Code)43101
## as.factor(Zip_Code)43102
## as.factor(Zip_Code)43103
## as.factor(Zip_Code)43105
## as.factor(Zip_Code)43107
## as.factor(Zip_Code)43109
## as.factor(Zip_Code)43110
## as.factor(Zip_Code)43112
## as.factor(Zip_Code)43113
## as.factor(Zip_Code)43115
## as.factor(Zip_Code)43116
## as.factor(Zip_Code)43119
## as.factor(Zip_Code)43123
## as.factor(Zip_Code)43125
## as.factor(Zip_Code)43130
## as.factor(Zip_Code)43136
## as.factor(Zip_Code)43137
## as.factor(Zip_Code)43138
## as.factor(Zip_Code)43143
## as.factor(Zip_Code)43146
## as.factor(Zip_Code)43147
## as.factor(Zip_Code)43148
## as.factor(Zip_Code)43149
## as.factor(Zip_Code)43150
## as.factor(Zip_Code)43154
## as.factor(Zip_Code)43155
## as.factor(Zip_Code)43156
## as.factor(Zip_Code)43158
## as.factor(Zip_Code)43163
## as.factor(Zip_Code)43164
## as.factor(Zip_Code)43204
## as.factor(Zip_Code)43207
## as.factor(Zip_Code)43209
## as.factor(Zip_Code)43212
## as.factor(Zip_Code)43213
## as.factor(Zip_Code)43215
## as.factor(Zip_Code)43218
## as.factor(Zip_Code)43219
## as.factor(Zip_Code)43220
## as.factor(Zip_Code)43221
## as.factor(Zip_Code)43223
## as.factor(Zip_Code)43224
## as.factor(Zip_Code)43227
## as.factor(Zip_Code)43228
## as.factor(Zip_Code)43230
## as.factor(Zip_Code)43231
## as.factor(Zip_Code)43232
## as.factor(Zip_Code)43235
## as.factor(Zip_Code)43302
## as.factor(Zip_Code)43306
## as.factor(Zip_Code)43316
## as.factor(Zip_Code)43318
## as.factor(Zip_Code)43323
## as.factor(Zip_Code)43342
## as.factor(Zip_Code)43344
## as.factor(Zip_Code)43351
## as.factor(Zip_Code)43356
## as.factor(Zip_Code)43402
## as.factor(Zip_Code)43403
## as.factor(Zip_Code)43406
## as.factor(Zip_Code)43410
## as.factor(Zip_Code)43412
## as.factor(Zip_Code)43413
## as.factor(Zip_Code)43438
## as.factor(Zip_Code)43443
## as.factor(Zip_Code)43445
## as.factor(Zip_Code)43447
## as.factor(Zip_Code)43450
## as.factor(Zip_Code)43451
## as.factor(Zip_Code)43460
## as.factor(Zip_Code)43465
## as.factor(Zip_Code)43466
## as.factor(Zip_Code)43501
## as.factor(Zip_Code)43502
## as.factor(Zip_Code)43504
## as.factor(Zip_Code)43506
## as.factor(Zip_Code)43511
## as.factor(Zip_Code)43516
## as.factor(Zip_Code)43517
## as.factor(Zip_Code)43518
## as.factor(Zip_Code)43522
## as.factor(Zip_Code)43524
## as.factor(Zip_Code)43525
## as.factor(Zip_Code)43527
## as.factor(Zip_Code)43528
## as.factor(Zip_Code)43532
## as.factor(Zip_Code)43537
## as.factor(Zip_Code)43542
## as.factor(Zip_Code)43543
## as.factor(Zip_Code)43545
## as.factor(Zip_Code)43550
## as.factor(Zip_Code)43551
## as.factor(Zip_Code)43554
## as.factor(Zip_Code)43557
## as.factor(Zip_Code)43558
## as.factor(Zip_Code)43560
## as.factor(Zip_Code)43565
## as.factor(Zip_Code)43566
## as.factor(Zip_Code)43570
## as.factor(Zip_Code)43571
## as.factor(Zip_Code)43602
## as.factor(Zip_Code)43604
## as.factor(Zip_Code)43605
## as.factor(Zip_Code)43606
## as.factor(Zip_Code)43607
## as.factor(Zip_Code)43608
## as.factor(Zip_Code)43609
## as.factor(Zip_Code)43610
## as.factor(Zip_Code)43611
## as.factor(Zip_Code)43612
## as.factor(Zip_Code)43613
## as.factor(Zip_Code)43614
## as.factor(Zip_Code)43615
## as.factor(Zip_Code)43616
## as.factor(Zip_Code)43617
## as.factor(Zip_Code)43618
## as.factor(Zip_Code)43619
## as.factor(Zip_Code)43620
## as.factor(Zip_Code)43623
## as.factor(Zip_Code)43624
## as.factor(Zip_Code)43693
## as.factor(Zip_Code)43699
## as.factor(Zip_Code)43701
## as.factor(Zip_Code)43713
## as.factor(Zip_Code)43718
## as.factor(Zip_Code)43720
## as.factor(Zip_Code)43722
## as.factor(Zip_Code)43723
## as.factor(Zip_Code)43725
## as.factor(Zip_Code)43732
## as.factor(Zip_Code)43734
## as.factor(Zip_Code)43749
## as.factor(Zip_Code)43755
## as.factor(Zip_Code)43762
## as.factor(Zip_Code)43771
## as.factor(Zip_Code)43772
## as.factor(Zip_Code)43777
## as.factor(Zip_Code)43778
## as.factor(Zip_Code)43802
## as.factor(Zip_Code)43804
## as.factor(Zip_Code)43812
## as.factor(Zip_Code)43821
## as.factor(Zip_Code)43822
## as.factor(Zip_Code)43830
## as.factor(Zip_Code)43832
## as.factor(Zip_Code)43837
## as.factor(Zip_Code)43901
## as.factor(Zip_Code)43906
## as.factor(Zip_Code)43912
## as.factor(Zip_Code)43935
## as.factor(Zip_Code)43942
## as.factor(Zip_Code)43947
## as.factor(Zip_Code)43950
## as.factor(Zip_Code)43983
## as.factor(Zip_Code)44001
## as.factor(Zip_Code)44004
## as.factor(Zip_Code)44011
## as.factor(Zip_Code)44012
## as.factor(Zip_Code)44017
## as.factor(Zip_Code)44022
## as.factor(Zip_Code)44028
## as.factor(Zip_Code)44035
## as.factor(Zip_Code)44039
## as.factor(Zip_Code)44040
## as.factor(Zip_Code)44041
## as.factor(Zip_Code)44044
## as.factor(Zip_Code)44045
## as.factor(Zip_Code)44047
## as.factor(Zip_Code)44050
## as.factor(Zip_Code)44052
## as.factor(Zip_Code)44053
## as.factor(Zip_Code)44054
## as.factor(Zip_Code)44055
## as.factor(Zip_Code)44056
## as.factor(Zip_Code)44057
## as.factor(Zip_Code)44060
## as.factor(Zip_Code)44067
## as.factor(Zip_Code)44070
## as.factor(Zip_Code)44074
## as.factor(Zip_Code)44076
## as.factor(Zip_Code)44077
## as.factor(Zip_Code)44081
## as.factor(Zip_Code)44087
## as.factor(Zip_Code)44089
## as.factor(Zip_Code)44090
## as.factor(Zip_Code)44092
## as.factor(Zip_Code)44094
## as.factor(Zip_Code)44095
## as.factor(Zip_Code)44102
## as.factor(Zip_Code)44103
## as.factor(Zip_Code)44104
## as.factor(Zip_Code)44105
## as.factor(Zip_Code)44106
## as.factor(Zip_Code)44107
## as.factor(Zip_Code)44108
## as.factor(Zip_Code)44109
## as.factor(Zip_Code)44110
## as.factor(Zip_Code)44111
## as.factor(Zip_Code)44112
## as.factor(Zip_Code)44113
## as.factor(Zip_Code)44114
## as.factor(Zip_Code)44115
## as.factor(Zip_Code)44116
## as.factor(Zip_Code)44117
## as.factor(Zip_Code)44118
## as.factor(Zip_Code)44119
## as.factor(Zip_Code)44120
## as.factor(Zip_Code)44121
## as.factor(Zip_Code)44122
## as.factor(Zip_Code)44123
## as.factor(Zip_Code)44124
## as.factor(Zip_Code)44125
## as.factor(Zip_Code)44126
## as.factor(Zip_Code)44127
## as.factor(Zip_Code)44128
## as.factor(Zip_Code)44129
## as.factor(Zip_Code)44130
## as.factor(Zip_Code)44131
## as.factor(Zip_Code)44132
## as.factor(Zip_Code)44133
## as.factor(Zip_Code)44134
## as.factor(Zip_Code)44135
## as.factor(Zip_Code)44136
## as.factor(Zip_Code)44137
## as.factor(Zip_Code)44138
## as.factor(Zip_Code)44139
## as.factor(Zip_Code)44140
## as.factor(Zip_Code)44141
## as.factor(Zip_Code)44142
## as.factor(Zip_Code)44143
## as.factor(Zip_Code)44144
## as.factor(Zip_Code)44145
## as.factor(Zip_Code)44146
## as.factor(Zip_Code)44147
## as.factor(Zip_Code)44149
## as.factor(Zip_Code)44203
## as.factor(Zip_Code)44210
## as.factor(Zip_Code)44212
## as.factor(Zip_Code)44214
## as.factor(Zip_Code)44216
## as.factor(Zip_Code)44221
## as.factor(Zip_Code)44223
## as.factor(Zip_Code)44224
## as.factor(Zip_Code)44233
## as.factor(Zip_Code)44236
## as.factor(Zip_Code)44237
## as.factor(Zip_Code)44240
## as.factor(Zip_Code)44242
## as.factor(Zip_Code)44243
## as.factor(Zip_Code)44250
## as.factor(Zip_Code)44251
## as.factor(Zip_Code)44253
## as.factor(Zip_Code)44254
## as.factor(Zip_Code)44256
## as.factor(Zip_Code)44260
## as.factor(Zip_Code)44262
## as.factor(Zip_Code)44264
## as.factor(Zip_Code)44273
## as.factor(Zip_Code)44278
## as.factor(Zip_Code)44280
## as.factor(Zip_Code)44281
## as.factor(Zip_Code)44286
## as.factor(Zip_Code)44293
## as.factor(Zip_Code)44301
## as.factor(Zip_Code)44302
## as.factor(Zip_Code)44303
## as.factor(Zip_Code)44304
## as.factor(Zip_Code)44305
## as.factor(Zip_Code)44306
## as.factor(Zip_Code)44307
## as.factor(Zip_Code)44308
## as.factor(Zip_Code)44310
## as.factor(Zip_Code)44311
## as.factor(Zip_Code)44312
## as.factor(Zip_Code)44313
## as.factor(Zip_Code)44314
## as.factor(Zip_Code)44317
## as.factor(Zip_Code)44319
## as.factor(Zip_Code)44320
## as.factor(Zip_Code)44321
## as.factor(Zip_Code)44325
## as.factor(Zip_Code)44333
## as.factor(Zip_Code)44483
## as.factor(Zip_Code)44601
## as.factor(Zip_Code)44612
## as.factor(Zip_Code)44613
## as.factor(Zip_Code)44614
## as.factor(Zip_Code)44615
## as.factor(Zip_Code)44618
## as.factor(Zip_Code)44620
## as.factor(Zip_Code)44621
## as.factor(Zip_Code)44622
## as.factor(Zip_Code)44626
## as.factor(Zip_Code)44629
## as.factor(Zip_Code)44632
## as.factor(Zip_Code)44641
## as.factor(Zip_Code)44643
## as.factor(Zip_Code)44644
## as.factor(Zip_Code)44646
## as.factor(Zip_Code)44647
## as.factor(Zip_Code)44651
## as.factor(Zip_Code)44653
## as.factor(Zip_Code)44656
## as.factor(Zip_Code)44657
## as.factor(Zip_Code)44662
## as.factor(Zip_Code)44663
## as.factor(Zip_Code)44666
## as.factor(Zip_Code)44669
## as.factor(Zip_Code)44670
## as.factor(Zip_Code)44671
## as.factor(Zip_Code)44675
## as.factor(Zip_Code)44678
## as.factor(Zip_Code)44680
## as.factor(Zip_Code)44681
## as.factor(Zip_Code)44682
## as.factor(Zip_Code)44683
## as.factor(Zip_Code)44685
## as.factor(Zip_Code)44688
## as.factor(Zip_Code)44689
## as.factor(Zip_Code)44697
## as.factor(Zip_Code)44704
## as.factor(Zip_Code)44705
## as.factor(Zip_Code)44706
## as.factor(Zip_Code)44707
## as.factor(Zip_Code)44708
## as.factor(Zip_Code)44709
## as.factor(Zip_Code)44714
## as.factor(Zip_Code)44718
## as.factor(Zip_Code)44720
## as.factor(Zip_Code)44721
## as.factor(Zip_Code)44730
## as.factor(Zip_Code)44802
## as.factor(Zip_Code)44805
## as.factor(Zip_Code)44807
## as.factor(Zip_Code)44809
## as.factor(Zip_Code)44811
## as.factor(Zip_Code)44813
## as.factor(Zip_Code)44814
## as.factor(Zip_Code)44816
## as.factor(Zip_Code)44820
## as.factor(Zip_Code)44822
## as.factor(Zip_Code)44824
## as.factor(Zip_Code)44826
## as.factor(Zip_Code)44827
## as.factor(Zip_Code)44828
## as.factor(Zip_Code)44830
## as.factor(Zip_Code)44833
## as.factor(Zip_Code)44837
## as.factor(Zip_Code)44839
## as.factor(Zip_Code)44841
## as.factor(Zip_Code)44843
## as.factor(Zip_Code)44844
## as.factor(Zip_Code)44846
## as.factor(Zip_Code)44847
## as.factor(Zip_Code)44849
## as.factor(Zip_Code)44851
## as.factor(Zip_Code)44853
## as.factor(Zip_Code)44854
## as.factor(Zip_Code)44857
## as.factor(Zip_Code)44862
## as.factor(Zip_Code)44864
## as.factor(Zip_Code)44865
## as.factor(Zip_Code)44870
## as.factor(Zip_Code)44875
## as.factor(Zip_Code)44882
## as.factor(Zip_Code)44883
## as.factor(Zip_Code)44889
## as.factor(Zip_Code)44890
## as.factor(Zip_Code)44901
## as.factor(Zip_Code)44902
## as.factor(Zip_Code)44903
## as.factor(Zip_Code)44904
## as.factor(Zip_Code)44905
## as.factor(Zip_Code)44906
## as.factor(Zip_Code)44907
## as.factor(Zip_Code)45001
## as.factor(Zip_Code)45002
## as.factor(Zip_Code)45005
## as.factor(Zip_Code)45011
## as.factor(Zip_Code)45014
## as.factor(Zip_Code)45030
## as.factor(Zip_Code)45032
## as.factor(Zip_Code)45033
## as.factor(Zip_Code)45034
## as.factor(Zip_Code)45036
## as.factor(Zip_Code)45039
## as.factor(Zip_Code)45040
## as.factor(Zip_Code)45041
## as.factor(Zip_Code)45042
## as.factor(Zip_Code)45044
## as.factor(Zip_Code)45050
## as.factor(Zip_Code)45052
## as.factor(Zip_Code)45065
## as.factor(Zip_Code)45066
## as.factor(Zip_Code)45068
## as.factor(Zip_Code)45069
## as.factor(Zip_Code)45102
## as.factor(Zip_Code)45103
## as.factor(Zip_Code)45106
## as.factor(Zip_Code)45111
## as.factor(Zip_Code)45112
## as.factor(Zip_Code)45113
## as.factor(Zip_Code)45120 .
## as.factor(Zip_Code)45122
## as.factor(Zip_Code)45123
## as.factor(Zip_Code)45133
## as.factor(Zip_Code)45135
## as.factor(Zip_Code)45140
## as.factor(Zip_Code)45142
## as.factor(Zip_Code)45150
## as.factor(Zip_Code)45152
## as.factor(Zip_Code)45155
## as.factor(Zip_Code)45157
## as.factor(Zip_Code)45159
## as.factor(Zip_Code)45160
## as.factor(Zip_Code)45171
## as.factor(Zip_Code)45172
## as.factor(Zip_Code)45174
## as.factor(Zip_Code)45176
## as.factor(Zip_Code)45211
## as.factor(Zip_Code)45213
## as.factor(Zip_Code)45215
## as.factor(Zip_Code)45216
## as.factor(Zip_Code)45217
## as.factor(Zip_Code)45218
## as.factor(Zip_Code)45219
## as.factor(Zip_Code)45224
## as.factor(Zip_Code)45227
## as.factor(Zip_Code)45230
## as.factor(Zip_Code)45231
## as.factor(Zip_Code)45233
## as.factor(Zip_Code)45236
## as.factor(Zip_Code)45237
## as.factor(Zip_Code)45238
## as.factor(Zip_Code)45239
## as.factor(Zip_Code)45240
## as.factor(Zip_Code)45241
## as.factor(Zip_Code)45242
## as.factor(Zip_Code)45243
## as.factor(Zip_Code)45244
## as.factor(Zip_Code)45245
## as.factor(Zip_Code)45246
## as.factor(Zip_Code)45247
## as.factor(Zip_Code)45248
## as.factor(Zip_Code)45249
## as.factor(Zip_Code)45251
## as.factor(Zip_Code)45252
## as.factor(Zip_Code)45255
## as.factor(Zip_Code)45312
## as.factor(Zip_Code)45318
## as.factor(Zip_Code)45319
## as.factor(Zip_Code)45323
## as.factor(Zip_Code)45324
## as.factor(Zip_Code)45341
## as.factor(Zip_Code)45342
## as.factor(Zip_Code)45344
## as.factor(Zip_Code)45349
## as.factor(Zip_Code)45359
## as.factor(Zip_Code)45368
## as.factor(Zip_Code)45369
## as.factor(Zip_Code)45371
## as.factor(Zip_Code)45373
## as.factor(Zip_Code)45383
## as.factor(Zip_Code)45387
## as.factor(Zip_Code)45389
## as.factor(Zip_Code)45502
## as.factor(Zip_Code)45503
## as.factor(Zip_Code)45504
## as.factor(Zip_Code)45505
## as.factor(Zip_Code)45506
## as.factor(Zip_Code)45601
## as.factor(Zip_Code)45612
## as.factor(Zip_Code)45619
## as.factor(Zip_Code)45628
## as.factor(Zip_Code)45638
## as.factor(Zip_Code)45644
## as.factor(Zip_Code)45645
## as.factor(Zip_Code)45647
## as.factor(Zip_Code)45651
## as.factor(Zip_Code)45662
## as.factor(Zip_Code)45669
## as.factor(Zip_Code)45673
## as.factor(Zip_Code)45678
## as.factor(Zip_Code)45680
## as.factor(Zip_Code)45681
## as.factor(Zip_Code)45695
## as.factor(Zip_Code)45697
## as.factor(Zip_Code)45698
## as.factor(Zip_Code)45701
## as.factor(Zip_Code)45710
## as.factor(Zip_Code)45711
## as.factor(Zip_Code)45714
## as.factor(Zip_Code)45719
## as.factor(Zip_Code)45723
## as.factor(Zip_Code)45732
## as.factor(Zip_Code)45735
## as.factor(Zip_Code)45740
## as.factor(Zip_Code)45750
## as.factor(Zip_Code)45764
## as.factor(Zip_Code)45778
## as.factor(Zip_Code)45780
## as.factor(Zip_Code)45801
## as.factor(Zip_Code)45802
## as.factor(Zip_Code)45804
## as.factor(Zip_Code)45805
## as.factor(Zip_Code)45806
## as.factor(Zip_Code)45807
## as.factor(Zip_Code)45808
## as.factor(Zip_Code)45817
## as.factor(Zip_Code)45822
## as.factor(Zip_Code)45827
## as.factor(Zip_Code)45828
## as.factor(Zip_Code)45830
## as.factor(Zip_Code)45831
## as.factor(Zip_Code)45832
## as.factor(Zip_Code)45833
## as.factor(Zip_Code)45837
## as.factor(Zip_Code)45840
## as.factor(Zip_Code)45843
## as.factor(Zip_Code)45844
## as.factor(Zip_Code)45846
## as.factor(Zip_Code)45848
## as.factor(Zip_Code)45853
## as.factor(Zip_Code)45856
## as.factor(Zip_Code)45860
## as.factor(Zip_Code)45863
## as.factor(Zip_Code)45864
## as.factor(Zip_Code)45872
## as.factor(Zip_Code)45875
## as.factor(Zip_Code)45876
## as.factor(Zip_Code)45877
## as.factor(Zip_Code)45881
## as.factor(Zip_Code)45883
## as.factor(Zip_Code)45887
## as.factor(Zip_Code)45889
## as.factor(Zip_Code)45890
## as.factor(Zip_Code)45891
## Risk_Rating.L ***
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5 .
## HD_CondensedAshtabula City
## HD_CondensedAshtabula County
## HD_CondensedAthens County
## HD_CondensedBelmont County
## HD_CondensedButler County
## HD_CondensedCambridge Guernsey County
## HD_CondensedCarroll County
## HD_CondensedChampaign
## HD_CondensedClark County
## HD_CondensedClermont County *
## HD_CondensedCleveland
## HD_CondensedCoshocton City
## HD_CondensedCrawford County
## HD_CondensedCuyahoga County
## HD_CondensedDelaware
## HD_CondensedErie County
## HD_CondensedFairfield
## HD_CondensedFranklin EHS Live
## HD_CondensedGalion City
## HD_CondensedHamilton County
## HD_CondensedHancock
## HD_CondensedHenry County
## HD_CondensedHighland County
## HD_CondensedHocking County
## HD_CondensedHuron County
## HD_CondensedKent City
## HD_CondensedLake County
## HD_CondensedLawrence County
## HD_CondensedLicking County
## HD_CondensedLorain County
## HD_CondensedMarietta City
## HD_CondensedMarion
## HD_CondensedMedina County
## HD_CondensedMercer County
## HD_CondensedMiami County
## HD_CondensedMiddletown City
## HD_CondensedNew Philadelphia City
## HD_CondensedPickaway County
## HD_CondensedPortsmouth City
## HD_CondensedPutnam County
## HD_CondensedRichland
## HD_CondensedRoss County
## HD_CondensedSeneca County
## HD_CondensedShelby City
## HD_CondensedSpringdale City
## HD_CondensedStark County
## HD_CondensedSummit County
## HD_CondensedToledo-Lucas County
## HD_CondensedTuscarawas County
## HD_CondensedUnion County
## HD_CondensedVan Wert County
## HD_CondensedVinton County
## HD_CondensedWarren County
## HD_CondensedWilliams County
## HD_CondensedWood County
## HD_CondensedWyandot County
## HD_CondensedZanesville-Muskingum County
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.4374 on 8255 degrees of freedom
## Multiple R-squared: 0.2082, Adjusted R-squared: 0.1499
## F-statistic: 3.575 on 607 and 8255 DF, p-value: < 2.2e-16Logistic Regression with Sample (5%)
lm1_5 <- glm(formula = Critical ~ Risk_Rating +
HD_Condensed +
Standard,
family = "binomial", data = Stats_data_strat_5)
summary(lm1_5)##
## Call:
## glm(formula = Critical ~ Risk_Rating + HD_Condensed + Standard,
## family = "binomial", data = Stats_data_strat_5)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.7336 -0.9692 -0.5813 1.1064 3.1093
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -2.81973 0.21334 -13.217 < 2e-16
## Risk_Rating.L 0.52465 0.27935 1.878 0.060369
## Risk_Rating.Q -2.59853 0.25618 -10.143 < 2e-16
## Risk_Rating.C -1.28404 0.18766 -6.842 7.8e-12
## Risk_Rating^4 -0.95239 0.12115 -7.861 3.8e-15
## Risk_Rating^5 -0.17296 0.08355 -2.070 0.038438
## HD_CondensedAshtabula City -0.99909 0.55260 -1.808 0.070609
## HD_CondensedAshtabula County -1.30465 1.17078 -1.114 0.265129
## HD_CondensedAthens County -0.54458 0.32957 -1.652 0.098449
## HD_CondensedBelmont County -0.69441 0.34798 -1.996 0.045986
## HD_CondensedButler County 0.46443 0.54478 0.853 0.393928
## HD_CondensedCambridge Guernsey County -1.30403 0.46141 -2.826 0.004711
## HD_CondensedCarroll County -14.26452 167.46211 -0.085 0.932118
## HD_CondensedChampaign -1.13091 0.41325 -2.737 0.006208
## HD_CondensedClark County -0.20892 0.25927 -0.806 0.420372
## HD_CondensedClermont County -0.09473 0.24593 -0.385 0.700108
## HD_CondensedCleveland 0.01653 0.20727 0.080 0.936426
## HD_CondensedCoshocton City -0.53371 0.54053 -0.987 0.323450
## HD_CondensedCrawford County -0.72324 0.45298 -1.597 0.110344
## HD_CondensedCuyahoga County -0.19125 0.20028 -0.955 0.339625
## HD_CondensedDelaware 0.92846 0.25546 3.634 0.000279
## HD_CondensedErie County -0.24165 0.26741 -0.904 0.366182
## HD_CondensedFairfield -0.66028 0.30957 -2.133 0.032935
## HD_CondensedFranklin EHS Live 0.20440 0.20396 1.002 0.316271
## HD_CondensedGalion City -0.50882 0.52289 -0.973 0.330509
## HD_CondensedHamilton County -0.58444 0.20958 -2.789 0.005292
## HD_CondensedHancock 0.01384 0.29678 0.047 0.962807
## HD_CondensedHenry County -1.10691 0.50331 -2.199 0.027858
## HD_CondensedHighland County -0.71617 0.40176 -1.783 0.074652
## HD_CondensedHocking County -0.20257 0.58191 -0.348 0.727761
## HD_CondensedHuron County 0.35046 0.32363 1.083 0.278853
## HD_CondensedKent City 0.05725 0.34812 0.164 0.869376
## HD_CondensedLake County -0.09725 0.22488 -0.432 0.665396
## HD_CondensedLawrence County -1.00821 0.42995 -2.345 0.019029
## HD_CondensedLicking County -0.48659 0.23742 -2.049 0.040414
## HD_CondensedLorain County -0.19402 0.22674 -0.856 0.392162
## HD_CondensedMarietta City -0.49248 0.37460 -1.315 0.188614
## HD_CondensedMarion 0.47992 0.31404 1.528 0.126464
## HD_CondensedMedina County 0.47955 0.25111 1.910 0.056166
## HD_CondensedMercer County -0.68866 0.38231 -1.801 0.071649
## HD_CondensedMiami County -0.16644 0.29236 -0.569 0.569166
## HD_CondensedMiddletown City -0.18515 0.34171 -0.542 0.587936
## HD_CondensedNew Philadelphia City -0.65428 0.40238 -1.626 0.103946
## HD_CondensedPickaway County 0.11908 0.35543 0.335 0.737597
## HD_CondensedPortsmouth City -1.22056 0.54007 -2.260 0.023820
## HD_CondensedPutnam County 0.40558 0.35329 1.148 0.250968
## HD_CondensedRichland 0.29946 0.26396 1.134 0.256586
## HD_CondensedRoss County -0.51528 0.32319 -1.594 0.110853
## HD_CondensedSeneca County -0.87019 0.34909 -2.493 0.012676
## HD_CondensedShelby City -1.29161 0.68097 -1.897 0.057865
## HD_CondensedSpringdale City 0.23322 0.43733 0.533 0.593841
## HD_CondensedStark County -0.63901 0.24296 -2.630 0.008536
## HD_CondensedSummit County 0.09218 0.20676 0.446 0.655702
## HD_CondensedToledo-Lucas County -0.15325 0.21018 -0.729 0.465930
## HD_CondensedTuscarawas County -0.70421 0.30854 -2.282 0.022466
## HD_CondensedUnion County -0.62957 0.35389 -1.779 0.075237
## HD_CondensedVan Wert County -0.42024 0.46372 -0.906 0.364820
## HD_CondensedVinton County 0.15776 0.63493 0.248 0.803776
## HD_CondensedWarren County -0.77484 0.25072 -3.090 0.001999
## HD_CondensedWilliams County -0.72914 0.46145 -1.580 0.114080
## HD_CondensedWood County -0.03969 0.25205 -0.157 0.874871
## HD_CondensedWyandot County -1.55115 0.57918 -2.678 0.007403
## HD_CondensedZanesville-Muskingum County -1.26419 0.33825 -3.738 0.000186
## Standard 1.40620 0.07134 19.710 < 2e-16
##
## (Intercept) ***
## Risk_Rating.L .
## Risk_Rating.Q ***
## Risk_Rating.C ***
## Risk_Rating^4 ***
## Risk_Rating^5 *
## HD_CondensedAshtabula City .
## HD_CondensedAshtabula County
## HD_CondensedAthens County .
## HD_CondensedBelmont County *
## HD_CondensedButler County
## HD_CondensedCambridge Guernsey County **
## HD_CondensedCarroll County
## HD_CondensedChampaign **
## HD_CondensedClark County
## HD_CondensedClermont County
## HD_CondensedCleveland
## HD_CondensedCoshocton City
## HD_CondensedCrawford County
## HD_CondensedCuyahoga County
## HD_CondensedDelaware ***
## HD_CondensedErie County
## HD_CondensedFairfield *
## HD_CondensedFranklin EHS Live
## HD_CondensedGalion City
## HD_CondensedHamilton County **
## HD_CondensedHancock
## HD_CondensedHenry County *
## HD_CondensedHighland County .
## HD_CondensedHocking County
## HD_CondensedHuron County
## HD_CondensedKent City
## HD_CondensedLake County
## HD_CondensedLawrence County *
## HD_CondensedLicking County *
## HD_CondensedLorain County
## HD_CondensedMarietta City
## HD_CondensedMarion
## HD_CondensedMedina County .
## HD_CondensedMercer County .
## HD_CondensedMiami County
## HD_CondensedMiddletown City
## HD_CondensedNew Philadelphia City
## HD_CondensedPickaway County
## HD_CondensedPortsmouth City *
## HD_CondensedPutnam County
## HD_CondensedRichland
## HD_CondensedRoss County
## HD_CondensedSeneca County *
## HD_CondensedShelby City .
## HD_CondensedSpringdale City
## HD_CondensedStark County **
## HD_CondensedSummit County
## HD_CondensedToledo-Lucas County
## HD_CondensedTuscarawas County *
## HD_CondensedUnion County .
## HD_CondensedVan Wert County
## HD_CondensedVinton County
## HD_CondensedWarren County **
## HD_CondensedWilliams County
## HD_CondensedWood County
## HD_CondensedWyandot County **
## HD_CondensedZanesville-Muskingum County ***
## Standard ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 11387 on 8862 degrees of freedom
## Residual deviance: 10017 on 8799 degrees of freedom
## AIC: 10145
##
## Number of Fisher Scoring iterations: 13lm2_5 <- glm(formula = Critical ~ as.factor(Zip_Code),
family = "binomial", data = Stats_data_strat_5)
summary(lm2_5)##
## Call:
## glm(formula = Critical ~ as.factor(Zip_Code), family = "binomial",
## data = Stats_data_strat_5)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.7344 -0.9005 -0.6835 1.1924 2.3272
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.657e+01 2.400e+03 -0.007 0.994
## as.factor(Zip_Code)43003 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43004 -7.916e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43007 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43008 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43010 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43013 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43015 1.708e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43016 1.734e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43017 1.653e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43021 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43023 1.641e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43025 1.534e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43026 1.701e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43030 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43031 1.565e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43035 1.677e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43036 -7.917e-06 2.565e+03 0.000 1.000
## as.factor(Zip_Code)43040 1.553e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43044 1.606e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43046 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43050 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)43054 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43055 1.524e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43056 1.562e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43060 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43061 -7.916e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43062 1.592e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43064 1.565e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43065 1.647e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43067 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43068 1.576e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43071 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43072 -7.917e-06 2.629e+03 0.000 1.000
## as.factor(Zip_Code)43073 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43074 1.710e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43076 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43078 1.506e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43080 -7.917e-06 2.565e+03 0.000 1.000
## as.factor(Zip_Code)43081 1.642e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43082 1.664e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43101 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43102 -7.917e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)43103 1.477e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43105 1.531e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43107 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43109 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43110 1.572e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43112 -7.917e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)43113 1.630e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43115 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)43116 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43119 -7.917e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)43123 1.644e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43125 1.625e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43130 1.511e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43136 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43137 -7.917e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)43138 1.641e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43143 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43146 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43147 1.651e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43148 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43149 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43150 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)43154 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43155 -7.916e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)43156 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43158 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43163 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43164 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43204 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43207 1.555e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43209 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43212 1.555e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43213 1.695e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43215 -7.917e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43218 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43219 -7.918e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43220 1.506e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43221 1.626e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43223 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43224 1.523e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43227 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)43228 1.616e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43230 1.555e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43231 1.685e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43232 -7.916e-06 2.592e+03 0.000 1.000
## as.factor(Zip_Code)43235 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43302 1.643e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43306 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43316 -7.917e-06 2.545e+03 0.000 1.000
## as.factor(Zip_Code)43318 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)43323 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43342 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)43344 1.606e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43351 1.531e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43356 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)43402 1.544e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43403 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43406 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)43410 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43412 -7.917e-06 2.629e+03 0.000 1.000
## as.factor(Zip_Code)43413 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43438 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43443 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)43445 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)43447 -7.916e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)43450 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43451 -7.918e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43460 1.579e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43465 1.496e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43466 -7.918e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43501 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43502 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)43504 -7.917e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)43506 1.539e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43511 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43516 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43517 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43518 -7.917e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)43522 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43524 -7.915e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43525 -7.915e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43527 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43528 1.638e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43532 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43537 1.584e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43542 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43543 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43545 1.506e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43550 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43551 1.653e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43554 -7.915e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43557 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43558 1.565e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43560 1.597e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43565 -7.918e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43566 -7.916e-06 2.629e+03 0.000 1.000
## as.factor(Zip_Code)43570 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43571 -7.916e-06 2.629e+03 0.000 1.000
## as.factor(Zip_Code)43602 -7.916e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)43604 1.492e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43605 1.581e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43606 1.640e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43607 1.569e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43608 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43609 1.672e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43610 -7.917e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)43611 1.608e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43612 1.554e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43613 1.650e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43614 1.592e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43615 1.639e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43616 1.510e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43617 1.561e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43618 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43619 1.572e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43620 -7.916e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43623 1.653e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43624 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)43693 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43699 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43701 1.501e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43713 1.477e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43718 -7.916e-06 2.592e+03 0.000 1.000
## as.factor(Zip_Code)43720 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43722 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)43723 -7.916e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)43725 1.465e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43732 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43734 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43749 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43755 -7.916e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43762 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43771 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43772 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)43777 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)43778 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43802 -7.917e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)43804 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)43812 1.572e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43821 -7.917e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43822 -7.916e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)43830 -7.917e-06 2.592e+03 0.000 1.000
## as.factor(Zip_Code)43832 1.623e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43837 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)43901 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)43906 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43912 1.531e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43935 1.628e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)43942 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)43947 3.313e+01 2.939e+03 0.011 0.991
## as.factor(Zip_Code)43950 1.531e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)43983 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)44001 1.514e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44004 1.536e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44011 1.646e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44012 1.664e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44017 1.510e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44022 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44028 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44035 1.570e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44039 1.628e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44040 -7.917e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)44041 -7.917e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)44044 1.601e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44045 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44047 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44050 1.477e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44052 1.531e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44053 1.672e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44054 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44055 1.393e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44056 1.540e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44057 1.612e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44060 1.572e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44067 1.645e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44070 1.557e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44074 1.702e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44076 -7.915e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44077 1.629e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44081 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44087 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44089 1.628e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44090 1.536e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44092 1.666e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44094 1.561e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44095 1.580e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44102 1.711e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44103 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44104 1.469e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44105 1.651e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44106 1.611e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44107 1.637e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44108 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44109 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44110 1.628e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44111 1.629e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44112 1.612e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44113 1.675e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44114 1.625e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44115 1.577e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44116 1.477e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44117 1.606e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44118 1.599e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44119 1.631e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44120 1.565e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44121 1.580e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44122 1.610e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44123 1.621e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44124 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44125 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44126 1.628e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44127 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)44128 1.596e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44129 1.631e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44130 1.551e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44131 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44132 1.606e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44133 1.504e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44134 1.624e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44135 1.592e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44136 1.560e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44137 1.582e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44138 1.426e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44139 1.501e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44140 1.565e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44141 1.682e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44142 1.576e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44143 1.572e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44144 1.626e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44145 1.661e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44146 1.646e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44147 1.685e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44149 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44203 1.568e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44210 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)44212 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44214 -7.917e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44216 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44221 1.632e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44223 1.690e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44224 1.597e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44233 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44236 1.643e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44237 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44240 1.591e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44242 1.713e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44243 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44250 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44251 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44253 1.462e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44254 1.634e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44256 1.662e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44260 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44262 1.616e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44264 1.601e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44273 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44278 1.572e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44280 1.628e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44281 1.708e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44286 1.506e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44293 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44301 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44302 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44303 1.782e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44304 1.675e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44305 1.496e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44306 1.594e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44307 -7.917e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)44308 1.677e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44310 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44311 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44312 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44313 1.619e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44314 1.690e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44317 -7.915e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44319 1.576e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44320 1.601e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44321 1.641e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44325 1.634e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44333 1.678e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44483 -7.916e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)44601 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44612 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44613 -7.916e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)44614 1.477e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44615 -7.916e-06 2.484e+03 0.000 1.000
## as.factor(Zip_Code)44618 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44620 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44621 1.616e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44622 1.492e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44626 -7.917e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)44629 -7.917e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)44632 1.477e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44641 1.606e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44643 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44644 -7.917e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)44646 1.462e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44647 -7.916e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)44651 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44653 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)44656 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44657 1.536e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44662 1.565e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44663 1.523e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44666 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)44669 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44670 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)44671 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44675 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44678 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)44680 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44681 -7.916e-06 2.506e+03 0.000 1.000
## as.factor(Zip_Code)44682 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44683 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44685 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44688 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)44689 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)44697 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44704 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44705 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44706 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44707 -7.916e-06 2.592e+03 0.000 1.000
## as.factor(Zip_Code)44708 1.506e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44709 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44714 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44718 1.616e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44720 1.590e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44721 -7.917e-06 2.629e+03 0.000 1.000
## as.factor(Zip_Code)44730 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44802 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)44805 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)44807 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44809 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44811 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44813 1.704e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44814 -7.916e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)44816 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44820 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44822 3.313e+01 2.939e+03 0.011 0.991
## as.factor(Zip_Code)44824 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44826 3.313e+01 2.939e+03 0.011 0.991
## as.factor(Zip_Code)44827 1.572e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44828 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44830 1.576e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44833 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44837 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)44839 1.606e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44841 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44843 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44844 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44846 1.628e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44847 -7.917e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)44849 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44851 1.616e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44853 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)44854 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)44857 1.596e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44862 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)44864 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44865 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44870 1.580e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44875 1.483e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44882 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)44883 1.509e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44889 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44890 1.665e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44901 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44902 1.598e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)44903 1.477e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44904 1.559e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44905 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)44906 1.693e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)44907 1.565e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45001 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45002 -7.916e-06 2.506e+03 0.000 1.000
## as.factor(Zip_Code)45005 1.576e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45011 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)45014 3.313e+01 2.629e+03 0.013 0.990
## as.factor(Zip_Code)45030 1.496e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45032 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)45033 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)45034 1.561e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45036 1.592e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45039 1.682e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45040 1.482e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45041 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45042 1.531e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45044 1.556e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45050 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)45052 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45065 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45066 1.508e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45068 1.616e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45069 1.634e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45102 1.598e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45103 1.598e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45106 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45111 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45112 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)45113 -7.917e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)45120 -7.916e-06 2.629e+03 0.000 1.000
## as.factor(Zip_Code)45122 1.477e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45123 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45133 1.523e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45135 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)45140 1.526e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45142 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)45150 1.562e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45152 1.496e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45155 3.313e+01 2.939e+03 0.011 0.991
## as.factor(Zip_Code)45157 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45159 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45160 -7.917e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)45171 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45172 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45174 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45176 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45211 1.579e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45213 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45215 1.571e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45216 1.628e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45217 1.462e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45218 -7.916e-06 2.592e+03 0.000 1.000
## as.factor(Zip_Code)45219 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)45224 1.477e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45227 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45230 1.578e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45231 1.524e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45233 1.496e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45236 1.595e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45237 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45238 1.496e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45239 1.595e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45240 1.623e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45241 1.619e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45242 1.602e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45243 1.510e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45244 -7.916e-06 2.506e+03 0.000 1.000
## as.factor(Zip_Code)45245 1.632e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45246 1.638e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45247 1.578e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45248 1.578e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45249 1.578e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45251 1.595e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45252 -7.916e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)45255 1.554e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45312 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)45318 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45319 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45323 1.766e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45324 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45341 -7.917e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45342 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45344 1.536e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45349 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45359 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)45368 -7.917e-06 2.592e+03 0.000 1.000
## as.factor(Zip_Code)45369 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45371 1.693e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45373 1.512e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45383 1.601e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45387 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)45389 1.547e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45502 1.598e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45503 1.565e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45504 1.633e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45505 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45506 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45601 1.545e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45612 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45619 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45628 -7.916e-06 2.565e+03 0.000 1.000
## as.factor(Zip_Code)45638 1.472e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45644 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45645 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45647 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45651 1.601e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45662 1.504e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45669 1.449e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45673 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45678 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45680 1.565e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45681 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45695 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)45697 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)45698 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45701 1.537e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45710 -7.918e-06 2.939e+03 0.000 1.000
## as.factor(Zip_Code)45711 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45714 1.565e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45719 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)45723 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)45732 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45735 -7.910e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45740 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45750 1.584e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45764 1.576e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45778 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45780 1.616e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45801 1.614e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45802 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)45804 1.616e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45805 1.583e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45806 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45807 -7.914e-06 2.771e+03 0.000 1.000
## as.factor(Zip_Code)45808 3.313e+01 2.939e+03 0.011 0.991
## as.factor(Zip_Code)45817 1.598e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45822 1.527e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45827 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)45828 1.437e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45830 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45831 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45832 3.313e+01 2.771e+03 0.012 0.990
## as.factor(Zip_Code)45833 1.565e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45837 -7.917e-06 2.683e+03 0.000 1.000
## as.factor(Zip_Code)45840 1.581e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45843 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45844 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)45846 -7.916e-06 2.545e+03 0.000 1.000
## as.factor(Zip_Code)45848 -7.916e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45853 1.748e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45856 1.628e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45860 3.313e+01 2.771e+03 0.012 0.990
## as.factor(Zip_Code)45863 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45864 1.657e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45872 1.518e+01 2.400e+03 0.006 0.995
## as.factor(Zip_Code)45875 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45876 -7.917e-06 3.393e+03 0.000 1.000
## as.factor(Zip_Code)45877 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45881 3.313e+01 3.393e+03 0.010 0.992
## as.factor(Zip_Code)45883 1.766e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45887 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45889 1.587e+01 2.400e+03 0.007 0.995
## as.factor(Zip_Code)45890 1.726e+01 2.400e+03 0.007 0.994
## as.factor(Zip_Code)45891 1.534e+01 2.400e+03 0.006 0.995
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 11387 on 8862 degrees of freedom
## Residual deviance: 10319 on 8285 degrees of freedom
## AIC: 11475
##
## Number of Fisher Scoring iterations: 15lm2.2_5 <- glm(formula = Critical ~ Zip_Code,
family = "binomial", data = Stats_data_strat_5)
summary(lm2.2_5)##
## Call:
## glm(formula = Critical ~ Zip_Code, family = "binomial", data = Stats_data_strat_5)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.9684 -0.9217 -0.8823 1.4327 1.5477
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 4.313e+00 1.232e+00 3.50 0.000465 ***
## Zip_Code -1.123e-04 2.785e-05 -4.03 5.57e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 11387 on 8862 degrees of freedom
## Residual deviance: 11371 on 8861 degrees of freedom
## AIC: 11375
##
## Number of Fisher Scoring iterations: 4lm2.3_5 <- glm(formula = Critical ~ as.factor(Zip_Code) +
Risk_Rating +
Standard,
family = "binomial", data = Stats_data_strat_5)
summary(lm2.3_5)##
## Call:
## glm(formula = Critical ~ as.factor(Zip_Code) + Risk_Rating +
## Standard, family = "binomial", data = Stats_data_strat_5)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.0220 -0.8661 -0.4722 0.9769 3.3714
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.753e+01 3.956e+03 -0.004 0.9965
## as.factor(Zip_Code)43003 1.554e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)43004 -2.982e+00 4.412e+03 -0.001 0.9995
## as.factor(Zip_Code)43007 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)43008 1.389e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43010 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)43013 -1.225e+00 5.595e+03 0.000 0.9998
## as.factor(Zip_Code)43015 1.568e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)43016 1.585e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)43017 1.520e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)43021 1.504e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43023 1.561e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)43025 1.432e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43026 1.560e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)43030 4.319e-02 5.595e+03 0.000 1.0000
## as.factor(Zip_Code)43031 1.391e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43035 1.528e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)43036 -2.302e+00 4.145e+03 -0.001 0.9996
## as.factor(Zip_Code)43040 1.387e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43044 1.407e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43046 1.526e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)43050 4.319e-02 4.845e+03 0.000 1.0000
## as.factor(Zip_Code)43054 1.415e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43055 1.388e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43056 1.391e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43060 1.331e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)43061 -1.543e+00 4.385e+03 0.000 0.9997
## as.factor(Zip_Code)43062 1.456e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43064 1.380e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)43065 1.514e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)43067 1.484e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43068 1.414e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43071 1.467e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43072 -2.304e+00 4.245e+03 -0.001 0.9996
## as.factor(Zip_Code)43073 1.619e+01 3.956e+03 0.004 0.9967
## as.factor(Zip_Code)43074 1.588e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)43076 1.523e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)43078 1.284e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)43080 -2.466e+00 4.184e+03 -0.001 0.9995
## as.factor(Zip_Code)43081 1.501e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43082 1.534e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)43101 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)43102 -2.799e+00 4.845e+03 -0.001 0.9995
## as.factor(Zip_Code)43103 1.306e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)43105 1.388e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43107 1.330e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)43109 1.434e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43110 1.406e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43112 -3.039e+00 4.552e+03 -0.001 0.9995
## as.factor(Zip_Code)43113 1.473e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43115 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)43116 1.606e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)43119 -1.850e+00 4.836e+03 0.000 0.9997
## as.factor(Zip_Code)43123 1.494e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43125 1.523e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)43130 1.360e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)43136 1.504e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43137 -1.682e+00 4.566e+03 0.000 0.9997
## as.factor(Zip_Code)43138 1.451e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43143 1.444e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43146 1.584e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)43147 1.458e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43148 1.504e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43149 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)43150 3.233e+01 5.595e+03 0.006 0.9954
## as.factor(Zip_Code)43154 1.619e+01 3.956e+03 0.004 0.9967
## as.factor(Zip_Code)43155 -2.799e+00 4.568e+03 -0.001 0.9995
## as.factor(Zip_Code)43156 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)43158 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)43163 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)43164 1.499e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43204 1.537e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)43207 1.377e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)43209 1.375e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)43212 1.427e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43213 1.567e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)43215 -1.913e+00 4.304e+03 0.000 0.9996
## as.factor(Zip_Code)43218 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)43219 -1.575e+00 5.595e+03 0.000 0.9998
## as.factor(Zip_Code)43220 1.330e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)43221 1.507e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43223 1.461e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43224 1.353e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)43227 -1.573e+00 4.820e+03 0.000 0.9997
## as.factor(Zip_Code)43228 1.458e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43230 1.386e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43231 1.663e+01 3.956e+03 0.004 0.9966
## as.factor(Zip_Code)43232 -2.334e+00 4.204e+03 -0.001 0.9996
## as.factor(Zip_Code)43235 1.426e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43302 1.493e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43306 1.935e-01 5.595e+03 0.000 1.0000
## as.factor(Zip_Code)43316 -2.581e+00 4.177e+03 -0.001 0.9995
## as.factor(Zip_Code)43318 3.305e+01 5.595e+03 0.006 0.9953
## as.factor(Zip_Code)43323 -1.880e+00 5.595e+03 0.000 0.9997
## as.factor(Zip_Code)43342 3.233e+01 5.595e+03 0.006 0.9954
## as.factor(Zip_Code)43344 1.467e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43351 1.341e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)43356 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)43402 1.408e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43403 1.376e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)43406 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)43410 1.618e+00 5.595e+03 0.000 0.9998
## as.factor(Zip_Code)43412 -2.526e+00 4.280e+03 -0.001 0.9995
## as.factor(Zip_Code)43413 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)43438 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)43443 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)43445 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)43447 -1.378e+00 4.515e+03 0.000 0.9998
## as.factor(Zip_Code)43450 1.411e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43451 4.319e-02 5.595e+03 0.000 1.0000
## as.factor(Zip_Code)43460 1.435e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43465 1.435e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43466 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)43501 1.555e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)43502 -2.397e+00 4.810e+03 0.000 0.9996
## as.factor(Zip_Code)43504 -9.836e-01 4.784e+03 0.000 0.9998
## as.factor(Zip_Code)43506 1.374e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)43511 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)43516 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)43517 1.357e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)43518 -2.799e+00 4.845e+03 -0.001 0.9995
## as.factor(Zip_Code)43522 1.502e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43524 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)43525 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)43527 1.390e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43528 1.506e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43532 1.487e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43537 1.409e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43542 1.621e+01 3.956e+03 0.004 0.9967
## as.factor(Zip_Code)43543 1.384e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)43545 1.336e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)43550 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)43551 1.505e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43554 -1.982e-06 5.595e+03 0.000 1.0000
## as.factor(Zip_Code)43557 -1.225e+00 5.595e+03 0.000 0.9998
## as.factor(Zip_Code)43558 1.412e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43560 1.423e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43565 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)43566 -2.138e+00 4.251e+03 -0.001 0.9996
## as.factor(Zip_Code)43570 1.384e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)43571 -2.547e+00 4.306e+03 -0.001 0.9995
## as.factor(Zip_Code)43602 -2.732e+00 4.399e+03 -0.001 0.9995
## as.factor(Zip_Code)43604 1.318e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)43605 1.444e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43606 1.502e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43607 1.440e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43608 1.375e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)43609 1.541e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)43610 -2.867e+00 4.753e+03 -0.001 0.9995
## as.factor(Zip_Code)43611 1.436e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43612 1.396e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43613 1.480e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43614 1.427e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43615 1.503e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43616 1.319e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)43617 1.398e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43618 1.422e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43619 1.423e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43620 -2.380e+00 4.399e+03 -0.001 0.9996
## as.factor(Zip_Code)43623 1.500e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43624 -3.454e+00 4.845e+03 -0.001 0.9994
## as.factor(Zip_Code)43693 1.935e-01 5.595e+03 0.000 1.0000
## as.factor(Zip_Code)43699 1.935e-01 5.595e+03 0.000 1.0000
## as.factor(Zip_Code)43701 1.319e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)43713 1.276e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)43718 -2.123e+00 4.226e+03 -0.001 0.9996
## as.factor(Zip_Code)43720 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)43722 3.305e+01 5.595e+03 0.006 0.9953
## as.factor(Zip_Code)43723 -1.005e+00 4.479e+03 0.000 0.9998
## as.factor(Zip_Code)43725 1.306e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)43732 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)43734 1.386e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43749 1.366e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)43755 -2.553e+00 4.401e+03 -0.001 0.9995
## as.factor(Zip_Code)43762 1.350e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)43771 1.477e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)43772 -1.575e+00 4.845e+03 0.000 0.9997
## as.factor(Zip_Code)43777 1.444e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43778 4.319e-02 5.595e+03 0.000 1.0000
## as.factor(Zip_Code)43802 -1.937e+00 4.680e+03 0.000 0.9997
## as.factor(Zip_Code)43804 3.233e+01 5.595e+03 0.006 0.9954
## as.factor(Zip_Code)43812 1.393e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43821 -2.395e+00 4.367e+03 -0.001 0.9996
## as.factor(Zip_Code)43822 -2.799e+00 4.423e+03 -0.001 0.9995
## as.factor(Zip_Code)43830 -2.539e+00 4.195e+03 -0.001 0.9995
## as.factor(Zip_Code)43832 1.443e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)43837 -2.085e+00 5.595e+03 0.000 0.9997
## as.factor(Zip_Code)43901 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)43906 1.396e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43912 1.374e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)43935 1.410e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)43942 -1.734e+00 4.841e+03 0.000 0.9997
## as.factor(Zip_Code)43947 3.233e+01 4.845e+03 0.007 0.9947
## as.factor(Zip_Code)43950 1.354e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)43983 3.233e+01 5.595e+03 0.006 0.9954
## as.factor(Zip_Code)44001 1.349e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44004 1.363e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44011 1.485e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44012 1.484e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44017 1.317e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44022 1.341e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44028 1.368e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)44035 1.409e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44039 1.447e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44040 -2.472e+00 4.819e+03 -0.001 0.9996
## as.factor(Zip_Code)44041 -3.148e+00 4.820e+03 -0.001 0.9995
## as.factor(Zip_Code)44044 1.461e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44045 1.490e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44047 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)44050 1.266e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)44052 1.358e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44053 1.536e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44054 1.529e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44055 1.241e+01 3.956e+03 0.003 0.9975
## as.factor(Zip_Code)44056 1.351e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44057 1.456e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44060 1.408e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44067 1.472e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44070 1.388e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44074 1.528e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44076 4.319e-02 5.595e+03 0.000 1.0000
## as.factor(Zip_Code)44077 1.476e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44081 1.407e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44087 1.509e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44089 1.487e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44090 1.392e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44092 1.549e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44094 1.398e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44095 1.433e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44102 1.560e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44103 1.380e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)44104 1.311e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)44105 1.502e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44106 1.450e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44107 1.472e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44108 1.433e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44109 1.449e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44110 1.451e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44111 1.436e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44112 1.460e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44113 1.495e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44114 1.458e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44115 1.404e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44116 1.275e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)44117 1.424e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44118 1.427e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44119 1.450e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44120 1.388e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44121 1.401e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44122 1.441e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44123 1.450e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44124 1.469e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44125 1.476e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44126 1.475e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44127 3.233e+01 5.595e+03 0.006 0.9954
## as.factor(Zip_Code)44128 1.429e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44129 1.440e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44130 1.382e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)44131 1.397e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44132 1.472e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44133 1.334e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44134 1.465e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44135 1.423e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44136 1.372e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)44137 1.450e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44138 1.236e+01 3.956e+03 0.003 0.9975
## as.factor(Zip_Code)44139 1.363e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44140 1.362e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44141 1.491e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44142 1.400e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44143 1.378e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)44144 1.447e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44145 1.472e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44146 1.493e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44147 1.509e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44149 1.513e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44203 1.413e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44210 3.325e+01 5.595e+03 0.006 0.9953
## as.factor(Zip_Code)44212 1.416e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44214 -2.575e+00 4.371e+03 -0.001 0.9995
## as.factor(Zip_Code)44216 1.574e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)44221 1.472e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44223 1.516e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44224 1.398e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44233 1.529e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44236 1.471e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44237 -2.085e+00 5.595e+03 0.000 0.9997
## as.factor(Zip_Code)44240 1.422e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44242 1.556e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44243 1.553e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44250 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)44251 1.504e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44253 1.502e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44254 1.489e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44256 1.501e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44260 1.496e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44262 1.423e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44264 1.470e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44273 1.585e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)44278 1.460e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44280 1.667e+01 3.956e+03 0.004 0.9966
## as.factor(Zip_Code)44281 1.554e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44286 1.345e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44293 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)44301 1.384e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)44302 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)44303 1.576e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)44304 1.460e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44305 1.338e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44306 1.466e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44307 -2.656e+00 4.470e+03 -0.001 0.9995
## as.factor(Zip_Code)44308 1.575e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)44310 1.536e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44311 1.515e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44312 1.417e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44313 1.402e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44314 1.544e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44317 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)44319 1.400e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44320 1.435e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44321 1.523e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44325 1.472e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44333 1.510e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44483 1.935e-01 4.568e+03 0.000 1.0000
## as.factor(Zip_Code)44601 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)44612 1.344e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44613 -2.799e+00 4.568e+03 -0.001 0.9995
## as.factor(Zip_Code)44614 1.286e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)44615 -2.944e+00 4.075e+03 -0.001 0.9994
## as.factor(Zip_Code)44618 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)44620 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)44621 1.423e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44622 1.317e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44626 -1.575e+00 4.845e+03 0.000 0.9997
## as.factor(Zip_Code)44629 -1.051e+00 4.592e+03 0.000 0.9998
## as.factor(Zip_Code)44632 1.291e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)44641 1.494e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44643 1.523e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44644 -2.467e+00 4.533e+03 -0.001 0.9996
## as.factor(Zip_Code)44646 1.311e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)44647 -2.799e+00 4.568e+03 -0.001 0.9995
## as.factor(Zip_Code)44651 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)44653 3.233e+01 5.595e+03 0.006 0.9954
## as.factor(Zip_Code)44656 1.367e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)44657 1.337e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44662 1.385e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44663 1.376e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)44666 -3.627e-01 4.680e+03 0.000 0.9999
## as.factor(Zip_Code)44669 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)44670 3.233e+01 5.595e+03 0.006 0.9954
## as.factor(Zip_Code)44671 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)44675 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)44678 -2.799e+00 4.845e+03 -0.001 0.9995
## as.factor(Zip_Code)44680 1.549e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44681 -2.130e+00 4.094e+03 -0.001 0.9996
## as.factor(Zip_Code)44682 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)44683 1.414e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44685 1.425e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44688 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)44689 -3.148e+00 4.820e+03 -0.001 0.9995
## as.factor(Zip_Code)44697 -1.225e+00 5.595e+03 0.000 0.9998
## as.factor(Zip_Code)44704 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)44705 1.399e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44706 1.384e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)44707 -2.222e+00 4.194e+03 -0.001 0.9996
## as.factor(Zip_Code)44708 1.339e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44709 -1.575e+00 5.595e+03 0.000 0.9998
## as.factor(Zip_Code)44714 1.555e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44718 1.446e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44720 1.412e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44721 -2.947e+00 4.326e+03 -0.001 0.9995
## as.factor(Zip_Code)44730 1.382e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)44802 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)44805 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)44807 1.480e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44809 1.411e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44811 1.471e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44813 1.564e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)44814 -2.224e+00 4.538e+03 0.000 0.9996
## as.factor(Zip_Code)44816 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)44820 1.350e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44822 3.168e+01 4.845e+03 0.007 0.9948
## as.factor(Zip_Code)44824 1.407e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44826 3.203e+01 4.820e+03 0.007 0.9947
## as.factor(Zip_Code)44827 1.385e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)44828 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)44830 1.386e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44833 1.395e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)44837 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)44839 1.419e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44841 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)44843 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)44844 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)44846 1.523e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44847 -2.553e+00 4.401e+03 -0.001 0.9995
## as.factor(Zip_Code)44849 -2.085e+00 5.595e+03 0.000 0.9997
## as.factor(Zip_Code)44851 1.481e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44853 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)44854 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)44857 1.446e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44862 3.233e+01 5.595e+03 0.006 0.9954
## as.factor(Zip_Code)44864 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)44865 -1.880e+00 5.595e+03 0.000 0.9997
## as.factor(Zip_Code)44870 1.417e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44875 1.294e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)44882 -2.085e+00 5.595e+03 0.000 0.9997
## as.factor(Zip_Code)44883 1.323e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44889 1.381e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)44890 1.532e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)44901 1.444e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44902 1.455e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)44903 1.370e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)44904 1.478e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)44905 1.363e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)44906 1.588e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)44907 1.426e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45001 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)45002 -1.902e+00 4.096e+03 0.000 0.9996
## as.factor(Zip_Code)45005 1.422e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45011 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)45014 3.196e+01 4.323e+03 0.007 0.9941
## as.factor(Zip_Code)45030 1.312e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)45032 -2.450e+00 4.606e+03 -0.001 0.9996
## as.factor(Zip_Code)45033 3.325e+01 5.595e+03 0.006 0.9953
## as.factor(Zip_Code)45034 1.392e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45036 1.440e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45039 1.483e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)45040 1.291e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)45041 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)45042 1.391e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45044 1.414e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45050 -3.148e+00 4.820e+03 -0.001 0.9995
## as.factor(Zip_Code)45052 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)45065 1.586e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)45066 1.348e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)45068 1.453e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45069 1.426e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45102 1.488e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)45103 1.462e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45106 1.490e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)45111 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)45112 3.233e+01 5.595e+03 0.006 0.9954
## as.factor(Zip_Code)45113 -3.454e+00 4.568e+03 -0.001 0.9994
## as.factor(Zip_Code)45120 -2.947e+00 4.326e+03 -0.001 0.9995
## as.factor(Zip_Code)45122 1.297e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)45123 1.526e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)45133 1.318e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)45135 -2.799e+00 4.845e+03 -0.001 0.9995
## as.factor(Zip_Code)45140 1.373e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)45142 -2.718e+00 4.707e+03 -0.001 0.9995
## as.factor(Zip_Code)45150 1.381e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)45152 1.333e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)45155 3.233e+01 4.845e+03 0.007 0.9947
## as.factor(Zip_Code)45157 1.549e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)45159 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)45160 -2.377e+00 4.506e+03 -0.001 0.9996
## as.factor(Zip_Code)45171 4.319e-02 5.595e+03 0.000 1.0000
## as.factor(Zip_Code)45172 -1.575e+00 5.595e+03 0.000 0.9998
## as.factor(Zip_Code)45174 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)45176 1.419e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45211 1.390e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45213 1.523e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)45215 1.422e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45216 1.530e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)45217 1.302e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)45218 -2.545e+00 4.225e+03 -0.001 0.9995
## as.factor(Zip_Code)45219 -1.216e+00 4.762e+03 0.000 0.9998
## as.factor(Zip_Code)45224 1.322e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)45227 1.359e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)45230 1.414e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45231 1.348e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)45233 1.291e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)45236 1.419e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45237 1.337e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)45238 1.310e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)45239 1.418e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45240 1.445e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45241 1.461e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45242 1.410e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45243 1.350e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)45244 -3.057e+00 4.123e+03 -0.001 0.9994
## as.factor(Zip_Code)45245 1.484e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)45246 1.444e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45247 1.435e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45248 1.394e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45249 1.387e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45251 1.421e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45252 -2.799e+00 4.845e+03 -0.001 0.9995
## as.factor(Zip_Code)45255 1.369e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)45312 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)45318 1.424e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45319 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)45323 1.660e+01 3.956e+03 0.004 0.9967
## as.factor(Zip_Code)45324 1.401e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45341 -2.123e+00 4.324e+03 0.000 0.9996
## as.factor(Zip_Code)45342 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)45344 1.382e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)45349 -1.575e+00 5.595e+03 0.000 0.9998
## as.factor(Zip_Code)45359 3.233e+01 5.595e+03 0.006 0.9954
## as.factor(Zip_Code)45368 -2.770e+00 4.254e+03 -0.001 0.9995
## as.factor(Zip_Code)45369 1.477e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)45371 1.555e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)45373 1.367e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)45383 1.448e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45387 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)45389 1.400e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45502 1.476e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)45503 1.404e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45504 1.494e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)45505 1.386e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45506 1.407e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45601 1.402e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45612 1.517e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)45619 1.416e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45628 -2.801e+00 4.190e+03 -0.001 0.9995
## as.factor(Zip_Code)45638 1.328e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)45644 1.581e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)45645 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)45647 -1.575e+00 5.595e+03 0.000 0.9998
## as.factor(Zip_Code)45651 1.464e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)45662 1.324e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)45669 1.291e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)45673 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)45678 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)45680 1.392e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45681 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)45695 3.233e+01 5.595e+03 0.006 0.9954
## as.factor(Zip_Code)45697 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)45698 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)45701 1.360e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)45710 -1.937e+00 4.680e+03 0.000 0.9997
## as.factor(Zip_Code)45711 -1.225e+00 5.595e+03 0.000 0.9998
## as.factor(Zip_Code)45714 1.402e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45719 3.518e+01 5.595e+03 0.006 0.9950
## as.factor(Zip_Code)45723 3.233e+01 5.595e+03 0.006 0.9954
## as.factor(Zip_Code)45732 1.546e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)45735 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)45740 -2.085e+00 5.595e+03 0.000 0.9997
## as.factor(Zip_Code)45750 1.396e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45764 1.383e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)45778 1.619e+01 3.956e+03 0.004 0.9967
## as.factor(Zip_Code)45780 1.399e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45801 1.464e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)45802 3.233e+01 5.595e+03 0.006 0.9954
## as.factor(Zip_Code)45804 1.462e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45805 1.425e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45806 1.484e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)45807 -2.743e+00 4.500e+03 -0.001 0.9995
## as.factor(Zip_Code)45808 3.203e+01 4.820e+03 0.007 0.9947
## as.factor(Zip_Code)45817 1.443e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45822 1.353e+01 3.956e+03 0.003 0.9973
## as.factor(Zip_Code)45827 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)45828 1.296e+01 3.956e+03 0.003 0.9974
## as.factor(Zip_Code)45830 1.575e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)45831 1.546e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)45832 3.192e+01 4.552e+03 0.007 0.9944
## as.factor(Zip_Code)45833 1.375e+01 3.956e+03 0.003 0.9972
## as.factor(Zip_Code)45837 3.586e-01 4.383e+03 0.000 0.9999
## as.factor(Zip_Code)45840 1.448e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45843 4.319e-02 5.595e+03 0.000 1.0000
## as.factor(Zip_Code)45844 3.233e+01 5.595e+03 0.006 0.9954
## as.factor(Zip_Code)45846 -2.601e+00 4.180e+03 -0.001 0.9995
## as.factor(Zip_Code)45848 -3.454e+00 5.595e+03 -0.001 0.9995
## as.factor(Zip_Code)45853 1.552e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)45856 1.469e+01 3.956e+03 0.004 0.9970
## as.factor(Zip_Code)45860 3.237e+01 4.497e+03 0.007 0.9943
## as.factor(Zip_Code)45863 1.435e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45864 1.555e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)45872 1.409e+01 3.956e+03 0.004 0.9972
## as.factor(Zip_Code)45875 1.453e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45876 -2.799e+00 5.595e+03 -0.001 0.9996
## as.factor(Zip_Code)45877 1.442e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45881 3.168e+01 5.595e+03 0.006 0.9955
## as.factor(Zip_Code)45883 1.587e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)45887 1.606e+01 3.956e+03 0.004 0.9968
## as.factor(Zip_Code)45889 1.429e+01 3.956e+03 0.004 0.9971
## as.factor(Zip_Code)45890 1.526e+01 3.956e+03 0.004 0.9969
## as.factor(Zip_Code)45891 1.356e+01 3.956e+03 0.003 0.9973
## Risk_Rating.L 6.695e-01 2.943e-01 2.275 0.0229 *
## Risk_Rating.Q -2.809e+00 2.703e-01 -10.392 < 2e-16 ***
## Risk_Rating.C -1.250e+00 1.978e-01 -6.319 2.64e-10 ***
## Risk_Rating^4 -1.050e+00 1.277e-01 -8.224 < 2e-16 ***
## Risk_Rating^5 -1.514e-01 8.808e-02 -1.719 0.0856 .
## Standard 1.575e+00 7.634e-02 20.625 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 11387.5 on 8862 degrees of freedom
## Residual deviance: 9206.4 on 8279 degrees of freedom
## AIC: 10374
##
## Number of Fisher Scoring iterations: 16lm3_5 <- glm(formula = Critical ~ Violation +
Violation_count +
Standard,
family = "binomial", data = Stats_data_strat_5)
summary(lm3_5)##
## Call:
## glm(formula = Critical ~ Violation + Violation_count + Standard,
## family = "binomial", data = Stats_data_strat_5)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -3.5198 -0.8003 -0.0001 0.5499 1.8521
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -19.95840 191.96055 -0.104 0.917
## Violation 18.04345 191.96054 0.094 0.925
## Violation_count 0.39815 0.01354 29.414 < 2e-16 ***
## Standard 0.54246 0.09065 5.984 2.17e-09 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 11387.5 on 8862 degrees of freedom
## Residual deviance: 6393.5 on 8859 degrees of freedom
## AIC: 6401.5
##
## Number of Fisher Scoring iterations: 18lm4_5 <- glm(formula = Critical ~ Violation_count,
family = "binomial", data = Stats_data_strat_5)
summary(lm4_5)##
## Call:
## glm(formula = Critical ~ Violation_count, family = "binomial",
## data = Stats_data_strat_5)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -4.2614 -0.5544 -0.4169 0.4100 1.9742
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -2.39917 0.04696 -51.09 <2e-16 ***
## Violation_count 0.60414 0.01354 44.63 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 11387.5 on 8862 degrees of freedom
## Residual deviance: 7234.8 on 8861 degrees of freedom
## AIC: 7238.8
##
## Number of Fisher Scoring iterations: 6