Models

CZs

No residential-equiv controls

czs <- setup.to.model_iv("cz")

## Rows: 741
## Columns: 45
## Delimiter: ","
## chr [ 3]: cz, plc.id, cz_name
## dbl [36]: 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

iv.cz <- get.all.models(czs,
                        include.res.equivalent = F,
                        div.cols = c("water.poly", "int.plan"),
                           mkdwn.output = T)

inflow.dissim_wh.bl

inflow.dissim_wh.bl - water.poly

inflow.dissim_wh.bl ~ water.poly + 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)	-0.2256	0.0558	-4.043	5.863e-05	* * *
water.poly	-18.15	11.91	-1.525	0.1278
perc.acres.sfz	0.05542	0.01794	3.089	0.002089	* *
pop.below.poverty	-0.00997	0.109	-0.09143	0.9272
manufactur.emp	0.4699	0.1187	3.958	8.308e-05	* * *
single.headed.fams	1.564	0.453	3.451	0.0005909	* * *
under18	0.0002914	0.1122	0.002596	0.9979
pop.dens	3.249e-05	8.396e-06	3.87	0.0001187	* * *
perc.bl	0.001127	0.03522	0.03199	0.9745
perc.hsp	-0.09911	0.02281	-4.344	1.6e-05	* * *
ln.pop	0.02508	0.003071	8.167	1.436e-15	* * *
ln.aland	-0.003362	0.004855	-0.6925	0.4889

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
725	38.49	0.4096	0.4005

inflow.dissim_wh.bl - int.plan

inflow.dissim_wh.bl ~ int.plan + 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)	-0.1118	0.05312	-2.105	0.03566	*
int.plan	0.01077	0.001664	6.475	1.768e-10	* * *
perc.acres.sfz	0.0638	0.01734	3.679	0.0002521	* * *
pop.below.poverty	0.02594	0.1063	0.2441	0.8072
manufactur.emp	0.5186	0.1158	4.477	8.807e-06	* * *
single.headed.fams	1.231	0.443	2.78	0.005579	* *
under18	-0.1997	0.1138	-1.755	0.07967
pop.dens	3.025e-05	7.922e-06	3.818	0.0001461	* * *
perc.bl	-0.003694	0.03413	-0.1083	0.9138
perc.hsp	-0.0501	0.02338	-2.143	0.03248	*
ln.pop	0.01565	0.003342	4.682	3.399e-06	* * *
ln.aland	0.0004034	0.004333	0.09311	0.9258

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
725	37.47	0.4406	0.432

outflow.dissim_wh.bl

outflow.dissim_wh.bl - water.poly

outflow.dissim_wh.bl ~ water.poly + 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)	-0.1811	0.05372	-3.371	0.0007896	* * *
water.poly	-6.036	11.46	-0.5266	0.5986
perc.acres.sfz	0.04397	0.01727	2.545	0.01112	*
pop.below.poverty	-0.09331	0.105	-0.889	0.3743
manufactur.emp	0.3072	0.1143	2.688	0.007361	* *
single.headed.fams	1.307	0.4361	2.998	0.002811	* *
under18	-0.009816	0.108	-0.09086	0.9276
pop.dens	4.698e-05	8.082e-06	5.813	9.266e-09	* * *
perc.bl	0.01403	0.0339	0.4139	0.6791
perc.hsp	-0.07715	0.02196	-3.513	0.0004708	* * *
ln.pop	0.01657	0.002957	5.604	2.995e-08	* * *
ln.aland	0.005786	0.004674	1.238	0.2161

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
725	37.05	0.3687	0.3589

outflow.dissim_wh.bl - int.plan

outflow.dissim_wh.bl ~ int.plan + 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)	-0.07052	0.05152	-1.369	0.1715
int.plan	0.008626	0.001614	5.345	1.217e-07	* * *
perc.acres.sfz	0.04905	0.01682	2.916	0.003654	* *
pop.below.poverty	-0.06579	0.1031	-0.6384	0.5234
manufactur.emp	0.3474	0.1123	3.093	0.002059	* *
single.headed.fams	1.057	0.4296	2.459	0.01416	*
under18	-0.1773	0.1103	-1.607	0.1085
pop.dens	4.666e-05	7.683e-06	6.073	2.039e-09	* * *
perc.bl	0.007511	0.0331	0.2269	0.8205
perc.hsp	-0.03853	0.02268	-1.699	0.08977
ln.pop	0.008859	0.003241	2.733	0.00643	* *
ln.aland	0.007414	0.004202	1.764	0.0781

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
725	36.34	0.3927	0.3834

inflow.isol_wh

inflow.isol_wh - water.poly

inflow.isol_wh ~ water.poly + 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)	1.117	0.05552	20.13	8.276e-72	* * *
water.poly	-59.86	11.85	-5.052	5.538e-07	* * *
perc.acres.sfz	0.0272	0.01785	1.524	0.1281
pop.below.poverty	0.1816	0.1085	1.674	0.09462
manufactur.emp	0.6049	0.1181	5.12	3.922e-07	* * *
single.headed.fams	1.108	0.4508	2.459	0.01418	*
under18	-0.1838	0.1117	-1.645	0.1003
pop.dens	7.271e-06	8.355e-06	0.8703	0.3844
perc.bl	-0.7677	0.03504	-21.91	6.912e-82	* * *
perc.hsp	-0.93	0.0227	-40.97	3.324e-190	* * *
ln.pop	-0.01413	0.003054	-4.628	4.38e-06	* * *
ln.aland	-0.01008	0.004831	-2.087	0.03727	*

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
731	38.3	0.895	0.8934

inflow.isol_wh - int.plan

inflow.isol_wh ~ int.plan + 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)	1.131	0.0538	21.03	7.07e-77	* * *
int.plan	0.01048	0.001686	6.217	8.585e-10	* * *
perc.acres.sfz	0.04337	0.01757	2.468	0.01381	*
pop.below.poverty	0.223	0.1076	2.072	0.03867	*
manufactur.emp	0.6457	0.1174	5.502	5.233e-08	* * *
single.headed.fams	0.7109	0.4488	1.584	0.1137
under18	-0.3415	0.1153	-2.962	0.003161	* *
pop.dens	-2.275e-06	8.027e-06	-0.2834	0.7769
perc.bl	-0.7593	0.03458	-21.95	3.748e-82	* * *
perc.hsp	-0.8793	0.02369	-37.12	2.963e-169	* * *
ln.pop	-0.02253	0.003383	-6.658	5.513e-11	* * *
ln.aland	0.0004583	0.004391	0.1044	0.9169

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
731	37.97	0.8968	0.8952

inflow.isol_bl

inflow.isol_bl - water.poly

inflow.isol_bl ~ water.poly + 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)	-0.2158	0.03834	-5.629	2.617e-08	* * *
water.poly	-34.5	8.18	-4.217	2.795e-05	* * *
perc.acres.sfz	0.05523	0.01233	4.48	8.689e-06	* * *
pop.below.poverty	-0.0359	0.07492	-0.4791	0.632
manufactur.emp	0.2785	0.08157	3.415	0.0006746	* * *
single.headed.fams	1.173	0.3113	3.767	0.0001787	* * *
under18	-0.02692	0.07711	-0.3492	0.7271
pop.dens	2.033e-05	5.769e-06	3.524	0.0004522	* * *
perc.bl	1.144	0.0242	47.26	1.343e-221	* * *
perc.hsp	-0.07995	0.01568	-5.101	4.347e-07	* * *
ln.pop	0.0215	0.002111	10.19	7.779e-23	* * *
ln.aland	-0.015	0.003336	-4.497	8.035e-06	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
723	26.44	0.9235	0.9223

inflow.isol_bl - int.plan

inflow.isol_bl ~ int.plan + 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)	-0.1749	0.03664	-4.774	2.191e-06	* * *
int.plan	0.008312	0.001147	7.244	1.135e-12	* * *
perc.acres.sfz	0.06561	0.01196	5.486	5.711e-08	* * *
pop.below.poverty	-0.005256	0.07328	-0.07172	0.9428
manufactur.emp	0.3129	0.07987	3.917	9.834e-05	* * *
single.headed.fams	0.8802	0.3055	2.881	0.004078	* *
under18	-0.1634	0.07846	-2.082	0.03766	*
pop.dens	1.504e-05	5.463e-06	2.752	0.00607	* *
perc.bl	1.146	0.02353	48.71	1.053e-228	* * *
perc.hsp	-0.04064	0.01613	-2.52	0.01195	*
ln.pop	0.01459	0.002305	6.328	4.39e-10	* * *
ln.aland	-0.008752	0.002988	-2.929	0.00351	* *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
723	25.84	0.927	0.9259

outflow.isol_wh

outflow.isol_wh - water.poly

outflow.isol_wh ~ water.poly + 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)	0.9682	0.05977	16.2	1.53e-50	* * *
water.poly	-53.87	12.76	-4.223	2.717e-05	* * *
perc.acres.sfz	0.03335	0.01922	1.735	0.08315
pop.below.poverty	0.1708	0.1168	1.462	0.1441
manufactur.emp	0.5632	0.1272	4.428	1.098e-05	* * *
single.headed.fams	1.383	0.4853	2.849	0.004511	* *
under18	-0.1154	0.1202	-0.9598	0.3375
pop.dens	1.423e-05	8.994e-06	1.582	0.114
perc.bl	-0.7614	0.03773	-20.18	4.207e-72	* * *
perc.hsp	-0.888	0.02444	-36.33	6.481e-165	* * *
ln.pop	-0.00823	0.003288	-2.503	0.01253	*
ln.aland	-0.00853	0.005201	-1.64	0.1014

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
731	41.24	0.8607	0.8586

outflow.isol_wh - int.plan

outflow.isol_wh ~ int.plan + 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)	1.033	0.05707	18.1	1.235e-60	* * *
int.plan	0.01307	0.001788	7.311	7.097e-13	* * *
perc.acres.sfz	0.04955	0.01864	2.658	0.008024	* *
pop.below.poverty	0.2194	0.1142	1.921	0.05507
manufactur.emp	0.6174	0.1245	4.959	8.828e-07	* * *
single.headed.fams	0.9235	0.4761	1.94	0.05281
under18	-0.3302	0.1223	-2.7	0.007088	* *
pop.dens	5.942e-06	8.514e-06	0.6979	0.4855
perc.bl	-0.7573	0.03668	-20.64	1.036e-74	* * *
perc.hsp	-0.8263	0.02513	-32.88	1.995e-145	* * *
ln.pop	-0.01908	0.003589	-5.316	1.416e-07	* * *
ln.aland	0.001223	0.004657	0.2626	0.7929

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
731	40.28	0.8671	0.8651

outflow.isol_bl

outflow.isol_bl - water.poly

outflow.isol_bl ~ water.poly + 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)	-0.08513	0.0248	-3.433	0.0006321	* * *
water.poly	-21.61	5.291	-4.085	4.916e-05	* * *
perc.acres.sfz	0.01997	0.007974	2.505	0.01248	*
pop.below.poverty	-0.04685	0.04846	-0.9668	0.334
manufactur.emp	0.1995	0.05276	3.782	0.0001686	* * *
single.headed.fams	0.6232	0.2013	3.095	0.002044	* *
under18	0.001879	0.04987	0.03767	0.97
pop.dens	5.112e-06	3.731e-06	1.37	0.1711
perc.bl	1.095	0.01565	69.97	4.792e-321	* * *
perc.hsp	-0.04529	0.01014	-4.467	9.242e-06	* * *
ln.pop	0.01293	0.001365	9.473	3.934e-20	* * *
ln.aland	-0.01142	0.002158	-5.291	1.623e-07	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
723	17.11	0.9571	0.9564

outflow.isol_bl - int.plan

outflow.isol_bl ~ int.plan + 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)	-0.06636	0.02387	-2.78	0.005587	* *
int.plan	0.004733	0.0007477	6.33	4.349e-10	* * *
perc.acres.sfz	0.02626	0.007793	3.369	0.0007937	* * *
pop.below.poverty	-0.02912	0.04775	-0.6099	0.5422
manufactur.emp	0.2188	0.05205	4.203	2.968e-05	* * *
single.headed.fams	0.4532	0.1991	2.277	0.02311	*
under18	-0.0741	0.05113	-1.449	0.1477
pop.dens	1.755e-06	3.56e-06	0.4929	0.6223
perc.bl	1.097	0.01534	71.54	0	* * *
perc.hsp	-0.02276	0.01051	-2.166	0.03066	*
ln.pop	0.009034	0.001502	6.014	2.896e-09	* * *
ln.aland	-0.007536	0.001947	-3.87	0.0001189	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
723	16.84	0.9584	0.9578

residential.dissim_wh.bl

residential.dissim_wh.bl - water.poly

residential.dissim_wh.bl ~ water.poly + 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)	0.315	0.0613	5.138	3.586e-07	* * *
water.poly	-50.39	13.08	-3.853	0.0001273	* * *
perc.acres.sfz	0.09802	0.01971	4.973	8.272e-07	* * *
pop.below.poverty	0.1352	0.1198	1.129	0.2592
manufactur.emp	0.4495	0.1304	3.447	6e-04	* * *
single.headed.fams	1.68	0.4977	3.375	0.0007768	* * *
under18	0.09584	0.1233	0.7774	0.4372
pop.dens	0.0001085	9.223e-06	11.76	2.613e-29	* * *
perc.bl	-0.3795	0.03869	-9.81	2.14e-21	* * *
perc.hsp	-0.1004	0.02506	-4.004	6.873e-05	* * *
ln.pop	0.009759	0.003374	2.892	0.003939	* *
ln.aland	0.0002569	0.005333	0.04817	0.9616

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
725	42.28	0.4284	0.4196

residential.dissim_wh.bl - int.plan

residential.dissim_wh.bl ~ int.plan + 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)	0.3066	0.05991	5.117	4.003e-07	* * *
int.plan	0.00742	0.001877	3.954	8.464e-05	* * *
perc.acres.sfz	0.111	0.01956	5.676	2.004e-08	* * *
pop.below.poverty	0.1655	0.1198	1.381	0.1678
manufactur.emp	0.4771	0.1306	3.652	0.0002791	* * *
single.headed.fams	1.384	0.4996	2.771	0.005737	* *
under18	-0.008861	0.1283	-0.06906	0.945
pop.dens	0.0001003	8.934e-06	11.23	4.686e-27	* * *
perc.bl	-0.371	0.03849	-9.638	9.523e-21	* * *
perc.hsp	-0.06384	0.02637	-2.421	0.01574	*
ln.pop	0.00395	0.003769	1.048	0.2951
ln.aland	0.009032	0.004887	1.848	0.065

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
725	42.26	0.429	0.4202

residential.isol_wh

residential.isol_wh - water.poly

residential.isol_wh ~ water.poly + 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)	0.9582	0.04999	19.17	1.706e-66	* * *
water.poly	-49.58	10.67	-4.647	4.004e-06	* * *
perc.acres.sfz	0.03887	0.01608	2.418	0.01587	*
pop.below.poverty	0.1378	0.09768	1.411	0.1587
manufactur.emp	0.648	0.1064	6.091	1.821e-09	* * *
single.headed.fams	1.075	0.4059	2.648	0.008275	* *
under18	-0.2555	0.1006	-2.541	0.01128	*
pop.dens	3.661e-05	7.523e-06	4.867	1.391e-06	* * *
perc.bl	-0.5402	0.03156	-17.12	2.223e-55	* * *
perc.hsp	-0.7484	0.02044	-36.61	1.205e-166	* * *
ln.pop	-0.007046	0.002749	-2.563	0.01058	*
ln.aland	-0.001925	0.00435	-0.4426	0.6582

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
733	34.49	0.8581	0.856

residential.isol_wh - int.plan

residential.isol_wh ~ int.plan + 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)	0.9922	0.04808	20.64	1.02e-74	* * *
int.plan	0.01025	0.001507	6.802	2.162e-11	* * *
perc.acres.sfz	0.05297	0.0157	3.373	0.0007829	* * *
pop.below.poverty	0.1771	0.09619	1.841	0.06609
manufactur.emp	0.6893	0.1049	6.572	9.51e-11	* * *
single.headed.fams	0.702	0.4011	1.75	0.0805
under18	-0.4175	0.103	-4.052	5.629e-05	* * *
pop.dens	2.883e-05	7.173e-06	4.02	6.438e-05	* * *
perc.bl	-0.5347	0.0309	-17.3	2.365e-56	* * *
perc.hsp	-0.6995	0.02117	-33.04	1.732e-146	* * *
ln.pop	-0.01541	0.003023	-5.099	4.371e-07	* * *
ln.aland	0.006917	0.003924	1.763	0.07835

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
733	33.93	0.8627	0.8606

residential.isol_bl

residential.isol_bl - water.poly

residential.isol_bl ~ water.poly + 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)	-0.2768	0.07058	-3.922	9.625e-05	* * *
water.poly	-62.14	15.06	-4.126	4.119e-05	* * *
perc.acres.sfz	0.06408	0.0227	2.823	0.004887	* *
pop.below.poverty	0.08717	0.1379	0.632	0.5276
manufactur.emp	0.6238	0.1502	4.154	3.667e-05	* * *
single.headed.fams	2.99	0.573	5.217	2.385e-07	* * *
under18	-0.2264	0.142	-1.595	0.1111
pop.dens	2.888e-05	1.062e-05	2.719	0.006701	* *
perc.bl	1.188	0.04454	26.66	3.402e-109	* * *
perc.hsp	-0.2021	0.02886	-7.003	5.783e-12	* * *
ln.pop	0.04669	0.003885	12.02	1.981e-30	* * *
ln.aland	-0.04017	0.006141	-6.541	1.162e-10	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
725	48.69	0.8532	0.851

residential.isol_bl - int.plan

residential.isol_bl ~ int.plan + 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)	-0.2376	0.0682	-3.483	0.000526	* * *
int.plan	0.01259	0.002136	5.894	5.8e-09	* * *
perc.acres.sfz	0.08169	0.02227	3.669	0.000262	* * *
pop.below.poverty	0.1351	0.1364	0.99	0.3225
manufactur.emp	0.6742	0.1487	4.534	6.799e-06	* * *
single.headed.fams	2.529	0.5687	4.447	1.009e-05	* * *
under18	-0.4245	0.1461	-2.906	0.003772	* *
pop.dens	1.913e-05	1.017e-05	1.881	0.06034
perc.bl	1.195	0.04382	27.27	1.022e-112	* * *
perc.hsp	-0.1418	0.03002	-4.724	2.781e-06	* * *
ln.pop	0.03641	0.004291	8.485	1.247e-16	* * *
ln.aland	-0.02909	0.005563	-5.229	2.236e-07	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
725	48.11	0.8567	0.8545

With residential-equiv controls

iv.cz.rezc <- get.all.models(czs,
                             include.res.equivalent = T,
                             div.cols = c("water.poly", "int.plan"),
                             mkdwn.output = T)

inflow.dissim_wh.bl

inflow.dissim_wh.bl - water.poly

inflow.dissim_wh.bl ~ water.poly + 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

Table continues below
	Estimate	Std. Error	t value	Pr(>\|t\|)
(Intercept)	-0.412	0.04321	-9.534	2.328e-20
water.poly	11.67	9.147	1.275	0.2026
residential.dissim_wh.bl	0.5918	0.02592	22.83	5.546e-87
perc.acres.sfz	-0.002588	0.01388	-0.1865	0.8521
pop.below.poverty	-0.09001	0.08299	-1.085	0.2785
manufactur.emp	0.2039	0.09103	2.24	0.02541
single.headed.fams	0.5694	0.3472	1.64	0.1015
under18	-0.05643	0.08537	-0.6609	0.5089
pop.dens	-3.17e-05	6.976e-06	-4.544	6.496e-06
perc.bl	0.2257	0.02853	7.912	9.693e-15
perc.hsp	-0.03972	0.01754	-2.265	0.02384
ln.pop	0.01931	0.002349	8.22	9.652e-16
ln.aland	-0.003514	0.003692	-0.9519	0.3415


(Intercept)	* * *
water.poly
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

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
725	29.27	0.6591	0.6534

inflow.dissim_wh.bl - int.plan

inflow.dissim_wh.bl ~ int.plan + 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

Table continues below
	Estimate	Std. Error	t value	Pr(>\|t\|)
(Intercept)	-0.286	0.04155	-6.882	1.297e-11
int.plan	0.006558	0.001292	5.075	4.956e-07
residential.dissim_wh.bl	0.5681	0.02551	22.27	8.7e-84
perc.acres.sfz	0.000721	0.01362	0.05293	0.9578
pop.below.poverty	-0.06806	0.08174	-0.8326	0.4053
manufactur.emp	0.2475	0.08982	2.756	0.006004
single.headed.fams	0.445	0.3421	1.301	0.1938
under18	-0.1946	0.08741	-2.227	0.02627
pop.dens	-2.675e-05	6.602e-06	-4.052	5.64e-05
perc.bl	0.2071	0.02787	7.428	3.154e-13
perc.hsp	-0.01383	0.01804	-0.7668	0.4435
ln.pop	0.0134	0.00257	5.216	2.394e-07
ln.aland	-0.004728	0.003337	-1.417	0.157


(Intercept)	* * *
int.plan	* * *
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

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
725	28.79	0.6703	0.6647

outflow.dissim_wh.bl

outflow.dissim_wh.bl - water.poly

outflow.dissim_wh.bl ~ water.poly + 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

Table continues below
	Estimate	Std. Error	t value	Pr(>\|t\|)
(Intercept)	-0.3442	0.04416	-7.794	2.304e-14
water.poly	20.06	9.348	2.146	0.03222
residential.dissim_wh.bl	0.5179	0.02649	19.55	1.916e-68
perc.acres.sfz	-0.006794	0.01418	-0.479	0.6321
pop.below.poverty	-0.1633	0.08481	-1.926	0.0545
manufactur.emp	0.07436	0.09302	0.7994	0.4243
single.headed.fams	0.4375	0.3549	1.233	0.218
under18	-0.05945	0.08725	-0.6813	0.4959
pop.dens	-9.19e-06	7.129e-06	-1.289	0.1978
perc.bl	0.2106	0.02915	7.222	1.318e-12
perc.hsp	-0.02518	0.01793	-1.405	0.1605
ln.pop	0.01151	0.002401	4.796	1.968e-06
ln.aland	0.005653	0.003773	1.498	0.1345


(Intercept)	* * *
water.poly	*
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

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
725	29.91	0.5891	0.5822

outflow.dissim_wh.bl - int.plan

outflow.dissim_wh.bl ~ int.plan + 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

Table continues below
	Estimate	Std. Error	t value	Pr(>\|t\|)
(Intercept)	-0.2224	0.04291	-5.183	2.842e-07
int.plan	0.00495	0.001334	3.71	0.0002237
residential.dissim_wh.bl	0.4954	0.02634	18.81	2.212e-64
perc.acres.sfz	-0.005956	0.01406	-0.4235	0.6721
pop.below.poverty	-0.1478	0.0844	-1.751	0.08042
manufactur.emp	0.1111	0.09273	1.198	0.2314
single.headed.fams	0.3707	0.3533	1.049	0.2944
under18	-0.1729	0.09025	-1.916	0.05573
pop.dens	-3.047e-06	6.817e-06	-0.447	0.655
perc.bl	0.1913	0.02878	6.647	5.955e-11
perc.hsp	-0.006899	0.01862	-0.3705	0.7112
ln.pop	0.006902	0.002653	2.601	0.009477
ln.aland	0.00294	0.003445	0.8532	0.3938


(Intercept)	* * *
int.plan	* * *
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

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
725	29.72	0.5943	0.5875

inflow.isol_wh

inflow.isol_wh - water.poly

inflow.isol_wh ~ water.poly + 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)	0.09511	0.0186	5.114	4.047e-07	* * *
water.poly	-6.961	3.278	-2.123	0.03408	*
residential.isol_wh	1.067	0.01128	94.62	0	* * *
perc.acres.sfz	-0.01427	0.004888	-2.919	0.003618	* *
pop.below.poverty	0.03444	0.02962	1.163	0.2453
manufactur.emp	-0.08654	0.03303	-2.62	0.008974	* *
single.headed.fams	-0.03864	0.1235	-0.3129	0.7545
under18	0.08883	0.03059	2.904	0.003795	* *
pop.dens	-3.179e-05	2.315e-06	-13.73	2.829e-38	* * *
perc.bl	-0.1913	0.01133	-16.89	4.079e-54	* * *
perc.hsp	-0.1314	0.01047	-12.56	7.701e-33	* * *
ln.pop	-0.006619	0.0008364	-7.913	9.51e-15	* * *
ln.aland	-0.008023	0.001317	-6.09	1.841e-09	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
731	10.44	0.9922	0.9921

inflow.isol_wh - int.plan

inflow.isol_wh ~ int.plan + 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)	0.0655	0.01871	3.502	0.0004909	* * *
int.plan	-0.0005273	0.0004795	-1.1	0.2718
residential.isol_wh	1.074	0.01149	93.5	0	* * *
perc.acres.sfz	-0.01353	0.004882	-2.77	0.005744	* *
pop.below.poverty	0.03277	0.02975	1.102	0.271
manufactur.emp	-0.09476	0.03331	-2.845	0.004572	* *
single.headed.fams	-0.0433	0.124	-0.3492	0.727
under18	0.107	0.03214	3.328	0.000918	* * *
pop.dens	-3.325e-05	2.237e-06	-14.86	9.618e-44	* * *
perc.bl	-0.1849	0.01134	-16.3	4.649e-51	* * *
perc.hsp	-0.1279	0.01036	-12.35	6.466e-32	* * *
ln.pop	-0.00597	0.0009494	-6.289	5.56e-10	* * *
ln.aland	-0.00697	0.001213	-5.746	1.349e-08	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
731	10.47	0.9922	0.992

inflow.isol_bl

inflow.isol_bl - water.poly

inflow.isol_bl ~ water.poly + 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)	-0.08473	0.01895	-4.47	9.083e-06	* * *
water.poly	-5.088	4.048	-1.257	0.2092
residential.isol_bl	0.4732	0.009949	47.56	6.027e-223	* * *
perc.acres.sfz	0.02491	0.006063	4.109	4.433e-05	* * *
pop.below.poverty	-0.07723	0.03665	-2.107	0.03545	*
manufactur.emp	-0.01665	0.04037	-0.4125	0.6801
single.headed.fams	-0.2423	0.1551	-1.562	0.1187
under18	0.08017	0.03778	2.122	0.03417	*
pop.dens	6.672e-06	2.836e-06	2.353	0.01891	*
perc.bl	0.5816	0.01672	34.77	1.816e-155	* * *
perc.hsp	0.01571	0.007926	1.982	0.0479	*
ln.pop	-0.000605	0.001132	-0.5345	0.5932
ln.aland	0.004013	0.00168	2.389	0.01715	*

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
723	12.93	0.9817	0.9814

inflow.isol_bl - int.plan

inflow.isol_bl ~ int.plan + 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)	-0.06412	0.01829	-3.506	0.0004844	* * *
int.plan	0.002444	0.0005817	4.201	2.993e-05	* * *
residential.isol_bl	0.4661	0.009957	46.81	3.227e-219	* * *
perc.acres.sfz	0.02754	0.005976	4.609	4.805e-06	* * *
pop.below.poverty	-0.06827	0.0363	-1.881	0.0604
manufactur.emp	-0.00141	0.04011	-0.03516	0.972
single.headed.fams	-0.2989	0.1533	-1.95	0.05157
under18	0.03443	0.03907	0.8812	0.3785
pop.dens	6.123e-06	2.711e-06	2.259	0.02421	*
perc.bl	0.5893	0.01665	35.39	6.508e-159	* * *
perc.hsp	0.02549	0.008107	3.145	0.001731	* *
ln.pop	-0.002389	0.001197	-1.995	0.04643	*
ln.aland	0.004813	0.001507	3.193	0.001471	* *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
723	12.79	0.9821	0.9818

outflow.isol_wh

outflow.isol_wh - water.poly

outflow.isol_wh ~ water.poly + 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)	-0.1231	0.02203	-5.588	3.268e-08	* * *
water.poly	2.598	3.884	0.6689	0.5038
residential.isol_wh	1.139	0.01336	85.25	0	* * *
perc.acres.sfz	-0.01092	0.005791	-1.885	0.05984
pop.below.poverty	0.01372	0.03509	0.3909	0.696
manufactur.emp	-0.1748	0.03913	-4.468	9.165e-06	* * *
single.headed.fams	0.1583	0.1463	1.082	0.2797
under18	0.1756	0.03624	4.845	1.555e-06	* * *
pop.dens	-2.747e-05	2.743e-06	-10.01	3.489e-22	* * *
perc.bl	-0.1461	0.01343	-10.88	1.22e-25	* * *
perc.hsp	-0.03553	0.0124	-2.865	0.004291	* *
ln.pop	-0.0002085	0.000991	-0.2104	0.8334
ln.aland	-0.006333	0.001561	-4.058	5.5e-05	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
731	12.37	0.9875	0.9873

outflow.isol_wh - int.plan

outflow.isol_wh ~ int.plan + 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)	-0.08668	0.02201	-3.938	9.011e-05	* * *
int.plan	0.001507	0.0005641	2.672	0.007708	* *
residential.isol_wh	1.129	0.01352	83.49	0	* * *
perc.acres.sfz	-0.01023	0.005745	-1.78	0.07549
pop.below.poverty	0.01954	0.035	0.5584	0.5767
manufactur.emp	-0.1605	0.03919	-4.096	4.676e-05	* * *
single.headed.fams	0.1311	0.1459	0.8987	0.3691
under18	0.1409	0.03782	3.726	0.0002101	* * *
pop.dens	-2.66e-05	2.633e-06	-10.1	1.578e-22	* * *
perc.bl	-0.1539	0.01334	-11.53	2.463e-28	* * *
perc.hsp	-0.03679	0.01218	-3.019	0.002623	* *
ln.pop	-0.001684	0.001117	-1.508	0.1321
ln.aland	-0.006582	0.001427	-4.611	4.736e-06	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
731	12.32	0.9876	0.9874

outflow.isol_bl

outflow.isol_bl - water.poly

outflow.isol_bl ~ water.poly + 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)	-0.0108	0.01616	-0.6683	0.5041
water.poly	-4.935	3.451	-1.43	0.1532
residential.isol_bl	0.2684	0.008481	31.64	9.114e-138	* * *
perc.acres.sfz	0.002779	0.005169	0.5377	0.5909
pop.below.poverty	-0.0703	0.03125	-2.25	0.02477	*
manufactur.emp	0.03213	0.03442	0.9336	0.3508
single.headed.fams	-0.1793	0.1322	-1.356	0.1756
under18	0.06261	0.03221	1.944	0.05226
pop.dens	-2.633e-06	2.418e-06	-1.089	0.2764
perc.bl	0.7763	0.01426	54.46	1.082e-255	* * *
perc.hsp	0.008963	0.006756	1.327	0.1851
ln.pop	0.0003978	0.000965	0.4123	0.6803
ln.aland	-0.0006321	0.001432	-0.4414	0.659

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
723	11.03	0.9822	0.9819

outflow.isol_bl - int.plan

outflow.isol_bl ~ int.plan + 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)	-0.003352	0.0157	-0.2135	0.831
int.plan	0.001396	0.0004994	2.795	0.005338	* *
residential.isol_bl	0.2651	0.008549	31.01	3.944e-134	* * *
perc.acres.sfz	0.004609	0.005131	0.8982	0.3694
pop.below.poverty	-0.06496	0.03116	-2.084	0.03749	*
manufactur.emp	0.04005	0.03443	1.163	0.2452
single.headed.fams	-0.2174	0.1316	-1.652	0.09906
under18	0.03839	0.03354	1.145	0.2528
pop.dens	-3.314e-06	2.328e-06	-1.424	0.155
perc.bl	0.7805	0.0143	54.59	2.56e-256	* * *
perc.hsp	0.01485	0.00696	2.134	0.03321	*
ln.pop	-0.0006202	0.001028	-0.6034	0.5465
ln.aland	0.0001784	0.001294	0.1379	0.8904

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
723	10.98	0.9823	0.9821

CBSAs

No residential-equiv controls

cbsas <- setup.to.model_iv("cbsa")

## Rows: 945
## Columns: 46
## Delimiter: ","
## chr [ 3]: cbsa_name, cbsa.name, plc.geoid
## dbl [37]: cbsa, cbsa.ius.rays, cbsas.1947.plan.rays, rays.interstates.and.intersecting.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

iv.cbsa <- get.all.models(cbsas,
                          include.res.equivalent = F,
                          div.cols = c("water.poly", "int.plan"),
                          mkdwn.output = T)

inflow.dissim_wh.bl

inflow.dissim_wh.bl - water.poly

inflow.dissim_wh.bl ~ water.poly + 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)	-0.2603	0.0405	-6.427	2.138e-10	* * *
water.poly	-3.307	5.546	-0.5964	0.5511
perc.acres.sfz	0.01918	0.01321	1.452	0.1467
pop.below.poverty	-0.08432	0.08393	-1.005	0.3154
manufactur.emp	0.309	0.09601	3.218	0.001337	* *
single.headed.fams	1.267	0.3139	4.036	5.924e-05	* * *
under18	-0.07392	0.09328	-0.7925	0.4283
pop.dens	3.546e-05	1.129e-05	3.141	0.00174	* *
perc.bl	0.06725	0.0281	2.393	0.01693	*
perc.hsp	-0.09509	0.01813	-5.246	1.956e-07	* * *
ln.pop	0.03386	0.003235	10.47	3.081e-24	* * *
ln.aland	-0.007378	0.004602	-1.603	0.1092

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	30.32	0.6148	0.61

inflow.dissim_wh.bl - int.plan

inflow.dissim_wh.bl ~ int.plan + 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)	-0.1069	0.04025	-2.655	0.00808	* *
int.plan	0.01067	0.00141	7.57	9.508e-14	* * *
perc.acres.sfz	0.02403	0.0128	1.876	0.06095
pop.below.poverty	-0.1041	0.08119	-1.282	0.2002
manufactur.emp	0.2883	0.09299	3.101	0.001993	* *
single.headed.fams	1.043	0.305	3.42	0.000656	* * *
under18	-0.2095	0.09211	-2.275	0.02316	*
pop.dens	4.672e-05	1.104e-05	4.232	2.564e-05	* * *
perc.bl	0.06545	0.02719	2.407	0.01629	*
perc.hsp	-0.04492	0.01873	-2.398	0.01667	*
ln.pop	0.0225	0.003473	6.479	1.54e-10	* * *
ln.aland	-0.006076	0.003973	-1.529	0.1265

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	29.38	0.6384	0.6339

outflow.dissim_wh.bl

outflow.dissim_wh.bl - water.poly

outflow.dissim_wh.bl ~ water.poly + 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)	-0.2326	0.03706	-6.276	5.469e-10	* * *
water.poly	3.78	5.075	0.7447	0.4567
perc.acres.sfz	0.01291	0.01209	1.068	0.2856
pop.below.poverty	-0.1447	0.07681	-1.884	0.05988
manufactur.emp	0.172	0.08786	1.958	0.05056
single.headed.fams	0.9472	0.2872	3.298	0.001014	* *
under18	-0.03067	0.08537	-0.3592	0.7195
pop.dens	4.682e-05	1.033e-05	4.531	6.687e-06	* * *
perc.bl	0.05156	0.02572	2.005	0.0453	*
perc.hsp	-0.08068	0.01659	-4.863	1.37e-06	* * *
ln.pop	0.02697	0.002961	9.109	5.563e-19	* * *
ln.aland	0.0004508	0.004212	0.107	0.9148

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	27.75	0.6101	0.6052

outflow.dissim_wh.bl - int.plan

outflow.dissim_wh.bl ~ int.plan + 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)	-0.1088	0.03741	-2.907	0.003746	* *
int.plan	0.007073	0.001311	5.397	8.732e-08	* * *
perc.acres.sfz	0.01564	0.0119	1.315	0.189
pop.below.poverty	-0.1641	0.07546	-2.175	0.02991	*
manufactur.emp	0.1541	0.08643	1.783	0.07498
single.headed.fams	0.8162	0.2835	2.879	0.004084	* *
under18	-0.119	0.08561	-1.39	0.1649
pop.dens	5.44e-05	1.026e-05	5.302	1.455e-07	* * *
perc.bl	0.04871	0.02527	1.927	0.05428
perc.hsp	-0.04839	0.01741	-2.78	0.005556	* *
ln.pop	0.01949	0.003228	6.038	2.311e-09	* * *
ln.aland	-0.0009364	0.003692	-0.2536	0.7999

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	27.31	0.6225	0.6177

inflow.isol_wh

inflow.isol_wh - water.poly

inflow.isol_wh ~ water.poly + 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)	0.7969	0.04784	16.66	2.496e-54	* * *
water.poly	3.321	6.551	0.507	0.6123
perc.acres.sfz	0.06036	0.0156	3.869	0.0001175	* * *
pop.below.poverty	0.2693	0.09912	2.716	0.006731	* *
manufactur.emp	0.4742	0.1134	4.182	3.177e-05	* * *
single.headed.fams	1.414	0.3707	3.815	0.0001457	* * *
under18	-0.3748	0.1102	-3.402	0.0006996	* * *
pop.dens	-5.617e-05	1.334e-05	-4.212	2.797e-05	* * *
perc.bl	-0.7508	0.0332	-22.62	1.583e-89	* * *
perc.hsp	-0.9271	0.02141	-43.3	1.168e-219	* * *
ln.pop	-0.008583	0.003821	-2.246	0.02495	*
ln.aland	0.01531	0.005436	2.816	0.004969	* *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
886	35.82	0.8746	0.873

inflow.isol_wh - int.plan

inflow.isol_wh ~ int.plan + 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)	0.9536	0.04825	19.76	3.722e-72	* * *
int.plan	0.009298	0.00169	5.502	4.937e-08	* * *
perc.acres.sfz	0.06407	0.01535	4.174	3.288e-05	* * *
pop.below.poverty	0.2453	0.0973	2.521	0.01187	*
manufactur.emp	0.452	0.1115	4.055	5.463e-05	* * *
single.headed.fams	1.238	0.3656	3.385	0.000744	* * *
under18	-0.4915	0.1104	-4.452	9.599e-06	* * *
pop.dens	-4.624e-05	1.323e-05	-3.494	0.0004996	* * *
perc.bl	-0.7541	0.03259	-23.14	9.389e-93	* * *
perc.hsp	-0.8844	0.02245	-39.4	5.828e-196	* * *
ln.pop	-0.01842	0.004163	-4.425	1.085e-05	* * *
ln.aland	0.01411	0.004762	2.962	0.003135	* *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
886	35.22	0.8788	0.8772

inflow.isol_bl

inflow.isol_bl - water.poly

inflow.isol_bl ~ water.poly + 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)	-0.2937	0.03142	-9.349	7.197e-20	* * *
water.poly	-5.508	4.302	-1.28	0.2009
perc.acres.sfz	0.03897	0.01025	3.803	0.0001527	* * *
pop.below.poverty	0.06683	0.06512	1.026	0.305
manufactur.emp	0.2335	0.07448	3.135	0.001775	* *
single.headed.fams	0.949	0.2435	3.898	0.0001045	* * *
under18	-0.07043	0.07237	-0.9732	0.3307
pop.dens	1.343e-05	8.759e-06	1.534	0.1255
perc.bl	1.152	0.0218	52.84	3.17e-274	* * *
perc.hsp	-0.1085	0.01406	-7.716	3.268e-14	* * *
ln.pop	0.02142	0.00251	8.533	6.268e-17	* * *
ln.aland	-0.00412	0.00357	-1.154	0.2488

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	23.52	0.9203	0.9193

inflow.isol_bl - int.plan

inflow.isol_bl ~ int.plan + 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)	-0.1885	0.0313	-6.023	2.519e-09	* * *
int.plan	0.008096	0.001096	7.384	3.578e-13	* * *
perc.acres.sfz	0.04289	0.009956	4.308	1.839e-05	* * *
pop.below.poverty	0.05502	0.06312	0.8716	0.3837
manufactur.emp	0.22	0.0723	3.043	0.002414	* *
single.headed.fams	0.7709	0.2372	3.25	0.001196	* *
under18	-0.1741	0.07161	-2.43	0.01528	*
pop.dens	2.191e-05	8.584e-06	2.552	0.01087	*
perc.bl	1.152	0.02114	54.47	4.77e-283	* * *
perc.hsp	-0.06999	0.01456	-4.806	1.813e-06	* * *
ln.pop	0.01277	0.002701	4.73	2.622e-06	* * *
ln.aland	-0.002003	0.003089	-0.6484	0.5169

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	22.84	0.9249	0.9239

outflow.isol_wh

outflow.isol_wh - water.poly

outflow.isol_wh ~ water.poly + 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)	0.6555	0.05149	12.73	3.488e-34	* * *
water.poly	6.304	7.051	0.8942	0.3715
perc.acres.sfz	0.06108	0.01679	3.638	0.0002912	* * *
pop.below.poverty	0.2917	0.1067	2.734	0.006379	* *
manufactur.emp	0.5104	0.122	4.182	3.183e-05	* * *
single.headed.fams	1.653	0.399	4.144	3.753e-05	* * *
under18	-0.3576	0.1186	-3.016	0.002639	* *
pop.dens	-4.733e-05	1.435e-05	-3.298	0.001014	* *
perc.bl	-0.7632	0.03573	-21.36	8.709e-82	* * *
perc.hsp	-0.8941	0.02305	-38.8	2.988e-192	* * *
ln.pop	-0.002202	0.004113	-0.5354	0.5925
ln.aland	0.01683	0.005851	2.876	0.004123	* *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
886	38.55	0.8373	0.8352

outflow.isol_wh - int.plan

outflow.isol_wh ~ int.plan + 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)	0.8623	0.05159	16.71	1.281e-54	* * *
int.plan	0.01181	0.001807	6.536	1.07e-10	* * *
perc.acres.sfz	0.06563	0.01641	3.999	6.901e-05	* * *
pop.below.poverty	0.2591	0.104	2.491	0.01294	*
manufactur.emp	0.4806	0.1192	4.032	6.007e-05	* * *
single.headed.fams	1.435	0.3909	3.67	0.0002575	* * *
under18	-0.5053	0.118	-4.281	2.069e-05	* * *
pop.dens	-3.467e-05	1.415e-05	-2.45	0.01446	*
perc.bl	-0.7679	0.03485	-22.03	6.44e-86	* * *
perc.hsp	-0.8402	0.024	-35	1.779e-168	* * *
ln.pop	-0.01468	0.004451	-3.299	0.001011	* *
ln.aland	0.01452	0.005092	2.851	0.004465	* *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
886	37.66	0.8447	0.8428

outflow.isol_bl

outflow.isol_bl - water.poly

outflow.isol_bl ~ water.poly + 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)	-0.1643	0.02034	-8.081	2.135e-15	* * *
water.poly	-3.922	2.785	-1.408	0.1594
perc.acres.sfz	0.01664	0.006633	2.508	0.01231	*
pop.below.poverty	0.009394	0.04215	0.2229	0.8237
manufactur.emp	0.1453	0.04821	3.014	0.002653	* *
single.headed.fams	0.4818	0.1576	3.057	0.002304	* *
under18	-0.02667	0.04684	-0.5693	0.5693
pop.dens	-3.297e-06	5.67e-06	-0.5816	0.561
perc.bl	1.102	0.01411	78.08	0	* * *
perc.hsp	-0.05945	0.009104	-6.53	1.117e-10	* * *
ln.pop	0.01449	0.001625	8.916	2.772e-18	* * *
ln.aland	-0.004119	0.002311	-1.782	0.07505

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	15.23	0.9555	0.9549

outflow.isol_bl - int.plan

outflow.isol_bl ~ int.plan + 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)	-0.09956	0.0203	-4.905	1.112e-06	* * *
int.plan	0.005112	0.0007109	7.191	1.387e-12	* * *
perc.acres.sfz	0.01914	0.006456	2.965	0.003106	* *
pop.below.poverty	0.002401	0.04093	0.05867	0.9532
manufactur.emp	0.1371	0.04688	2.924	0.003541	* *
single.headed.fams	0.368	0.1538	2.393	0.01691	*
under18	-0.09222	0.04644	-1.986	0.04737	*
pop.dens	2.045e-06	5.566e-06	0.3674	0.7134
perc.bl	1.102	0.01371	80.37	0	* * *
perc.hsp	-0.03504	0.009443	-3.711	0.0002195	* * *
ln.pop	0.009025	0.001751	5.154	3.159e-07	* * *
ln.aland	-0.002614	0.002003	-1.305	0.1921

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	14.81	0.9579	0.9573

residential.dissim_wh.bl

residential.dissim_wh.bl - water.poly

residential.dissim_wh.bl ~ water.poly + 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)	0.2553	0.0531	4.807	1.802e-06	* * *
water.poly	1.279	7.272	0.1758	0.8605
perc.acres.sfz	0.1054	0.01732	6.084	1.755e-09	* * *
pop.below.poverty	0.0528	0.1101	0.4798	0.6315
manufactur.emp	0.2794	0.1259	2.22	0.02669	*
single.headed.fams	2.001	0.4115	4.863	1.374e-06	* * *
under18	0.189	0.1223	1.545	0.1226
pop.dens	0.0001734	1.48e-05	11.71	1.604e-29	* * *
perc.bl	-0.3094	0.03685	-8.396	1.854e-16	* * *
perc.hsp	-0.1487	0.02377	-6.254	6.238e-10	* * *
ln.pop	-0.006695	0.004242	-1.578	0.1148
ln.aland	0.02533	0.006034	4.198	2.97e-05	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	39.76	0.4253	0.4181

residential.dissim_wh.bl - int.plan

residential.dissim_wh.bl ~ int.plan + 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)	0.4578	0.05307	8.626	2.956e-17	* * *
int.plan	0.01274	0.001859	6.853	1.363e-11	* * *
perc.acres.sfz	0.1107	0.01688	6.559	9.257e-11	* * *
pop.below.poverty	0.02373	0.107	0.2217	0.8246
manufactur.emp	0.2511	0.1226	2.048	0.04085	*
single.headed.fams	1.749	0.4021	4.35	1.519e-05	* * *
under18	0.02852	0.1214	0.2349	0.8144
pop.dens	0.0001869	1.455e-05	12.84	1.071e-34	* * *
perc.bl	-0.313	0.03585	-8.731	1.264e-17	* * *
perc.hsp	-0.08963	0.02469	-3.63	3e-04	* * *
ln.pop	-0.02021	0.004579	-4.414	1.144e-05	* * *
ln.aland	0.02492	0.005237	4.757	2.294e-06	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	38.73	0.4546	0.4478

residential.isol_wh

residential.isol_wh - water.poly

residential.isol_wh ~ water.poly + 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)	0.7294	0.0452	16.14	1.775e-51	* * *
water.poly	5.643	6.189	0.9117	0.3622
perc.acres.sfz	0.06458	0.01474	4.381	1.325e-05	* * *
pop.below.poverty	0.1799	0.09366	1.921	0.05501
manufactur.emp	0.5623	0.1071	5.248	1.931e-07	* * *
single.headed.fams	1.423	0.3503	4.062	5.301e-05	* * *
under18	-0.4048	0.1041	-3.889	0.0001081	* * *
pop.dens	2.646e-06	1.26e-05	0.21	0.8337
perc.bl	-0.5207	0.03136	-16.6	5.145e-54	* * *
perc.hsp	-0.7563	0.02023	-37.38	1.857e-183	* * *
ln.pop	-0.006248	0.00361	-1.731	0.08388
ln.aland	0.02022	0.005136	3.937	8.899e-05	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
886	33.84	0.8217	0.8194

residential.isol_wh - int.plan

residential.isol_wh ~ int.plan + 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)	0.9149	0.04524	20.22	6.927e-75	* * *
int.plan	0.0106	0.001585	6.688	4.045e-11	* * *
perc.acres.sfz	0.06866	0.01439	4.771	2.153e-06	* * *
pop.below.poverty	0.1507	0.09124	1.652	0.09889
manufactur.emp	0.5355	0.1045	5.124	3.682e-07	* * *
single.headed.fams	1.227	0.3428	3.578	0.0003653	* * *
under18	-0.5374	0.1035	-5.192	2.594e-07	* * *
pop.dens	1.4e-05	1.241e-05	1.128	0.2595
perc.bl	-0.525	0.03056	-17.18	3.324e-57	* * *
perc.hsp	-0.7079	0.02105	-33.63	9.049e-160	* * *
ln.pop	-0.01745	0.003903	-4.469	8.874e-06	* * *
ln.aland	0.01815	0.004465	4.065	5.231e-05	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
886	33.02	0.8302	0.828

residential.isol_bl

residential.isol_bl - water.poly

residential.isol_bl ~ water.poly + 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)	-0.4821	0.05833	-8.264	5.193e-16	* * *
water.poly	-7.712	7.988	-0.9655	0.3346
perc.acres.sfz	0.05974	0.01903	3.14	0.001747	* *
pop.below.poverty	0.2754	0.1209	2.278	0.02295	*
manufactur.emp	0.3758	0.1383	2.718	0.006707	* *
single.headed.fams	2.626	0.4521	5.809	8.778e-09	* * *
under18	-0.2545	0.1344	-1.895	0.05849
pop.dens	3.216e-05	1.626e-05	1.977	0.04832	*
perc.bl	1.229	0.04048	30.35	1.077e-138	* * *
perc.hsp	-0.2624	0.02611	-10.05	1.452e-22	* * *
ln.pop	0.04544	0.00466	9.751	2.149e-21	* * *
ln.aland	-0.01553	0.006629	-2.343	0.01933	*

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	43.67	0.8513	0.8495

residential.isol_bl - int.plan

residential.isol_bl ~ int.plan + 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)	-0.2763	0.05807	-4.758	2.292e-06	* * *
int.plan	0.0151	0.002034	7.425	2.681e-13	* * *
perc.acres.sfz	0.06683	0.01847	3.618	0.0003139	* * *
pop.below.poverty	0.2507	0.1171	2.141	0.03258	*
manufactur.emp	0.3488	0.1341	2.6	0.00948	* *
single.headed.fams	2.301	0.44	5.23	2.122e-07	* * *
under18	-0.4472	0.1329	-3.366	0.0007966	* * *
pop.dens	4.802e-05	1.593e-05	3.015	0.002642	* *
perc.bl	1.227	0.03923	31.28	1.195e-144	* * *
perc.hsp	-0.191	0.02702	-7.068	3.211e-12	* * *
ln.pop	0.02934	0.00501	5.855	6.736e-09	* * *
ln.aland	-0.01255	0.005731	-2.19	0.02882	*

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	42.38	0.86	0.8582

With residential-equiv controls

iv.cz.rezc <- get.all.models(cbsas,
                             include.res.equivalent = T,
                             div.cols = c("water.poly", "int.plan"),
                             mkdwn.output = T)

inflow.dissim_wh.bl

inflow.dissim_wh.bl - water.poly

inflow.dissim_wh.bl ~ water.poly + 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

Table continues below
	Estimate	Std. Error	t value	Pr(>\|t\|)
(Intercept)	-0.3915	0.03032	-12.91	4.952e-35
water.poly	-3.965	4.098	-0.9674	0.3336
residential.dissim_wh.bl	0.5142	0.01908	26.95	6.966e-117
perc.acres.sfz	-0.03499	0.009966	-3.511	0.0004694
pop.below.poverty	-0.1115	0.06204	-1.797	0.0727
manufactur.emp	0.1653	0.07115	2.323	0.0204
single.headed.fams	0.2377	0.2351	1.011	0.3121
under18	-0.1711	0.06903	-2.479	0.01337
pop.dens	-5.367e-05	8.975e-06	-5.98	3.256e-09
perc.bl	0.2263	0.02159	10.48	2.697e-24
perc.hsp	-0.01865	0.01369	-1.362	0.1735
ln.pop	0.03731	0.002394	15.58	1.758e-48
ln.aland	-0.0204	0.003435	-5.939	4.128e-09


(Intercept)	* * *
water.poly
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	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	22.41	0.7899	0.787

inflow.dissim_wh.bl - int.plan

inflow.dissim_wh.bl ~ int.plan + 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

Table continues below
	Estimate	Std. Error	t value	Pr(>\|t\|)
(Intercept)	-0.3342	0.03172	-10.54	1.601e-24
int.plan	0.004347	0.001095	3.971	7.76e-05
residential.dissim_wh.bl	0.4966	0.01942	25.58	4.228e-108
perc.acres.sfz	-0.03096	0.00992	-3.121	0.001861
pop.below.poverty	-0.1159	0.0614	-1.887	0.05953
manufactur.emp	0.1636	0.0705	2.321	0.0205
single.headed.fams	0.1743	0.2332	0.7475	0.455
under18	-0.2237	0.06966	-3.211	0.001371
pop.dens	-4.61e-05	9.105e-06	-5.063	5.029e-07
perc.bl	0.2209	0.02144	10.3	1.471e-23
perc.hsp	-0.0004113	0.01427	-0.02882	0.977
ln.pop	0.03254	0.002656	12.25	5.911e-32
ln.aland	-0.01845	0.003043	-6.062	1.995e-09


(Intercept)	* * *
int.plan	* * *
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	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	22.22	0.7934	0.7906

outflow.dissim_wh.bl

outflow.dissim_wh.bl - water.poly

outflow.dissim_wh.bl ~ water.poly + 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

Table continues below
	Estimate	Std. Error	t value	Pr(>\|t\|)
(Intercept)	-0.3462	0.02895	-11.96	1.24e-30
water.poly	3.211	3.912	0.8206	0.4121
residential.dissim_wh.bl	0.445	0.01821	24.44	7.195e-101
perc.acres.sfz	-0.03397	0.009514	-3.57	0.0003758
pop.below.poverty	-0.1682	0.05922	-2.841	0.004608
manufactur.emp	0.04768	0.06792	0.7021	0.4828
single.headed.fams	0.0568	0.2244	0.2531	0.8002
under18	-0.1148	0.0659	-1.742	0.08191
pop.dens	-3.032e-05	8.568e-06	-3.539	0.0004232
perc.bl	0.1892	0.02061	9.181	3.04e-19
perc.hsp	-0.01453	0.01307	-1.111	0.2667
ln.pop	0.02995	0.002285	13.1	6.147e-36
ln.aland	-0.01082	0.003279	-3.3	0.001007


(Intercept)	* * *
water.poly
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	* *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	21.39	0.7686	0.7654

outflow.dissim_wh.bl - int.plan

outflow.dissim_wh.bl ~ int.plan + 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

Table continues below
	Estimate	Std. Error	t value	Pr(>\|t\|)
(Intercept)	-0.3098	0.03051	-10.15	5.726e-23
int.plan	0.001479	0.001053	1.404	0.1606
residential.dissim_wh.bl	0.4391	0.01868	23.51	4.786e-95
perc.acres.sfz	-0.03298	0.009543	-3.456	0.0005757
pop.below.poverty	-0.1745	0.05907	-2.955	0.003215
manufactur.emp	0.04383	0.06782	0.6462	0.5183
single.headed.fams	0.04809	0.2243	0.2144	0.8303
under18	-0.1315	0.06701	-1.962	0.05003
pop.dens	-2.767e-05	8.758e-06	-3.159	0.001637
perc.bl	0.1862	0.02063	9.024	1.14e-18
perc.hsp	-0.009034	0.01373	-0.658	0.5107
ln.pop	0.02837	0.002555	11.1	7.074e-27
ln.aland	-0.01188	0.002928	-4.057	5.415e-05


(Intercept)	* * *
int.plan
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	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	21.37	0.7689	0.7657

inflow.isol_wh

inflow.isol_wh - water.poly

inflow.isol_wh ~ water.poly + 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)	0.04863	0.0134	3.629	0.0003009	* * *
water.poly	-2.468	1.611	-1.532	0.126
residential.isol_wh	1.026	0.008802	116.6	0	* * *
perc.acres.sfz	-0.005892	0.003878	-1.52	0.129
pop.below.poverty	0.08464	0.02442	3.466	0.0005548	* * *
manufactur.emp	-0.1026	0.02832	-3.623	0.0003076	* * *
single.headed.fams	-0.04537	0.092	-0.4932	0.622
under18	0.04057	0.02732	1.485	0.1379
pop.dens	-5.888e-05	3.279e-06	-17.96	1.317e-61	* * *
perc.bl	-0.2165	0.009361	-23.13	1.019e-92	* * *
perc.hsp	-0.1511	0.008487	-17.81	9.279e-61	* * *
ln.pop	-0.002173	0.0009411	-2.309	0.02119	*
ln.aland	-0.005437	0.001348	-4.033	5.995e-05	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
886	8.806	0.9924	0.9923

inflow.isol_wh - int.plan

inflow.isol_wh ~ int.plan + 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)	0.008464	0.01452	0.5831	0.56
int.plan	-0.00165	0.0004302	-3.836	0.0001342	* * *
residential.isol_wh	1.033	0.008957	115.3	0	* * *
perc.acres.sfz	-0.00686	0.00386	-1.777	0.07591
pop.below.poverty	0.08962	0.0242	3.704	0.0002259	* * *
manufactur.emp	-0.1013	0.02809	-3.606	0.0003282	* * *
single.headed.fams	-0.02971	0.09145	-0.3249	0.7453
under18	0.06369	0.02783	2.289	0.02234	*
pop.dens	-6.07e-05	3.288e-06	-18.46	1.708e-64	* * *
perc.bl	-0.2117	0.00936	-22.62	1.664e-89	* * *
perc.hsp	-0.153	0.008443	-18.12	1.511e-62	* * *
ln.pop	-0.000398	0.001045	-0.3808	0.7035
ln.aland	-0.004646	0.001194	-3.892	0.0001068	* * *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
886	8.744	0.9925	0.9924

inflow.isol_bl

inflow.isol_bl - water.poly

inflow.isol_bl ~ water.poly + 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)	-0.0693	0.01641	-4.222	2.673e-05	* * *
water.poly	-1.917	2.166	-0.8851	0.3763
residential.isol_bl	0.4656	0.009172	50.76	1.378e-262	* * *
perc.acres.sfz	0.01116	0.005185	2.153	0.03159	*
pop.below.poverty	-0.0614	0.03286	-1.869	0.06202
manufactur.emp	0.05855	0.03763	1.556	0.1201
single.headed.fams	-0.2736	0.1248	-2.192	0.02866	*
under18	0.04808	0.03648	1.318	0.1879
pop.dens	-1.537e-06	4.417e-06	-0.3479	0.728
perc.bl	0.5802	0.01573	36.9	2.892e-180	* * *
perc.hsp	0.01366	0.007474	1.828	0.06789
ln.pop	0.0002611	0.00133	0.1964	0.8444
ln.aland	0.003111	0.001802	1.727	0.08459

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	11.84	0.9799	0.9796

inflow.isol_bl - int.plan

inflow.isol_bl ~ int.plan + 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)	-0.06105	0.0164	-3.723	0.0002094	* * *
int.plan	0.001127	0.0005847	1.928	0.05416
residential.isol_bl	0.4614	0.009436	48.9	4.217e-252	* * *
perc.acres.sfz	0.01205	0.005188	2.323	0.02042	*
pop.below.poverty	-0.06065	0.03274	-1.853	0.06426
manufactur.emp	0.05909	0.03754	1.574	0.1159
single.headed.fams	-0.2909	0.1246	-2.335	0.01976	*
under18	0.03228	0.03728	0.8658	0.3868
pop.dens	-2.473e-07	4.463e-06	-0.0554	0.9558
perc.bl	0.5856	0.01592	36.77	1.727e-179	* * *
perc.hsp	0.01812	0.007745	2.34	0.0195	*
ln.pop	-0.0007632	0.001424	-0.5359	0.5922
ln.aland	0.003787	0.001602	2.364	0.01831	*

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	11.82	0.9799	0.9796

outflow.isol_wh

outflow.isol_wh - water.poly

outflow.isol_wh ~ water.poly + 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)	-0.1362	0.01781	-7.651	5.268e-14	* * *
water.poly	0.179	2.141	0.08357	0.9334
residential.isol_wh	1.085	0.0117	92.8	0	* * *
perc.acres.sfz	-0.009011	0.005153	-1.749	0.08068
pop.below.poverty	0.09638	0.03245	2.97	0.003062	* *
manufactur.emp	-0.09993	0.03763	-2.656	0.00806	* *
single.headed.fams	0.1089	0.1223	0.8906	0.3734
under18	0.08187	0.0363	2.255	0.02437	*
pop.dens	-5.02e-05	4.357e-06	-11.52	1.076e-28	* * *
perc.bl	-0.1979	0.01244	-15.91	2.964e-50	* * *
perc.hsp	-0.07317	0.01128	-6.488	1.457e-10	* * *
ln.pop	0.00458	0.001251	3.662	0.000265	* * *
ln.aland	-0.005122	0.001792	-2.859	0.004357	* *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
886	11.7	0.985	0.9848

outflow.isol_wh - int.plan

outflow.isol_wh ~ int.plan + 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)	-0.1294	0.01942	-6.665	4.69e-11	* * *
int.plan	0.0003242	0.0005756	0.5633	0.5734
residential.isol_wh	1.084	0.01198	90.45	0	* * *
perc.acres.sfz	-0.008793	0.005165	-1.702	0.08903
pop.below.poverty	0.09574	0.03238	2.957	0.00319	* *
manufactur.emp	-0.09993	0.03758	-2.659	0.007979	* *
single.headed.fams	0.105	0.1224	0.8582	0.391
under18	0.07723	0.03724	2.074	0.03838	*
pop.dens	-4.985e-05	4.4e-06	-11.33	7.314e-28	* * *
perc.bl	-0.1988	0.01252	-15.88	4.629e-50	* * *
perc.hsp	-0.0728	0.0113	-6.445	1.916e-10	* * *
ln.pop	0.004228	0.001399	3.023	0.002576	* *
ln.aland	-0.005161	0.001597	-3.232	0.001276	* *

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
886	11.7	0.985	0.9848

outflow.isol_bl

outflow.isol_bl - water.poly

outflow.isol_bl ~ water.poly + 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)	-0.04124	0.01439	-2.866	0.004251	* *
water.poly	-1.953	1.898	-1.029	0.3039
residential.isol_bl	0.2554	0.008038	31.77	9.334e-148	* * *
perc.acres.sfz	0.001383	0.004544	0.3043	0.761
pop.below.poverty	-0.06094	0.0288	-2.116	0.03461	*
manufactur.emp	0.04935	0.03298	1.496	0.135
single.headed.fams	-0.1888	0.1094	-1.726	0.08474
under18	0.03833	0.03198	1.199	0.2309
pop.dens	-1.151e-05	3.871e-06	-2.973	0.003029	* *
perc.bl	0.7883	0.01378	57.19	2.471e-297	* * *
perc.hsp	0.007575	0.006551	1.156	0.2479
ln.pop	0.002882	0.001165	2.473	0.01358	*
ln.aland	-0.0001523	0.001579	-0.09644	0.9232

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	10.37	0.9794	0.9791

outflow.isol_bl - int.plan

outflow.isol_bl ~ int.plan + 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)	-0.03038	0.01435	-2.117	0.03455	*
int.plan	0.00133	0.0005117	2.599	0.009497	* *
residential.isol_bl	0.2504	0.008257	30.33	1.634e-138	* * *
perc.acres.sfz	0.002409	0.00454	0.5306	0.5959
pop.below.poverty	-0.06037	0.02865	-2.108	0.03535	*
manufactur.emp	0.04977	0.03285	1.515	0.1302
single.headed.fams	-0.2082	0.109	-1.91	0.05646
under18	0.01977	0.03262	0.6059	0.5447
pop.dens	-9.98e-06	3.906e-06	-2.555	0.01078	*
perc.bl	0.7946	0.01394	57.02	2.005e-296	* * *
perc.hsp	0.01278	0.006777	1.885	0.05971
ln.pop	0.001679	0.001246	1.347	0.1783
ln.aland	0.0005278	0.001402	0.3765	0.7066

Fitting linear model: formula
Observations	Residual Std. Error	\(R^2\)	Adjusted \(R^2\)
885	10.34	0.9795	0.9792

Division / mvmt / segregation models

kira

Models

CZs

No residential-equiv controls

inflow.dissim_wh.bl

inflow.dissim_wh.bl - water.poly

inflow.dissim_wh.bl - int.plan

outflow.dissim_wh.bl

outflow.dissim_wh.bl - water.poly

outflow.dissim_wh.bl - int.plan

inflow.isol_wh

inflow.isol_wh - water.poly

inflow.isol_wh - int.plan

inflow.isol_bl

inflow.isol_bl - water.poly

inflow.isol_bl - int.plan

outflow.isol_wh

outflow.isol_wh - water.poly

outflow.isol_wh - int.plan

outflow.isol_bl

outflow.isol_bl - water.poly

outflow.isol_bl - int.plan

residential.dissim_wh.bl

residential.dissim_wh.bl - water.poly

residential.dissim_wh.bl - int.plan

residential.isol_wh

residential.isol_wh - water.poly

residential.isol_wh - int.plan

residential.isol_bl

residential.isol_bl - water.poly

residential.isol_bl - int.plan

With residential-equiv controls

inflow.dissim_wh.bl

inflow.dissim_wh.bl - water.poly

inflow.dissim_wh.bl - int.plan

outflow.dissim_wh.bl

outflow.dissim_wh.bl - water.poly

outflow.dissim_wh.bl - int.plan

inflow.isol_wh

inflow.isol_wh - water.poly

inflow.isol_wh - int.plan

inflow.isol_bl

inflow.isol_bl - water.poly

inflow.isol_bl - int.plan

outflow.isol_wh

outflow.isol_wh - water.poly

outflow.isol_wh - int.plan

outflow.isol_bl

outflow.isol_bl - water.poly

outflow.isol_bl - int.plan

CBSAs

No residential-equiv controls

inflow.dissim_wh.bl

inflow.dissim_wh.bl - water.poly

inflow.dissim_wh.bl - int.plan

outflow.dissim_wh.bl

outflow.dissim_wh.bl - water.poly

outflow.dissim_wh.bl - int.plan

inflow.isol_wh

inflow.isol_wh - water.poly

inflow.isol_wh - int.plan

inflow.isol_bl

inflow.isol_bl - water.poly

inflow.isol_bl - int.plan

outflow.isol_wh

outflow.isol_wh - water.poly

outflow.isol_wh - int.plan

outflow.isol_bl

outflow.isol_bl - water.poly

outflow.isol_bl - int.plan

residential.dissim_wh.bl

residential.dissim_wh.bl - water.poly

residential.dissim_wh.bl - int.plan

residential.isol_wh

residential.isol_wh - water.poly

residential.isol_wh - int.plan

residential.isol_bl

residential.isol_bl - water.poly

residential.isol_bl - int.plan