library(data.table)
# install.packages("kableExtra")
library(knitr)
library(kableExtra)

Prototype Forecast of severe COVID-19 cases in US Counties

---

1. Load Data

Conditional Fatality Rates by Comorbidity and Age

These numbers are based on data from the Chinese CDC (http://weekly.chinacdc.cn/en/article/id/e53946e2-c6c4-41e9-9a9b-fea8db1a8f51).

I assume we can use these rates to estimate a lower bound of US hospitalizations by comorbidity.

I use the cormobidity fatality rates for a county’s 65+ population, while I’ll use the age-based fatality rates for population aged <65 where mortality rate is very low and we do not have CMS comorbidity statistics.

cond_fatality_rates = fread('data/ccdc_output.csv')
cond_fatality_rates  %>% kable() %>% kable_styling()

group_type	group_name	case_fatality_rate
Comorbidity	Hypertension	0.0600000
Comorbidity	Diabetes	0.0730000
Comorbidity	Cardiovascular disease	0.1050000
Comorbidity	Chronic respiratory disease	0.0630000
Comorbidity	Cancer	0.0560000
Comorbidity	None	0.0090000
Age	0-64	0.0063063

County Age Distribution

Data source:

Census County Population by Characteristics: 2010-2018 (https://www.census.gov/data/datasets/time-series/demo/popest/2010s-counties-detail.html?)

Using 2018 population estimates.

I just need to have the population under 65, and 65+ for each county to join with the comorbidities and fatality rates.

binary_buckets_by_county = fread('data/county_age_populations_v3.csv')
binary_buckets_by_county[CTYNAME == "Santa Clara County"]  %>% kable() %>% kable_styling()

FIPS	STNAME	CTYNAME	over_under_65	pop
6085	California	Santa Clara County	0-64	1676439
6085	California	Santa Clara County	65+	261131

County Comorbidity Distribution for 65+ Medicare Population

Data from 2017 for FFS Medicare beneficiaries aged 65+ From CMS https://www.cms.gov/Research-Statistics-Data-and-Systems/Statistics-Trends-and-Reports/Chronic-Conditions/CC_Main

I had to make some assumptions about how comorbidities overlap to get the rates in the table below. Code used to generate this data can be found here: https://rpubs.com/jferstad/covid-cms-comorbidity-data-load-v01

county_ccs = fread('data/output_cms_county_ccs_v3.csv')
county_ccs[County == "Santa Clara"]  %>% kable() %>% kable_styling()

State	County	FIPS	comorbidity	value
California	Santa Clara	6085	Cardiovascular disease	0.0820000
California	Santa Clara	6085	Diabetes	0.2423520
California	Santa Clara	6085	Chronic respiratory disease	0.0418902
California	Santa Clara	6085	Hypertension	0.3320891
California	Santa Clara	6085	Cancer	0.0253402
California	Santa Clara	6085	None	0.2763286

---

2. Estimating Severe COVID-19 Cases in each County

I assume everyone in each county will be infected by COVID-19 here. You can scale the estimate down by your expected infection rate.

---

Steps to get simple estimate of severe cases:

1. Join the county population numbers (split by <65, 65+) to comorbidity distribution for 65+ population.
2. Join the result with CCDC conditional fatality rates by comorbidity and fatality rate for <65 population.
3. Calculate expected number of critical cases within <65 population and within each comorbidity in the 65+ population
4. Report the estimated number of severe cases overall and by comorbidity.

---

Step 1: Join the county population numbers (split by <65, 65+) to comorbidity distribution for 65+ population.

merged_pop_ccs = merge(
  binary_buckets_by_county,
  county_ccs,
  by = 'FIPS',
  allow.cartesian=TRUE)

# filter and subset
merged_pop_ccs = merged_pop_ccs[
  (over_under_65 == "0-64" & comorbidity == "None") |
    (over_under_65 == "65+"), 
  .(FIPS, State, County, over_under_65, pop, comorbidity, value)]

merged_pop_ccs[over_under_65 == "0-64", `:=`(comorbidity = "Any", value = 1)]

merged_pop_ccs[County == "Santa Clara"]  %>% kable() %>% kable_styling()

FIPS	State	County	over_under_65	pop	comorbidity	value
6085	California	Santa Clara	0-64	1676439	Any	1.0000000
6085	California	Santa Clara	65+	261131	Cardiovascular disease	0.0820000
6085	California	Santa Clara	65+	261131	Diabetes	0.2423520
6085	California	Santa Clara	65+	261131	Chronic respiratory disease	0.0418902
6085	California	Santa Clara	65+	261131	Hypertension	0.3320891
6085	California	Santa Clara	65+	261131	Cancer	0.0253402
6085	California	Santa Clara	65+	261131	None	0.2763286

Step 2: Join the result with CCDC conditional fatality rates by comorbidity and fatality rate for <65 population.

# Join on comorbidity fatality rates for 65+ population
merged_pop_ccs_fatality_rate = merge(merged_pop_ccs, 
                                     cond_fatality_rates[group_type == "Comorbidity",
                                                         .(group_name, case_fatality_rate)], by.x='comorbidity', by.y='group_name', all.x=TRUE)

# Add overall fatality rate for <65 population
merged_pop_ccs_fatality_rate[over_under_65 == "0-64", 
                             case_fatality_rate := cond_fatality_rates[group_type == "Age" & group_name == '0-64', max(case_fatality_rate)]]

merged_pop_ccs_fatality_rate[County == "Santa Clara"]  %>% kable() %>% kable_styling()

comorbidity	FIPS	State	County	over_under_65	pop	value	case_fatality_rate
Any	6085	California	Santa Clara	0-64	1676439	1.0000000	0.0063063
Cancer	6085	California	Santa Clara	65+	261131	0.0253402	0.0560000
Cardiovascular disease	6085	California	Santa Clara	65+	261131	0.0820000	0.1050000
Chronic respiratory disease	6085	California	Santa Clara	65+	261131	0.0418902	0.0630000
Diabetes	6085	California	Santa Clara	65+	261131	0.2423520	0.0730000
Hypertension	6085	California	Santa Clara	65+	261131	0.3320891	0.0600000
None	6085	California	Santa Clara	65+	261131	0.2763286	0.0090000

Step 3: Calculate expected number of critical cases within <65 population and within each comorbidity in the 65+ population

merged_pop_ccs_fatality_rate[,`:=`(est_fatalities = pop*value*case_fatality_rate, pop_within_comorbidity = pop*value)]

Step 4: Report the estimated number of severe cases overall and by comorbidity.

For Santa Clara County:

merged_pop_ccs_fatality_rate[County == "Santa Clara", .(County, over_under_65, comorbidity, est_severe_cases = round(est_fatalities), pop = round(pop_within_comorbidity))][order(est_severe_cases, decreasing = TRUE)]  %>% kable() %>% kable_styling()

County	over_under_65	comorbidity	est_severe_cases	pop
Santa Clara	0-64	Any	10572	1676439
Santa Clara	65+	Hypertension	5203	86719
Santa Clara	65+	Diabetes	4620	63286
Santa Clara	65+	Cardiovascular disease	2248	21413
Santa Clara	65+	Chronic respiratory disease	689	10939
Santa Clara	65+	None	649	72158
Santa Clara	65+	Cancer	371	6617

---

3. Estimates of Severe Cases by County

merged_pop_ccs_fatality_rate[, .(
  County, 
  est_severe_cases = round(sum(est_fatalities)),
  pct_county_pop_severe_cases = round(sum(est_fatalities)/sum(pop_within_comorbidity)*100, 2)
  ), by = County][order(est_severe_cases, decreasing = TRUE)] %>% kable() %>% kable_styling()

County	County	est_severe_cases	pct_county_pop_severe_cases
Los Angeles	Los Angeles	133450	1.32
Cook	Cook	70889	1.36
Orange	Orange	69954	1.33
Maricopa	Maricopa	59754	1.35
Harris	Harris	54829	1.16
Montgomery	Montgomery	52980	1.40
Jefferson	Jefferson	52483	1.43
San Diego	San Diego	42124	1.26
Clark	Clark	41683	1.35
Miami-Dade	Miami-Dade	41380	1.50
Washington	Washington	38558	1.44
Kings	Kings	38423	1.41
Middlesex	Middlesex	35800	1.37
Wayne	Wayne	35387	1.49
Queens	Queens	33821	1.48
Marion	Marion	32834	1.59
Dallas	Dallas	32803	1.18
Riverside	Riverside	32258	1.32
Suffolk	Suffolk	32034	1.40
Franklin	Franklin	31805	1.37
Lake	Lake	29707	1.54
Broward	Broward	27996	1.43
Palm Beach	Palm Beach	26819	1.80
King	King	26764	1.20
Jackson	Jackson	26175	1.48
San Bernardino	San Bernardino	25768	1.19
Tarrant	Tarrant	25019	1.20
Hillsborough	Hillsborough	24814	1.34
Bexar	Bexar	24421	1.23
Santa Clara	Santa Clara	24353	1.26
Monroe	Monroe	23376	1.50
Polk	Polk	23144	1.50
Essex	Essex	22993	1.40
New York	New York	22462	1.38
Nassau	Nassau	22233	1.54
Hamilton	Hamilton	21961	1.40
Lee	Lee	21856	1.77
Alameda	Alameda	21485	1.29
Philadelphia	Philadelphia	21242	1.34
Madison	Madison	20690	1.47
Sacramento	Sacramento	20082	1.30
Douglas	Douglas	19586	1.31
Erie	Erie	18997	1.50
Shelby	Shelby	18862	1.39
Bronx	Bronx	18843	1.32
El Paso	El Paso	18813	1.21
Cuyahoga	Cuyahoga	18422	1.48
Oakland	Oakland	18156	1.44
Allegheny	Allegheny	18115	1.49
Pinellas	Pinellas	17743	1.82
St. Louis	St. Louis	17638	1.47
Union	Union	16705	1.43
Cumberland	Cumberland	16410	1.47
Johnson	Johnson	16106	1.31
Pima	Pima	15808	1.52
Contra Costa	Contra Costa	15701	1.37
Fulton	Fulton	15527	1.26
Fairfield	Fairfield	15441	1.38
Honolulu	Honolulu	15038	1.53
Hennepin	Hennepin	15018	1.19
York	York	14611	1.45
Fairfax	Fairfax	14432	1.25
Kent	Kent	14234	1.40
Delaware	Delaware	14199	1.44
Bergen	Bergen	13915	1.49
Lancaster	Lancaster	13906	1.44
Westchester	Westchester	13708	1.42
Travis	Travis	13523	1.08
Mecklenburg	Mecklenburg	13364	1.19
Wake	Wake	13063	1.20
Macomb	Macomb	13044	1.49
Duval	Duval	12964	1.35
Hartford	Hartford	12927	1.45
Salt Lake	Salt Lake	12867	1.12
DeKalb	DeKalb	12802	1.27
New Haven	New Haven	12635	1.47
Fresno	Fresno	12488	1.26
Milwaukee	Milwaukee	12375	1.31
DuPage	DuPage	12355	1.33
Pierce	Pierce	12300	1.28
Warren	Warren	12277	1.47
Worcester	Worcester	12195	1.38
Baltimore	Baltimore	12157	1.47
Greene	Greene	12107	1.53
Prince George’s	Prince George’s	12077	1.33
San Francisco	San Francisco	12044	1.36
Fayette	Fayette	11968	1.52
Collin	Collin	11876	1.18
Ventura	Ventura	11861	1.39
Adams	Adams	11179	1.30
Davidson	Davidson	11092	1.29
Ocean	Ocean	10938	1.82
Williamson	Williamson	10814	1.25
Brevard	Brevard	10802	1.81
Hidalgo	Hidalgo	10778	1.24
Kern	Kern	10703	1.19
Richmond	Richmond	10687	1.46
Butler	Butler	10513	1.43
Gwinnett	Gwinnett	10481	1.13
Oklahoma	Oklahoma	10468	1.32
Knox	Knox	10382	1.48
Clay	Clay	10347	1.44
San Mateo	San Mateo	10336	1.34
Lincoln	Lincoln	10311	1.57
Snohomish	Snohomish	10025	1.23
Volusia	Volusia	10007	1.83
Benton	Benton	9920	1.45
Collier	Collier	9918	2.62
Norfolk	Norfolk	9835	1.39
Sarasota	Sarasota	9797	2.30
Denton	Denton	9725	1.13
San Joaquin	San Joaquin	9620	1.28
Pasco	Pasco	9601	1.78
Multnomah	Multnomah	9590	1.18
Mercer	Mercer	9548	1.52
Bucks	Bucks	9445	1.50
Fort Bend	Fort Bend	9356	1.19
Monmouth	Monmouth	9316	1.50
Bristol	Bristol	9243	1.51
Cobb	Cobb	9219	1.22
Bernalillo	Bernalillo	9119	1.34
Camden	Camden	8952	1.45
Carroll	Carroll	8881	1.67
Providence	Providence	8768	1.38
Summit	Summit	8702	1.42
Will	Will	8672	1.25
Richland	Richland	8623	1.40
Hudson	Hudson	8607	1.27
Tulsa	Tulsa	8606	1.33
District Of Columbia	District Of Columbia	8522	1.21
St. Clair	St. Clair	8280	1.60
Baltimore City	Baltimore City	8278	1.37
Pulaski	Pulaski	8270	1.44
Forsyth	Forsyth	8235	1.34
Plymouth	Plymouth	8037	1.48
Denver	Denver	7971	1.11
Chester	Chester	7951	1.39
Anne Arundel	Anne Arundel	7846	1.36
Arapahoe	Arapahoe	7788	1.20
New Castle	New Castle	7766	1.39
Henry	Henry	7645	1.49
Manatee	Manatee	7543	1.91
Allen	Allen	7477	1.39
Sonoma	Sonoma	7469	1.49
Morris	Morris	7460	1.46
Genesee	Genesee	7422	1.60
Guilford	Guilford	7408	1.39
Cherokee	Cherokee	7358	1.48
Columbia	Columbia	7333	1.50
Greenville	Greenville	7317	1.42
Scott	Scott	7266	1.37
Cass	Cass	7234	1.49
Somerset	Somerset	7206	1.50
Pinal	Pinal	7177	1.61
Rockingham	Rockingham	7148	1.49
Seminole	Seminole	7125	1.42
Stanislaus	Stanislaus	7067	1.29
Ramsey	Ramsey	6985	1.24
Spokane	Spokane	6984	1.36
Boone	Boone	6966	1.33
Kane	Kane	6914	1.28
Passaic	Passaic	6889	1.37
Winnebago	Winnebago	6838	1.47
Sedgwick	Sedgwick	6802	1.32
Sussex	Sussex	6784	1.78
Sumter	Sumter	6734	2.42
Howard	Howard	6709	1.39
Hampden	Hampden	6701	1.42
Putnam	Putnam	6664	1.62
Onondaga	Onondaga	6622	1.43
Burlington	Burlington	6553	1.47
Dane	Dane	6553	1.21
Livingston	Livingston	6550	1.44
Harrison	Harrison	6522	1.49
Lucas	Lucas	6462	1.47
Brown	Brown	6431	1.45
Orleans	Orleans	6416	1.40
Lawrence	Lawrence	6369	1.62
Clinton	Clinton	6298	1.62
Horry	Horry	6298	1.83
Washoe	Washoe	6287	1.35
Stark	Stark	6279	1.54
Westmoreland	Westmoreland	6216	1.69
Berks	Berks	6168	1.47
Solano	Solano	6077	1.36
St. Charles	St. Charles	6059	1.34
Placer	Placer	6055	1.54
Utah	Utah	6036	0.97
Cameron	Cameron	6014	1.38
Virginia Beach City	Virginia Beach City	5965	1.33
East Baton Rouge	East Baton Rouge	5960	1.35
Santa Barbara	Santa Barbara	5947	1.33
Mobile	Mobile	5921	1.43
Ada	Ada	5888	1.25
St. Lucie	St. Lucie	5868	1.83
Waukesha	Waukesha	5833	1.45
Clackamas	Clackamas	5831	1.40
Morgan	Morgan	5804	1.57
Charleston	Charleston	5782	1.42
Marshall	Marshall	5756	1.57
Tulare	Tulare	5704	1.22
Anderson	Anderson	5633	1.54
Crawford	Crawford	5632	1.65
Calhoun	Calhoun	5616	1.62
Monterey	Monterey	5615	1.29
Chesterfield	Chesterfield	5559	1.41
Hancock	Hancock	5544	1.65
Lane	Lane	5517	1.45
Osceola	Osceola	5467	1.38
Dakota	Dakota	5458	1.23
Linn	Linn	5455	1.45
Cleveland	Cleveland	5438	1.40
Northampton	Northampton	5414	1.61
Lehigh	Lehigh	5348	1.45
Chatham	Chatham	5315	1.47
Wood	Wood	5267	1.58
Grant	Grant	5230	1.47
Prince William	Prince William	5215	1.11
Ottawa	Ottawa	5180	1.41
Sullivan	Sullivan	5170	1.67
Escambia	Escambia	5159	1.46
Luzerne	Luzerne	5118	1.61
Rutherford	Rutherford	5019	1.28
Charlotte	Charlotte	5016	2.55
Nueces	Nueces	5001	1.38
Bay	Bay	4986	1.72
Hernando	Hernando	4983	2.61
Lafayette	Lafayette	4956	1.37
Pike	Pike	4931	1.69
Henderson	Henderson	4918	1.76
Randolph	Randolph	4877	1.62
Albany	Albany	4772	1.38
Gloucester	Gloucester	4760	1.45
St. Johns	St. Johns	4758	1.87
Jasper	Jasper	4742	1.60
Rockland	Rockland	4721	1.45
Lorain	Lorain	4708	1.52
Washtenaw	Washtenaw	4702	1.27
St. Joseph	St. Joseph	4701	1.42
Henrico	Henrico	4687	1.42
Frederick	Frederick	4679	1.36
Yavapai	Yavapai	4621	1.99
Houston	Houston	4592	1.48
Brazoria	Brazoria	4591	1.24
Bell	Bell	4586	1.20
Galveston	Galveston	4584	1.36
Berkeley	Berkeley	4576	1.35
Spartanburg	Spartanburg	4542	1.45
Anoka	Anoka	4540	1.28
Martin	Martin	4526	1.96
Beaufort	Beaufort	4443	1.88
Larimer	Larimer	4424	1.26
Loudoun	Loudoun	4396	1.08
San Luis Obispo	San Luis Obispo	4366	1.54
Mohave	Mohave	4352	2.08
Barnstable	Barnstable	4342	2.03
Dutchess	Dutchess	4313	1.47
Oneida	Oneida	4251	1.58
Lexington	Lexington	4216	1.43
Wilson	Wilson	4202	1.50
Santa Cruz	Santa Cruz	4194	1.31
Caddo	Caddo	4161	1.53
Dauphin	Dauphin	4156	1.50
Atlantic	Atlantic	4138	1.56
Baldwin	Baldwin	4111	1.56
McHenry	McHenry	4058	1.29
Leon	Leon	4030	1.30
St. Louis City	St. Louis City	4007	1.32
New London	New London	4005	1.50
Thurston	Thurston	3997	1.36
Smith	Smith	3978	1.47
Buncombe	Buncombe	3974	1.53
Marin	Marin	3971	1.53
Durham	Durham	3954	1.25
Saratoga	Saratoga	3949	1.72
Davis	Davis	3948	1.09
Trumbull	Trumbull	3941	1.98
Floyd	Floyd	3927	1.58
Lubbock	Lubbock	3842	1.25
Kitsap	Kitsap	3839	1.42
Boulder	Boulder	3808	1.17
Ingham	Ingham	3795	1.30
Hardin	Hardin	3785	1.54
Mahoning	Mahoning	3772	1.64
St. Tammany	St. Tammany	3744	1.45
Butte	Butte	3696	1.51
Harford	Harford	3677	1.45
Logan	Logan	3666	1.59
Weld	Weld	3639	1.16
Citrus	Citrus	3624	2.45
Alachua	Alachua	3571	1.32
Campbell	Campbell	3568	1.52
Macon	Macon	3564	1.69
Hall	Hall	3562	1.34
Kalamazoo	Kalamazoo	3560	1.34
DeSoto	DeSoto	3553	1.44
New Hanover	New Hanover	3543	1.53
Clayton	Clayton	3540	1.15
Taylor	Taylor	3524	1.49
Saline	Saline	3517	1.48
Indian River	Indian River	3489	2.22
Yuma	Yuma	3476	1.56
Midland	Midland	3422	1.34
Perry	Perry	3398	1.64
Lackawanna	Lackawanna	3390	1.61
McLennan	McLennan	3371	1.32
Medina	Medina	3337	1.45
Niagara	Niagara	3324	1.58
Merced	Merced	3319	1.21
Brunswick	Brunswick	3280	2.14
Newton	Newton	3266	1.45
Chesapeake City	Chesapeake City	3266	1.35
Portage	Portage	3256	1.39
Yakima	Yakima	3243	1.29
Champaign	Champaign	3201	1.29
Hinds	Hinds	3183	1.34
Anchorage	Anchorage	3168	1.09
Gaston	Gaston	3155	1.42
Hawaii	Hawaii	3148	1.57
Saginaw	Saginaw	3126	1.64
Webb	Webb	3093	1.12
Blount	Blount	3073	1.62
Walker	Walker	3056	1.49
Lauderdale	Lauderdale	3053	1.58
Sumner	Sumner	3027	1.44
Dona Ana	Dona Ana	3021	1.39
Kanawha	Kanawha	3007	1.67
Whatcom	Whatcom	2999	1.33
Norfolk City	Norfolk City	2997	1.23
Weber	Weber	2969	1.16
El Dorado	El Dorado	2955	1.55
Clermont	Clermont	2953	1.44
Richmond City	Richmond City	2949	1.29
Sangamon	Sangamon	2932	1.50
Broome	Broome	2932	1.53
Pickens	Pickens	2926	1.65
Johnston	Johnston	2914	1.36
Okaloosa	Okaloosa	2888	1.39
Litchfield	Litchfield	2878	1.59
Calcasieu	Calcasieu	2875	1.42
Bedford	Bedford	2830	1.61
Beaver	Beaver	2817	1.59
Canyon	Canyon	2815	1.26
Tazewell	Tazewell	2814	1.63
Shasta	Shasta	2807	1.56
Deschutes	Deschutes	2785	1.45
Berrien	Berrien	2781	1.60
Elkhart	Elkhart	2777	1.35
Tuscaloosa	Tuscaloosa	2769	1.33
Ellis	Ellis	2762	1.30
Racine	Racine	2745	1.40
White	White	2740	1.58
Grayson	Grayson	2727	1.55
Ulster	Ulster	2725	1.53
Dorchester	Dorchester	2724	1.41
Christian	Christian	2722	1.42
Miami	Miami	2712	1.55
Aiken	Aiken	2695	1.59
Vanderburgh	Vanderburgh	2690	1.49
Mason	Mason	2660	1.70
Yolo	Yolo	2657	1.21
Muscogee	Muscogee	2646	1.36
Muskegon	Muskegon	2637	1.52
Peoria	Peoria	2630	1.46
Hampshire	Hampshire	2628	1.42
Lewis	Lewis	2626	1.63
Cabarrus	Cabarrus	2626	1.24
Shawnee	Shawnee	2621	1.48
Arlington	Arlington	2612	1.10
Bibb	Bibb	2578	1.47
Iredell	Iredell	2568	1.44
Highlands	Highlands	2562	2.43
Dodge	Dodge	2560	1.54
Clarke	Clarke	2559	1.34
Hays	Hays	2559	1.15
Ouachita	Ouachita	2551	1.43
Caldwell	Caldwell	2547	1.62
Lowndes	Lowndes	2537	1.37
Kenton	Kenton	2530	1.52
Santa Rosa	Santa Rosa	2529	1.41
McLean	McLean	2502	1.31
Walton	Walton	2500	1.52
Rock	Rock	2493	1.43
Licking	Licking	2488	1.42
Alamance	Alamance	2479	1.49
Rowan	Rowan	2477	1.49
Outagamie	Outagamie	2477	1.32
Carter	Carter	2472	1.78
Blair	Blair	2466	2.01
Pueblo	Pueblo	2453	1.46
Catawba	Catawba	2450	1.54
Maui	Maui	2437	1.46
Daviess	Daviess	2425	1.70
Brazos	Brazos	2417	1.07
Imperial	Imperial	2401	1.32
Porter	Porter	2397	1.41
Flagler	Flagler	2391	2.13
Pitt	Pitt	2387	1.33
Kootenai	Kootenai	2373	1.47
Windham	Windham	2358	1.48
Coffee	Coffee	2352	1.56
Jones	Jones	2346	1.58
Santa Fe	Santa Fe	2345	1.56
Schuylkill	Schuylkill	2338	1.65
Tippecanoe	Tippecanoe	2334	1.21
Webster	Webster	2326	1.54
Newport News City	Newport News City	2324	1.30
Minnehaha	Minnehaha	2321	1.20
Penobscot	Penobscot	2305	1.53
Humboldt	Humboldt	2304	1.42
Rock Island	Rock Island	2279	1.59
Paulding	Paulding	2274	1.24
Rensselaer	Rensselaer	2274	1.43
Buchanan	Buchanan	2267	1.73
Stearns	Stearns	2262	1.42
Guadalupe	Guadalupe	2262	1.35
Lamar	Lamar	2238	1.54
Cambria	Cambria	2229	1.69
Florence	Florence	2229	1.56
Comal	Comal	2222	1.50
Marathon	Marathon	2221	1.64
Schenectady	Schenectady	2220	1.43
Onslow	Onslow	2197	1.11
Lebanon	Lebanon	2197	1.55
Hendricks	Hendricks	2191	1.31
Yellowstone	Yellowstone	2186	1.36
Wright	Wright	2168	1.29
Kenosha	Kenosha	2155	1.27
Sarpy	Sarpy	2154	1.17
Chautauqua	Chautauqua	2150	1.64
Merrimack	Merrimack	2140	1.42
Rankin	Rankin	2134	1.39
Kendall	Kendall	2133	1.23
Napa	Napa	2130	1.53
Moore	Moore	2127	1.68
Lyon	Lyon	2124	1.58
San Juan	San Juan	2120	1.34
Charles	Charles	2112	1.31
Sevier	Sevier	2108	1.54
Mesa	Mesa	2105	1.37
Chittenden	Chittenden	2103	1.28
Madera	Madera	2097	1.33
Centre	Centre	2095	1.29
Berkshire	Berkshire	2091	1.66
Vermilion	Vermilion	2083	1.52
Wyandotte	Wyandotte	2079	1.26
Platte	Platte	2069	1.43
Cochise	Cochise	2051	1.62
Allegany	Allegany	2049	1.74
Steuben	Steuben	2047	1.57
Sandoval	Sandoval	2043	1.41
Tolland	Tolland	2037	1.35
Olmsted	Olmsted	1987	1.27
Rapides	Rapides	1963	1.50
Parker	Parker	1955	1.41
Nevada	Nevada	1953	1.81
Liberty	Liberty	1947	1.23
Robeson	Robeson	1947	1.48
Hampton City	Hampton City	1932	1.44
Coweta	Coweta	1930	1.32
LaPorte	LaPorte	1926	1.75
Wichita	Wichita	1891	1.41
Skagit	Skagit	1885	1.47
Tangipahoa	Tangipahoa	1876	1.40
Northumberland	Northumberland	1873	1.81
Randall	Randall	1872	1.37
LaSalle	LaSalle	1870	1.50
Vigo	Vigo	1868	1.74
Canadian	Canadian	1860	1.29
Oconee	Oconee	1852	1.57
Comanche	Comanche	1849	1.36
Alexandria City	Alexandria City	1840	1.15
Potter	Potter	1838	1.33
Sebastian	Sebastian	1837	1.44
Burke	Burke	1835	1.60
Terrebonne	Terrebonne	1825	1.64
Pennington	Pennington	1822	1.45
Lycoming	Lycoming	1821	1.60
Hunterdon	Hunterdon	1813	1.45
Laurens	Laurens	1812	1.58
Ector	Ector	1808	1.11
Carbon	Carbon	1790	1.62
Black Hawk	Black Hawk	1789	1.35
Cape May	Cape May	1780	1.92
Spotsylvania	Spotsylvania	1777	1.32
Limestone	Limestone	1771	1.48
Stafford	Stafford	1771	1.15
Kennebec	Kennebec	1767	1.45
Chippewa	Chippewa	1767	1.56
Bradley	Bradley	1757	1.49
Coos	Coos	1756	1.83
Gregg	Gregg	1753	1.42
Strafford	Strafford	1752	1.35
Russell	Russell	1750	1.60
Bossier	Bossier	1747	1.37
Tuscarawas	Tuscarawas	1733	1.88
Sheboygan	Sheboygan	1728	1.50
Etowah	Etowah	1709	1.67
Eaton	Eaton	1708	1.55
Harnett	Harnett	1708	1.27
Garfield	Garfield	1702	1.30
Tom Green	Tom Green	1702	1.44
Ontario	Ontario	1700	1.55
Garland	Garland	1699	1.71
Columbiana	Columbiana	1690	1.65
Oswego	Oswego	1684	1.43
Allegan	Allegan	1672	1.43
Van Buren	Van Buren	1668	1.59
Coconino	Coconino	1665	1.17
La Crosse	La Crosse	1647	1.39
Hanover	Hanover	1645	1.53
Navajo	Navajo	1641	1.49
Kankakee	Kankakee	1603	1.46
St. Lawrence	St. Lawrence	1603	1.48
Craven	Craven	1595	1.55
Fremont	Fremont	1594	1.48
Huron	Huron	1588	1.77
Kaufman	Kaufman	1588	1.23
Albemarle	Albemarle	1580	1.45
Roanoke	Roanoke	1578	1.68
Cowlitz	Cowlitz	1573	1.44
Faulkner	Faulkner	1567	1.26
Ascension	Ascension	1563	1.25
Wise	Wise	1560	1.47
Sutter	Sutter	1554	1.61
Pottawattamie	Pottawattamie	1548	1.65
Halifax	Halifax	1547	1.83
Josephine	Josephine	1545	1.77
Lenawee	Lenawee	1542	1.57
Nash	Nash	1538	1.64
Elmore	Elmore	1526	1.40
Walworth	Walworth	1525	1.39
Fond du Lac	Fond du Lac	1518	1.47
Missoula	Missoula	1515	1.28
Ashtabula	Ashtabula	1514	1.55
Yamhill	Yamhill	1512	1.41
Androscoggin	Androscoggin	1510	1.40
Wyoming	Wyoming	1500	1.71
Raleigh	Raleigh	1495	2.01
Wicomico	Wicomico	1493	1.45
Seneca	Seneca	1491	1.67
Barry	Barry	1487	1.53
Clallam	Clallam	1483	1.93
St. Mary’s	St. Mary’s	1478	1.31
Gallatin	Gallatin	1472	1.17
Bonneville	Bonneville	1461	1.25
Flathead	Flathead	1456	1.43
Cabell	Cabell	1455	1.56
Lafourche	Lafourche	1452	1.48
Aroostook	Aroostook	1449	2.16
Roanoke City	Roanoke City	1449	1.45
Scioto	Scioto	1448	1.92
Dubuque	Dubuque	1443	1.49
Orangeburg	Orangeburg	1443	1.66
Cecil	Cecil	1440	1.40
Bradford	Bradford	1439	1.63
Tioga	Tioga	1432	1.60
Bartow	Bartow	1420	1.33
Geauga	Geauga	1417	1.51
Haywood	Haywood	1413	1.78
Wilkes	Wilkes	1412	1.80
Island	Island	1412	1.67
Bowie	Bowie	1408	1.49
Vernon	Vernon	1404	1.40
Woodbury	Woodbury	1399	1.36
Grand Traverse	Grand Traverse	1393	1.50
Whitfield	Whitfield	1392	1.34
Portsmouth City	Portsmouth City	1385	1.46
Mendocino	Mendocino	1383	1.58
Victoria	Victoria	1383	1.50
Craighead	Craighead	1382	1.27
Eau Claire	Eau Claire	1382	1.32
Pottawatomie	Pottawatomie	1381	1.42
Grafton	Grafton	1379	1.54
Ozaukee	Ozaukee	1371	1.54
Glynn	Glynn	1369	1.61
Monongalia	Monongalia	1365	1.28
Hunt	Hunt	1364	1.41
James City	James City	1364	1.79
Maury	Maury	1349	1.43
Robertson	Robertson	1348	1.49
Newport	Newport	1348	1.63
Cullman	Cullman	1347	1.61
Gibson	Gibson	1344	1.63
Grundy	Grundy	1341	1.55
Lapeer	Lapeer	1330	1.51
Muskingum	Muskingum	1330	1.54
Belmont	Belmont	1326	1.96
Stephens	Stephens	1324	1.68
Surry	Surry	1324	1.69
Cache	Cache	1324	1.04
Laramie	Laramie	1314	1.33
Otsego	Otsego	1313	1.56
Chemung	Chemung	1313	1.56
Dougherty	Dougherty	1311	1.44
Clearfield	Clearfield	1307	1.65
Rogers	Rogers	1306	1.42
Burleigh	Burleigh	1299	1.36
Marquette	Marquette	1297	1.58
Otero	Otero	1295	1.52
Indiana	Indiana	1295	1.53
Decatur	Decatur	1292	1.70
Suffolk City	Suffolk City	1288	1.41
Angelina	Angelina	1283	1.47
Calvert	Calvert	1280	1.39
Effingham	Effingham	1270	1.32
Augusta	Augusta	1270	1.68
Hopkins	Hopkins	1262	1.54
Tompkins	Tompkins	1262	1.23
Stone	Stone	1261	2.00
Osage	Osage	1252	1.63
St. Landry	St. Landry	1243	1.50
Carteret	Carteret	1239	1.78
Manitowoc	Manitowoc	1238	1.57
Matanuska-Susitna	Matanuska-Susitna	1235	1.15
Cascade	Cascade	1235	1.51
Talladega	Talladega	1234	1.55
Rockdale	Rockdale	1229	1.36
Greenwood	Greenwood	1225	1.59
Georgetown	Georgetown	1225	1.97
Delta	Delta	1221	1.69
Bryan	Bryan	1217	1.43
Rockwall	Rockwall	1216	1.21
Cattaraugus	Cattaraugus	1215	1.58
Holmes	Holmes	1212	1.50
Roane	Roane	1205	1.80
Cayuga	Cayuga	1199	1.55
Whitley	Whitley	1196	1.70
Iron	Iron	1196	1.50
Grady	Grady	1192	1.49
Noble	Noble	1189	1.63
Ohio	Ohio	1184	1.65
Bastrop	Bastrop	1184	1.36
Bartholomew	Bartholomew	1180	1.43
Herkimer	Herkimer	1179	1.91
Cape Girardeau	Cape Girardeau	1171	1.49
Pope	Pope	1169	1.47
St. Francois	St. Francois	1169	1.75
Kosciusko	Kosciusko	1161	1.46
Ross	Ross	1158	1.51
Grays Harbor	Grays Harbor	1157	1.57
Cheshire	Cheshire	1153	1.51
Twin Falls	Twin Falls	1151	1.34
Miller	Miller	1146	1.54
Wagoner	Wagoner	1145	1.43
Rice	Rice	1141	1.50
Bullitt	Bullitt	1140	1.41
Chelan	Chelan	1139	1.48
Story	Story	1134	1.16
Dawson	Dawson	1133	1.62
Carver	Carver	1126	1.09
St. Croix	St. Croix	1121	1.25
Hood	Hood	1118	1.85
Custer	Custer	1117	1.61
Armstrong	Armstrong	1115	1.66
Lynchburg City	Lynchburg City	1114	1.36
Darlington	Darlington	1112	1.66
Valencia	Valencia	1111	1.45
Cole	Cole	1110	1.45
Kauai	Kauai	1107	1.53
Curry	Curry	1101	1.52
Dickinson	Dickinson	1099	1.79
Bannock	Bannock	1098	1.26
Pittsylvania	Pittsylvania	1095	1.80
Fannin	Fannin	1094	1.79
Nelson	Nelson	1091	1.72
Tipton	Tipton	1088	1.42
Ashland	Ashland	1087	1.57
Chambers	Chambers	1086	1.43
Leavenworth	Leavenworth	1082	1.33
McCracken	McCracken	1081	1.65
Adair	Adair	1078	1.46
Williams	Williams	1072	1.49
Creek	Creek	1067	1.49
Crow Wing	Crow Wing	1065	1.64
Klamath	Klamath	1064	1.57
Rusk	Rusk	1055	1.54
Tuscola	Tuscola	1054	2.01
Laurel	Laurel	1052	1.73
Umatilla	Umatilla	1049	1.35
Mitchell	Mitchell	1048	1.69
McDowell	McDowell	1047	1.64
Sherburne	Sherburne	1045	1.09
Kershaw	Kershaw	1043	1.59
Ward	Ward	1039	1.31
Upshur	Upshur	1039	1.58
Park	Park	1036	1.60
Barrow	Barrow	1034	1.28
Muskogee	Muskogee	1034	1.51
Reno	Reno	1033	1.66
Hamblen	Hamblen	1031	1.60
Gila	Gila	1029	1.91
Payne	Payne	1028	1.25
Fairbanks North Star	Fairbanks North Star	1027	1.04
Woodford	Woodford	1027	1.58
Shiawassee	Shiawassee	1027	1.51
Pontotoc	Pontotoc	1027	1.47
Sampson	Sampson	1026	1.61
Kerr	Kerr	1024	1.95
Murray	Murray	1019	1.64
Loudon	Loudon	1015	1.91
Iberia	Iberia	1014	1.43
Catoosa	Catoosa	1012	1.50
Spalding	Spalding	1011	1.53
Belknap	Belknap	1007	1.65
Fauquier	Fauquier	1006	1.42
Forrest	Forrest	1005	1.34
Troup	Troup	996	1.42
Natrona	Natrona	996	1.26
Salem	Salem	995	1.59
Yuba	Yuba	994	1.27
Buffalo	Buffalo	994	1.53
Columbus	Columbus	991	1.78
Otter Tail	Otter Tail	984	1.67
Pender	Pender	976	1.57
Stanly	Stanly	973	1.57
Lenoir	Lenoir	969	1.73
Tuolumne	Tuolumne	968	1.77
Duplin	Duplin	967	1.64
Hawkins	Hawkins	967	1.71
Tehama	Tehama	966	1.51
Apache	Apache	961	1.34
Rutland	Rutland	957	1.63
Bulloch	Bulloch	953	1.23
Boyd	Boyd	953	1.94
Darke	Darke	952	1.86
Pickaway	Pickaway	952	1.64
Colbert	Colbert	951	1.74
Covington	Covington	949	1.70
Oxford	Oxford	948	1.65
Lonoke	Lonoke	946	1.28
Stevens	Stevens	946	1.56
Montcalm	Montcalm	946	1.48
San Patricio	San Patricio	945	1.41
Oldham	Oldham	944	1.38
Whiteside	Whiteside	941	1.69
Chaves	Chaves	940	1.45
Caroline	Caroline	933	1.46
Lewis and Clark	Lewis and Clark	932	1.36
Sauk	Sauk	932	1.45
Waupaca	Waupaca	923	1.81
Claiborne	Claiborne	919	1.62
Taney	Taney	918	1.64
Van Zandt	Van Zandt	913	1.63
Warrick	Warrick	906	1.45
Nye	Nye	901	1.99
Dickson	Dickson	901	1.69
Acadia	Acadia	900	1.45
Sandusky	Sandusky	898	1.53
Venango	Venango	897	1.75
Edgecombe	Edgecombe	895	1.72
Nacogdoches	Nacogdoches	895	1.36
McKinley	McKinley	891	1.23
Ionia	Ionia	888	1.38
Granville	Granville	886	1.47
Baxter	Baxter	883	2.12
Windsor	Windsor	883	1.60
Talbot	Talbot	881	2.04
Athens	Athens	872	1.32
Pearl River	Pearl River	871	1.57
Panola	Panola	870	1.52
Maverick	Maverick	868	1.48
Isabella	Isabella	867	1.23
McMinn	McMinn	867	1.63
Coles	Coles	863	1.70
Giles	Giles	861	1.86
Sanilac	Sanilac	855	2.08
Walla Walla	Walla Walla	855	1.40
Grand Forks	Grand Forks	852	1.20
Coryell	Coryell	852	1.14
Carson City	Carson City	847	1.53
Calaveras	Calaveras	846	1.86
Lea	Lea	834	1.20
Crittenden	Crittenden	833	1.45
Blue Earth	Blue Earth	831	1.23
Marinette	Marinette	829	2.05
Broomfield	Broomfield	828	1.20
Starr	Starr	824	1.28
Phelps	Phelps	820	1.53
Thomas	Thomas	818	1.55
Cerro Gordo	Cerro Gordo	816	1.91
Hill	Hill	816	1.55
Eddy	Eddy	810	1.35
Meade	Meade	800	1.31
Emmet	Emmet	798	1.88
Stokes	Stokes	794	1.75
Mifflin	Mifflin	794	1.72
Juneau	Juneau	793	1.35
Gordon	Gordon	788	1.37
Autauga	Autauga	787	1.42
Chilton	Chilton	787	1.78
Goodhue	Goodhue	783	1.69
San Benito	San Benito	782	1.27
Le Flore	Le Flore	782	1.57
Riley	Riley	781	1.06
Mississippi	Mississippi	779	1.43
Louisa	Louisa	777	1.62
Watauga	Watauga	773	1.38
Kenai Peninsula	Kenai Peninsula	772	1.32
Levy	Levy	769	1.89
Green	Green	769	1.60
Stephenson	Stephenson	766	1.71
Shawano	Shawano	766	1.88
Burnet	Burnet	764	1.61
St. Mary	St. Mary	763	1.53
Dale	Dale	758	1.55
Dearborn	Dearborn	756	1.53
Preble	Preble	755	1.84
St. Martin	St. Martin	753	1.40
Queen Anne’s	Queen Anne’s	753	1.50
Macoupin	Macoupin	750	1.65
Ogle	Ogle	750	1.47
Tooele	Tooele	750	1.07
Wabash	Wabash	749	1.75
Navarro	Navarro	749	1.51
Chenango	Chenango	747	1.57
Shenandoah	Shenandoah	746	1.72
Alexander	Alexander	745	1.72
McIntosh	McIntosh	744	2.02
Cedar	Cedar	742	1.80
Graham	Graham	741	1.51
Suwannee	Suwannee	741	1.68
Itasca	Itasca	739	1.64
Calumet	Calumet	739	1.47
Huntingdon	Huntingdon	738	1.63
Barbour	Barbour	736	1.78
Newaygo	Newaygo	735	1.50
Winston	Winston	731	1.75
Hillsdale	Hillsdale	731	1.60
Amador	Amador	727	1.85
Gadsden	Gadsden	725	1.58
Greenbrier	Greenbrier	725	2.08
Highland	Highland	724	1.60
Waldo	Waldo	723	1.82
Susquehanna	Susquehanna	722	1.78
Pittsburg	Pittsburg	721	1.64
Jessamine	Jessamine	720	1.34
Hart	Hart	718	1.60
Tallapoosa	Tallapoosa	717	1.77
Ravalli	Ravalli	715	1.66
Yadkin	Yadkin	715	1.90
Culpeper	Culpeper	715	1.38
Gilmer	Gilmer	714	1.84
Barron	Barron	714	1.58
Danville City	Danville City	713	1.75
Box Elder	Box Elder	712	1.30
Habersham	Habersham	711	1.57
Auglaize	Auglaize	711	1.55
Siskiyou	Siskiyou	708	1.62
Cleburne	Cleburne	707	1.77
Page	Page	707	1.80
Bonner	Bonner	706	1.58
Kay	Kay	706	1.60
Vance	Vance	703	1.58
Baker	Baker	701	1.48
Pettis	Pettis	699	1.64
Atascosa	Atascosa	699	1.39
La Plata	La Plata	698	1.24
Chisago	Chisago	698	1.25
Clatsop	Clatsop	697	1.75
Barton	Barton	696	1.84
Winona	Winona	696	1.37
Davie	Davie	695	1.63
Todd	Todd	690	1.46
Okeechobee	Okeechobee	689	1.66
Hale	Hale	688	1.42
Texas	Texas	685	1.49
Jefferson Davis	Jefferson Davis	684	1.60
Transylvania	Transylvania	679	1.99
Morrow	Morrow	678	1.46
Simpson	Simpson	675	1.49
Val Verde	Val Verde	675	1.37
Cortland	Cortland	674	1.41
Mower	Mower	672	1.68
Mecosta	Mecosta	671	1.54
Ripley	Ripley	666	1.59
Colquitt	Colquitt	665	1.46
Barren	Barren	665	1.51
Clare	Clare	665	2.16
Mineral	Mineral	662	1.81
Branch	Branch	659	1.51
Sequoyah	Sequoyah	657	1.60
Elbert	Elbert	655	1.44
Choctaw	Choctaw	654	1.83
McKean	McKean	654	1.60
Scotland	Scotland	652	1.64
Dunn	Dunn	652	1.32
Okanogan	Okanogan	652	1.55
Beltrami	Beltrami	649	1.39
Callaway	Callaway	646	1.44
Waller	Waller	645	1.21
Montrose	Montrose	644	1.53
Roscommon	Roscommon	643	2.69
Hoke	Hoke	642	1.17
Newberry	Newberry	638	1.66
Mayes	Mayes	636	1.55
Sabine	Sabine	635	1.83
Snyder	Snyder	634	1.56
Clarendon	Clarendon	634	1.88
Wharton	Wharton	634	1.52
Ford	Ford	630	1.34
Clarion	Clarion	630	1.62
Sheridan	Sheridan	629	1.47
Howell	Howell	628	1.57
Colleton	Colleton	628	1.67
DeWitt	DeWitt	627	1.74
Person	Person	627	1.59
Dubois	Dubois	626	1.47
Steele	Steele	626	1.62
Iosco	Iosco	625	2.49
Cheatham	Cheatham	625	1.55
Cooke	Cooke	625	1.54
Kandiyohi	Kandiyohi	624	1.46
Guernsey	Guernsey	623	1.60
Meigs	Meigs	623	1.76
Kittitas	Kittitas	623	1.32
Harvey	Harvey	622	1.82
Avoyelles	Avoyelles	621	1.53
Pasquotank	Pasquotank	621	1.57
Des Moines	Des Moines	617	1.58
Muscatine	Muscatine	616	1.44
Okmulgee	Okmulgee	616	1.61
Bladen	Bladen	614	1.85
Cocke	Cocke	612	1.71
Nez Perce	Nez Perce	611	1.51
Defiance	Defiance	611	1.60
Jim Wells	Jim Wells	610	1.49
Greenup	Greenup	609	1.73
Iowa	Iowa	607	1.52
Oconto	Oconto	605	1.60
Isle of Wight	Isle of Wight	603	1.63
Oktibbeha	Oktibbeha	601	1.21
Accomack	Accomack	601	1.85
La Paz	La Paz	600	2.84
Rio Arriba	Rio Arriba	600	1.54
Alcorn	Alcorn	596	1.61
Dare	Dare	596	1.63
Gladwin	Gladwin	593	2.34
Spencer	Spencer	591	1.51
Gratiot	Gratiot	591	1.46
McLeod	McLeod	590	1.64
Natchitoches	Natchitoches	588	1.52
Schoharie	Schoharie	587	1.89
Eagle	Eagle	585	1.06
Bingham	Bingham	585	1.27
Bourbon	Bourbon	583	1.67
Elko	Elko	582	1.11
Harlan	Harlan	580	1.95
St. John the Baptist	St. John the Baptist	580	1.34
Alleghany	Alleghany	579	2.22
Coshocton	Coshocton	579	1.58
Tift	Tift	578	1.42
Elk	Elk	577	1.77
Calloway	Calloway	577	1.47
St. Bernard	St. Bernard	576	1.23
Dyer	Dyer	576	1.54
Harrisonburg City	Harrisonburg City	575	1.06
Botetourt	Botetourt	570	1.71
Graves	Graves	569	1.52
Sagadahoc	Sagadahoc	568	1.59
McClain	McClain	566	1.41
Nicholas	Nicholas	565	1.76
Preston	Preston	565	1.67
LaGrange	LaGrange	564	1.43
Sioux	Sioux	564	1.39
Ware	Ware	561	1.57
Tyler	Tyler	561	1.84
Taos	Taos	556	1.69
Charlottesville City	Charlottesville City	556	1.16
Hendry	Hendry	555	1.34
Independence	Independence	551	1.46
Door	Door	551	2.00
Bureau	Bureau	550	1.67
Stoddard	Stoddard	550	1.88
Matagorda	Matagorda	550	1.50
Trinity	Trinity	549	2.01
Isanti	Isanti	549	1.37
Addison	Addison	549	1.49
Bennington	Bennington	549	1.54
Huntington	Huntington	547	1.51
Menominee	Menominee	544	1.97
Whitman	Whitman	544	1.09
Lumpkin	Lumpkin	542	1.65
Beauregard	Beauregard	542	1.46
Smyth	Smyth	541	1.78
Amherst	Amherst	540	1.71
Williamsburg	Williamsburg	539	1.76
Weakley	Weakley	537	1.61
Wells	Wells	535	1.66
Cowley	Cowley	535	1.52
Erath	Erath	535	1.26
Morton	Morton	534	1.58
Becker	Becker	534	1.55
Laclede	Laclede	534	1.50
Phillips	Phillips	531	1.67
McCurtain	McCurtain	531	1.62
Rhea	Rhea	530	1.60
Manistee	Manistee	529	2.16
Prince George	Prince George	529	1.39
Hot Spring	Hot Spring	528	1.57
Nicollet	Nicollet	527	1.54
Scotts Bluff	Scotts Bluff	527	1.46
Charlevoix	Charlevoix	526	2.00
San Miguel	San Miguel	524	1.46
Hocking	Hocking	524	1.84
Owen	Owen	523	1.65
Schuyler	Schuyler	521	1.77
Wapello	Wapello	519	1.47
Seward	Seward	519	1.33
Morrison	Morrison	519	1.56
Obion	Obion	518	1.71
Garrett	Garrett	517	1.77
Muhlenberg	Muhlenberg	516	1.68
Houghton	Houghton	512	1.41
Antrim	Antrim	511	2.19
Blaine	Blaine	510	1.29
Freeborn	Freeborn	510	1.67
Ashe	Ashe	510	1.88
Crook	Crook	510	1.63
Worth	Worth	509	1.71
Garvin	Garvin	509	1.83
Wexford	Wexford	508	1.52
Gillespie	Gillespie	506	1.89
Wythe	Wythe	504	1.75
Carlton	Carlton	503	1.40
Pacific	Pacific	502	2.28
Petersburg City	Petersburg City	501	1.59
McDonough	McDonough	497	1.66
Hardee	Hardee	496	1.82
Ogemaw	Ogemaw	496	2.37
San Jacinto	San Jacinto	495	1.72
Humphreys	Humphreys	494	1.85
Silver Bow	Silver Bow	494	1.41
Leelanau	Leelanau	493	2.26
McPherson	McPherson	492	1.57
Evangeline	Evangeline	488	1.46
Hughes	Hughes	487	1.57
Alpena	Alpena	485	1.71
Gallia	Gallia	484	1.62
Hardeman	Hardeman	484	1.66
Latah	Latah	482	1.20
Codington	Codington	478	1.71
Hickman	Hickman	477	1.62
Iberville	Iberville	477	1.46
Dunklin	Dunklin	477	1.62
Fluvanna	Fluvanna	475	1.77
Manassas City	Manassas City	475	1.14
Sweetwater	Sweetwater	475	1.10
Chickasaw	Chickasaw	474	1.63
Boyle	Boyle	473	1.57
Cheboygan	Cheboygan	472	1.86
Aransas	Aransas	471	1.98
Palo Pinto	Palo Pinto	470	1.63
Teton	Teton	469	1.15
Waushara	Waushara	469	1.93
Caledonia	Caledonia	468	1.55
Fillmore	Fillmore	467	1.76
Dillon	Dillon	467	1.53
Llano	Llano	467	2.16
Bolivar	Bolivar	466	1.49
Rockbridge	Rockbridge	464	2.04
Le Sueur	Le Sueur	462	1.62
Tillamook	Tillamook	462	1.72
Iroquois	Iroquois	459	1.66
Wakulla	Wakulla	457	1.41
Gray	Gray	456	1.63
Austin	Austin	454	1.51
Dinwiddie	Dinwiddie	454	1.59
Yates	Yates	453	1.82
Lassen	Lassen	450	1.46
Audrain	Audrain	446	1.75
Bremer	Bremer	445	1.78
Pine	Pine	445	1.51
Letcher	Letcher	444	2.03
Brookings	Brookings	443	1.26
Salem City	Salem City	443	1.73
Titus	Titus	442	1.34
Geneva	Geneva	441	1.68
Jo Daviess	Jo Daviess	441	2.07
Powhatan	Powhatan	441	1.51
Vilas	Vilas	440	2.01
Luna	Luna	438	1.83
McNairy	McNairy	438	1.69
Oceana	Oceana	437	1.64
Van Wert	Van Wert	437	1.54
Pawnee	Pawnee	436	1.71
Haralson	Haralson	435	1.47
Colorado	Colorado	432	2.04
Neshoba	Neshoba	428	1.47
Hubbard	Hubbard	427	2.00
Malheur	Malheur	427	1.39
Trempealeau	Trempealeau	427	1.45
Haskell	Haskell	426	1.89
Copiah	Copiah	426	1.49
Starke	Starke	425	1.85
Hutchinson	Hutchinson	425	1.49
Lavaca	Lavaca	425	2.11
Abbeville	Abbeville	422	1.72
Tate	Tate	421	1.46
Grimes	Grimes	420	1.48
Marlboro	Marlboro	419	1.59
Prentiss	Prentiss	416	1.64
Bandera	Bandera	415	1.82
Staunton City	Staunton City	415	1.67
Roosevelt	Roosevelt	414	1.39
Finney	Finney	413	1.13
Leflore	Leflore	411	1.42
Edgefield	Edgefield	410	1.51
Uintah	Uintah	410	1.16
Brooke	Brooke	410	1.85
Bee	Bee	409	1.25
Ashley	Ashley	408	2.03
Kleberg	Kleberg	407	1.31
Ray	Ray	406	1.77
Morehouse	Morehouse	405	1.59
Red River	Red River	405	1.96
Colfax	Colfax	405	1.76
Cibola	Cibola	405	1.51
Brooks	Brooks	404	1.79
Hertford	Hertford	404	1.71
Peach	Peach	403	1.48
Jennings	Jennings	403	1.46
Del Norte	Del Norte	402	1.44
Upson	Upson	402	1.53
Valley	Valley	400	1.76
Caswell	Caswell	400	1.76
Juniata	Juniata	400	1.62
Toombs	Toombs	399	1.48
Glenn	Glenn	398	1.42
Wasco	Wasco	398	1.50
Milam	Milam	398	1.58
Gage	Gage	397	1.85
Anson	Anson	397	1.60
Currituck	Currituck	397	1.47
Sanpete	Sanpete	397	1.30
Pendleton	Pendleton	395	1.84
Tishomingo	Tishomingo	395	2.03
Mingo	Mingo	395	1.66
Langlade	Langlade	395	2.05
Goochland	Goochland	391	1.68
Dade	Dade	390	1.64
Uvalde	Uvalde	390	1.45
Winchester City	Winchester City	390	1.39
Posey	Posey	388	1.52
Waynesboro City	Waynesboro City	387	1.71
Montezuma	Montezuma	385	1.47
Chattooga	Chattooga	383	1.54
Big Horn	Big Horn	383	1.52
Conway	Conway	382	1.83
Asotin	Asotin	382	1.69
Wabasha	Wabasha	381	1.76
Payette	Payette	379	1.61
Grainger	Grainger	379	1.64
Bosque	Bosque	378	2.02
Meeker	Meeker	377	1.63
Wasatch	Wasatch	376	1.13
Poinsett	Poinsett	375	1.57
Pointe Coupee	Pointe Coupee	375	1.71
Atchison	Atchison	374	1.75
Teller	Teller	373	1.49
Emanuel	Emanuel	373	1.65
Yankton	Yankton	373	1.63
Crisp	Crisp	372	1.64
Unicoi	Unicoi	372	2.10
St. Francis	St. Francis	371	1.46
Benzie	Benzie	371	2.09
Mills	Mills	370	1.85
New Kent	New Kent	369	1.65
Mille Lacs	Mille Lacs	368	1.41
Yazoo	Yazoo	367	1.30
Itawamba	Itawamba	366	1.55
Aitkin	Aitkin	365	2.30
Stewart	Stewart	363	1.84
Churchill	Churchill	363	1.48
Bertie	Bertie	360	1.89
Overton	Overton	360	1.63
West Baton Rouge	West Baton Rouge	359	1.36
Hockley	Hockley	359	1.56
Willacy	Willacy	359	1.67
Kewaunee	Kewaunee	359	1.76
Assumption	Assumption	358	1.61
Mahaska	Mahaska	357	1.62
Gonzales	Gonzales	357	1.71
Meriwether	Meriwether	356	1.69
Sunflower	Sunflower	355	1.38
Labette	Labette	354	1.77
Eastland	Eastland	354	1.93
East Feliciana	East Feliciana	353	1.83
Jersey	Jersey	352	1.61
Patrick	Patrick	352	1.99
Wyandot	Wyandot	351	1.60
Lamoille	Lamoille	351	1.39
Klickitat	Klickitat	351	1.59
Glades	Glades	348	2.53
Saunders	Saunders	348	1.63
Tattnall	Tattnall	346	1.36
Arenac	Arenac	346	2.30
Geary	Geary	345	1.06
Wilcox	Wilcox	344	1.77
Nobles	Nobles	344	1.57
Saluda	Saluda	344	1.67
King George	King George	342	1.29
Colonial Heights City	Colonial Heights City	342	1.92
Plumas	Plumas	340	1.81
Woodward	Woodward	340	1.68
Montour	Montour	340	1.87
Fairfax City	Fairfax City	340	1.38
Fredericksburg City	Fredericksburg City	340	1.17
Butts	Butts	339	1.40
Crockett	Crockett	338	1.90
Hopewell City	Hopewell City	338	1.49
Nodaway	Nodaway	337	1.51
Beckham	Beckham	337	1.55
Prince Edward	Prince Edward	337	1.47
Winneshiek	Winneshiek	335	1.67
Leake	Leake	335	1.47
Tippah	Tippah	334	1.52
Lampasas	Lampasas	334	1.57
Sawyer	Sawyer	334	2.03
Hempstead	Hempstead	333	1.53
Grenada	Grenada	333	1.58
Sierra	Sierra	332	2.38
Coahoma	Coahoma	331	1.46
Sharp	Sharp	330	1.90
Barnwell	Barnwell	330	1.57
Forest	Forest	329	2.02
Arkansas	Arkansas	328	1.85
Rabun	Rabun	328	1.95
George	George	328	1.35
Montague	Montague	327	1.67
Marengo	Marengo	326	1.71
Breckinridge	Breckinridge	325	1.60
Freestone	Freestone	325	1.64
Wetzel	Wetzel	325	2.13
McDuffie	McDuffie	324	1.51
Kalkaska	Kalkaska	324	1.82
Jay	Jay	322	1.55
Clearwater	Clearwater	321	1.83
Yancey	Yancey	321	1.79
Grand	Grand	320	1.27
Cassia	Cassia	319	1.34
Fentress	Fentress	319	1.75
Inyo	Inyo	318	1.77
Poweshiek	Poweshiek	318	1.70
St. James	St. James	318	1.51
Bath	Bath	315	1.89
Gogebic	Gogebic	314	2.08
Craig	Craig	314	1.62
Dickenson	Dickenson	314	2.16
Yell	Yell	313	1.45
McDonald	McDonald	313	1.36
Colusa	Colusa	312	1.44
Piscataquis	Piscataquis	312	1.86
Jerome	Jerome	311	1.29
Stutsman	Stutsman	310	1.48
Burnett	Burnett	309	2.00
Chaffee	Chaffee	306	1.53
Dixie	Dixie	306	1.83
Mariposa	Mariposa	305	1.74
Rush	Rush	305	1.54
Plaquemines	Plaquemines	305	1.30
Andrew	Andrew	305	1.73
Turner	Turner	304	1.86
Bond	Bond	304	1.83
Attala	Attala	304	1.65
Pocahontas	Pocahontas	303	2.00
Waseca	Waseca	303	1.62
Falls	Falls	303	1.75
Minidoka	Minidoka	300	1.44
Nemaha	Nemaha	300	1.75
Southampton	Southampton	300	1.71
Bayfield	Bayfield	300	1.99
Idaho	Idaho	299	1.81
Hampton	Hampton	299	1.55
Tama	Tama	298	1.76
Concordia	Concordia	298	1.52
Bates	Bates	298	1.82
Davison	Davison	298	1.51
Burleson	Burleson	297	1.62
Edgar	Edgar	296	1.71
Piatt	Piatt	296	1.81
Buena Vista	Buena Vista	295	1.48
Powell	Powell	295	1.52
Gasconade	Gasconade	295	2.01
Izard	Izard	294	2.17
Green Lake	Green Lake	294	1.55
Gilchrist	Gilchrist	291	1.60
Walthall	Walthall	291	2.01
Holt	Holt	291	1.99
Young	Young	291	1.61
Avery	Avery	290	1.65
Alcona	Alcona	289	2.79
New Madrid	New Madrid	287	1.66
Missaukee	Missaukee	286	1.89
Hood River	Hood River	286	1.22
Brantley	Brantley	284	1.50
Kossuth	Kossuth	284	1.91
Gulf	Gulf	282	1.74
Appling	Appling	282	1.53
Towns	Towns	282	2.38
Wilkinson	Wilkinson	282	1.58
Dukes	Dukes	282	1.62
Bristol City	Bristol City	282	1.71
Banks	Banks	281	1.48
Cooper	Cooper	281	1.60
Summers	Summers	281	2.20
Washburn	Washburn	281	1.77
Renville	Renville	280	1.65
Otoe	Otoe	280	1.75
Los Alamos	Los Alamos	278	1.46
Jeff Davis	Jeff Davis	277	1.60
King William	King William	275	1.62
Routt	Routt	274	1.07
Drew	Drew	272	1.49
Oglethorpe	Oglethorpe	272	1.81
Fountain	Fountain	272	1.67
Winn	Winn	271	1.92
Ste. Genevieve	Ste. Genevieve	271	1.52
Callahan	Callahan	271	1.93
Buckingham	Buckingham	271	1.59
Amite	Amite	270	2.19
Pamlico	Pamlico	270	2.13
Menard	Menard	268	1.85
Estill	Estill	268	1.89
Bledsoe	Bledsoe	268	1.82
Scurry	Scurry	268	1.59
Gem	Gem	267	1.51
Parke	Parke	267	1.58
Fleming	Fleming	267	1.85
Bienville	Bienville	267	2.01
Price	Price	267	2.00
Garrard	Garrard	266	1.51
Deaf Smith	Deaf Smith	266	1.42
Presque Isle	Presque Isle	265	2.08
McCreary	McCreary	263	1.51
Dooly	Dooly	262	1.92
Beadle	Beadle	261	1.38
Casey	Casey	260	1.64
Rockcastle	Rockcastle	260	1.55
Knott	Knott	259	1.71
Dent	Dent	259	1.68
Kingfisher	Kingfisher	259	1.64
Appomattox	Appomattox	259	1.64
Pend Oreille	Pend Oreille	259	1.91
Cross	Cross	258	1.55
Redwood	Redwood	258	1.69
Nottoway	Nottoway	258	1.68
Chowan	Chowan	257	1.83
Perquimans	Perquimans	257	1.92
Frio	Frio	257	1.30
Ben Hill	Ben Hill	256	1.53
Trigg	Trigg	256	1.75
Bamberg	Bamberg	256	1.79
Las Animas	Las Animas	255	1.76
Vermillion	Vermillion	254	1.64
Faribault	Faribault	253	1.84
Pemiscot	Pemiscot	253	1.56
Socorro	Socorro	253	1.51
Cannon	Cannon	253	1.75
Appanoose	Appanoose	252	2.02
Telfair	Telfair	249	1.57
McCormick	McCormick	248	2.64
Sequatchie	Sequatchie	248	1.67
Massac	Massac	247	1.75
Gaines	Gaines	247	1.18
Neosho	Neosho	246	1.54
Braxton	Braxton	246	1.74
O’Brien	O’Brien	244	1.76
Allamakee	Allamakee	243	1.75
Kanabec	Kanabec	242	1.49
Mackinac	Mackinac	240	2.22
Uinta	Uinta	239	1.18
Koochiching	Koochiching	238	1.91
Wheeler	Wheeler	237	1.55
Breathitt	Breathitt	237	1.86
Blackford	Blackford	236	1.98
Sibley	Sibley	236	1.57
Gooding	Gooding	235	1.55
Roseau	Roseau	235	1.55
Hickory	Hickory	235	2.47
West Feliciana	West Feliciana	233	1.51
Andrews	Andrews	233	1.28
Live Oak	Live Oak	233	1.92
Magoffin	Magoffin	232	1.88
Wadena	Wadena	232	1.69
Torrance	Torrance	232	1.49
Pecos	Pecos	231	1.48
Goshen	Goshen	231	1.73
Conecuh	Conecuh	230	1.87
Screven	Screven	228	1.64
Camp	Camp	228	1.75
Hardy	Hardy	228	1.65
Crenshaw	Crenshaw	227	1.64
Moultrie	Moultrie	227	1.54
Bollinger	Bollinger	227	1.87
Atoka	Atoka	227	1.64
Blanco	Blanco	227	1.94
Sanders	Sanders	225	1.90
Nolan	Nolan	225	1.52
Bleckley	Bleckley	224	1.75
Williamsburg City	Williamsburg City	224	1.51
Larue	Larue	223	1.56
Zapata	Zapata	223	1.57
Lamb	Lamb	222	1.68
Duchesne	Duchesne	222	1.11
Kiowa	Kiowa	220	1.74
Swain	Swain	220	1.54
Moniteau	Moniteau	218	1.35
Cottonwood	Cottonwood	217	1.92
Reeves	Reeves	217	1.38
Rains	Rains	216	1.78
Long	Long	214	1.13
Okfuskee	Okfuskee	214	1.77
Shoshone	Shoshone	213	1.66
West Carroll	West Carroll	213	1.94
Oregon	Oregon	212	2.01
Karnes	Karnes	212	1.35
Lunenburg	Lunenburg	211	1.75
Mathews	Mathews	211	2.40
Poquoson City	Poquoson City	210	1.72
Yalobusha	Yalobusha	209	1.69
Little River	Little River	208	1.69
Vinton	Vinton	208	1.58
Edmonson	Edmonson	207	1.69
Amelia	Amelia	207	1.59
Martinsville City	Martinsville City	207	1.60
Edwards	Edwards	206	1.85
Ozark	Ozark	206	2.28
Sherman	Sherman	205	1.50
Alamosa	Alamosa	204	1.22
Montmorency	Montmorency	204	2.21
Tallahatchie	Tallahatchie	203	1.45
Gates	Gates	203	1.75
Wilbarger	Wilbarger	202	1.57
Converse	Converse	202	1.48
Fergus	Fergus	201	1.81
Runnels	Runnels	201	1.96
Barnes	Barnes	200	1.90
Archuleta	Archuleta	198	1.44
Coosa	Coosa	197	1.84
Prowers	Prowers	196	1.61
Pushmataha	Pushmataha	195	1.75
Guthrie	Guthrie	194	1.81
Rolette	Rolette	194	1.35
Zavala	Zavala	194	1.61
Radford City	Radford City	194	1.06
Skamania	Skamania	194	1.62
Cheyenne	Cheyenne	193	1.40
Red Willow	Red Willow	192	1.79
Walsh	Walsh	192	1.80
Charlton	Charlton	191	1.47
Candler	Candler	190	1.75
Sac	Sac	190	1.95
Ralls	Ralls	190	1.86
Manassas Park City	Manassas Park City	190	1.10
Roberts	Roberts	189	1.67
Oscoda	Oscoda	188	2.28
Pitkin	Pitkin	187	1.04
Quitman	Quitman	187	2.01
Kemper	Kemper	187	1.87
Love	Love	186	1.84
Millard	Millard	186	1.43
Dimmit	Dimmit	185	1.80
Monona	Monona	184	2.12
Desha	Desha	183	1.59
Nowata	Nowata	183	1.79
Keokuk	Keokuk	182	1.78
Alger	Alger	181	1.99
Heard	Heard	180	1.51
Boundary	Boundary	180	1.51
Switzerland	Switzerland	180	1.68
Latimer	Latimer	180	1.76
Ketchikan Gateway	Ketchikan Gateway	178	1.28
Owyhee	Owyhee	178	1.52
St. Helena	St. Helena	178	1.73
Rio Grande	Rio Grande	177	1.58
Harper	Harper	176	1.89
Pratt	Pratt	176	1.87
Glacier	Glacier	176	1.28
Coleman	Coleman	176	2.10
Chicot	Chicot	175	1.67
Evans	Evans	175	1.63
Ritchie	Ritchie	175	1.80
Bullock	Bullock	174	1.71
Modoc	Modoc	173	1.97
Moffat	Moffat	173	1.31
Box Butte	Box Butte	173	1.60
Quay	Quay	173	2.09
Palo Alto	Palo Alto	172	1.93
Swift	Swift	172	1.84
Maries	Maries	172	1.96
Schoolcraft	Schoolcraft	171	2.12
Terry	Terry	170	1.38
Irwin	Irwin	169	1.80
Yellow Medicine	Yellow Medicine	169	1.72
Richardson	Richardson	168	2.12
Leslie	Leslie	167	1.64
Archer	Archer	167	1.90
Searcy	Searcy	165	2.08
Lemhi	Lemhi	165	2.07
Trousdale	Trousdale	165	1.50
Bacon	Bacon	164	1.47
Brewster	Brewster	163	1.76
Greensville	Greensville	163	1.40
Bethel	Bethel	162	0.89
Deer Lodge	Deer Lodge	162	1.77
Washita	Washita	162	1.46
Charles Mix	Charles Mix	162	1.73
San Augustine	San Augustine	162	1.97
Falls Church City	Falls Church City	162	1.10
Early	Early	161	1.57
Baraga	Baraga	161	1.94
Noxubee	Noxubee	161	1.52
Gunnison	Gunnison	160	0.93
Terrell	Terrell	160	1.70
Goliad	Goliad	160	2.11
Doddridge	Doddridge	160	1.90
Cloud	Cloud	159	1.82
Watonwan	Watonwan	159	1.45
Pipestone	Pipestone	158	1.75
Oglala Lakota	Oglala Lakota	158	1.11
Ontonagon	Ontonagon	157	2.70
Keith	Keith	157	1.96
Dewey	Dewey	157	1.46
Tucker	Tucker	157	2.26
Shannon	Shannon	155	1.90
McKenzie	McKenzie	155	1.14
Woods	Woods	155	1.75
Metcalfe	Metcalfe	153	1.52
Catahoula	Catahoula	152	1.58
Beaverhead	Beaverhead	152	1.62
Emery	Emery	152	1.52
Charles City	Charles City	152	2.20
Prairie	Prairie	151	1.65
Chariton	Chariton	151	2.03
Major	Major	151	1.98
Jack	Jack	151	1.71
Allendale	Allendale	150	1.68
Somervell	Somervell	150	1.66
Rappahannock	Rappahannock	150	2.07
Twiggs	Twiggs	149	1.82
Coffey	Coffey	149	1.81
Kingman	Kingman	149	2.04
Huerfano	Huerfano	147	2.13
Parmer	Parmer	147	1.49
Jenkins	Jenkins	145	1.67
Trimble	Trimble	145	1.70
White Pine	White Pine	145	1.53
Elliott	Elliott	144	1.92
Tillman	Tillman	142	1.93
McCulloch	McCulloch	142	1.77
Refugio	Refugio	142	2.02
Juab	Juab	142	1.23
Kodiak Island	Kodiak Island	141	1.06
Doniphan	Doniphan	141	1.84
King and Queen	King and Queen	141	2.00
Wallowa	Wallowa	140	1.97
Lanier	Lanier	139	1.34
Bracken	Bracken	139	1.69
Lac qui Parle	Lac qui Parle	139	2.08
Merrick	Merrick	139	1.80
Sublette	Sublette	139	1.42
Mono	Mono	138	0.97
Benewah	Benewah	138	1.49
Ballard	Ballard	136	1.71
Pleasants	Pleasants	136	1.81
Stillwater	Stillwater	135	1.41
Bland	Bland	135	2.14
Boise	Boise	134	1.75
Ida	Ida	133	1.94
Reynolds	Reynolds	133	2.13
Antelope	Antelope	133	2.10
Pembina	Pembina	133	1.91
Traill	Traill	133	1.66
Pepin	Pepin	133	1.82
Mountrail	Mountrail	132	1.29
Presidio	Presidio	132	1.90
Franklin City	Franklin City	132	1.65
Clear Creek	Clear Creek	131	1.36
Menifee	Menifee	131	2.04
Fall River	Fall River	131	1.94
Swisher	Swisher	131	1.76
Washakie	Washakie	131	1.66
Atkinson	Atkinson	129	1.56
Burt	Burt	129	1.99
Cuming	Cuming	129	1.44
Harney	Harney	129	1.76
Ferry	Ferry	129	1.69
Treutlen	Treutlen	128	1.88
Greenlee	Greenlee	127	1.34
Conejos	Conejos	127	1.55
Tunica	Tunica	125	1.26
Rosebud	Rosebud	125	1.38
Gentry	Gentry	124	1.88
Ochiltree	Ochiltree	124	1.25
Grand Isle	Grand Isle	122	1.73
Spink	Spink	121	1.86
San Saba	San Saba	121	1.99
Wolfe	Wolfe	119	1.66
Pickett	Pickett	119	2.34
East Carroll	East Carroll	118	1.68
Woodruff	Woodruff	117	1.80
Kearney	Kearney	117	1.79
Wabaunsee	Wabaunsee	115	1.67
Nantucket	Nantucket	115	1.02
La Salle	La Salle	115	1.52
Yoakum	Yoakum	115	1.34
Ellsworth	Ellsworth	114	1.83
Luce	Luce	114	1.81
Day	Day	114	2.08
Sitka	Sitka	113	1.30
Norman	Norman	113	1.75
Cotton	Cotton	113	1.96
Carson	Carson	113	1.89
Buena Vista City	Buena Vista City	113	1.81
Wirt	Wirt	113	1.94
Coal	Coal	112	2.03
Audubon	Audubon	111	2.01
Bailey	Bailey	110	1.57
Covington City	Covington City	110	2.01
Dawes	Dawes	109	1.25
Alfalfa	Alfalfa	109	1.90
Hyde	Hyde	108	1.66
Childress	Childress	108	1.49
Winkler	Winkler	108	1.40
Weston	Weston	108	1.55
Valdez-Cordova	Valdez-Cordova	107	1.17
Wilkin	Wilkin	107	1.71
Crosby	Crosby	107	1.85
Bottineau	Bottineau	106	1.66
Kit Carson	Kit Carson	105	1.46
Power	Power	105	1.35
Galax City	Galax City	105	1.63
Ringgold	Ringgold	104	2.08
Thayer	Thayer	104	2.06
Stanton	Stanton	103	1.30
Castro	Castro	103	1.35
Pondera	Pondera	102	1.70
Benson	Benson	102	1.47
Moody	Moody	102	1.55
Jim Hogg	Jim Hogg	102	1.94
Lynn	Lynn	102	1.73
Kimble	Kimble	101	2.32
Rooks	Rooks	100	2.00
Emporia City	Emporia City	100	1.95
Chattahoochee	Chattahoochee	99	0.93
Cherry	Cherry	99	1.71
Furnas	Furnas	99	2.10
Bon Homme	Bon Homme	99	1.42
Clinch	Clinch	98	1.47
Tensas	Tensas	98	2.19
Pershing	Pershing	98	1.47
Wahkiakum	Wahkiakum	98	2.21
Norton	Norton	97	1.79
Chase	Chase	96	1.45
Carlisle	Carlisle	96	2.01
Tripp	Tripp	96	1.76
Bent	Bent	95	1.62
Republic	Republic	94	2.02
Deuel	Deuel	94	1.53
Nuckolls	Nuckolls	94	2.23
Dallam	Dallam	94	1.30
Prince of Wales-Hyder	Prince of Wales-Hyder	93	1.45
Bear Lake	Bear Lake	93	1.54
Mora	Mora	93	2.06
Nome	Nome	92	0.92
Big Stone	Big Stone	92	1.85
Mahnomen	Mahnomen	92	1.67
Greer	Greer	91	1.56
Schley	Schley	90	1.71
Owsley	Owsley	90	2.00
Broadwater	Broadwater	90	1.47
Barber	Barber	89	1.99
Musselshell	Musselshell	89	1.91
Lexington City	Lexington City	89	1.24
Caribou	Caribou	88	1.25
Southeast Fairbanks	Southeast Fairbanks	87	1.26
Saguache	Saguache	87	1.27
Fisher	Fisher	87	2.26
Garza	Garza	87	1.32
Kittson	Kittson	85	1.99
Dickey	Dickey	85	1.73
Real	Real	84	2.41
Sharkey	Sharkey	83	1.89
Ransom	Ransom	83	1.58
Crowley	Crowley	82	1.41
Chouteau	Chouteau	82	1.42
Coke	Coke	82	2.43
Hansford	Hansford	82	1.51
Kinney	Kinney	82	2.17
North Slope	North Slope	81	0.82
Dixon	Dixon	80	1.39
Morrill	Morrill	79	1.68
Tyrrell	Tyrrell	78	1.88
Kingsbury	Kingsbury	77	1.57
Northwest Arctic	Northwest Arctic	76	1.00
Brule	Brule	76	1.46
Baylor	Baylor	76	2.13
Lander	Lander	75	1.35
Hamlin	Hamlin	75	1.23
Concho	Concho	75	1.76
Osborne	Osborne	74	2.13
McCook	McCook	74	1.33
Norton City	Norton City	74	1.86
Hot Springs	Hot Springs	74	1.62
Rio Blanco	Rio Blanco	73	1.15
Lake of the Woods	Lake of the Woods	73	1.95
Sutton	Sutton	72	1.91
Baca	Baca	71	1.99
Donley	Donley	71	2.13
Catron	Catron	69	1.92
Hartley	Hartley	68	1.22
Nance	Nance	67	1.89
Storey	Storey	67	1.66
Crane	Crane	67	1.40
Kusilvak	Kusilvak	66	0.79
Kimball	Kimball	66	1.84
Costilla	Costilla	65	1.70
Trego	Trego	65	2.31
Perkins	Perkins	65	1.11
Gregory	Gregory	65	1.54
Shackelford	Shackelford	65	1.99
Emmons	Emmons	61	1.84
Edmunds	Edmunds	60	1.55
Hand	Hand	60	1.82
Yukon-Koyukuk	Yukon-Koyukuk	59	1.10
Gilpin	Gilpin	59	0.97
Echols	Echols	59	1.47
Traverse	Traverse	59	1.79
Toole	Toole	58	1.19
Sargent	Sargent	58	1.51
Greeley	Greeley	56	1.58
Hitchcock	Hitchcock	56	2.00
Upton	Upton	56	1.53
Glascock	Glascock	55	1.83
Woodson	Woodson	55	1.74
Roger Mills	Roger Mills	55	1.50
Lyman	Lyman	55	1.44
Jewell	Jewell	54	1.89
Ouray	Ouray	53	1.09
Hudspeth	Hudspeth	53	1.11
Ness	Ness	52	1.84
Red Lake	Red Lake	52	1.30
Corson	Corson	52	1.24
Kearny	Kearny	51	1.28
Harmon	Harmon	50	1.89
Rawlins	Rawlins	47	1.88
Cochran	Cochran	47	1.64
Aleutians West	Aleutians West	45	0.79
Sweet Grass	Sweet Grass	43	1.17
Foster	Foster	43	1.34
Towner	Towner	43	1.97
Reagan	Reagan	43	1.16
Gove	Gove	42	1.61
Keweenaw	Keweenaw	42	1.99
Collingsworth	Collingsworth	42	1.43
Schleicher	Schleicher	42	1.45
Frontier	Frontier	41	1.55
Hanson	Hanson	41	1.20
Lipscomb	Lipscomb	40	1.20
Hodgeman	Hodgeman	38	2.09
Bowman	Bowman	38	1.24
Garden	Garden	37	1.96
Bennett	Bennett	37	1.07
Dundy	Dundy	36	2.01
Dillingham	Dillingham	35	0.70
Culberson	Culberson	35	1.60
Granite	Granite	34	1.02
Cavalier	Cavalier	34	0.88
Stanley	Stanley	34	1.13
Divide	Divide	33	1.47
Cimarron	Cimarron	33	1.55
Dickens	Dickens	33	1.47
Haines	Haines	32	1.28
Petersburg	Petersburg	32	0.99
De Baca	De Baca	31	1.76
LaMoure	LaMoure	31	0.76
Dolores	Dolores	30	1.45
Taliaferro	Taliaferro	30	1.88
Miner	Miner	30	1.36
Sanborn	Sanborn	30	1.26
Hemphill	Hemphill	30	0.78
Judith Basin	Judith Basin	29	1.46
Gilliam	Gilliam	29	1.52
Foard	Foard	28	2.35
Niobrara	Niobrara	27	1.14
Meagher	Meagher	26	1.37
Rich	Rich	26	1.07
Eureka	Eureka	24	1.17
Hettinger	Hettinger	24	0.97
Kidder	Kidder	24	0.96
Briscoe	Briscoe	24	1.57
Aleutians East	Aleutians East	23	0.66
Throckmorton	Throckmorton	23	1.54
Fallon	Fallon	22	0.74
Golden Valley	Golden Valley	22	0.87
McCone	McCone	22	1.31
Wheatland	Wheatland	22	0.97
Faulk	Faulk	22	0.95
Wrangell	Wrangell	21	0.84
Irion	Irion	21	1.36
Piute	Piute	21	1.44
Griggs	Griggs	20	0.92
Cottle	Cottle	20	1.47
Powder River	Powder River	19	1.12
Aurora	Aurora	19	0.69
Denali	Denali	18	0.90
Hoonah-Angoon	Hoonah-Angoon	18	0.86
Sully	Sully	18	1.31
Ziebach	Ziebach	18	0.66
Issaquena	Issaquena	17	1.27
Daniels	Daniels	17	0.98
Haakon	Haakon	17	0.86
Jerauld	Jerauld	17	0.84
Mellette	Mellette	17	0.81
Wallace	Wallace	16	1.06
Oliver	Oliver	16	0.82
Sterling	Sterling	16	1.19
Gosper	Gosper	15	0.77
Lake and Peninsula	Lake and Peninsula	14	0.86
Harding	Harding	14	0.75
Glasscock	Glasscock	13	0.93
Motley	Motley	12	0.94
Skagway	Skagway	10	0.84
Alpine	Alpine	10	0.94
Stonewall	Stonewall	10	0.70
Keya Paha	Keya Paha	9	1.11
Esmeralda	Esmeralda	9	1.14
Camas	Camas	8	0.69
Wibaux	Wibaux	8	0.80
Daggett	Daggett	7	0.70
Bristol Bay	Bristol Bay	6	0.67
Yakutat	Yakutat	6	0.94
Hinsdale	Hinsdale	6	0.71
Hayes	Hayes	6	0.70
Billings	Billings	6	0.69
Treasure	Treasure	5	0.71
Banner	Banner	5	0.69
Hooker	Hooker	5	0.71
Slope	Slope	5	0.69
Borden	Borden	5	0.70
McMullen	McMullen	5	0.70
Petroleum	Petroleum	4	0.70
Loup	Loup	4	0.70
Arthur	Arthur	3	0.69
Kenedy	Kenedy	3	0.67
Loving	Loving	1	0.66