This output shows models for CBSA areas

Single-barricade Models; No residential seg controls

Creates models by iterating through segregation measures and dividedness measures. Outer loop is segregation measure; inner loop is dividedness measure.

Dividedness measures are:

Setup:

Define division column names; show some rows of these; define control vars.

div.cols <-
  c("perc.acres.sfz", "poly.m", "hwy.m")

inx %>% select(1,2,all_of(div.cols)) %>% head(2)
## # A tibble: 2 x 5
##    cbsa cbsa_name             perc.acres.sfz  poly.m hwy.m
##   <dbl> <chr>                          <dbl>   <dbl> <dbl>
## 1 22780 Fort Leonard Wood, MO      0.0000316 0.00917     0
## 2 26860 Indiana, PA                0.151     0.0163      0
# hwys is interstates and poly.m is sum(polys)/area

# control vars
exclude.cols <- c("pop", "aland", "perc.wh")
(controls <- xns[! xns %in% c(div.cols, exclude.cols)])
## [1] "pop.below.poverty"  "manufactur.emp"     "single.headed.fams"
## [4] "under18"            "pop.dens"           "perc.bl"           
## [7] "perc.hsp"           "ln.pop"             "ln.aland"
controls <- paste(controls, collapse = " + ")

Results:

library(pander)
## Warning: package 'pander' was built under R version 4.0.4
panderOptions('knitr.auto.asis', FALSE)

# outter loop -- yvars
# inner loop: divisions
for(yn in yns) {

  cat("\n\n###", yn, "\n")

  for(div in div.cols) {

    cat("\n\n####", yn, " - ", div, "\n")

    # concat to formula
    (mxtmp <- paste0(yn, " ~ ", div, " + ", controls))
    cat("\n", mxtmp, "\n")
    # run model
    mxtmp <-
      lm(mxtmp, data = inx, weights = inx$pop)

    pander::pander(summary(mxtmp),
                   add.significance.stars = T)
  }
}

inflow.dissim_wh.bl

inflow.dissim_wh.bl - perc.acres.sfz

inflow.dissim_wh.bl ~ perc.acres.sfz + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.2726 0.03485 -7.82 1.514e-14 * * *
perc.acres.sfz 0.01945 0.0132 1.474 0.1409
pop.below.poverty -0.08083 0.0837 -0.9658 0.3344
manufactur.emp 0.3113 0.09589 3.247 0.001211 * *
single.headed.fams 1.257 0.3133 4.012 6.537e-05 * * *
under18 -0.07478 0.09323 -0.802 0.4228
pop.dens 3.539e-05 1.129e-05 3.136 0.001769 * *
perc.bl 0.06817 0.02805 2.43 0.01529 *
perc.hsp -0.09456 0.0181 -5.225 2.184e-07 * * *
ln.pop 0.03384 0.003234 10.46 3.182e-24 * * *
ln.aland -0.006132 0.004099 -1.496 0.135
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
885 30.31 0.6147 0.6103

inflow.dissim_wh.bl - poly.m

inflow.dissim_wh.bl ~ poly.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.2446 0.0328 -7.455 2.112e-13 * * *
poly.m 1.082 0.2044 5.296 1.492e-07 * * *
pop.below.poverty -0.0693 0.08065 -0.8593 0.3904
manufactur.emp 0.4214 0.09363 4.501 7.664e-06 * * *
single.headed.fams 0.8064 0.3095 2.605 0.009335 * *
under18 -0.1511 0.09143 -1.652 0.0988
pop.dens -4.853e-06 1.359e-05 -0.3569 0.7212
perc.bl 0.1142 0.02787 4.098 4.549e-05 * * *
perc.hsp -0.05163 0.01946 -2.653 0.008111 * *
ln.pop 0.03245 0.003167 10.24 2.287e-23 * * *
ln.aland -0.00352 0.004038 -0.8719 0.3835
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
907 29.66 0.6241 0.6199

inflow.dissim_wh.bl - hwy.m

inflow.dissim_wh.bl ~ hwy.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.1484 0.03766 -3.941 8.745e-05 * * *
hwy.m 0.005165 0.0009212 5.607 2.735e-08 * * *
pop.below.poverty -0.09755 0.08028 -1.215 0.2246
manufactur.emp 0.2262 0.0936 2.417 0.01585 *
single.headed.fams 1.139 0.3004 3.791 0.0001602 * * *
under18 -0.1594 0.09115 -1.749 0.08068
pop.dens 4.336e-05 1.071e-05 4.047 5.623e-05 * * *
perc.bl 0.06992 0.02684 2.605 0.009348 * *
perc.hsp -0.07455 0.01781 -4.185 3.127e-05 * * *
ln.pop 0.02791 0.003306 8.441 1.246e-16 * * *
ln.aland -0.008287 0.00399 -2.077 0.03811 *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
911 29.54 0.6266 0.6225

outflow.dissim_wh.bl

outflow.dissim_wh.bl - perc.acres.sfz

outflow.dissim_wh.bl ~ perc.acres.sfz + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.2186 0.0319 -6.851 1.38e-11 * * *
perc.acres.sfz 0.01261 0.01208 1.044 0.2967
pop.below.poverty -0.1487 0.07661 -1.941 0.05256
manufactur.emp 0.1693 0.08776 1.929 0.05402
single.headed.fams 0.9581 0.2868 3.341 0.0008708 * * *
under18 -0.02969 0.08533 -0.3479 0.728
pop.dens 4.69e-05 1.033e-05 4.54 6.409e-06 * * *
perc.bl 0.05051 0.02567 1.967 0.04947 *
perc.hsp -0.08129 0.01657 -4.907 1.104e-06 * * *
ln.pop 0.027 0.002959 9.123 4.923e-19 * * *
ln.aland -0.0009734 0.003751 -0.2595 0.7953
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
885 27.74 0.6099 0.6054

outflow.dissim_wh.bl - poly.m

outflow.dissim_wh.bl ~ poly.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.1968 0.02997 -6.567 8.703e-11 * * *
poly.m 1.116 0.1867 5.979 3.237e-09 * * *
pop.below.poverty -0.1428 0.07367 -1.939 0.05283
manufactur.emp 0.2789 0.08553 3.261 0.001151 * *
single.headed.fams 0.5621 0.2828 1.988 0.04715 *
under18 -0.1071 0.08352 -1.283 0.1999
pop.dens 4.419e-06 1.242e-05 0.3558 0.7221
perc.bl 0.09383 0.02546 3.685 0.0002422 * * *
perc.hsp -0.03577 0.01777 -2.013 0.04446 *
ln.pop 0.02528 0.002893 8.736 1.172e-17 * * *
ln.aland 0.002064 0.003688 0.5596 0.5759
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
907 27.09 0.6219 0.6177

outflow.dissim_wh.bl - hwy.m

outflow.dissim_wh.bl ~ hwy.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.134 0.03481 -3.85 0.0001263 * * *
hwy.m 0.003552 0.0008514 4.172 3.316e-05 * * *
pop.below.poverty -0.1672 0.0742 -2.253 0.02447 *
manufactur.emp 0.1132 0.08652 1.309 0.1909
single.headed.fams 0.9136 0.2777 3.29 0.001042 * *
under18 -0.08704 0.08425 -1.033 0.3018
pop.dens 5.281e-05 9.902e-06 5.334 1.218e-07 * * *
perc.bl 0.05018 0.02481 2.022 0.04344 *
perc.hsp -0.06746 0.01646 -4.098 4.548e-05 * * *
ln.pop 0.02265 0.003056 7.412 2.87e-13 * * *
ln.aland -0.002179 0.003688 -0.5907 0.5549
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
911 27.3 0.6153 0.6111

inflow.isol_wh

inflow.isol_wh - perc.acres.sfz

inflow.isol_wh ~ perc.acres.sfz + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.8093 0.04117 19.66 1.522e-71 * * *
perc.acres.sfz 0.06009 0.01559 3.856 0.0001239 * * *
pop.below.poverty 0.2658 0.09884 2.689 0.007309 * *
manufactur.emp 0.4719 0.1132 4.167 3.398e-05 * * *
single.headed.fams 1.424 0.3701 3.848 0.000128 * * *
under18 -0.3739 0.1101 -3.396 0.0007147 * * *
pop.dens -5.609e-05 1.333e-05 -4.208 2.836e-05 * * *
perc.bl -0.7517 0.03313 -22.69 5.42e-90 * * *
perc.hsp -0.9276 0.02138 -43.39 2.486e-220 * * *
ln.pop -0.008554 0.003819 -2.24 0.02535 *
ln.aland 0.01406 0.004841 2.904 0.00378 * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
886 35.8 0.8746 0.8731

inflow.isol_wh - poly.m

inflow.isol_wh ~ poly.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.8925 0.03816 23.39 7.838e-95 * * *
poly.m 2.357 0.2377 9.915 4.644e-22 * * *
pop.below.poverty 0.2317 0.09379 2.471 0.01367 *
manufactur.emp 0.7558 0.1089 6.94 7.536e-12 * * *
single.headed.fams 0.4186 0.3601 1.162 0.2454
under18 -0.5381 0.1063 -5.06 5.073e-07 * * *
pop.dens -0.0001421 1.581e-05 -8.987 1.473e-18 * * *
perc.bl -0.6344 0.03242 -19.57 2.82e-71 * * *
perc.hsp -0.8279 0.02263 -36.58 4.768e-180 * * *
ln.pop -0.01121 0.003684 -3.043 0.002411 * *
ln.aland 0.01833 0.004696 3.903 0.0001023 * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
908 34.5 0.8818 0.8805

inflow.isol_wh - hwy.m

inflow.isol_wh ~ hwy.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.8904 0.04623 19.26 1.667e-69 * * *
hwy.m 0.0008816 0.001131 0.7797 0.4358
pop.below.poverty 0.1968 0.09853 1.998 0.04606 *
manufactur.emp 0.5428 0.1149 4.724 2.676e-06 * * *
single.headed.fams 1.197 0.3688 3.245 0.001219 * *
under18 -0.3943 0.1119 -3.524 0.0004459 * * *
pop.dens -4.491e-05 1.315e-05 -3.416 0.0006647 * * *
perc.bl -0.7177 0.03295 -21.78 7.912e-85 * * *
perc.hsp -0.9218 0.02186 -42.17 2.105e-215 * * *
ln.pop -0.009309 0.004058 -2.294 0.02202 *
ln.aland 0.01213 0.004898 2.476 0.01345 *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
912 36.26 0.8692 0.8678

inflow.isol_bl

inflow.isol_bl - perc.acres.sfz

inflow.isol_bl ~ perc.acres.sfz + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.3142 0.02706 -11.61 4.339e-29 * * *
perc.acres.sfz 0.03941 0.01024 3.847 0.0001281 * * *
pop.below.poverty 0.07264 0.06498 1.118 0.2639
manufactur.emp 0.2374 0.07444 3.19 0.001475 * *
single.headed.fams 0.9332 0.2433 3.836 0.000134 * * *
under18 -0.07185 0.07238 -0.9926 0.3212
pop.dens 1.332e-05 8.762e-06 1.52 0.1289
perc.bl 1.154 0.02178 52.97 4.356e-275 * * *
perc.hsp -0.1076 0.01405 -7.66 4.932e-14 * * *
ln.pop 0.02137 0.00251 8.512 7.4e-17 * * *
ln.aland -0.002045 0.003182 -0.6427 0.5206
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
885 23.53 0.9202 0.9193

inflow.isol_bl - poly.m

inflow.isol_bl ~ poly.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.276 0.02476 -11.15 3.977e-27 * * *
poly.m 1.44 0.1543 9.337 7.61e-20 * * *
pop.below.poverty 0.07708 0.06086 1.266 0.2057
manufactur.emp 0.3957 0.07066 5.6 2.845e-08 * * *
single.headed.fams 0.3681 0.2336 1.576 0.1155
under18 -0.1483 0.06901 -2.149 0.0319 *
pop.dens -3.791e-05 1.026e-05 -3.695 0.0002331 * * *
perc.bl 1.216 0.02104 57.83 1.065e-304 * * *
perc.hsp -0.0544 0.01468 -3.705 0.0002246 * * *
ln.pop 0.01991 0.00239 8.33 3.018e-16 * * *
ln.aland 0.0009077 0.003047 0.2979 0.7659
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
907 22.38 0.9264 0.9255

inflow.isol_bl - hwy.m

inflow.isol_bl ~ hwy.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.2129 0.02943 -7.233 1.007e-12 * * *
hwy.m 0.003665 0.0007198 5.091 4.339e-07 * * *
pop.below.poverty 0.04685 0.06273 0.7468 0.4554
manufactur.emp 0.2008 0.07314 2.745 0.006169 * *
single.headed.fams 0.8297 0.2348 3.534 0.0004303 * * *
under18 -0.11 0.07123 -1.545 0.1228
pop.dens 2.403e-05 8.371e-06 2.871 0.004192 * *
perc.bl 1.162 0.02098 55.38 3.989e-292 * * *
perc.hsp -0.09811 0.01392 -7.049 3.58e-12 * * *
ln.pop 0.01739 0.002584 6.731 3.004e-11 * * *
ln.aland -0.004004 0.003118 -1.284 0.1994
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
911 23.08 0.9215 0.9206

outflow.isol_wh

outflow.isol_wh - perc.acres.sfz

outflow.isol_wh ~ perc.acres.sfz + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.6789 0.04432 15.32 4.249e-47 * * *
perc.acres.sfz 0.06058 0.01678 3.61 0.0003234 * * *
pop.below.poverty 0.2851 0.1064 2.679 0.007527 * *
manufactur.emp 0.5059 0.1219 4.149 3.667e-05 * * *
single.headed.fams 1.671 0.3984 4.195 3.008e-05 * * *
under18 -0.3559 0.1185 -3.003 0.002753 * *
pop.dens -4.72e-05 1.435e-05 -3.289 0.001046 * *
perc.bl -0.765 0.03567 -21.44 2.57e-82 * * *
perc.hsp -0.8951 0.02302 -38.89 6.4e-193 * * *
ln.pop -0.002148 0.004112 -0.5223 0.6016
ln.aland 0.01445 0.005212 2.773 0.005675 * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
886 38.54 0.8371 0.8353

outflow.isol_wh - poly.m

outflow.isol_wh ~ poly.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.7598 0.04102 18.52 4.291e-65 * * *
poly.m 2.404 0.2556 9.406 4.185e-20 * * *
pop.below.poverty 0.2564 0.1008 2.543 0.01116 *
manufactur.emp 0.789 0.1171 6.739 2.857e-11 * * *
single.headed.fams 0.6725 0.3871 1.737 0.08267
under18 -0.5168 0.1143 -4.52 7e-06 * * *
pop.dens -0.0001348 1.7e-05 -7.93 6.48e-15 * * *
perc.bl -0.649 0.03486 -18.62 1.13e-65 * * *
perc.hsp -0.7954 0.02433 -32.69 5.368e-155 * * *
ln.pop -0.004857 0.003961 -1.226 0.2204
ln.aland 0.01888 0.005049 3.74 0.000196 * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
908 37.09 0.8468 0.8451

outflow.isol_wh - hwy.m

outflow.isol_wh ~ hwy.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.7867 0.04938 15.93 1.525e-50 * * *
hwy.m 0.002301 0.001208 1.905 0.05705
pop.below.poverty 0.2176 0.1052 2.068 0.03891 *
manufactur.emp 0.5427 0.1227 4.423 1.093e-05 * * *
single.headed.fams 1.452 0.3939 3.687 0.0002403 * * *
under18 -0.3918 0.1195 -3.279 0.001082 * *
pop.dens -3.443e-05 1.404e-05 -2.452 0.0144 *
perc.bl -0.7356 0.03519 -20.9 2.123e-79 * * *
perc.hsp -0.8855 0.02335 -37.92 7.792e-189 * * *
ln.pop -0.004567 0.004335 -1.054 0.2923
ln.aland 0.01207 0.005232 2.306 0.02133 *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
912 38.73 0.8328 0.8309

outflow.isol_bl

outflow.isol_bl - perc.acres.sfz

outflow.isol_bl ~ perc.acres.sfz + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.1789 0.01752 -10.21 3.304e-23 * * *
perc.acres.sfz 0.01695 0.006633 2.556 0.01077 *
pop.below.poverty 0.01353 0.04207 0.3216 0.7479
manufactur.emp 0.1481 0.0482 3.073 0.002185 * *
single.headed.fams 0.4705 0.1575 2.988 0.002891 * *
under18 -0.02768 0.04687 -0.5906 0.5549
pop.dens -3.38e-06 5.673e-06 -0.5959 0.5514
perc.bl 1.103 0.0141 78.23 0 * * *
perc.hsp -0.05882 0.009098 -6.465 1.685e-10 * * *
ln.pop 0.01445 0.001625 8.892 3.396e-18 * * *
ln.aland -0.002641 0.00206 -1.282 0.2002
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
885 15.24 0.9554 0.9549

outflow.isol_bl - poly.m

outflow.isol_bl ~ poly.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.1621 0.01626 -9.968 2.898e-22 * * *
poly.m 0.7172 0.1013 7.078 2.955e-12 * * *
pop.below.poverty 0.01707 0.03998 0.4269 0.6696
manufactur.emp 0.2232 0.04642 4.809 1.777e-06 * * *
single.headed.fams 0.1989 0.1535 1.296 0.1952
under18 -0.06584 0.04533 -1.452 0.1467
pop.dens -2.94e-05 6.74e-06 -4.362 1.44e-05 * * *
perc.bl 1.133 0.01382 82.01 0 * * *
perc.hsp -0.03216 0.009646 -3.334 0.0008914 * * *
ln.pop 0.01371 0.00157 8.733 1.196e-17 * * *
ln.aland -0.001142 0.002002 -0.5706 0.5684
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
907 14.7 0.9576 0.9571

outflow.isol_bl - hwy.m

outflow.isol_bl ~ hwy.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.1069 0.01879 -5.69 1.717e-08 * * *
hwy.m 0.002982 0.0004597 6.488 1.438e-10 * * *
pop.below.poverty -0.001006 0.04006 -0.02512 0.98
manufactur.emp 0.1025 0.04671 2.195 0.02844 *
single.headed.fams 0.4226 0.1499 2.819 0.004931 * *
under18 -0.06502 0.04549 -1.429 0.1533
pop.dens 2.341e-06 5.346e-06 0.4379 0.6616
perc.bl 1.104 0.0134 82.44 0 * * *
perc.hsp -0.04892 0.008889 -5.504 4.853e-08 * * *
ln.pop 0.01112 0.00165 6.742 2.79e-11 * * *
ln.aland -0.004036 0.001992 -2.027 0.04298 *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
911 14.74 0.9573 0.9568

residential.dissim_wh.bl

residential.dissim_wh.bl - perc.acres.sfz

residential.dissim_wh.bl ~ perc.acres.sfz + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.26 0.04569 5.691 1.726e-08 * * *
perc.acres.sfz 0.1053 0.0173 6.085 1.745e-09 * * *
pop.below.poverty 0.05146 0.1097 0.469 0.6392
manufactur.emp 0.2785 0.1257 2.216 0.02697 *
single.headed.fams 2.005 0.4108 4.881 1.258e-06 * * *
under18 0.1894 0.1222 1.549 0.1217
pop.dens 0.0001734 1.479e-05 11.72 1.456e-29 * * *
perc.bl -0.3098 0.03677 -8.423 1.496e-16 * * *
perc.hsp -0.1489 0.02373 -6.274 5.526e-10 * * *
ln.pop -0.006684 0.004239 -1.577 0.1152
ln.aland 0.02485 0.005373 4.625 4.319e-06 * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
885 39.74 0.4253 0.4187

residential.dissim_wh.bl - poly.m

residential.dissim_wh.bl ~ poly.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.356 0.04171 8.537 5.864e-17 * * *
poly.m 2.899 0.2599 11.16 3.727e-27 * * *
pop.below.poverty 0.06068 0.1025 0.5918 0.5541
manufactur.emp 0.6391 0.119 5.369 1.008e-07 * * *
single.headed.fams 0.7851 0.3935 1.995 0.04636 *
under18 0.02689 0.1162 0.2313 0.8171
pop.dens 7.362e-05 1.728e-05 4.26 2.265e-05 * * *
perc.bl -0.173 0.03544 -4.882 1.242e-06 * * *
perc.hsp -0.04318 0.02474 -1.745 0.08124
ln.pop -0.008993 0.004027 -2.233 0.02578 *
ln.aland 0.02997 0.005133 5.838 7.368e-09 * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
907 37.7 0.4725 0.4667

residential.dissim_wh.bl - hwy.m

residential.dissim_wh.bl ~ hwy.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.3896 0.05119 7.61 6.91e-14 * * *
hwy.m 0.002721 0.001252 2.173 0.03004 *
pop.below.poverty 0.01389 0.1091 0.1273 0.8987
manufactur.emp 0.3381 0.1272 2.657 0.008012 * *
single.headed.fams 1.718 0.4084 4.207 2.853e-05 * * *
under18 0.179 0.1239 1.445 0.1488
pop.dens 0.0001955 1.456e-05 13.43 1.364e-37 * * *
perc.bl -0.2778 0.03649 -7.614 6.734e-14 * * *
perc.hsp -0.1527 0.02421 -6.307 4.464e-10 * * *
ln.pop -0.008896 0.004494 -1.98 0.04806 *
ln.aland 0.0221 0.005424 4.075 5.014e-05 * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
911 40.15 0.4005 0.3938

residential.isol_wh

residential.isol_wh - perc.acres.sfz

residential.isol_wh ~ perc.acres.sfz + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.7504 0.03891 19.29 2.461e-69 * * *
perc.acres.sfz 0.06412 0.01473 4.353 1.501e-05 * * *
pop.below.poverty 0.174 0.09342 1.863 0.06285
manufactur.emp 0.5582 0.107 5.215 2.293e-07 * * *
single.headed.fams 1.439 0.3498 4.114 4.252e-05 * * *
under18 -0.4034 0.1041 -3.876 0.000114 * * *
pop.dens 2.766e-06 1.26e-05 0.2196 0.8262
perc.bl -0.5223 0.03131 -16.68 1.907e-54 * * *
perc.hsp -0.7572 0.0202 -37.48 4.082e-184 * * *
ln.pop -0.0062 0.00361 -1.718 0.08623
ln.aland 0.0181 0.004575 3.955 8.279e-05 * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
886 33.84 0.8215 0.8195

residential.isol_wh - poly.m

residential.isol_wh ~ poly.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.8266 0.03614 22.87 1.4e-91 * * *
poly.m 2.045 0.2251 9.085 6.475e-19 * * *
pop.below.poverty 0.1471 0.08883 1.656 0.09815
manufactur.emp 0.8129 0.1031 7.881 9.415e-15 * * *
single.headed.fams 0.5572 0.341 1.634 0.1026
under18 -0.5334 0.1007 -5.297 1.486e-07 * * *
pop.dens -6.956e-05 1.498e-05 -4.644 3.922e-06 * * *
perc.bl -0.4197 0.03071 -13.67 8.991e-39 * * *
perc.hsp -0.6753 0.02143 -31.51 2.658e-147 * * *
ln.pop -0.008231 0.003489 -2.359 0.01854 *
ln.aland 0.02149 0.004448 4.832 1.593e-06 * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
908 32.67 0.8308 0.8289

residential.isol_wh - hwy.m

residential.isol_wh ~ hwy.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.8432 0.04343 19.42 2.009e-70 * * *
hwy.m 0.001616 0.001062 1.521 0.1286
pop.below.poverty 0.1135 0.09257 1.226 0.2204
manufactur.emp 0.6101 0.1079 5.653 2.118e-08 * * *
single.headed.fams 1.23 0.3465 3.551 0.0004032 * * *
under18 -0.4236 0.1051 -4.03 6.044e-05 * * *
pop.dens 1.57e-05 1.235e-05 1.271 0.204
perc.bl -0.4929 0.03096 -15.92 1.767e-50 * * *
perc.hsp -0.7523 0.02054 -36.63 1.332e-180 * * *
ln.pop -0.007742 0.003813 -2.031 0.04258 *
ln.aland 0.01598 0.004602 3.471 0.0005422 * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
912 34.06 0.8158 0.8137

residential.isol_bl

residential.isol_bl - perc.acres.sfz

residential.isol_bl ~ perc.acres.sfz + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.5107 0.05022 -10.17 4.876e-23 * * *
perc.acres.sfz 0.06035 0.01901 3.174 0.001554 * *
pop.below.poverty 0.2836 0.1206 2.351 0.01893 *
manufactur.emp 0.3813 0.1382 2.76 0.005903 * *
single.headed.fams 2.604 0.4515 5.768 1.113e-08 * * *
under18 -0.2565 0.1343 -1.91 0.05651
pop.dens 3.199e-05 1.626e-05 1.967 0.04944 *
perc.bl 1.231 0.04042 30.45 2.209e-139 * * *
perc.hsp -0.2612 0.02608 -10.02 1.989e-22 * * *
ln.pop 0.04537 0.004659 9.738 2.401e-21 * * *
ln.aland -0.01263 0.005906 -2.138 0.03278 *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
885 43.67 0.8512 0.8495

residential.isol_bl - poly.m

residential.isol_bl ~ poly.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.4386 0.04566 -9.605 7.386e-21 * * *
poly.m 2.837 0.2845 9.97 2.827e-22 * * *
pop.below.poverty 0.3026 0.1123 2.696 0.007158 * *
manufactur.emp 0.6762 0.1303 5.188 2.627e-07 * * *
single.headed.fams 1.46 0.4309 3.389 0.000731 * * *
under18 -0.4303 0.1273 -3.381 0.0007545 * * *
pop.dens -7.206e-05 1.892e-05 -3.808 0.0001499 * * *
perc.bl 1.353 0.0388 34.88 4.474e-169 * * *
perc.hsp -0.1517 0.02708 -5.602 2.823e-08 * * *
ln.pop 0.04216 0.004409 9.563 1.072e-20 * * *
ln.aland -0.006443 0.00562 -1.146 0.2519
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
907 41.28 0.8643 0.8628

residential.isol_bl - hwy.m

residential.isol_bl ~ hwy.m + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.3154 0.0545 -5.787 9.873e-09 * * *
hwy.m 0.007204 0.001333 5.404 8.356e-08 * * *
pop.below.poverty 0.244 0.1162 2.1 0.03599 *
manufactur.emp 0.2948 0.1355 2.176 0.02983 *
single.headed.fams 2.37 0.4348 5.45 6.51e-08 * * *
under18 -0.3547 0.1319 -2.689 0.0073 * *
pop.dens 4.952e-05 1.55e-05 3.194 0.001453 * *
perc.bl 1.245 0.03885 32.06 5.077e-151 * * *
perc.hsp -0.2378 0.02578 -9.226 1.949e-19 * * *
ln.pop 0.0374 0.004785 7.815 1.531e-14 * * *
ln.aland -0.01631 0.005775 -2.824 0.004841 * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
911 42.75 0.8542 0.8526

Single-barricade Models; With residential seg controls

As above but with the only mvmt-based seg measures as dependent vars, with the residential analogs included as a regressor.

Setup:

Only iterate over mvmt-based seg measures and setup residential analogs to add to controls.

# same div.cols and controls
div.cols
## [1] "perc.acres.sfz" "poly.m"         "hwy.m"
controls
## [1] "pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland"
# only run over mvmt outcomes
(mvmt.yns <- yns[!grepl("residential", yns)])
## [1] "inflow.dissim_wh.bl"  "outflow.dissim_wh.bl" "inflow.isol_wh"      
## [4] "inflow.isol_bl"       "outflow.isol_wh"      "outflow.isol_bl"
# get "residential equivalents"
res.equiv <- 
  mvmt.yns %>% 
  gsub("inflow|outflow", "residential", .) %>% 
  gsub("seg", "dissim", .)

Results:

# outer loop -- yvars indices (use indices that match residential equivalents)
# inner loop: divisions
for(i in seq_len(length(mvmt.yns))) {

  yn <- mvmt.yns[[i]]
  res.control <- res.equiv[[i]]
  
  cat("\n\n###", yn, "\n")

  for(div in div.cols) {

    cat("\n\n####", yn, " - ", div, "\n")

    # concat to formula
    (mxtmp <- paste0(yn, " ~ ", div, " + ", res.control, " + ", controls))
    cat("\n", mxtmp, "\n")
    
    # run model
    mxtmp <-
      lm(mxtmp, data = inx, weights = inx$pop)

    pander::pander(summary(mxtmp),
                   add.significance.stars = T)
  }
}

inflow.dissim_wh.bl

inflow.dissim_wh.bl - perc.acres.sfz

inflow.dissim_wh.bl ~ perc.acres.sfz + residential.dissim_wh.bl + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

Table continues below
  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.4062 0.02624 -15.48 5.904e-48
perc.acres.sfz -0.03466 0.00996 -3.48 0.0005261
residential.dissim_wh.bl 0.5141 0.01907 26.95 6.878e-117
pop.below.poverty -0.1073 0.06188 -1.734 0.08332
manufactur.emp 0.1682 0.07108 2.366 0.01822
single.headed.fams 0.2265 0.2348 0.9649 0.3348
under18 -0.1721 0.06902 -2.494 0.01282
pop.dens -5.373e-05 8.974e-06 -5.987 3.111e-09
perc.bl 0.2274 0.02156 10.55 1.475e-24
perc.hsp -0.01803 0.01368 -1.318 0.1877
ln.pop 0.03727 0.002394 15.57 2.012e-48
ln.aland -0.01891 0.003067 -6.165 1.078e-09
 
(Intercept) * * *
perc.acres.sfz * * *
residential.dissim_wh.bl * * *
pop.below.poverty
manufactur.emp *
single.headed.fams
under18 *
pop.dens * * *
perc.bl * * *
perc.hsp
ln.pop * * *
ln.aland * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
885 22.41 0.7897 0.787

inflow.dissim_wh.bl - poly.m

inflow.dissim_wh.bl ~ poly.m + residential.dissim_wh.bl + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

Table continues below
  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.4298 0.0256 -16.79 3.217e-55
poly.m -0.426 0.1637 -2.603 0.009397
residential.dissim_wh.bl 0.5203 0.01972 26.39 5.656e-114
pop.below.poverty -0.1009 0.06052 -1.667 0.09595
manufactur.emp 0.08886 0.07138 1.245 0.2135
single.headed.fams 0.3979 0.2328 1.709 0.08771
under18 -0.1651 0.06861 -2.406 0.01633
pop.dens -4.316e-05 1.03e-05 -4.189 3.084e-05
perc.bl 0.2042 0.02119 9.638 5.542e-21
perc.hsp -0.02916 0.01462 -1.994 0.04646
ln.pop 0.03713 0.002383 15.58 1.344e-48
ln.aland -0.01911 0.003087 -6.192 9.026e-10
 
(Intercept) * * *
poly.m * *
residential.dissim_wh.bl * * *
pop.below.poverty
manufactur.emp
single.headed.fams
under18 *
pop.dens * * *
perc.bl * * *
perc.hsp *
ln.pop * * *
ln.aland * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
907 22.25 0.7886 0.786

inflow.dissim_wh.bl - hwy.m

inflow.dissim_wh.bl ~ hwy.m + residential.dissim_wh.bl + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

Table continues below
  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.3403 0.02887 -11.78 6.522e-30
hwy.m 0.003825 0.0006864 5.572 3.32e-08
residential.dissim_wh.bl 0.4926 0.01823 27.03 3.209e-118
pop.below.poverty -0.1044 0.05966 -1.75 0.08053
manufactur.emp 0.05968 0.06984 0.8546 0.393
single.headed.fams 0.2928 0.2255 1.298 0.1945
under18 -0.2476 0.06782 -3.65 0.0002768
pop.dens -5.293e-05 8.722e-06 -6.069 1.898e-09
perc.bl 0.2067 0.02058 10.05 1.422e-22
perc.hsp 0.0006612 0.01353 0.04888 0.961
ln.pop 0.03229 0.002463 13.11 4.515e-36
ln.aland -0.01917 0.002993 -6.406 2.403e-10
 
(Intercept) * * *
hwy.m * * *
residential.dissim_wh.bl * * *
pop.below.poverty
manufactur.emp
single.headed.fams
under18 * * *
pop.dens * * *
perc.bl * * *
perc.hsp
ln.pop * * *
ln.aland * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
911 21.95 0.794 0.7915

outflow.dissim_wh.bl

outflow.dissim_wh.bl - perc.acres.sfz

outflow.dissim_wh.bl ~ perc.acres.sfz + residential.dissim_wh.bl + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

Table continues below
  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.3343 0.02504 -13.35 4.063e-37
perc.acres.sfz -0.03423 0.009506 -3.601 0.0003345
residential.dissim_wh.bl 0.445 0.01821 24.45 5.882e-101
pop.below.poverty -0.1716 0.05907 -2.905 0.00376
manufactur.emp 0.04536 0.06785 0.6686 0.5039
single.headed.fams 0.06586 0.2241 0.2939 0.7689
under18 -0.114 0.06588 -1.73 0.08399
pop.dens -3.027e-05 8.566e-06 -3.533 0.0004317
perc.bl 0.1884 0.02058 9.152 3.853e-19
perc.hsp -0.01503 0.01306 -1.151 0.25
ln.pop 0.02997 0.002285 13.12 5.1e-36
ln.aland -0.01203 0.002927 -4.111 4.318e-05
 
(Intercept) * * *
perc.acres.sfz * * *
residential.dissim_wh.bl * * *
pop.below.poverty * *
manufactur.emp
single.headed.fams
under18
pop.dens * * *
perc.bl * * *
perc.hsp
ln.pop * * *
ln.aland * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
885 21.39 0.7684 0.7655

outflow.dissim_wh.bl - poly.m

outflow.dissim_wh.bl ~ poly.m + residential.dissim_wh.bl + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

Table continues below
  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.3539 0.02461 -14.38 2.456e-42
poly.m -0.1627 0.1574 -1.034 0.3014
residential.dissim_wh.bl 0.4412 0.01896 23.28 4.476e-94
pop.below.poverty -0.1696 0.05819 -2.915 0.003648
manufactur.emp -0.003059 0.06862 -0.04458 0.9645
single.headed.fams 0.2157 0.2238 0.9637 0.3355
under18 -0.119 0.06596 -1.804 0.07157
pop.dens -2.806e-05 9.906e-06 -2.833 0.004715
perc.bl 0.1702 0.02037 8.353 2.526e-16
perc.hsp -0.01672 0.01406 -1.189 0.2347
ln.pop 0.02924 0.002291 12.76 2.144e-34
ln.aland -0.01116 0.002968 -3.76 0.0001808
 
(Intercept) * * *
poly.m
residential.dissim_wh.bl * * *
pop.below.poverty * *
manufactur.emp
single.headed.fams
under18
pop.dens * *
perc.bl * * *
perc.hsp
ln.pop * * *
ln.aland * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
907 21.39 0.7645 0.7616

outflow.dissim_wh.bl - hwy.m

outflow.dissim_wh.bl ~ hwy.m + residential.dissim_wh.bl + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

Table continues below
  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.3007 0.02793 -10.77 1.669e-25
hwy.m 0.002388 0.0006639 3.597 0.0003398
residential.dissim_wh.bl 0.4278 0.01763 24.27 1.884e-100
pop.below.poverty -0.1732 0.05771 -3 0.002771
manufactur.emp -0.0314 0.06755 -0.4648 0.6422
single.headed.fams 0.1787 0.2181 0.8193 0.4129
under18 -0.1636 0.0656 -2.494 0.0128
pop.dens -3.082e-05 8.437e-06 -3.653 0.0002745
perc.bl 0.169 0.01991 8.489 8.505e-17
perc.hsp -0.002144 0.01308 -0.1639 0.8699
ln.pop 0.02646 0.002382 11.11 5.997e-27
ln.aland -0.01163 0.002895 -4.018 6.347e-05
 
(Intercept) * * *
hwy.m * * *
residential.dissim_wh.bl * * *
pop.below.poverty * *
manufactur.emp
single.headed.fams
under18 *
pop.dens * * *
perc.bl * * *
perc.hsp
ln.pop * * *
ln.aland * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
911 21.23 0.7676 0.7647

inflow.isol_wh

inflow.isol_wh - perc.acres.sfz

inflow.isol_wh ~ perc.acres.sfz + residential.isol_wh + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.03977 0.0121 3.288 0.00105 * *
perc.acres.sfz -0.005668 0.003878 -1.462 0.1442
residential.isol_wh 1.026 0.008805 116.5 0 * * *
pop.below.poverty 0.08731 0.02438 3.581 0.0003606 * * *
manufactur.emp -0.1006 0.02831 -3.554 0.0004001 * * *
single.headed.fams -0.05188 0.09198 -0.5641 0.5729
under18 0.03976 0.02733 1.455 0.1461
pop.dens -5.893e-05 3.281e-06 -17.96 1.243e-61 * * *
perc.bl -0.2161 0.009363 -23.08 2.155e-92 * * *
perc.hsp -0.1511 0.008494 -17.79 1.225e-60 * * *
ln.pop -0.002196 0.0009417 -2.332 0.01991 *
ln.aland -0.0045 0.001202 -3.743 0.0001939 * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
886 8.813 0.9924 0.9923

inflow.isol_wh - poly.m

inflow.isol_wh ~ poly.m + residential.isol_wh + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.04835 0.01221 3.96 8.104e-05 * * *
poly.m 0.2682 0.06318 4.245 2.41e-05 * * *
residential.isol_wh 1.021 0.008966 113.9 0 * * *
pop.below.poverty 0.08154 0.02389 3.413 0.0006715 * * *
manufactur.emp -0.0743 0.02864 -2.594 0.00964 * *
single.headed.fams -0.1504 0.09171 -1.64 0.1013
under18 0.006599 0.02747 0.2403 0.8102
pop.dens -7.109e-05 4.07e-06 -17.47 5.109e-59 * * *
perc.bl -0.2058 0.009064 -22.71 1.643e-90 * * *
perc.hsp -0.1383 0.008354 -16.55 6.603e-54 * * *
ln.pop -0.002805 0.0009399 -2.985 0.002914 * *
ln.aland -0.003617 0.00121 -2.99 0.00287 * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
908 8.773 0.9924 0.9923

inflow.isol_wh - hwy.m

inflow.isol_wh ~ hwy.m + residential.isol_wh + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.01988 0.01341 1.482 0.1387
hwy.m -0.0007863 0.0002758 -2.851 0.004464 * *
residential.isol_wh 1.032 0.008641 119.5 0 * * *
pop.below.poverty 0.07962 0.02403 3.314 0.0009571 * * *
manufactur.emp -0.08711 0.02849 -3.058 0.002293 * *
single.headed.fams -0.07363 0.09049 -0.8137 0.416
under18 0.04302 0.0275 1.564 0.1181
pop.dens -6.112e-05 3.207e-06 -19.06 2.659e-68 * * *
perc.bl -0.2088 0.009088 -22.98 2.605e-92 * * *
perc.hsp -0.1452 0.008404 -17.27 5.958e-58 * * *
ln.pop -0.001316 0.0009911 -1.328 0.1845
ln.aland -0.004362 0.001201 -3.631 0.0002986 * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
912 8.835 0.9922 0.9922

inflow.isol_bl

inflow.isol_bl - perc.acres.sfz

inflow.isol_bl ~ perc.acres.sfz + residential.isol_bl + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.07629 0.01439 -5.301 1.456e-07 * * *
perc.acres.sfz 0.0113 0.005182 2.181 0.02947 *
residential.isol_bl 0.4658 0.009165 50.82 4.519e-263 * * *
pop.below.poverty -0.05945 0.03278 -1.814 0.07008
manufactur.emp 0.05982 0.0376 1.591 0.112
single.headed.fams -0.2798 0.1246 -2.245 0.025 *
under18 0.04765 0.03648 1.306 0.1918
pop.dens -1.586e-06 4.416e-06 -0.3591 0.7196
perc.bl 0.5804 0.01572 36.92 1.788e-180 * * *
perc.hsp 0.01404 0.007461 1.882 0.06021
ln.pop 0.0002326 0.001329 0.175 0.8611
ln.aland 0.003837 0.001604 2.392 0.01699 *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
885 11.83 0.9798 0.9796

inflow.isol_bl - poly.m

inflow.isol_bl ~ poly.m + residential.isol_bl + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.07407 0.01373 -5.394 8.819e-08 * * *
poly.m 0.134 0.08586 1.561 0.119
residential.isol_bl 0.4605 0.009566 48.14 1.343e-250 * * *
pop.below.poverty -0.06227 0.03227 -1.929 0.054
manufactur.emp 0.08435 0.03788 2.227 0.02619 *
single.headed.fams -0.3045 0.1242 -2.452 0.01439 *
under18 0.04984 0.03667 1.359 0.1745
pop.dens -4.731e-06 5.462e-06 -0.8662 0.3866
perc.bl 0.5933 0.01706 34.78 2.315e-168 * * *
perc.hsp 0.01546 0.00789 1.96 0.0503
ln.pop 0.0004964 0.001325 0.3745 0.7081
ln.aland 0.003875 0.00161 2.406 0.01633 *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
907 11.82 0.9795 0.9792

inflow.isol_bl - hwy.m

inflow.isol_bl ~ hwy.m + residential.isol_bl + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.06652 0.01534 -4.337 1.607e-05 * * *
hwy.m 0.000322 0.0003743 0.8603 0.3899
residential.isol_bl 0.464 0.00921 50.38 4.934e-264 * * *
pop.below.poverty -0.06637 0.03218 -2.062 0.03946 *
manufactur.emp 0.06403 0.03753 1.706 0.08829
single.headed.fams -0.2698 0.1221 -2.21 0.02738 *
under18 0.05457 0.0366 1.491 0.1363
pop.dens 1.056e-06 4.308e-06 0.2452 0.8063
perc.bl 0.5838 0.01571 37.16 7.358e-184 * * *
perc.hsp 0.01224 0.007452 1.642 0.1009
ln.pop 3.91e-05 0.001366 0.02862 0.9772
ln.aland 0.003564 0.001603 2.224 0.02642 *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
911 11.81 0.9795 0.9792

outflow.isol_wh

outflow.isol_wh - perc.acres.sfz

outflow.isol_wh ~ perc.acres.sfz + residential.isol_wh + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.1356 0.01605 -8.446 1.246e-16 * * *
perc.acres.sfz -0.009028 0.005146 -1.754 0.07975
residential.isol_wh 1.085 0.01168 92.9 0 * * *
pop.below.poverty 0.09619 0.03235 2.973 0.003029 * *
manufactur.emp -0.1001 0.03757 -2.664 0.007868 * *
single.headed.fams 0.1094 0.1221 0.8959 0.3705
under18 0.08193 0.03627 2.259 0.02416 *
pop.dens -5.02e-05 4.354e-06 -11.53 1.005e-28 * * *
perc.bl -0.198 0.01243 -15.93 2.269e-50 * * *
perc.hsp -0.07318 0.01127 -6.492 1.417e-10 * * *
ln.pop 0.004582 0.00125 3.666 0.0002609 * * *
ln.aland -0.00519 0.001596 -3.253 0.001187 * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
886 11.7 0.985 0.9848

outflow.isol_wh - poly.m

outflow.isol_wh ~ poly.m + residential.isol_wh + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.1319 0.01609 -8.196 8.528e-16 * * *
poly.m 0.1975 0.08325 2.373 0.01786 *
residential.isol_wh 1.079 0.01181 91.31 0 * * *
pop.below.poverty 0.09779 0.03148 3.107 0.001952 * *
manufactur.emp -0.0878 0.03774 -2.327 0.02021 *
single.headed.fams 0.07151 0.1208 0.5918 0.5541
under18 0.0586 0.03619 1.619 0.1057
pop.dens -5.98e-05 5.362e-06 -11.15 3.942e-27 * * *
perc.bl -0.1963 0.01194 -16.44 2.971e-53 * * *
perc.hsp -0.06697 0.01101 -6.085 1.728e-09 * * *
ln.pop 0.004021 0.001238 3.247 0.001209 * *
ln.aland -0.0043 0.001594 -2.697 0.007126 * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
908 11.56 0.9851 0.985

outflow.isol_wh - hwy.m

outflow.isol_wh ~ hwy.m + residential.isol_wh + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.128 0.01762 -7.265 8.092e-13 * * *
hwy.m 0.0005485 0.0003622 1.514 0.1303
residential.isol_wh 1.085 0.01135 95.61 0 * * *
pop.below.poverty 0.0945 0.03155 2.995 0.00282 * *
manufactur.emp -0.1191 0.03741 -3.184 0.001501 * *
single.headed.fams 0.1177 0.1188 0.9905 0.3222
under18 0.06767 0.03612 1.874 0.06131
pop.dens -5.147e-05 4.211e-06 -12.22 6.83e-32 * * *
perc.bl -0.2009 0.01193 -16.84 1.674e-55 * * *
perc.hsp -0.0694 0.01104 -6.289 4.987e-10 * * *
ln.pop 0.003831 0.001301 2.944 0.003325 * *
ln.aland -0.005264 0.001578 -3.336 0.0008833 * * *
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
912 11.6 0.985 0.9848

outflow.isol_bl

outflow.isol_bl - perc.acres.sfz

outflow.isol_bl ~ perc.acres.sfz + residential.isol_bl + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.04835 0.01261 -3.833 0.0001356 * * *
perc.acres.sfz 0.001523 0.004542 0.3353 0.7375
residential.isol_bl 0.2556 0.008034 31.82 4.003e-148 * * *
pop.below.poverty -0.05896 0.02874 -2.052 0.04048 *
manufactur.emp 0.05064 0.03296 1.536 0.1248
single.headed.fams -0.1952 0.1093 -1.786 0.07439
under18 0.0379 0.03197 1.185 0.2362
pop.dens -1.156e-05 3.871e-06 -2.986 0.002904 * *
perc.bl 0.7885 0.01378 57.21 1.326e-297 * * *
perc.hsp 0.007958 0.00654 1.217 0.224
ln.pop 0.002853 0.001165 2.449 0.01452 *
ln.aland 0.0005869 0.001406 0.4173 0.6765
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
885 10.37 0.9793 0.9791

outflow.isol_bl - poly.m

outflow.isol_bl ~ poly.m + residential.isol_bl + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.05055 0.01196 -4.225 2.629e-05 * * *
poly.m -0.004323 0.0748 -0.05779 0.9539
residential.isol_bl 0.2544 0.008333 30.52 8.314e-141 * * *
pop.below.poverty -0.0599 0.02812 -2.131 0.03339 *
manufactur.emp 0.05124 0.033 1.553 0.1208
single.headed.fams -0.1725 0.1082 -1.595 0.111
under18 0.0436 0.03195 1.365 0.1727
pop.dens -1.107e-05 4.759e-06 -2.326 0.02022 *
perc.bl 0.789 0.01486 53.09 8.916e-279 * * *
perc.hsp 0.006431 0.006873 0.9356 0.3497
ln.pop 0.00299 0.001155 2.59 0.009761 * *
ln.aland 0.0004966 0.001403 0.354 0.7234
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
907 10.3 0.9792 0.979

outflow.isol_bl - hwy.m

outflow.isol_bl ~ hwy.m + residential.isol_bl + pop.below.poverty + manufactur.emp + single.headed.fams + under18 + pop.dens + perc.bl + perc.hsp + ln.pop + ln.aland

  Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.02837 0.01324 -2.142 0.03245 *
hwy.m 0.001188 0.0003232 3.675 0.0002515 * * *
residential.isol_bl 0.2491 0.007953 31.32 3.385e-146 * * *
pop.below.poverty -0.06179 0.02779 -2.224 0.02642 *
manufactur.emp 0.0291 0.0324 0.8979 0.3695
single.headed.fams -0.1677 0.1054 -1.591 0.1121
under18 0.02334 0.0316 0.7387 0.4603
pop.dens -9.993e-06 3.72e-06 -2.687 0.007353 * *
perc.bl 0.7942 0.01356 58.55 5.386e-309 * * *
perc.hsp 0.01032 0.006434 1.604 0.109
ln.pop 0.001809 0.00118 1.534 0.1255
ln.aland 2.709e-05 0.001384 0.01957 0.9844
Fitting linear model: mxtmp
Observations Residual Std. Error \(R^2\) Adjusted \(R^2\)
911 10.2 0.9796 0.9793