Division / mvmt / segregation models

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:

• % acreage single-fame zoning
• n gov’ts / area
• n interstate rays

CZs

czs <- setup.to.model_v1("cz", get.difs = F)

## Rows: 742
## Columns: 44
## Delimiter: ","
## chr [ 3]: cz, plc.id, cz_name
## dbl [35]: cz.ius.rays, czs.1947.plan.rays, rays.interstates.and.intersecting.v1, rays.inte...
## lgl [ 6]: inflow.isol_wh_truly_isolated, outflow.isol_wh_truly_isolated, residential.isol_...
## 
## Use `spec()` to retrieve the guessed column specification
## Pass a specification to the `col_types` argument to quiet this message

cz.mos <- get.all.models(czs,
                      include.res.equivalent = F,
                      return = "model", mkdwn.output = 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)	-0.2671	0.04877	-5.478	5.978e-08	* * *
perc.acres.sfz	0.05889	0.01783	3.303	0.001004	* *
pop.below.poverty	-0.007352	0.1092	-0.06732	0.9463
manufactur.emp	0.4671	0.1189	3.928	9.387e-05	* * *
single.headed.fams	1.532	0.4533	3.379	0.000768	* * *
under18	0.01611	0.1119	0.1439	0.8856
pop.dens	2.934e-05	8.15e-06	3.6	0.0003408	* * *
perc.bl	0.006808	0.03508	0.1941	0.8462
perc.hsp	-0.09779	0.02284	-4.282	2.102e-05	* * *
ln.pop	0.02541	0.003069	8.281	6.044e-16	* * *
ln.aland	-0.0003996	0.004457	-0.08964	0.9286

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
724	38.55	0.4077	0.3994

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)	-0.2327	0.04561	-5.102	4.3e-07	* * *
poly.m	1.955	0.3407	5.738	1.416e-08	* * *
pop.below.poverty	0.02702	0.1076	0.2512	0.8017
manufactur.emp	0.5558	0.115	4.833	1.642e-06	* * *
single.headed.fams	0.8348	0.4558	1.832	0.06741
under18	-0.02386	0.1098	-0.2173	0.828
pop.dens	-3.846e-05	1.487e-05	-2.586	0.009892	* *
perc.bl	0.09683	0.03669	2.639	0.008503	* *
perc.hsp	-0.06616	0.02332	-2.836	0.004691	* *
ln.pop	0.02193	0.003079	7.123	2.576e-12	* * *
ln.aland	0.006853	0.004624	1.482	0.1388

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
728	37.89	0.425	0.417

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)	-0.07456	0.05255	-1.419	0.1564
hwy.m	0.006478	0.001191	5.438	7.398e-08	* * *
pop.below.poverty	0.01804	0.1077	0.1675	0.867
manufactur.emp	0.4901	0.1155	4.244	2.481e-05	* * *
single.headed.fams	1.38	0.4452	3.099	0.002016	* *
under18	-0.1066	0.1132	-0.9416	0.3467
pop.dens	3.62e-05	7.914e-06	4.574	5.645e-06	* * *
perc.bl	0.0003091	0.03448	0.008964	0.9929
perc.hsp	-0.08182	0.0227	-3.604	0.000335	* * *
ln.pop	0.01763	0.003355	5.256	1.946e-07	* * *
ln.aland	-0.004287	0.004364	-0.9823	0.3263

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
728	37.98	0.4224	0.4144

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)	-0.1949	0.04688	-4.157	3.619e-05	* * *
perc.acres.sfz	0.04512	0.01714	2.633	0.008644	* *
pop.below.poverty	-0.09248	0.105	-0.8809	0.3787
manufactur.emp	0.3062	0.1143	2.679	0.007548	* *
single.headed.fams	1.297	0.4357	2.976	0.003018	* *
under18	-0.004577	0.1076	-0.04254	0.9661
pop.dens	4.593e-05	7.834e-06	5.863	6.943e-09	* * *
perc.bl	0.01593	0.03372	0.4724	0.6368
perc.hsp	-0.07671	0.02195	-3.495	0.0005042	* * *
ln.pop	0.01668	0.00295	5.653	2.287e-08	* * *
ln.aland	0.006773	0.004284	1.581	0.1143

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
724	37.06	0.3684	0.3595

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)	-0.167	0.0442	-3.779	0.0001705	* * *
poly.m	1.359	0.3301	4.116	4.305e-05	* * *
pop.below.poverty	-0.06969	0.1042	-0.6685	0.504
manufactur.emp	0.372	0.1114	3.338	0.000886	* * *
single.headed.fams	0.8037	0.4416	1.82	0.06918
under18	-0.02988	0.1064	-0.2809	0.7788
pop.dens	-9.56e-07	1.441e-05	-0.06635	0.9471
perc.bl	0.0795	0.03556	2.236	0.02567	*
perc.hsp	-0.05545	0.0226	-2.454	0.01438	*
ln.pop	0.0143	0.002984	4.792	2.009e-06	* * *
ln.aland	0.01162	0.004481	2.594	0.00968	* *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
728	36.72	0.3769	0.3682

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)	-0.03322	0.05057	-0.6568	0.5115
hwy.m	0.005593	0.001146	4.879	1.316e-06	* * *
pop.below.poverty	-0.06933	0.1037	-0.6687	0.5039
manufactur.emp	0.3188	0.1111	2.869	0.004245	* *
single.headed.fams	1.176	0.4285	2.744	0.006218	* *
under18	-0.1149	0.1089	-1.055	0.2917
pop.dens	5.133e-05	7.616e-06	6.74	3.265e-11	* * *
perc.bl	0.008997	0.03318	0.2711	0.7864
perc.hsp	-0.06175	0.02185	-2.826	0.004837	* *
ln.pop	0.009971	0.003228	3.089	0.002089	* *
ln.aland	0.003549	0.0042	0.8449	0.3984

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
728	36.55	0.3827	0.3741

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)	0.9804	0.04925	19.91	1.398e-70	* * *
perc.acres.sfz	0.03862	0.01801	2.145	0.03231	*
pop.below.poverty	0.1903	0.1103	1.726	0.08485
manufactur.emp	0.5955	0.1201	4.958	8.909e-07	* * *
single.headed.fams	1.003	0.4579	2.19	0.02882	*
under18	-0.1316	0.1131	-1.163	0.2451
pop.dens	-3.144e-06	8.233e-06	-0.3819	0.7026
perc.bl	-0.749	0.03544	-21.14	1.61e-77	* * *
perc.hsp	-0.9257	0.02307	-40.13	8.267e-186	* * *
ln.pop	-0.01304	0.003098	-4.21	2.883e-05	* * *
ln.aland	-0.0003158	0.004502	-0.07015	0.9441

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
731	38.95	0.8913	0.8898

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)	1.011	0.04678	21.61	2.505e-80	* * *
poly.m	1.556	0.3496	4.452	9.862e-06	* * *
pop.below.poverty	0.2158	0.1104	1.955	0.05096
manufactur.emp	0.6644	0.118	5.631	2.564e-08	* * *
single.headed.fams	0.4195	0.4677	0.8971	0.37
under18	-0.1944	0.1127	-1.725	0.08493
pop.dens	-5.911e-05	1.526e-05	-3.873	0.000117	* * *
perc.bl	-0.6748	0.03766	-17.92	1.02e-59	* * *
perc.hsp	-0.8943	0.02393	-37.37	4.339e-171	* * *
ln.pop	-0.01544	0.003157	-4.891	1.236e-06	* * *
ln.aland	0.004837	0.004745	1.019	0.3085

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
735	38.89	0.8911	0.8896

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)	1.099	0.05421	20.28	8.967e-73	* * *
hwy.m	0.003447	0.00123	2.803	0.005192	* *
pop.below.poverty	0.1984	0.1112	1.785	0.07469
manufactur.emp	0.6241	0.1192	5.236	2.153e-07	* * *
single.headed.fams	0.8642	0.4595	1.88	0.06044
under18	-0.217	0.1168	-1.857	0.0637
pop.dens	-2.856e-07	8.168e-06	-0.03497	0.9721
perc.bl	-0.7463	0.0356	-20.97	1.228e-76	* * *
perc.hsp	-0.914	0.02343	-39.01	3.872e-180	* * *
ln.pop	-0.01676	0.003459	-4.845	1.55e-06	* * *
ln.aland	-0.003517	0.004505	-0.7808	0.4352

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
735	39.21	0.8893	0.8878

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)	-0.2948	0.03385	-8.71	2.115e-17	* * *
perc.acres.sfz	0.06182	0.01237	4.997	7.34e-07	* * *
pop.below.poverty	-0.0309	0.07579	-0.4077	0.6836
manufactur.emp	0.2731	0.08251	3.31	0.0009796	* * *
single.headed.fams	1.112	0.3146	3.534	0.0004352	* * *
under18	0.003146	0.07768	0.0405	0.9677
pop.dens	1.433e-05	5.656e-06	2.533	0.01151	*
perc.bl	1.154	0.02434	47.42	1.565e-222	* * *
perc.hsp	-0.07744	0.01585	-4.887	1.267e-06	* * *
ln.pop	0.02212	0.00213	10.39	1.247e-23	* * *
ln.aland	-0.009374	0.003093	-3.031	0.002528	* *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
723	26.75	0.9216	0.9205

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)	-0.256	0.0319	-8.028	4.074e-15	* * *
poly.m	1.421	0.2382	5.966	3.816e-09	* * *
pop.below.poverty	-0.008295	0.07522	-0.1103	0.9122
manufactur.emp	0.3559	0.08041	4.426	1.108e-05	* * *
single.headed.fams	0.577	0.3187	1.81	0.07065
under18	-0.006461	0.07676	-0.08417	0.9329
pop.dens	-3.335e-05	1.04e-05	-3.207	0.001399	* *
perc.bl	1.223	0.02566	47.67	2.5e-224	* * *
perc.hsp	-0.05936	0.01631	-3.639	0.000293	* * *
ln.pop	0.01964	0.002153	9.122	7.365e-19	* * *
ln.aland	-0.004603	0.003234	-1.424	0.155

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
727	26.5	0.9227	0.9216

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)	-0.1249	0.03648	-3.423	0.0006557	* * *
hwy.m	0.00545	0.0008269	6.591	8.5e-11	* * *
pop.below.poverty	-0.01036	0.07477	-0.1385	0.8899
manufactur.emp	0.303	0.08015	3.781	0.0001694	* * *
single.headed.fams	0.9686	0.309	3.134	0.001792	* *
under18	-0.0853	0.07856	-1.086	0.278
pop.dens	2.12e-05	5.493e-06	3.859	0.000124	* * *
perc.bl	1.151	0.02393	48.07	2.483e-226	* * *
perc.hsp	-0.06763	0.01576	-4.292	2.015e-05	* * *
ln.pop	0.01561	0.002329	6.702	4.159e-11	* * *
ln.aland	-0.01293	0.003029	-4.268	2.241e-05	* * *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
727	26.36	0.9235	0.9224

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)	0.8448	0.05275	16.02	1.315e-49	* * *
perc.acres.sfz	0.04363	0.01929	2.262	0.02399	*
pop.below.poverty	0.1786	0.1181	1.512	0.1309
manufactur.emp	0.5547	0.1286	4.312	1.842e-05	* * *
single.headed.fams	1.288	0.4904	2.626	0.008827	* *
under18	-0.06843	0.1211	-0.565	0.5722
pop.dens	4.858e-06	8.818e-06	0.5509	0.5818
perc.bl	-0.7445	0.03795	-19.62	5.657e-69	* * *
perc.hsp	-0.8841	0.02471	-35.78	6.251e-162	* * *
ln.pop	-0.007246	0.003318	-2.184	0.02929	*
ln.aland	0.0002575	0.004822	0.0534	0.9574

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
731	41.72	0.8572	0.8553

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)	0.8786	0.05003	17.56	8.858e-58	* * *
poly.m	1.601	0.3739	4.281	2.114e-05	* * *
pop.below.poverty	0.2045	0.118	1.733	0.08356
manufactur.emp	0.6292	0.1262	4.986	7.73e-07	* * *
single.headed.fams	0.685	0.5001	1.37	0.1712
under18	-0.1274	0.1205	-1.057	0.2908
pop.dens	-5.225e-05	1.632e-05	-3.202	0.001426	* *
perc.bl	-0.6678	0.04027	-16.58	1.344e-52	* * *
perc.hsp	-0.8531	0.0256	-33.33	2.394e-148	* * *
ln.pop	-0.009743	0.003377	-2.885	0.004025	* *
ln.aland	0.005524	0.005075	1.088	0.2768

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
735	41.59	0.8575	0.8555

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)	1.009	0.05757	17.52	1.444e-57	* * *
hwy.m	0.005338	0.001306	4.088	4.846e-05	* * *
pop.below.poverty	0.1976	0.1181	1.674	0.09457
manufactur.emp	0.5753	0.1266	4.545	6.441e-06	* * *
single.headed.fams	1.131	0.488	2.318	0.02075	*
under18	-0.1959	0.1241	-1.579	0.1148
pop.dens	8.877e-06	8.674e-06	1.023	0.3065
perc.bl	-0.747	0.0378	-19.76	7.637e-70	* * *
perc.hsp	-0.8658	0.02488	-34.8	1.083e-156	* * *
ln.pop	-0.01329	0.003674	-3.618	0.0003173	* * *
ln.aland	-0.003615	0.004784	-0.7556	0.4501

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
735	41.64	0.8572	0.8552

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)	-0.1346	0.02188	-6.154	1.262e-09	* * *
perc.acres.sfz	0.0241	0.007996	3.014	0.00267	* *
pop.below.poverty	-0.04372	0.04898	-0.8926	0.3724
manufactur.emp	0.1962	0.05333	3.678	0.0002528	* * *
single.headed.fams	0.5851	0.2033	2.878	0.004128	* *
under18	0.02072	0.05021	0.4126	0.68
pop.dens	1.353e-06	3.656e-06	0.37	0.7115
perc.bl	1.102	0.01573	70.03	1.522e-321	* * *
perc.hsp	-0.04371	0.01024	-4.268	2.24e-05	* * *
ln.pop	0.01333	0.001377	9.68	6.669e-21	* * *
ln.aland	-0.00789	0.001999	-3.947	8.711e-05	* * *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
723	17.29	0.9561	0.9555

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)	-0.1221	0.02048	-5.963	3.893e-09	* * *
poly.m	0.829	0.1529	5.421	8.098e-08	* * *
pop.below.poverty	-0.02796	0.04829	-0.5789	0.5628
manufactur.emp	0.2307	0.05162	4.47	9.081e-06	* * *
single.headed.fams	0.2952	0.2046	1.443	0.1494
under18	0.006356	0.04928	0.129	0.8974
pop.dens	-2.74e-05	6.675e-06	-4.104	4.519e-05	* * *
perc.bl	1.139	0.01647	69.16	3.564e-319	* * *
perc.hsp	-0.03077	0.01047	-2.939	0.003398	* *
ln.pop	0.01184	0.001382	8.568	6.447e-17	* * *
ln.aland	-0.00473	0.002076	-2.278	0.023	*

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
727	17.01	0.9573	0.9567

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)	-0.04451	0.02342	-1.9	0.05781
hwy.m	0.003227	0.0005309	6.079	1.969e-09	* * *
pop.below.poverty	-0.02887	0.04801	-0.6013	0.5478
manufactur.emp	0.1996	0.05146	3.878	0.000115	* * *
single.headed.fams	0.5234	0.1984	2.638	0.008522	* *
under18	-0.04085	0.05044	-0.8099	0.4183
pop.dens	4.439e-06	3.527e-06	1.259	0.2086
perc.bl	1.097	0.01537	71.37	0	* * *
perc.hsp	-0.03539	0.01012	-3.498	0.000497	* * *
ln.pop	0.009431	0.001495	6.308	4.958e-10	* * *
ln.aland	-0.0096	0.001945	-4.936	9.931e-07	* * *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
727	16.93	0.9577	0.9571

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)	0.1998	0.05403	3.697	0.000235	* * *
perc.acres.sfz	0.1077	0.01975	5.452	6.884e-08	* * *
pop.below.poverty	0.1422	0.121	1.175	0.2403
manufactur.emp	0.4416	0.1317	3.352	0.0008434	* * *
single.headed.fams	1.59	0.5022	3.167	0.001607	* *
under18	0.1396	0.124	1.125	0.2608
pop.dens	9.973e-05	9.03e-06	11.04	2.73e-26	* * *
perc.bl	-0.3636	0.03886	-9.357	1.044e-19	* * *
perc.hsp	-0.09662	0.0253	-3.819	0.0001457	* * *
ln.pop	0.01065	0.0034	3.133	0.001799	* *
ln.aland	0.0085	0.004938	1.721	0.08564

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
724	42.71	0.4165	0.4084

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)	0.2722	0.05053	5.387	9.744e-08	* * *
poly.m	2.799	0.3774	7.418	3.377e-13	* * *
pop.below.poverty	0.1854	0.1192	1.556	0.1201
manufactur.emp	0.5982	0.1274	4.696	3.179e-06	* * *
single.headed.fams	0.5332	0.5049	1.056	0.2912
under18	0.09072	0.1216	0.746	0.4559
pop.dens	3.987e-06	1.647e-05	0.2421	0.8088
perc.bl	-0.2279	0.04065	-5.606	2.962e-08	* * *
perc.hsp	-0.05442	0.02584	-2.106	0.03552	*
ln.pop	0.005888	0.003411	1.726	0.08479
ln.aland	0.01783	0.005123	3.481	0.000529	* * *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
728	41.98	0.4343	0.4264

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)	0.3971	0.05979	6.641	6.162e-11	* * *
hwy.m	0.004636	0.001355	3.42	0.0006607	* * *
pop.below.poverty	0.1445	0.1226	1.179	0.2389
manufactur.emp	0.5363	0.1314	4.082	4.96e-05	* * *
single.headed.fams	1.343	0.5065	2.651	0.008192	* *
under18	0.0895	0.1288	0.695	0.4873
pop.dens	0.0001092	9.004e-06	12.13	6.012e-31	* * *
perc.bl	-0.3515	0.03923	-8.961	2.759e-18	* * *
perc.hsp	-0.0964	0.02583	-3.733	0.0002046	* * *
ln.pop	0.005421	0.003817	1.42	0.1559
ln.aland	0.003294	0.004965	0.6634	0.5073

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
728	43.21	0.4007	0.3923

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)	0.8446	0.04426	19.08	5.002e-66	* * *
perc.acres.sfz	0.04832	0.01618	2.986	0.002924	* *
pop.below.poverty	0.1451	0.09912	1.464	0.1436
manufactur.emp	0.6402	0.1079	5.931	4.677e-09	* * *
single.headed.fams	0.9876	0.4115	2.4	0.01665	*
under18	-0.2122	0.1016	-2.088	0.03711	*
pop.dens	2.798e-05	7.399e-06	3.782	0.0001684	* * *
perc.bl	-0.5247	0.03185	-16.48	5.306e-52	* * *
perc.hsp	-0.7448	0.02073	-35.93	7.885e-163	* * *
ln.pop	-0.006137	0.002784	-2.205	0.02779	*
ln.aland	0.006159	0.004046	1.522	0.1284

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
732	35	0.8539	0.8519

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)	0.8839	0.04221	20.94	1.667e-76	* * *
poly.m	1.375	0.3155	4.357	1.51e-05	* * *
pop.below.poverty	0.1645	0.09959	1.652	0.09897
manufactur.emp	0.7166	0.1065	6.73	3.449e-11	* * *
single.headed.fams	0.4451	0.422	1.055	0.292
under18	-0.2576	0.1017	-2.534	0.0115	*
pop.dens	-2.041e-05	1.377e-05	-1.482	0.1388
perc.bl	-0.4559	0.03398	-13.42	8.081e-37	* * *
perc.hsp	-0.7199	0.0216	-33.33	1.985e-148	* * *
ln.pop	-0.008193	0.002849	-2.875	0.004152	* *
ln.aland	0.01021	0.004282	2.385	0.01733	*

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
736	35.1	0.8526	0.8506

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)	0.9813	0.04873	20.14	5.558e-72	* * *
hwy.m	0.00393	0.001105	3.555	0.0004024	* * *
pop.below.poverty	0.1546	0.09994	1.547	0.1222
manufactur.emp	0.6749	0.1072	6.298	5.218e-10	* * *
single.headed.fams	0.8322	0.4131	2.014	0.04433	*
under18	-0.2999	0.105	-2.856	0.004419	* *
pop.dens	3.186e-05	7.343e-06	4.339	1.635e-05	* * *
perc.bl	-0.5218	0.032	-16.31	3.666e-51	* * *
perc.hsp	-0.7336	0.02106	-34.83	6.035e-157	* * *
ln.pop	-0.01044	0.00311	-3.357	0.0008291	* * *
ln.aland	0.002565	0.00405	0.6333	0.5267

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
736	35.25	0.8513	0.8493

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)	-0.4192	0.06232	-6.727	3.556e-11	* * *
perc.acres.sfz	0.07593	0.02278	3.333	0.0009027	* * *
pop.below.poverty	0.0963	0.1395	0.6901	0.4903
manufactur.emp	0.614	0.1519	4.042	5.887e-05	* * *
single.headed.fams	2.88	0.5792	4.973	8.276e-07	* * *
under18	-0.1722	0.143	-1.204	0.229
pop.dens	1.806e-05	1.041e-05	1.734	0.08339
perc.bl	1.207	0.04482	26.93	9.408e-111	* * *
perc.hsp	-0.1976	0.02918	-6.772	2.652e-11	* * *
ln.pop	0.04783	0.003922	12.2	3.266e-31	* * *
ln.aland	-0.03004	0.005695	-5.275	1.763e-07	* * *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
724	49.26	0.8497	0.8476

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)	-0.3844	0.05723	-6.717	3.779e-11	* * *
poly.m	3.323	0.4274	7.774	2.642e-14	* * *
pop.below.poverty	0.1625	0.135	1.204	0.2291
manufactur.emp	0.7324	0.1443	5.076	4.91e-07	* * *
single.headed.fams	1.751	0.5719	3.061	0.002287	* *
under18	-0.2499	0.1377	-1.814	0.07008
pop.dens	-9.892e-05	1.866e-05	-5.301	1.533e-07	* * *
perc.bl	1.353	0.04604	29.39	3.347e-125	* * *
perc.hsp	-0.1406	0.02927	-4.804	1.893e-06	* * *
ln.pop	0.04184	0.003864	10.83	2.062e-25	* * *
ln.aland	-0.0168	0.005802	-2.896	0.003896	* *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
728	47.55	0.8593	0.8573

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)	-0.1632	0.06695	-2.438	0.01502	*
hwy.m	0.008837	0.001518	5.823	8.733e-09	* * *
pop.below.poverty	0.134	0.1372	0.9766	0.3291
manufactur.emp	0.6359	0.1471	4.323	1.76e-05	* * *
single.headed.fams	2.691	0.5672	4.745	2.523e-06	* * *
under18	-0.3355	0.1442	-2.327	0.02024	*
pop.dens	2.723e-05	1.008e-05	2.701	0.007072	* *
perc.bl	1.196	0.04393	27.22	1.295e-112	* * *
perc.hsp	-0.1764	0.02892	-6.1	1.739e-09	* * *
ln.pop	0.0372	0.004274	8.704	2.189e-17	* * *
ln.aland	-0.03508	0.00556	-6.31	4.897e-10	* * *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
728	48.38	0.8543	0.8523

CBSAs

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

cbsas <- setup.to.model_v1("cbsa", get.difs = F)

## Rows: 945
## Columns: 44
## Delimiter: ","
## chr [ 3]: cbsa_name, cbsa.name, plc.geoid
## dbl [35]: cbsa, cbsa.ius.rays, rays.interstates.and.intersecting.v1, rays.interstates.v1, ...
## lgl [ 6]: inflow.isol_wh_truly_isolated, outflow.isol_wh_truly_isolated, residential.isol_...
## 
## Use `spec()` to retrieve the guessed column specification
## Pass a specification to the `col_types` argument to quiet this message

cbsa.mos <- get.all.models(cbsas,
                      include.res.equivalent = F,
                      return = "model", mkdwn.output = 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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
911	42.75	0.8542	0.8526

Single-barricade Models; With residential seg controls

CZs

cz.mos2 <- get.all.models(czs,
                      include.res.equivalent = T,
                      return = "model", mkdwn.output = 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)	-0.3844	0.03742	-10.27	3.471e-23
perc.acres.sfz	-0.004343	0.01383	-0.3141	0.7536
residential.dissim_wh.bl	0.5872	0.02569	22.86	3.707e-87
pop.below.poverty	-0.09085	0.08308	-1.094	0.2745
manufactur.emp	0.2078	0.09107	2.281	0.02283
single.headed.fams	0.5976	0.3469	1.723	0.08538
under18	-0.06584	0.08514	-0.7734	0.4396
pop.dens	-2.923e-05	6.703e-06	-4.36	1.489e-05
perc.bl	0.2203	0.02825	7.801	2.195e-14
perc.hsp	-0.04105	0.01753	-2.342	0.01946
ln.pop	0.01916	0.002348	8.158	1.544e-15
ln.aland	-0.005391	0.003394	-1.588	0.1127

(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: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
724	29.3	0.6584	0.6531

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)	-0.3894	0.03587	-10.85	1.617e-25
poly.m	0.3436	0.2725	1.261	0.2077
residential.dissim_wh.bl	0.5755	0.02599	22.14	3.707e-83
pop.below.poverty	-0.0797	0.08308	-0.9594	0.3377
manufactur.emp	0.2115	0.09	2.35	0.01903
single.headed.fams	0.5279	0.3517	1.501	0.1337
under18	-0.07607	0.08467	-0.8984	0.3693
pop.dens	-4.076e-05	1.147e-05	-3.555	0.000403
perc.bl	0.228	0.0289	7.887	1.157e-14
perc.hsp	-0.03484	0.01804	-1.931	0.05384
ln.pop	0.01855	0.002379	7.796	2.263e-14
ln.aland	-0.003411	0.003595	-0.9488	0.3431

(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: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
728	29.22	0.6587	0.6535

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)	-0.3013	0.0412	-7.313	6.992e-13
hwy.m	0.003831	0.0009138	4.193	3.097e-05
residential.dissim_wh.bl	0.571	0.02497	22.86	2.742e-87
pop.below.poverty	-0.06445	0.08204	-0.7856	0.4324
manufactur.emp	0.1839	0.08888	2.069	0.03889
single.headed.fams	0.6131	0.3404	1.801	0.07213
under18	-0.1577	0.08614	-1.831	0.06759
pop.dens	-2.618e-05	6.611e-06	-3.961	8.225e-05
perc.bl	0.201	0.02767	7.267	9.667e-13
perc.hsp	-0.02677	0.01744	-1.535	0.1251
ln.pop	0.01454	0.002556	5.688	1.878e-08
ln.aland	-0.006168	0.003321	-1.857	0.06373

(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: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
728	28.9	0.6661	0.661

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)	-0.2967	0.03832	-7.743	3.338e-14
perc.acres.sfz	-0.009776	0.01416	-0.6904	0.4902
residential.dissim_wh.bl	0.5098	0.02631	19.38	1.624e-67
pop.below.poverty	-0.165	0.08508	-1.939	0.05289
manufactur.emp	0.08106	0.09327	0.8691	0.3851
single.headed.fams	0.4859	0.3553	1.368	0.1718
under18	-0.07573	0.08719	-0.8686	0.3854
pop.dens	-4.914e-06	6.864e-06	-0.7159	0.4743
perc.bl	0.2013	0.02893	6.96	7.756e-12
perc.hsp	-0.02744	0.01795	-1.529	0.1268
ln.pop	0.01124	0.002405	4.675	3.515e-06
ln.aland	0.00244	0.003476	0.702	0.4829

(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: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
724	30.01	0.5865	0.5801

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)	-0.305	0.03677	-8.295	5.38e-16
poly.m	-0.06024	0.2793	-0.2157	0.8293
residential.dissim_wh.bl	0.5069	0.02664	19.03	1.239e-65
pop.below.poverty	-0.1637	0.08516	-1.922	0.05498
manufactur.emp	0.06877	0.09225	0.7454	0.4563
single.headed.fams	0.5335	0.3604	1.48	0.1393
under18	-0.07587	0.08679	-0.8742	0.3823
pop.dens	-2.977e-06	1.175e-05	-0.2533	0.8001
perc.bl	0.195	0.02963	6.582	8.979e-11
perc.hsp	-0.02787	0.01849	-1.507	0.1322
ln.pop	0.01131	0.002439	4.64	4.149e-06
ln.aland	0.002584	0.003685	0.7011	0.4835

(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: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
728	29.95	0.5862	0.5798

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)	-0.2293	0.04233	-5.417	8.265e-08
hwy.m	0.003304	0.0009389	3.518	0.0004615
residential.dissim_wh.bl	0.4939	0.02566	19.25	7.614e-67
pop.below.poverty	-0.1407	0.0843	-1.669	0.09559
manufactur.emp	0.05388	0.09132	0.59	0.5554
single.headed.fams	0.5124	0.3498	1.465	0.1434
under18	-0.1591	0.08852	-1.798	0.07264
pop.dens	-2.628e-06	6.793e-06	-0.387	0.6989
perc.bl	0.1826	0.02843	6.424	2.419e-10
perc.hsp	-0.01414	0.01792	-0.7889	0.4305
ln.pop	0.007294	0.002626	2.777	0.00563
ln.aland	0.001922	0.003413	0.5631	0.5735

(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: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
728	29.69	0.5932	0.5869

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)	0.07572	0.01624	4.663	3.722e-06	* * *
perc.acres.sfz	-0.01314	0.00487	-2.697	0.007152	* *
residential.isol_wh	1.071	0.01114	96.16	0	* * *
pop.below.poverty	0.03486	0.02969	1.174	0.2407
manufactur.emp	-0.09024	0.03306	-2.73	0.006497	* *
single.headed.fams	-0.05493	0.1236	-0.4446	0.6568
under18	0.09577	0.03049	3.141	0.001751	* *
pop.dens	-3.312e-05	2.235e-06	-14.82	1.487e-43	* * *
perc.bl	-0.187	0.01117	-16.74	2.43e-53	* * *
perc.hsp	-0.1279	0.01036	-12.35	6.667e-32	* * *
ln.pop	-0.006467	0.0008354	-7.741	3.355e-14	* * *
ln.aland	-0.006912	0.001212	-5.703	1.721e-08	* * *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
731	10.47	0.9922	0.992

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)	0.0685	0.01598	4.286	2.064e-05	* * *
poly.m	0.09055	0.09551	0.948	0.3434
residential.isol_wh	1.066	0.0111	96.08	0	* * *
pop.below.poverty	0.04031	0.02982	1.352	0.1769
manufactur.emp	-0.09977	0.0328	-3.042	0.002437	* *
single.headed.fams	-0.0551	0.1262	-0.4366	0.6626
under18	0.08033	0.03052	2.632	0.008658	* *
pop.dens	-3.735e-05	4.122e-06	-9.061	1.188e-18	* * *
perc.bl	-0.1886	0.01135	-16.63	8.195e-53	* * *
perc.hsp	-0.1266	0.01027	-12.33	8.026e-32	* * *
ln.pop	-0.006707	0.0008563	-7.832	1.713e-14	* * *
ln.aland	-0.006055	0.001285	-4.713	2.93e-06	* * *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
735	10.49	0.9921	0.992

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)	0.04808	0.01805	2.663	0.007906	* *
hwy.m	-0.0007632	0.0003308	-2.307	0.02131	*
residential.isol_wh	1.071	0.01102	97.24	0	* * *
pop.below.poverty	0.03277	0.0297	1.103	0.2702
manufactur.emp	-0.09897	0.03265	-3.031	0.002521	* *
single.headed.fams	-0.02746	0.1229	-0.2234	0.8233
under18	0.1044	0.03133	3.331	0.0009107	* * *
pop.dens	-3.442e-05	2.206e-06	-15.6	1.662e-47	* * *
perc.bl	-0.1872	0.0111	-16.87	4.315e-54	* * *
perc.hsp	-0.128	0.01022	-12.53	9.412e-33	* * *
ln.pop	-0.005575	0.0009297	-5.997	3.171e-09	* * *
ln.aland	-0.006265	0.001202	-5.214	2.421e-07	* * *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
735	10.46	0.9921	0.992

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)	-0.09558	0.01688	-5.662	2.168e-08	* * *
perc.acres.sfz	0.02574	0.00603	4.269	2.229e-05	* * *
residential.isol_bl	0.4751	0.009837	48.3	9.918e-227	* * *
pop.below.poverty	-0.07668	0.03667	-2.091	0.03685	*
manufactur.emp	-0.01862	0.04036	-0.4615	0.6446
single.headed.fams	-0.2568	0.1548	-1.659	0.09747
under18	0.08494	0.0376	2.259	0.0242	*
pop.dens	5.753e-06	2.741e-06	2.099	0.03619	*
perc.bl	0.5808	0.01672	34.74	2.431e-155	* * *
perc.hsp	0.01645	0.007907	2.081	0.03779	*
ln.pop	-0.0006038	0.001132	-0.5331	0.5941
ln.aland	0.004901	0.001525	3.214	0.001368	* *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
723	12.94	0.9817	0.9814

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)	-0.06965	0.01619	-4.301	1.934e-05	* * *
poly.m	-0.1898	0.1221	-1.554	0.1207
residential.isol_bl	0.4848	0.01025	47.3	2.223e-222	* * *
pop.below.poverty	-0.08708	0.03708	-2.348	0.01912	*
manufactur.emp	0.0008155	0.0403	0.02024	0.9839
single.headed.fams	-0.2718	0.158	-1.721	0.08575
under18	0.1147	0.03789	3.026	0.002565	* *
pop.dens	1.461e-05	5.22e-06	2.798	0.005279	* *
perc.bl	0.5671	0.01876	30.23	5.942e-130	* * *
perc.hsp	0.008812	0.00816	1.08	0.2805
ln.pop	-0.0006433	0.001144	-0.5624	0.574
ln.aland	0.003544	0.001602	2.213	0.02724	*

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
727	13.05	0.9813	0.981

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)	-0.04749	0.01805	-2.631	0.008689	* *
hwy.m	0.001262	0.0004169	3.027	0.002557	* *
residential.isol_bl	0.4739	0.01003	47.27	3.192e-222	* * *
pop.below.poverty	-0.07388	0.03686	-2.004	0.04542	*
manufactur.emp	0.00167	0.04	0.04174	0.9667
single.headed.fams	-0.3067	0.1546	-1.984	0.04769	*
under18	0.0737	0.03885	1.897	0.05825
pop.dens	8.295e-06	2.72e-06	3.05	0.002376	* *
perc.bl	0.5839	0.01682	34.72	1.46e-155	* * *
perc.hsp	0.01597	0.007962	2.006	0.04522	*
ln.pop	-0.002022	0.001206	-1.676	0.0941
ln.aland	0.003697	0.001533	2.411	0.01614	*

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
727	12.99	0.9815	0.9812

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)	-0.1159	0.01919	-6.04	2.474e-09	* * *
perc.acres.sfz	-0.01134	0.005754	-1.97	0.04918	*
residential.isol_wh	1.137	0.01316	86.44	0	* * *
pop.below.poverty	0.01356	0.03508	0.3866	0.6992
manufactur.emp	-0.1735	0.03906	-4.441	1.038e-05	* * *
single.headed.fams	0.1644	0.146	1.126	0.2606
under18	0.173	0.03602	4.802	1.908e-06	* * *
pop.dens	-2.697e-05	2.64e-06	-10.22	5.721e-23	* * *
perc.bl	-0.1477	0.0132	-11.19	6.606e-27	* * *
perc.hsp	-0.03685	0.01224	-3.012	0.002691	* *
ln.pop	-0.0002653	0.000987	-0.2688	0.7881
ln.aland	-0.006748	0.001432	-4.712	2.945e-06	* * *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
731	12.37	0.9875	0.9873

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)	-0.1208	0.01888	-6.398	2.829e-10	* * *
poly.m	0.04645	0.1128	0.4117	0.6807
residential.isol_wh	1.131	0.01311	86.23	0	* * *
pop.below.poverty	0.0185	0.03522	0.5252	0.5996
manufactur.emp	-0.181	0.03875	-4.673	3.548e-06	* * *
single.headed.fams	0.1818	0.1491	1.22	0.223
under18	0.1638	0.03605	4.545	6.432e-06	* * *
pop.dens	-2.918e-05	4.869e-06	-5.993	3.248e-09	* * *
perc.bl	-0.1524	0.0134	-11.37	1.106e-27	* * *
perc.hsp	-0.0392	0.01213	-3.23	0.001292	* *
ln.pop	-0.0004809	0.001012	-0.4754	0.6346
ln.aland	-0.006023	0.001518	-3.969	7.943e-05	* * *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
735	12.39	0.9874	0.9872

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)	-0.0978	0.02131	-4.589	5.26e-06	* * *
hwy.m	0.0009069	0.0003905	2.322	0.0205	*
residential.isol_wh	1.127	0.01301	86.68	0	* * *
pop.below.poverty	0.02329	0.03506	0.6643	0.5067
manufactur.emp	-0.1856	0.03855	-4.816	1.785e-06	* * *
single.headed.fams	0.1927	0.1451	1.328	0.1846
under18	0.1422	0.03699	3.845	0.0001311	* * *
pop.dens	-2.704e-05	2.605e-06	-10.38	1.248e-23	* * *
perc.bl	-0.1586	0.0131	-12.11	7.461e-31	* * *
perc.hsp	-0.03872	0.01206	-3.21	0.001385	* *
ln.pop	-0.001522	0.001098	-1.387	0.166
ln.aland	-0.006507	0.001419	-4.586	5.326e-06	* * *

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
735	12.34	0.9875	0.9873

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)	-0.02132	0.01439	-1.481	0.139
perc.acres.sfz	0.003581	0.005142	0.6965	0.4863
residential.isol_bl	0.2702	0.008388	32.22	4.248e-141	* * *
pop.below.poverty	-0.06976	0.03127	-2.231	0.02598	*
manufactur.emp	0.03022	0.03442	0.8781	0.3802
single.headed.fams	-0.1933	0.132	-1.465	0.1434
under18	0.06723	0.03207	2.097	0.03637	*
pop.dens	-3.525e-06	2.337e-06	-1.508	0.132
perc.bl	0.7756	0.01426	54.4	1.299e-255	* * *
perc.hsp	0.009688	0.006742	1.437	0.1512
ln.pop	0.0003991	0.0009657	0.4132	0.6796
ln.aland	0.0002287	0.0013	0.1759	0.8604

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
723	11.03	0.9822	0.9819

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)	-0.01722	0.01366	-1.261	0.2077
poly.m	-0.0774	0.103	-0.7514	0.4527
residential.isol_bl	0.2728	0.008643	31.56	1.296e-137	* * *
pop.below.poverty	-0.07229	0.03127	-2.312	0.02108	*
manufactur.emp	0.03096	0.03399	0.911	0.3626
single.headed.fams	-0.1823	0.1332	-1.369	0.1716
under18	0.07451	0.03195	2.332	0.01999	*
pop.dens	-4.162e-07	4.402e-06	-0.09455	0.9247
perc.bl	0.7701	0.01582	48.67	3.77e-229	* * *
perc.hsp	0.007582	0.006881	1.102	0.2709
ln.pop	0.0004304	0.0009646	0.4461	0.6556
ln.aland	-0.0001457	0.001351	-0.1079	0.9141

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
727	11	0.9822	0.9819

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)	-0.001	0.01523	-0.06568	0.9477
hwy.m	0.0008724	0.0003519	2.479	0.01339	*
residential.isol_bl	0.2665	0.008461	31.5	2.974e-137	* * *
pop.below.poverty	-0.06459	0.03111	-2.076	0.03824	*
manufactur.emp	0.0301	0.03376	0.8916	0.3729
single.headed.fams	-0.1938	0.1305	-1.485	0.138
under18	0.04856	0.03279	1.481	0.1391
pop.dens	-2.818e-06	2.296e-06	-1.227	0.2201
perc.bl	0.778	0.01419	54.82	2.862e-258	* * *
perc.hsp	0.01162	0.00672	1.729	0.08424
ln.pop	-0.0004831	0.001018	-0.4745	0.6353
ln.aland	-0.0002511	0.001294	-0.1941	0.8462

Fitting linear model: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
727	10.96	0.9823	0.982

CBSAs

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

cbsa.mos2 <- get.all.models(cbsas,
                      include.res.equivalent = T,
                      return = "model", mkdwn.output = 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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

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: formula

Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
911	10.2	0.9796	0.9793

Correlation Matrix

CZs

# get var groups
(yns <- get.vns(czs, dep = F))

[1] “inflow.dissim_wh.bl” “outflow.dissim_wh.bl”
[3] “inflow.isol_wh” “inflow.isol_bl”
[5] “outflow.isol_wh” “outflow.isol_bl”
[7] “residential.dissim_wh.bl” “residential.isol_wh”
[9] “residential.isol_bl” “inflow.isol_wh_truly_isolated”
[11] “outflow.isol_wh_truly_isolated” “residential.isol_wh_truly_isolated” [13] “inflow.isol_bl_truly_isolated” “outflow.isol_bl_truly_isolated”
[15] “residential.isol_bl_truly_isolated”

div.cols <- c("perc.acres.sfz", "poly.m", "hwy.m")
(controls <- get.all.models(czs, return = "controls", include.res.equivalent = F))

[1] “pop.below.poverty” “manufactur.emp” “single.headed.fams” [4] “under18” “pop.dens” “perc.bl”
[7] “perc.hsp” “ln.pop” “ln.aland”

czms <- czs %>%
  select(all_of(yns),
         all_of(div.cols),
         all_of(controls))

cz.cor.mat <- czms %>% 
  cor(use = "pairwise.complete.obs")

kbl(cz.cor.mat, digits = 2)

	inflow.dissim_wh.bl	outflow.dissim_wh.bl	inflow.isol_wh	inflow.isol_bl	outflow.isol_wh	outflow.isol_bl	residential.dissim_wh.bl	residential.isol_wh	residential.isol_bl	inflow.isol_wh_truly_isolated	outflow.isol_wh_truly_isolated	residential.isol_wh_truly_isolated	inflow.isol_bl_truly_isolated	outflow.isol_bl_truly_isolated	residential.isol_bl_truly_isolated	perc.acres.sfz	poly.m	hwy.m	pop.below.poverty	manufactur.emp	single.headed.fams	under18	pop.dens	perc.bl	perc.hsp	ln.pop	ln.aland
inflow.dissim_wh.bl	1.00	0.86	0.10	0.00	0.12	-0.04	0.49	0.13	0.07	0.06	0.08	0.06	0.01	0.01	0.01	0.11	0.12	0.07	-0.08	-0.01	-0.08	0.00	0.12	-0.08	-0.07	-0.02	0.04
outflow.dissim_wh.bl	0.86	1.00	0.13	-0.07	0.16	-0.09	0.46	0.15	-0.01	0.09	0.10	0.09	0.00	0.00	0.00	0.14	0.07	0.01	-0.12	-0.05	-0.13	-0.05	0.08	-0.12	-0.07	-0.09	0.03
inflow.isol_wh	0.10	0.13	1.00	-0.35	0.99	-0.35	0.28	0.98	-0.28	0.82	0.82	0.82	-0.12	-0.12	-0.12	0.25	0.08	-0.13	-0.41	0.23	-0.49	-0.44	-0.16	-0.38	-0.66	-0.13	-0.27
inflow.isol_bl	0.00	-0.07	-0.35	1.00	-0.37	0.99	-0.39	-0.30	0.95	-0.40	-0.41	-0.40	0.26	0.26	0.26	-0.08	0.20	0.33	0.32	0.06	0.62	0.00	0.25	0.97	-0.15	0.38	-0.11
outflow.isol_wh	0.12	0.16	0.99	-0.37	1.00	-0.38	0.31	0.98	-0.30	0.80	0.81	0.80	-0.13	-0.13	-0.13	0.27	0.08	-0.12	-0.42	0.19	-0.51	-0.44	-0.14	-0.40	-0.64	-0.14	-0.25
outflow.isol_bl	-0.04	-0.09	-0.35	0.99	-0.38	1.00	-0.42	-0.30	0.94	-0.39	-0.41	-0.39	0.27	0.27	0.27	-0.10	0.17	0.28	0.34	0.08	0.64	0.00	0.21	0.98	-0.16	0.36	-0.13
residential.dissim_wh.bl	0.49	0.46	0.28	-0.39	0.31	-0.42	1.00	0.27	-0.25	0.23	0.25	0.22	-0.06	-0.06	-0.06	0.07	0.05	0.03	-0.15	-0.05	-0.25	0.02	0.04	-0.42	0.05	0.00	0.14
residential.isol_wh	0.13	0.15	0.98	-0.30	0.98	-0.30	0.27	1.00	-0.23	0.79	0.79	0.79	-0.11	-0.11	-0.11	0.27	0.10	-0.09	-0.39	0.21	-0.46	-0.43	-0.12	-0.33	-0.66	-0.11	-0.26
residential.isol_bl	0.07	-0.01	-0.28	0.95	-0.30	0.94	-0.25	-0.23	1.00	-0.31	-0.32	-0.31	0.19	0.19	0.19	-0.09	0.29	0.38	0.27	0.11	0.60	-0.04	0.30	0.90	-0.16	0.48	-0.13
inflow.isol_wh_truly_isolated	0.06	0.09	0.82	-0.40	0.80	-0.39	0.23	0.79	-0.31	1.00	0.97	1.00	-0.12	-0.12	-0.12	0.17	0.08	-0.09	-0.39	0.18	-0.44	-0.33	-0.14	-0.44	-0.51	-0.09	-0.16
outflow.isol_wh_truly_isolated	0.08	0.10	0.82	-0.41	0.81	-0.41	0.25	0.79	-0.32	0.97	1.00	0.97	-0.11	-0.11	-0.11	0.19	0.08	-0.08	-0.41	0.18	-0.45	-0.33	-0.13	-0.45	-0.51	-0.08	-0.15
residential.isol_wh_truly_isolated	0.06	0.09	0.82	-0.40	0.80	-0.39	0.22	0.79	-0.31	1.00	0.97	1.00	-0.12	-0.12	-0.12	0.17	0.08	-0.09	-0.40	0.18	-0.44	-0.34	-0.14	-0.44	-0.51	-0.09	-0.16
inflow.isol_bl_truly_isolated	0.01	0.00	-0.12	0.26	-0.13	0.27	-0.06	-0.11	0.19	-0.12	-0.11	-0.12	1.00	1.00	1.00	-0.06	-0.02	-0.05	0.20	0.00	0.23	0.04	-0.02	0.30	-0.04	-0.03	-0.04
outflow.isol_bl_truly_isolated	0.01	0.00	-0.12	0.26	-0.13	0.27	-0.06	-0.11	0.19	-0.12	-0.11	-0.12	1.00	1.00	1.00	-0.06	-0.02	-0.05	0.20	0.00	0.23	0.04	-0.02	0.30	-0.04	-0.03	-0.04
residential.isol_bl_truly_isolated	0.01	0.00	-0.12	0.26	-0.13	0.27	-0.06	-0.11	0.19	-0.12	-0.11	-0.12	1.00	1.00	1.00	-0.06	-0.02	-0.05	0.20	0.00	0.23	0.04	-0.02	0.30	-0.04	-0.03	-0.04
perc.acres.sfz	0.11	0.14	0.25	-0.08	0.27	-0.10	0.07	0.27	-0.09	0.17	0.19	0.17	-0.06	-0.06	-0.06	1.00	0.04	-0.10	-0.13	0.12	-0.20	-0.06	-0.02	-0.10	-0.28	-0.25	-0.16
poly.m	0.12	0.07	0.08	0.20	0.08	0.17	0.05	0.10	0.29	0.08	0.08	0.08	-0.02	-0.02	-0.02	0.04	1.00	0.30	-0.16	0.23	0.11	-0.13	0.75	0.10	-0.11	0.50	-0.29
hwy.m	0.07	0.01	-0.13	0.33	-0.12	0.28	0.03	-0.09	0.38	-0.09	-0.08	-0.09	-0.05	-0.05	-0.05	-0.10	0.30	1.00	-0.13	0.02	0.15	0.04	0.42	0.22	0.06	0.62	0.25
pop.below.poverty	-0.08	-0.12	-0.41	0.32	-0.42	0.34	-0.15	-0.39	0.27	-0.39	-0.41	-0.40	0.20	0.20	0.20	-0.13	-0.16	-0.13	1.00	-0.16	0.65	0.25	-0.12	0.37	0.11	-0.05	-0.03
manufactur.emp	-0.01	-0.05	0.23	0.06	0.19	0.08	-0.05	0.21	0.11	0.18	0.18	0.18	0.00	0.00	0.00	0.12	0.23	0.02	-0.16	1.00	0.04	-0.05	0.00	0.05	-0.23	0.18	-0.24
single.headed.fams	-0.08	-0.13	-0.49	0.62	-0.51	0.64	-0.25	-0.46	0.60	-0.44	-0.45	-0.44	0.23	0.23	0.23	-0.20	0.11	0.15	0.65	0.04	1.00	0.22	0.12	0.63	0.05	0.31	0.00
under18	0.00	-0.05	-0.44	0.00	-0.44	0.00	0.02	-0.43	-0.04	-0.33	-0.33	-0.34	0.04	0.04	0.04	-0.06	-0.13	0.04	0.25	-0.05	0.22	1.00	-0.05	0.00	0.33	-0.02	0.26
pop.dens	0.12	0.08	-0.16	0.25	-0.14	0.21	0.04	-0.12	0.30	-0.14	-0.13	-0.14	-0.02	-0.02	-0.02	-0.02	0.75	0.42	-0.12	0.00	0.12	-0.05	1.00	0.15	0.07	0.51	-0.03
perc.bl	-0.08	-0.12	-0.38	0.97	-0.40	0.98	-0.42	-0.33	0.90	-0.44	-0.45	-0.44	0.30	0.30	0.30	-0.10	0.10	0.22	0.37	0.05	0.63	0.00	0.15	1.00	-0.14	0.28	-0.13
perc.hsp	-0.07	-0.07	-0.66	-0.15	-0.64	-0.16	0.05	-0.66	-0.16	-0.51	-0.51	-0.51	-0.04	-0.04	-0.04	-0.28	-0.11	0.06	0.11	-0.23	0.05	0.33	0.07	-0.14	1.00	0.08	0.26
ln.pop	-0.02	-0.09	-0.13	0.38	-0.14	0.36	0.00	-0.11	0.48	-0.09	-0.08	-0.09	-0.03	-0.03	-0.03	-0.25	0.50	0.62	-0.05	0.18	0.31	-0.02	0.51	0.28	0.08	1.00	0.25
ln.aland	0.04	0.03	-0.27	-0.11	-0.25	-0.13	0.14	-0.26	-0.13	-0.16	-0.15	-0.16	-0.04	-0.04	-0.04	-0.16	-0.29	0.25	-0.03	-0.24	0.00	0.26	-0.03	-0.13	0.26	0.25	1.00

Correlograms

czs %>%
  select(all_of(yns)) %>%
  GGally::ggpairs()

czs %>%
  select(all_of(div.cols)) %>%
  GGally::ggpairs()

czs %>%
  select(all_of(controls)) %>%
  GGally::ggpairs()

VIFs

without residential seg predictors

CZs

map(cz.mos,
    ~kbl(regclass::VIF(.),
         col.names = "vif", digits = 2))

$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

	vif
perc.acres.sfz	1.37
pop.below.poverty	3.03
manufactur.emp	1.60
single.headed.fams	3.44
under18	1.48
pop.dens	2.63
perc.bl	2.64
perc.hsp	2.90
ln.pop	4.49
ln.aland	2.74

$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

	vif
poly.m	9.39
pop.below.poverty	3.05
manufactur.emp	1.55
single.headed.fams	3.60
under18	1.48
pop.dens	9.05
perc.bl	2.99
perc.hsp	3.14
ln.pop	4.68
ln.aland	3.05

$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

	vif
hwy.m	2.13
pop.below.poverty	3.04
manufactur.emp	1.56
single.headed.fams	3.42
under18	1.57
pop.dens	2.55
perc.bl	2.63
perc.hsp	2.96
ln.pop	5.53
ln.aland	2.71

$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

	vif
perc.acres.sfz	1.37
pop.below.poverty	3.03
manufactur.emp	1.60
single.headed.fams	3.44
under18	1.48
pop.dens	2.63
perc.bl	2.64
perc.hsp	2.90
ln.pop	4.49
ln.aland	2.74

$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

	vif
poly.m	9.39
pop.below.poverty	3.05
manufactur.emp	1.55
single.headed.fams	3.60
under18	1.48
pop.dens	9.05
perc.bl	2.99
perc.hsp	3.14
ln.pop	4.68
ln.aland	3.05

$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

	vif
hwy.m	2.13
pop.below.poverty	3.04
manufactur.emp	1.56
single.headed.fams	3.42
under18	1.57
pop.dens	2.55
perc.bl	2.63
perc.hsp	2.96
ln.pop	5.53
ln.aland	2.71

$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

	vif
perc.acres.sfz	1.37
pop.below.poverty	3.02
manufactur.emp	1.60
single.headed.fams	3.44
under18	1.48
pop.dens	2.63
perc.bl	2.64
perc.hsp	2.90
ln.pop	4.48
ln.aland	2.74

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

	vif
poly.m	9.39
pop.below.poverty	3.05
manufactur.emp	1.55
single.headed.fams	3.60
under18	1.48
pop.dens	9.05
perc.bl	2.99
perc.hsp	3.13
ln.pop	4.68
ln.aland	3.05

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

	vif
hwy.m	2.13
pop.below.poverty	3.04
manufactur.emp	1.56
single.headed.fams	3.42
under18	1.57
pop.dens	2.55
perc.bl	2.63
perc.hsp	2.96
ln.pop	5.52
ln.aland	2.71

$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

	vif
perc.acres.sfz	1.37
pop.below.poverty	3.03
manufactur.emp	1.60
single.headed.fams	3.44
under18	1.48
pop.dens	2.63
perc.bl	2.64
perc.hsp	2.90
ln.pop	4.49
ln.aland	2.74

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

	vif
poly.m	9.39
pop.below.poverty	3.05
manufactur.emp	1.55
single.headed.fams	3.60
under18	1.48
pop.dens	9.05
perc.bl	2.99
perc.hsp	3.14
ln.pop	4.68
ln.aland	3.05

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

	vif
hwy.m	2.13
pop.below.poverty	3.04
manufactur.emp	1.56
single.headed.fams	3.42
under18	1.57
pop.dens	2.55
perc.bl	2.63
perc.hsp	2.96
ln.pop	5.53
ln.aland	2.71

$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

	vif
perc.acres.sfz	1.37
pop.below.poverty	3.02
manufactur.emp	1.60
single.headed.fams	3.44
under18	1.48
pop.dens	2.63
perc.bl	2.64
perc.hsp	2.90
ln.pop	4.48
ln.aland	2.74

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

	vif
poly.m	9.39
pop.below.poverty	3.05
manufactur.emp	1.55
single.headed.fams	3.60
under18	1.48
pop.dens	9.05
perc.bl	2.99
perc.hsp	3.13
ln.pop	4.68
ln.aland	3.05

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

	vif
hwy.m	2.13
pop.below.poverty	3.04
manufactur.emp	1.56
single.headed.fams	3.42
under18	1.57
pop.dens	2.55
perc.bl	2.63
perc.hsp	2.96
ln.pop	5.52
ln.aland	2.71

$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

	vif
perc.acres.sfz	1.37
pop.below.poverty	3.03
manufactur.emp	1.60
single.headed.fams	3.44
under18	1.48
pop.dens	2.63
perc.bl	2.64
perc.hsp	2.90
ln.pop	4.49
ln.aland	2.74

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

	vif
poly.m	9.39
pop.below.poverty	3.05
manufactur.emp	1.55
single.headed.fams	3.60
under18	1.48
pop.dens	9.05
perc.bl	2.99
perc.hsp	3.14
ln.pop	4.68
ln.aland	3.05

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

	vif
hwy.m	2.13
pop.below.poverty	3.04
manufactur.emp	1.56
single.headed.fams	3.42
under18	1.57
pop.dens	2.55
perc.bl	2.63
perc.hsp	2.96
ln.pop	5.53
ln.aland	2.71

$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

	vif
perc.acres.sfz	1.37
pop.below.poverty	3.03
manufactur.emp	1.60
single.headed.fams	3.44
under18	1.48
pop.dens	2.63
perc.bl	2.64
perc.hsp	2.90
ln.pop	4.49
ln.aland	2.74

$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

	vif
poly.m	9.39
pop.below.poverty	3.05
manufactur.emp	1.55
single.headed.fams	3.60
under18	1.48
pop.dens	9.05
perc.bl	2.99
perc.hsp	3.14
ln.pop	4.68
ln.aland	3.05

$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

	vif
hwy.m	2.13
pop.below.poverty	3.04
manufactur.emp	1.56
single.headed.fams	3.42
under18	1.57
pop.dens	2.55
perc.bl	2.63
perc.hsp	2.96
ln.pop	5.53
ln.aland	2.71

$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

	vif
perc.acres.sfz	1.37
pop.below.poverty	3.02
manufactur.emp	1.60
single.headed.fams	3.44
under18	1.48
pop.dens	2.63
perc.bl	2.64
perc.hsp	2.90
ln.pop	4.48
ln.aland	2.74

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

	vif
poly.m	9.39
pop.below.poverty	3.05
manufactur.emp	1.55
single.headed.fams	3.60
under18	1.48
pop.dens	9.05
perc.bl	2.99
perc.hsp	3.13
ln.pop	4.68
ln.aland	3.05

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

	vif
hwy.m	2.13
pop.below.poverty	3.04
manufactur.emp	1.56
single.headed.fams	3.42
under18	1.57
pop.dens	2.55
perc.bl	2.63
perc.hsp	2.96
ln.pop	5.52
ln.aland	2.71

$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

	vif
perc.acres.sfz	1.37
pop.below.poverty	3.03
manufactur.emp	1.60
single.headed.fams	3.44
under18	1.48
pop.dens	2.63
perc.bl	2.64
perc.hsp	2.90
ln.pop	4.49
ln.aland	2.74

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

	vif
poly.m	9.39
pop.below.poverty	3.05
manufactur.emp	1.55
single.headed.fams	3.60
under18	1.48
pop.dens	9.05
perc.bl	2.99
perc.hsp	3.14
ln.pop	4.68
ln.aland	3.05

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

	vif
hwy.m	2.13
pop.below.poverty	3.04
manufactur.emp	1.56
single.headed.fams	3.42
under18	1.57
pop.dens	2.55
perc.bl	2.63
perc.hsp	2.96
ln.pop	5.53
ln.aland	2.71

CBSAs

map(cbsa.mos,
    ~kbl(regclass::VIF(.),
         col.names = "vif", digits = 2))

$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

	vif
perc.acres.sfz	1.36
pop.below.poverty	2.61
manufactur.emp	1.61
single.headed.fams	2.61
under18	1.83
pop.dens	4.26
perc.bl	2.50
perc.hsp	2.82
ln.pop	9.77
ln.aland	4.42

$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

	vif
poly.m	3.55
pop.below.poverty	2.57
manufactur.emp	1.62
single.headed.fams	2.71
under18	1.86
pop.dens	6.48
perc.bl	2.59
perc.hsp	3.40
ln.pop	9.93
ln.aland	4.54

$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

	vif
hwy.m	2.11
pop.below.poverty	2.57
manufactur.emp	1.64
single.headed.fams	2.59
under18	1.87
pop.dens	4.06
perc.bl	2.42
perc.hsp	2.89
ln.pop	10.94
ln.aland	4.47

$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

	vif
perc.acres.sfz	1.36
pop.below.poverty	2.61
manufactur.emp	1.61
single.headed.fams	2.61
under18	1.83
pop.dens	4.26
perc.bl	2.50
perc.hsp	2.82
ln.pop	9.77
ln.aland	4.42

$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

	vif
poly.m	3.55
pop.below.poverty	2.57
manufactur.emp	1.62
single.headed.fams	2.71
under18	1.86
pop.dens	6.48
perc.bl	2.59
perc.hsp	3.40
ln.pop	9.93
ln.aland	4.54

$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

	vif
hwy.m	2.11
pop.below.poverty	2.57
manufactur.emp	1.64
single.headed.fams	2.59
under18	1.87
pop.dens	4.06
perc.bl	2.42
perc.hsp	2.89
ln.pop	10.94
ln.aland	4.47

$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

	vif
perc.acres.sfz	1.36
pop.below.poverty	2.61
manufactur.emp	1.61
single.headed.fams	2.61
under18	1.83
pop.dens	4.26
perc.bl	2.50
perc.hsp	2.82
ln.pop	9.77
ln.aland	4.42

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

	vif
poly.m	3.55
pop.below.poverty	2.57
manufactur.emp	1.62
single.headed.fams	2.72
under18	1.86
pop.dens	6.48
perc.bl	2.59
perc.hsp	3.40
ln.pop	9.93
ln.aland	4.54

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

	vif
hwy.m	2.11
pop.below.poverty	2.58
manufactur.emp	1.64
single.headed.fams	2.59
under18	1.87
pop.dens	4.06
perc.bl	2.42
perc.hsp	2.89
ln.pop	10.94
ln.aland	4.47

$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

	vif
perc.acres.sfz	1.36
pop.below.poverty	2.61
manufactur.emp	1.61
single.headed.fams	2.61
under18	1.83
pop.dens	4.26
perc.bl	2.50
perc.hsp	2.82
ln.pop	9.77
ln.aland	4.42

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

	vif
poly.m	3.55
pop.below.poverty	2.57
manufactur.emp	1.62
single.headed.fams	2.71
under18	1.86
pop.dens	6.48
perc.bl	2.59
perc.hsp	3.40
ln.pop	9.93
ln.aland	4.54

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

	vif
hwy.m	2.11
pop.below.poverty	2.57
manufactur.emp	1.64
single.headed.fams	2.59
under18	1.87
pop.dens	4.06
perc.bl	2.42
perc.hsp	2.89
ln.pop	10.94
ln.aland	4.47

$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

	vif
perc.acres.sfz	1.36
pop.below.poverty	2.61
manufactur.emp	1.61
single.headed.fams	2.61
under18	1.83
pop.dens	4.26
perc.bl	2.50
perc.hsp	2.82
ln.pop	9.77
ln.aland	4.42

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

	vif
poly.m	3.55
pop.below.poverty	2.57
manufactur.emp	1.62
single.headed.fams	2.72
under18	1.86
pop.dens	6.48
perc.bl	2.59
perc.hsp	3.40
ln.pop	9.93
ln.aland	4.54

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

	vif
hwy.m	2.11
pop.below.poverty	2.58
manufactur.emp	1.64
single.headed.fams	2.59
under18	1.87
pop.dens	4.06
perc.bl	2.42
perc.hsp	2.89
ln.pop	10.94
ln.aland	4.47

$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

	vif
perc.acres.sfz	1.36
pop.below.poverty	2.61
manufactur.emp	1.61
single.headed.fams	2.61
under18	1.83
pop.dens	4.26
perc.bl	2.50
perc.hsp	2.82
ln.pop	9.77
ln.aland	4.42

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

	vif
poly.m	3.55
pop.below.poverty	2.57
manufactur.emp	1.62
single.headed.fams	2.71
under18	1.86
pop.dens	6.48
perc.bl	2.59
perc.hsp	3.40
ln.pop	9.93
ln.aland	4.54

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

	vif
hwy.m	2.11
pop.below.poverty	2.57
manufactur.emp	1.64
single.headed.fams	2.59
under18	1.87
pop.dens	4.06
perc.bl	2.42
perc.hsp	2.89
ln.pop	10.94
ln.aland	4.47

$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

	vif
perc.acres.sfz	1.36
pop.below.poverty	2.61
manufactur.emp	1.61
single.headed.fams	2.61
under18	1.83
pop.dens	4.26
perc.bl	2.50
perc.hsp	2.82
ln.pop	9.77
ln.aland	4.42

$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

	vif
poly.m	3.55
pop.below.poverty	2.57
manufactur.emp	1.62
single.headed.fams	2.71
under18	1.86
pop.dens	6.48
perc.bl	2.59
perc.hsp	3.40
ln.pop	9.93
ln.aland	4.54

$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

	vif
hwy.m	2.11
pop.below.poverty	2.57
manufactur.emp	1.64
single.headed.fams	2.59
under18	1.87
pop.dens	4.06
perc.bl	2.42
perc.hsp	2.89
ln.pop	10.94
ln.aland	4.47

$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

	vif
perc.acres.sfz	1.36
pop.below.poverty	2.61
manufactur.emp	1.61
single.headed.fams	2.61
under18	1.83
pop.dens	4.26
perc.bl	2.50
perc.hsp	2.82
ln.pop	9.77
ln.aland	4.42

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

	vif
poly.m	3.55
pop.below.poverty	2.57
manufactur.emp	1.62
single.headed.fams	2.72
under18	1.86
pop.dens	6.48
perc.bl	2.59
perc.hsp	3.40
ln.pop	9.93
ln.aland	4.54

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

	vif
hwy.m	2.11
pop.below.poverty	2.58
manufactur.emp	1.64
single.headed.fams	2.59
under18	1.87
pop.dens	4.06
perc.bl	2.42
perc.hsp	2.89
ln.pop	10.94
ln.aland	4.47

$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

	vif
perc.acres.sfz	1.36
pop.below.poverty	2.61
manufactur.emp	1.61
single.headed.fams	2.61
under18	1.83
pop.dens	4.26
perc.bl	2.50
perc.hsp	2.82
ln.pop	9.77
ln.aland	4.42

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

	vif
poly.m	3.55
pop.below.poverty	2.57
manufactur.emp	1.62
single.headed.fams	2.71
under18	1.86
pop.dens	6.48
perc.bl	2.59
perc.hsp	3.40
ln.pop	9.93
ln.aland	4.54

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

	vif
hwy.m	2.11
pop.below.poverty	2.57
manufactur.emp	1.64
single.headed.fams	2.59
under18	1.87
pop.dens	4.06
perc.bl	2.42
perc.hsp	2.89
ln.pop	10.94
ln.aland	4.47