Model Growth EDA
2025-12-23
VMT Correlations
Per capita VMT is correlated with almost every variables examined, except for 6 (TotEmp_10, RetEmp_10, SFDU_10, D2A_WRKEMP_10, D1C_10, D1D_10). 11 other variables were NA.
The strongest correlation was a negative correlation with low income proportion and the strongest positive correlation was high income proportion.
| dependent | independent | r_value | p_value |
|---|---|---|---|
| vmt_per_cap | HhPropIncQ1_10 | -0.6831627 | 0.0000000 |
| vmt_per_cap | HhPropIncQ4_10 | 0.5300567 | 0.0000000 |
| vmt_per_cap | HousingCos | 0.4800198 | 0.0000000 |
| vmt_per_cap | HhPropIncQ3_10 | 0.4696130 | 0.0000000 |
| vmt_per_cap | P_RentOcc | -0.4494047 | 0.0000000 |
| vmt_per_cap | P_OwnOcc | 0.4345105 | 0.0000000 |
| vmt_per_cap | MedianSMOC | 0.4044957 | 0.0000000 |
| vmt_per_cap | PropUrbanSFDU_10 | -0.4036912 | 0.0000000 |
| vmt_per_cap | RentOcc_HU | -0.3639085 | 0.0000000 |
| vmt_per_cap | PropUrbanMFDU_10 | -0.3477870 | 0.0000000 |
| vmt_per_cap | RuralPop_10 | 0.3221351 | 0.0000000 |
| vmt_per_cap | D1B_10 | -0.3215459 | 0.0000000 |
| vmt_per_cap | PkgSpacesPerSFDU_10 | 0.3203717 | 0.0000000 |
| vmt_per_cap | PkgSpacesPerMFDU_10 | 0.3203717 | 0.0000000 |
| vmt_per_cap | PkgSpacesPerGQ_10 | 0.3203717 | 0.0000000 |
| vmt_per_cap | D4c_10 | -0.2986586 | 0.0000000 |
| vmt_per_cap | D3bpo4_10 | -0.2898514 | 0.0000000 |
| vmt_per_cap | UrbanPop_10 | -0.2841158 | 0.0000000 |
| vmt_per_cap | HhPropIncQ2_10 | -0.2777237 | 0.0000000 |
| vmt_per_cap | MF_10 | -0.2590154 | 0.0000000 |
| vmt_per_cap | MFDU_10 | -0.2419824 | 0.0000000 |
| vmt_per_cap | NumHh_10 | -0.2207614 | 0.0000000 |
| vmt_per_cap | ACRES | 0.2135916 | 0.0000000 |
| vmt_per_cap | RuralArea_10 | 0.2014783 | 0.0000000 |
| vmt_per_cap | D5_10 | -0.1775673 | 0.0000000 |
| vmt_per_cap | Pop_10 | -0.1652851 | 0.0000000 |
| vmt_per_cap | OwnOcc_HU | 0.1567123 | 0.0000000 |
| vmt_per_cap | MedianRent | -0.1322855 | 0.0000007 |
| vmt_per_cap | PropUrbanGQDU_10 | -0.1316849 | 0.0000008 |
| vmt_per_cap | PropWkrPay_10 | -0.1314833 | 0.0000008 |
| vmt_per_cap | PropNonWrkTripPay_10 | -0.1249877 | 0.0000028 |
| vmt_per_cap | NumWkr_10 | -0.1167670 | 0.0000122 |
| vmt_per_cap | PkgCost_10 | -0.0985991 | 0.0002246 |
| vmt_per_cap | GQ_10 | -0.0955878 | 0.0003483 |
| vmt_per_cap | GQDU_10 | -0.0950150 | 0.0003781 |
| vmt_per_cap | D2A_EPHHM_10 | 0.0855196 | 0.0013825 |
| vmt_per_cap | SF_10 | -0.0767460 | 0.0041160 |
| vmt_per_cap | D2A_JPHH_10 | -0.0740473 | 0.0056409 |
| vmt_per_cap | UrbanArea_10 | 0.0674767 | 0.0116771 |
| vmt_per_cap | SvcEmp_10 | -0.0638264 | 0.0170770 |
| vmt_per_cap | RetEmp_10 | -0.0482036 | 0.0717868 |
| vmt_per_cap | D1D_10 | -0.0454328 | 0.0897220 |
| vmt_per_cap | D2A_WRKEMP_10 | -0.0322405 | 0.2286519 |
| vmt_per_cap | TotEmp_10 | -0.0299950 | 0.2627332 |
| vmt_per_cap | SFDU_10 | 0.0179535 | 0.5026984 |
| vmt_per_cap | D1C_10 | -0.0000963 | 0.9971319 |
| vmt_per_cap | PropTownSFDU_10 | NA | NA |
| vmt_per_cap | PropTownMFDU_10 | NA | NA |
| vmt_per_cap | PropTownGQDU_10 | NA | NA |
| vmt_per_cap | TownArea_10 | NA | NA |
| vmt_per_cap | MixUseProp_10 | NA | NA |
| vmt_per_cap | PropCashOut_10 | NA | NA |
| vmt_per_cap | EcoProp_10 | NA | NA |
| vmt_per_cap | ImpProp_10 | NA | NA |
| vmt_per_cap | CarSvcLevel_10 | NA | NA |
| vmt_per_cap | ShdSvcAvail_10 | NA | NA |
| vmt_per_cap | TownPop_10 | NA | NA |
| Note: | |||
| Stuck out values are statistial insignificant while bolded values are statistically significant. |
All the built environment variables are negative, though only D4C and D3BPO4 are the only moderate correlations.
| dependent | independent | r_value | p_value |
|---|---|---|---|
| vmt_per_cap | D4c_10 | -0.2986586 | 0.0000000 |
| vmt_per_cap | D3bpo4_10 | -0.2898514 | 0.0000000 |
| vmt_per_cap | D2A_JPHH_10 | -0.0740473 | 0.0056409 |
| vmt_per_cap | D1D_10 | -0.0454328 | 0.0897220 |
| Note: | |||
| Stuck out values are statistial insignificant while bolded values are statistically significant. |
Growth Corrleations
Initial Correlations
I ran a correlation for every variables in the model, the full output
of that is saved here: ./TO1/correlation_output.xlsx. It
contains the following sheets, R values the Pearson R correlation values
for each variable pair, the number of observations for each variable
pair which is 1412 for each, and P values which shows the statistical
significant of each variable pair.
However to keep the amount of data displayed manageable I’ve focused
this document on the correlations between SFDU_change,
MFDU_change,GQDU_change,
RetEmp_change, SvcEmp_change and the model
variables from 2010 and the housing cost variables. There is a table
summarizing these relationships below as well as in this file
./TO1/growth_correlation_output.xlsx
| dependent | independent | r_value | p_value |
|---|---|---|---|
| SFDU_change | SFDU_10 | -0.0680220 | 0.0110164 |
| SFDU_change | MFDU_10 | 0.0187041 | 0.4850035 |
| SFDU_change | GQDU_10 | -0.0288135 | 0.2820077 |
| SFDU_change | HhPropIncQ1_10 | -0.1051738 | 0.0000825 |
| SFDU_change | HhPropIncQ2_10 | -0.1155393 | 0.0000151 |
| SFDU_change | HhPropIncQ3_10 | 0.0490437 | 0.0669686 |
| SFDU_change | HhPropIncQ4_10 | 0.1255448 | 0.0000025 |
| SFDU_change | TotEmp_10 | 0.0586438 | 0.0284492 |
| SFDU_change | RetEmp_10 | -0.0034639 | 0.8971158 |
| SFDU_change | SvcEmp_10 | -0.0592989 | 0.0267219 |
| SFDU_change | PropUrbanSFDU_10 | -0.0470035 | 0.0791582 |
| SFDU_change | PropUrbanMFDU_10 | 0.0111354 | 0.6776352 |
| SFDU_change | PropUrbanGQDU_10 | -0.0178807 | 0.5044318 |
| SFDU_change | PropTownSFDU_10 | NA | NA |
| SFDU_change | PropTownMFDU_10 | NA | NA |
| SFDU_change | PropTownGQDU_10 | NA | NA |
| SFDU_change | UrbanArea_10 | 0.1238551 | 0.0000035 |
| SFDU_change | TownArea_10 | NA | NA |
| SFDU_change | RuralArea_10 | 0.0291428 | 0.2765424 |
| SFDU_change | D3bpo4_10 | -0.0556750 | 0.0375312 |
| SFDU_change | MixUseProp_10 | NA | NA |
| SFDU_change | PkgSpacesPerSFDU_10 | 0.1477094 | 0.0000000 |
| SFDU_change | PkgSpacesPerMFDU_10 | 0.1477094 | 0.0000000 |
| SFDU_change | PkgSpacesPerGQ_10 | 0.1477094 | 0.0000000 |
| SFDU_change | PropWkrPay_10 | -0.0574092 | 0.0319662 |
| SFDU_change | PropCashOut_10 | NA | NA |
| SFDU_change | PropNonWrkTripPay_10 | -0.0608396 | 0.0230126 |
| SFDU_change | PkgCost_10 | -0.0744271 | 0.0053992 |
| SFDU_change | EcoProp_10 | NA | NA |
| SFDU_change | ImpProp_10 | NA | NA |
| SFDU_change | CarSvcLevel_10 | NA | NA |
| SFDU_change | ShdSvcAvail_10 | NA | NA |
| SFDU_change | D4c_10 | -0.0852519 | 0.0014315 |
| SFDU_change | SF_10 | -0.0542670 | 0.0426359 |
| SFDU_change | MF_10 | 0.0316749 | 0.2369246 |
| SFDU_change | GQ_10 | -0.0290620 | 0.2778760 |
| SFDU_change | Pop_10 | -0.0243897 | 0.3625102 |
| SFDU_change | NumHh_10 | -0.0395519 | 0.1396661 |
| SFDU_change | NumWkr_10 | -0.0124620 | 0.6417729 |
| SFDU_change | UrbanPop_10 | -0.0437065 | 0.1026110 |
| SFDU_change | TownPop_10 | NA | NA |
| SFDU_change | RuralPop_10 | 0.0519041 | 0.0525175 |
| SFDU_change | D1B_10 | -0.1622701 | 0.0000000 |
| SFDU_change | D1C_10 | -0.0815019 | 0.0023075 |
| SFDU_change | D1D_10 | -0.0987528 | 0.0002195 |
| SFDU_change | D2A_JPHH_10 | -0.0064298 | 0.8103124 |
| SFDU_change | D2A_WRKEMP_10 | 0.0112304 | 0.6750413 |
| SFDU_change | D2A_EPHHM_10 | -0.0298107 | 0.2656787 |
| SFDU_change | D5_10 | -0.0846537 | 0.0015467 |
| SFDU_change | ACRES | 0.0459611 | 0.0860488 |
| SFDU_change | HousingCos | 0.1529630 | 0.0000000 |
| SFDU_change | MedianSMOC | 0.1972573 | 0.0000000 |
| SFDU_change | MedianRent | -0.0722479 | 0.0069232 |
| SFDU_change | OwnOcc_HU | 0.1919679 | 0.0000000 |
| SFDU_change | RentOcc_HU | -0.2816438 | 0.0000000 |
| SFDU_change | P_OwnOcc | 0.2687633 | 0.0000000 |
| SFDU_change | P_RentOcc | -0.2672768 | 0.0000000 |
| MFDU_change | SFDU_10 | 0.1387992 | 0.0000002 |
| MFDU_change | MFDU_10 | 0.0443795 | 0.0974211 |
| MFDU_change | GQDU_10 | -0.0077592 | 0.7720827 |
| MFDU_change | HhPropIncQ1_10 | 0.0601059 | 0.0247194 |
| MFDU_change | HhPropIncQ2_10 | 0.0927773 | 0.0005189 |
| MFDU_change | HhPropIncQ3_10 | 0.0207729 | 0.4380271 |
| MFDU_change | HhPropIncQ4_10 | -0.1037052 | 0.0001037 |
| MFDU_change | TotEmp_10 | 0.2922436 | 0.0000000 |
| MFDU_change | RetEmp_10 | 0.3197529 | 0.0000000 |
| MFDU_change | SvcEmp_10 | 0.1076117 | 0.0000561 |
| MFDU_change | PropUrbanSFDU_10 | 0.0885751 | 0.0009230 |
| MFDU_change | PropUrbanMFDU_10 | 0.0465676 | 0.0819833 |
| MFDU_change | PropUrbanGQDU_10 | -0.0267565 | 0.3178007 |
| MFDU_change | PropTownSFDU_10 | NA | NA |
| MFDU_change | PropTownMFDU_10 | NA | NA |
| MFDU_change | PropTownGQDU_10 | NA | NA |
| MFDU_change | UrbanArea_10 | 0.0497900 | 0.0629146 |
| MFDU_change | TownArea_10 | NA | NA |
| MFDU_change | RuralArea_10 | -0.0532247 | 0.0467821 |
| MFDU_change | D3bpo4_10 | 0.0071060 | 0.7908028 |
| MFDU_change | MixUseProp_10 | NA | NA |
| MFDU_change | PkgSpacesPerSFDU_10 | -0.0419692 | 0.1170251 |
| MFDU_change | PkgSpacesPerMFDU_10 | -0.0419692 | 0.1170251 |
| MFDU_change | PkgSpacesPerGQ_10 | -0.0419692 | 0.1170251 |
| MFDU_change | PropWkrPay_10 | 0.0980506 | 0.0002435 |
| MFDU_change | PropCashOut_10 | NA | NA |
| MFDU_change | PropNonWrkTripPay_10 | 0.0865786 | 0.0012036 |
| MFDU_change | PkgCost_10 | 0.1304668 | 0.0000010 |
| MFDU_change | EcoProp_10 | NA | NA |
| MFDU_change | ImpProp_10 | NA | NA |
| MFDU_change | CarSvcLevel_10 | NA | NA |
| MFDU_change | ShdSvcAvail_10 | NA | NA |
| MFDU_change | D4c_10 | 0.0073134 | 0.7848464 |
| MFDU_change | SF_10 | 0.1436446 | 0.0000001 |
| MFDU_change | MF_10 | 0.0454189 | 0.0898205 |
| MFDU_change | GQ_10 | -0.0082462 | 0.7582090 |
| MFDU_change | Pop_10 | 0.1357288 | 0.0000004 |
| MFDU_change | NumHh_10 | 0.1307469 | 0.0000009 |
| MFDU_change | NumWkr_10 | 0.1248512 | 0.0000029 |
| MFDU_change | UrbanPop_10 | 0.1523200 | 0.0000000 |
| MFDU_change | TownPop_10 | NA | NA |
| MFDU_change | RuralPop_10 | -0.0659397 | 0.0137325 |
| MFDU_change | D1B_10 | 0.0876986 | 0.0010378 |
| MFDU_change | D1C_10 | 0.0757074 | 0.0046520 |
| MFDU_change | D1D_10 | 0.0827748 | 0.0019664 |
| MFDU_change | D2A_JPHH_10 | 0.0050294 | 0.8510747 |
| MFDU_change | D2A_WRKEMP_10 | -0.0300079 | 0.2625282 |
| MFDU_change | D2A_EPHHM_10 | 0.0621287 | 0.0202608 |
| MFDU_change | D5_10 | 0.0941441 | 0.0004280 |
| MFDU_change | ACRES | -0.0453189 | 0.0905302 |
| MFDU_change | HousingCos | -0.0735124 | 0.0064469 |
| MFDU_change | MedianSMOC | -0.1169684 | 0.0000118 |
| MFDU_change | MedianRent | 0.1819834 | 0.0000000 |
| MFDU_change | OwnOcc_HU | -0.1187642 | 0.0000086 |
| MFDU_change | RentOcc_HU | 0.3179568 | 0.0000000 |
| MFDU_change | P_OwnOcc | -0.2740298 | 0.0000000 |
| MFDU_change | P_RentOcc | 0.2812110 | 0.0000000 |
| GQDU_change | SFDU_10 | -0.0285395 | 0.2866112 |
| GQDU_change | MFDU_10 | 0.0168562 | 0.5291658 |
| GQDU_change | GQDU_10 | 0.1484788 | 0.0000000 |
| GQDU_change | HhPropIncQ1_10 | 0.0173807 | 0.5164271 |
| GQDU_change | HhPropIncQ2_10 | 0.0151216 | 0.5724021 |
| GQDU_change | HhPropIncQ3_10 | -0.0052944 | 0.8433275 |
| GQDU_change | HhPropIncQ4_10 | -0.0199511 | 0.4563667 |
| GQDU_change | TotEmp_10 | 0.0682856 | 0.0107090 |
| GQDU_change | RetEmp_10 | -0.0034577 | 0.8972977 |
| GQDU_change | SvcEmp_10 | 0.0341473 | 0.2022813 |
| GQDU_change | PropUrbanSFDU_10 | 0.0073096 | 0.7849537 |
| GQDU_change | PropUrbanMFDU_10 | 0.0122993 | 0.6461302 |
| GQDU_change | PropUrbanGQDU_10 | 0.0567676 | 0.0339366 |
| GQDU_change | PropTownSFDU_10 | NA | NA |
| GQDU_change | PropTownMFDU_10 | NA | NA |
| GQDU_change | PropTownGQDU_10 | NA | NA |
| GQDU_change | UrbanArea_10 | 0.0308629 | 0.2491671 |
| GQDU_change | TownArea_10 | NA | NA |
| GQDU_change | RuralArea_10 | -0.0032902 | 0.9022464 |
| GQDU_change | D3bpo4_10 | 0.0043365 | 0.8714012 |
| GQDU_change | MixUseProp_10 | NA | NA |
| GQDU_change | PkgSpacesPerSFDU_10 | -0.0206094 | 0.4416431 |
| GQDU_change | PkgSpacesPerMFDU_10 | -0.0206094 | 0.4416431 |
| GQDU_change | PkgSpacesPerGQ_10 | -0.0206094 | 0.4416431 |
| GQDU_change | PropWkrPay_10 | 0.0427956 | 0.1099815 |
| GQDU_change | PropCashOut_10 | NA | NA |
| GQDU_change | PropNonWrkTripPay_10 | 0.0312442 | 0.2433642 |
| GQDU_change | PkgCost_10 | 0.0723175 | 0.0068691 |
| GQDU_change | EcoProp_10 | NA | NA |
| GQDU_change | ImpProp_10 | NA | NA |
| GQDU_change | CarSvcLevel_10 | NA | NA |
| GQDU_change | ShdSvcAvail_10 | NA | NA |
| GQDU_change | D4c_10 | 0.0384959 | 0.1505559 |
| GQDU_change | SF_10 | -0.0268221 | 0.3166148 |
| GQDU_change | MF_10 | 0.0125388 | 0.6397234 |
| GQDU_change | GQ_10 | 0.1467898 | 0.0000000 |
| GQDU_change | Pop_10 | 0.0074997 | 0.7795032 |
| GQDU_change | NumHh_10 | 0.0445390 | 0.0962229 |
| GQDU_change | NumWkr_10 | 0.0067479 | 0.8011201 |
| GQDU_change | UrbanPop_10 | 0.0100072 | 0.7087225 |
| GQDU_change | TownPop_10 | NA | NA |
| GQDU_change | RuralPop_10 | -0.0075439 | 0.7782398 |
| GQDU_change | D1B_10 | -0.0161517 | 0.5465241 |
| GQDU_change | D1C_10 | -0.0010645 | 0.9683017 |
| GQDU_change | D1D_10 | -0.0014977 | 0.9554159 |
| GQDU_change | D2A_JPHH_10 | 0.0000141 | 0.9995786 |
| GQDU_change | D2A_WRKEMP_10 | -0.0117101 | 0.6620047 |
| GQDU_change | D2A_EPHHM_10 | 0.0369318 | 0.1678575 |
| GQDU_change | D5_10 | 0.0217836 | 0.4160632 |
| GQDU_change | ACRES | 0.0002739 | 0.9918421 |
| GQDU_change | HousingCos | -0.0184245 | 0.4953091 |
| GQDU_change | MedianSMOC | -0.0247946 | 0.3545941 |
| GQDU_change | MedianRent | -0.0042068 | 0.8752128 |
| GQDU_change | OwnOcc_HU | -0.0029887 | 0.9111651 |
| GQDU_change | RentOcc_HU | 0.0035421 | 0.8948048 |
| GQDU_change | P_OwnOcc | -0.0058428 | 0.8273436 |
| GQDU_change | P_RentOcc | -0.0094438 | 0.7244326 |
| RetEmp_change | SFDU_10 | 0.0251200 | 0.3483121 |
| RetEmp_change | MFDU_10 | 0.0211683 | 0.4293572 |
| RetEmp_change | GQDU_10 | -0.0087838 | 0.7429845 |
| RetEmp_change | HhPropIncQ1_10 | 0.0161531 | 0.5464904 |
| RetEmp_change | HhPropIncQ2_10 | 0.0103947 | 0.6979855 |
| RetEmp_change | HhPropIncQ3_10 | 0.0202000 | 0.4507683 |
| RetEmp_change | HhPropIncQ4_10 | -0.0266573 | 0.3195976 |
| RetEmp_change | TotEmp_10 | 0.2000464 | 0.0000000 |
| RetEmp_change | RetEmp_10 | 0.4759400 | 0.0000000 |
| RetEmp_change | SvcEmp_10 | 0.1292387 | 0.0000013 |
| RetEmp_change | PropUrbanSFDU_10 | 0.0296899 | 0.2676217 |
| RetEmp_change | PropUrbanMFDU_10 | 0.0416721 | 0.1196416 |
| RetEmp_change | PropUrbanGQDU_10 | -0.0314682 | 0.2400000 |
| RetEmp_change | PropTownSFDU_10 | NA | NA |
| RetEmp_change | PropTownMFDU_10 | NA | NA |
| RetEmp_change | PropTownGQDU_10 | NA | NA |
| RetEmp_change | UrbanArea_10 | 0.0306004 | 0.2532173 |
| RetEmp_change | TownArea_10 | NA | NA |
| RetEmp_change | RuralArea_10 | -0.0295796 | 0.2694037 |
| RetEmp_change | D3bpo4_10 | -0.0254266 | 0.3424591 |
| RetEmp_change | MixUseProp_10 | NA | NA |
| RetEmp_change | PkgSpacesPerSFDU_10 | 0.0033500 | 0.9004817 |
| RetEmp_change | PkgSpacesPerMFDU_10 | 0.0033500 | 0.9004817 |
| RetEmp_change | PkgSpacesPerGQ_10 | 0.0033500 | 0.9004817 |
| RetEmp_change | PropWkrPay_10 | 0.0285834 | 0.2858697 |
| RetEmp_change | PropCashOut_10 | NA | NA |
| RetEmp_change | PropNonWrkTripPay_10 | 0.0239386 | 0.3714569 |
| RetEmp_change | PkgCost_10 | 0.0595223 | 0.0261541 |
| RetEmp_change | EcoProp_10 | NA | NA |
| RetEmp_change | ImpProp_10 | NA | NA |
| RetEmp_change | CarSvcLevel_10 | NA | NA |
| RetEmp_change | ShdSvcAvail_10 | NA | NA |
| RetEmp_change | D4c_10 | -0.0413771 | 0.1222851 |
| RetEmp_change | SF_10 | -0.0211843 | 0.4290068 |
| RetEmp_change | MF_10 | -0.0064112 | 0.8108493 |
| RetEmp_change | GQ_10 | -0.0099937 | 0.7090949 |
| RetEmp_change | Pop_10 | -0.0208847 | 0.4355663 |
| RetEmp_change | NumHh_10 | -0.0237072 | 0.3760998 |
| RetEmp_change | NumWkr_10 | -0.0210757 | 0.4313791 |
| RetEmp_change | UrbanPop_10 | -0.0050596 | 0.8501904 |
| RetEmp_change | TownPop_10 | NA | NA |
| RetEmp_change | RuralPop_10 | -0.0349172 | 0.1922866 |
| RetEmp_change | D1B_10 | -0.0337263 | 0.2079050 |
| RetEmp_change | D1C_10 | 0.0352953 | 0.1875132 |
| RetEmp_change | D1D_10 | 0.0291959 | 0.2756668 |
| RetEmp_change | D2A_JPHH_10 | 0.0063179 | 0.8135499 |
| RetEmp_change | D2A_WRKEMP_10 | -0.0211810 | 0.4290800 |
| RetEmp_change | D2A_EPHHM_10 | 0.0787484 | 0.0032377 |
| RetEmp_change | D5_10 | 0.0059562 | 0.8240454 |
| RetEmp_change | ACRES | -0.0251969 | 0.3468387 |
| RetEmp_change | HousingCos | 0.0238465 | 0.3774478 |
| RetEmp_change | MedianSMOC | -0.0375358 | 0.1610078 |
| RetEmp_change | MedianRent | 0.0661580 | 0.0134224 |
| RetEmp_change | OwnOcc_HU | -0.0511476 | 0.0560600 |
| RetEmp_change | RentOcc_HU | 0.0959288 | 0.0003316 |
| RetEmp_change | P_OwnOcc | -0.0857872 | 0.0013351 |
| RetEmp_change | P_RentOcc | 0.0886336 | 0.0009158 |
| SvcEmp_change | SFDU_10 | -0.0224668 | 0.4015919 |
| SvcEmp_change | MFDU_10 | 0.0327132 | 0.2218982 |
| SvcEmp_change | GQDU_10 | -0.0073363 | 0.7841890 |
| SvcEmp_change | HhPropIncQ1_10 | 0.0549752 | 0.0399991 |
| SvcEmp_change | HhPropIncQ2_10 | 0.0341353 | 0.2024411 |
| SvcEmp_change | HhPropIncQ3_10 | -0.0098561 | 0.7129224 |
| SvcEmp_change | HhPropIncQ4_10 | -0.0592619 | 0.0268171 |
| SvcEmp_change | TotEmp_10 | 0.2942516 | 0.0000000 |
| SvcEmp_change | RetEmp_10 | 0.2182141 | 0.0000000 |
| SvcEmp_change | SvcEmp_10 | 0.4987798 | 0.0000000 |
| SvcEmp_change | PropUrbanSFDU_10 | 0.0262000 | 0.3279735 |
| SvcEmp_change | PropUrbanMFDU_10 | 0.0502801 | 0.0603640 |
| SvcEmp_change | PropUrbanGQDU_10 | -0.0267198 | 0.3184641 |
| SvcEmp_change | PropTownSFDU_10 | NA | NA |
| SvcEmp_change | PropTownMFDU_10 | NA | NA |
| SvcEmp_change | PropTownGQDU_10 | NA | NA |
| SvcEmp_change | UrbanArea_10 | -0.0113711 | 0.6712080 |
| SvcEmp_change | TownArea_10 | NA | NA |
| SvcEmp_change | RuralArea_10 | -0.0287204 | 0.2835663 |
| SvcEmp_change | D3bpo4_10 | 0.0962220 | 0.0003179 |
| SvcEmp_change | MixUseProp_10 | NA | NA |
| SvcEmp_change | PkgSpacesPerSFDU_10 | -0.0498253 | 0.0627279 |
| SvcEmp_change | PkgSpacesPerMFDU_10 | -0.0498253 | 0.0627279 |
| SvcEmp_change | PkgSpacesPerGQ_10 | -0.0498253 | 0.0627279 |
| SvcEmp_change | PropWkrPay_10 | 0.1084140 | 0.0000493 |
| SvcEmp_change | PropCashOut_10 | NA | NA |
| SvcEmp_change | PropNonWrkTripPay_10 | 0.1018537 | 0.0001378 |
| SvcEmp_change | PkgCost_10 | 0.0703858 | 0.0085200 |
| SvcEmp_change | EcoProp_10 | NA | NA |
| SvcEmp_change | ImpProp_10 | NA | NA |
| SvcEmp_change | CarSvcLevel_10 | NA | NA |
| SvcEmp_change | ShdSvcAvail_10 | NA | NA |
| SvcEmp_change | D4c_10 | 0.0798929 | 0.0028159 |
| SvcEmp_change | SF_10 | -0.0413280 | 0.1227296 |
| SvcEmp_change | MF_10 | 0.0155819 | 0.5607666 |
| SvcEmp_change | GQ_10 | -0.0081579 | 0.7607198 |
| SvcEmp_change | Pop_10 | -0.0354596 | 0.1854661 |
| SvcEmp_change | NumHh_10 | -0.0284475 | 0.2881679 |
| SvcEmp_change | NumWkr_10 | -0.0355359 | 0.1845214 |
| SvcEmp_change | UrbanPop_10 | -0.0153887 | 0.5656373 |
| SvcEmp_change | TownPop_10 | NA | NA |
| SvcEmp_change | RuralPop_10 | -0.0426161 | 0.1114821 |
| SvcEmp_change | D1B_10 | 0.0089295 | 0.7388753 |
| SvcEmp_change | D1C_10 | 0.2794348 | 0.0000000 |
| SvcEmp_change | D1D_10 | 0.2697557 | 0.0000000 |
| SvcEmp_change | D2A_JPHH_10 | 0.0121791 | 0.6493561 |
| SvcEmp_change | D2A_WRKEMP_10 | -0.0272175 | 0.3095313 |
| SvcEmp_change | D2A_EPHHM_10 | 0.0134281 | 0.6161692 |
| SvcEmp_change | D5_10 | 0.1271382 | 0.0000019 |
| SvcEmp_change | ACRES | -0.0309547 | 0.2477608 |
| SvcEmp_change | HousingCos | -0.0261082 | 0.3338710 |
| SvcEmp_change | MedianSMOC | -0.0956886 | 0.0003433 |
| SvcEmp_change | MedianRent | 0.0544409 | 0.0419751 |
| SvcEmp_change | OwnOcc_HU | -0.0764122 | 0.0042818 |
| SvcEmp_change | RentOcc_HU | 0.0739990 | 0.0056723 |
| SvcEmp_change | P_OwnOcc | -0.1270905 | 0.0000019 |
| SvcEmp_change | P_RentOcc | 0.1145216 | 0.0000179 |
| Note: | |||
| Stuck out values are statistial insignificant while bolded values are statistically significant. |
VMT Plots
Top 10
Built Enviornment
Growth Plots
For each dependent variables I’ve plotted the 10 highest statistically significant correlations. Group Quarter however only had 5 significant correlations, all 5 are included.
SFDU
MFDU
GQDU
RetEmp
SvcEmp
