In [1]:
import psycopg2
from psycopg2.extras import RealDictCursor
import pandas as pd
# import geopandas as gpd
# from shapely import wkb
# from shapely.geometry import mapping as to_geojson
# import folium
pd.options.display.max_columns = None
pd.options.display.max_rows = None
#pd.set_option('display.float_format', lambda x: '%.3f' % x)
%matplotlib inline
/Users/joe/.pyenv/versions/2.7.14/envs/firecares-data/lib/python2.7/site-packages/psycopg2/__init__.py:144: UserWarning: The psycopg2 wheel package will be renamed from release 2.8; in order to keep installing from binary please use "pip install psycopg2-binary" instead. For details see: <http://initd.org/psycopg/docs/install.html#binary-install-from-pypi>.
""")
/Users/joe/.pyenv/versions/2.7.14/envs/firecares-data/lib/python2.7/site-packages/matplotlib/font_manager.py:280: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.
'Matplotlib is building the font cache using fc-list. '
In [2]:
conn = psycopg2.connect('service=firecares')
nfirs = psycopg2.connect('service=nfirs')
In [6]:
# Create materialized view of all usgs govt units in FireCARES
q = """
create materialized view if not exists usgs_governmentunits as
(
select id, population, county_name as name, 'countyorequivalent' as source, geom from usgs_countyorequivalent where geom is not null
union
select id, population, place_name as name, 'incorporatedplace' as source, geom from usgs_incorporatedplace where geom is not null
union
select id, population, minorcivildivision_name as name, 'minorcivildivision' as source, geom from usgs_minorcivildivision where geom is not null
union
select id, population, name, 'nativeamericanarea' as source, geom from usgs_nativeamericanarea where geom is not null
union
select id, 0 as population, name, 'reserve' as source, geom from usgs_reserve where geom is not null
union
select id, population, state_name as name, 'stateorterritoryhigh' as source, geom from usgs_stateorterritoryhigh where geom is not null
union
select id, population, place_name as name, 'unincorporatedplace' as source, geom from usgs_unincorporatedplace where geom is not null
);
create unique index on usgs_governmentunits (id, source);
create index on usgs_governmentunits using gist (geom);
"""
with conn.cursor() as c:
c.execute(q)
conn.commit()
In [7]:
# Link remote firecares usgs_governmentunits view to nfirs-local usgs_government units
q = """
create foreign table usgs_governmentunits (id integer, population integer, name character varying(120), source text, geom geometry)
server firecares
options (table_name 'usgs_governmentunits');
"""
with nfirs.cursor() as c:
c.execute(q)
nfirs.commit()
In [11]:
# Old nfirs.firestation_firedepartment foreign table columns needed to be synced
q = """
alter foreign TABLE firestation_firedepartment add column archived boolean NOT NULL;
alter foreign TABLE firestation_firedepartment add column domain_name character varying(255);
alter foreign TABLE firestation_firedepartment add column owned_tracts_geom public.geometry(MultiPolygon,4326);
alter foreign TABLE firestation_firedepartment add column display_metrics boolean NOT NULL;
alter foreign TABLE firestation_firedepartment add column boundary_verified boolean NOT NULL;
alter foreign TABLE firestation_firedepartment add column cfai_accredited boolean NOT NULL;
alter foreign TABLE firestation_firedepartment add column ems_transport boolean NOT NULL;
alter foreign TABLE firestation_firedepartment add column staffing_verified boolean NOT NULL;
alter foreign TABLE firestation_firedepartment add column stations_verified boolean NOT NULL;
alter foreign TABLE firestation_firedepartment add column census_override boolean NOT NULL;
alter foreign TABLE firestation_firedepartment add column additional_fdids character varying(255);
"""
with nfirs.cursor() as c:
c.execute(q)
nfirs.commit()
In [12]:
q = """
create foreign table if not exists firecares_core_address (id integer NOT NULL,
address_line1 character varying(100) NOT NULL,
address_line2 character varying(100),
city character varying(50) NOT NULL,
state_province character varying(40) NOT NULL,
postal_code character varying(10) NOT NULL,
geom public.geometry(Point,4326),
geocode_results text,
country_id character varying(2) NOT NULL)
server firecares
options (table_name 'firecares_core_address');
"""
with nfirs.cursor() as c:
c.execute(q)
nfirs.commit()
In [5]:
q = """
select id, fdid, state, name
from firestation_firedepartment
where boundary_verified = true;
"""
with nfirs.cursor(cursor_factory=RealDictCursor) as c:
c.execute(q)
fds = c.fetchall()
In [29]:
q = """
with fires as (select * from joint_buildingfires
inner join joint_incidentaddress
using (fdid, inc_no, inc_date, state, exp_no)
where state = %(state)s and fdid = %(fdid)s
),
govt_units as (
select gu.name, gu.source, gu.id, gu.geom, fd.id as fc_id, fd.geom as fd_geom, ST_Distance(addr.geom, ST_Centroid(gu.geom)) as distance_to_headquarters
from firestation_firedepartment fd
inner join firecares_core_address addr
on addr.id = fd.headquarters_address_id
join usgs_governmentunits gu
on ST_Intersects(ST_Buffer(addr.geom, 0.05), gu.geom)
where
fd.fdid = %(fdid)s and fd.state = %(state)s and source != 'stateorterritoryhigh'
)
select gu.fc_id, count(fires) / ST_Area(gu.geom) as density, count(fires), ST_Area(ST_SymDifference(gu.fd_geom, gu.geom)) / ST_Area(gu.fd_geom) as percent_difference_to_verified_boundary, ST_Area(gu.geom), gu.distance_to_headquarters, gu.name, gu.id, gu.source from fires
inner join govt_units gu
on ST_Intersects(fires.geom, gu.geom)
group by gu.name, gu.id, gu.geom, gu.source, gu.distance_to_headquarters, gu.fd_geom, gu.fc_id
order by ST_Area(gu.geom) / count(fires) asc;
"""
for fd in fds:
with nfirs.cursor(cursor_factory=RealDictCursor) as c:
print 'Analyzing: {} (id: {} fdid: {} {})'.format(fd['name'], fd['id'], fd['fdid'], fd['state'])
c.execute(q, dict(fdid=fd['fdid'], state=fd['state']))
items = c.fetchall()
df = pd.DataFrame(items)
df.to_csv('./boundary-analysis-{}.csv'.format(fd['id']))
Analyzing: Southington Fire Department (id: 95681 fdid: 02230 CT)
In [5]:
from glob import glob
In [6]:
df = None
for f in glob("boundary-analysis*.csv"):
if df is not None:
df = df.append(pd.read_csv(f))
else:
df = pd.read_csv(f)
In [7]:
df.rename(columns={'Unnamed: 0': 'rank'}, inplace=True)
selected_government_units = df[df['rank'] == 0].set_index('fc_id')
total_validated_department_count = len(selected_government_units)
perfect_fits = len(selected_government_units[selected_government_units['percent_difference_to_verified_boundary'] == 0])
In [8]:
print 'Perfect fits: {}/{} ({:.2%})'.format(perfect_fits, total_validated_department_count, float(perfect_fits) / total_validated_department_count)
print 'Machine-selected government unit area difference mean: {:.2%}'.format(df[df['rank'] == 0].percent_difference_to_verified_boundary.mean())
Perfect fits: 25/71 (35.21%)
Machine-selected government unit area difference mean: 40.29%
In [9]:
selected_government_units['percent_difference_to_verified_boundary'].hist(bins=50)
Out[9]:
<matplotlib.axes._subplots.AxesSubplot at 0x10feda410>
In [33]:
selected_government_units
Out[33]:
rank
count
density
distance_to_headquarters
id
name
percent_difference_to_verified_boundary
source
st_area
fc_id
78801
0
585
99716.978516
0.011408
11589
Corsicana
0.000000e+00
incorporatedplace
0.005867
85026
0
3
22941.311075
0.007315
5560
Isleton
1.959799e-01
incorporatedplace
0.000131
78578
0
372
19210.181569
0.018676
18456
Concord
0.000000e+00
incorporatedplace
0.019365
77887
0
492
411712.758527
0.010133
2042
Somerville
0.000000e+00
minorcivildivision
0.001195
83442
0
387
41660.471964
0.029491
43286
Hamden
0.000000e+00
minorcivildivision
0.009289
81727
0
107
65950.416117
0.076698
6626
Cumming
9.740965e-01
incorporatedplace
0.001622
81531
0
29
1254.014221
0.068297
7956
Palm Coast
8.129361e-01
incorporatedplace
0.023126
78792
0
3067
36616.371421
0.094370
45799
Corpus Christi
9.758430e-01
minorcivildivision
0.083760
89555
0
121
35694.222690
0.017323
13985
Murray
0.000000e+00
incorporatedplace
0.003390
79671
0
1894
230033.036127
0.092844
10570
Des Moines
6.754758e-01
minorcivildivision
0.008234
73375
0
487
117226.959850
0.039507
962
Alexandria
0.000000e+00
countyorequivalent
0.004154
81646
0
24
3683.634692
0.019080
6573
Folsom
1.989530e-01
incorporatedplace
0.006515
81134
0
572
35931.287606
0.070830
9263
Fairbanks
1.636272e+00
incorporatedplace
0.015919
81083
0
55
62330.674745
0.013787
3714
Marlton
8.910430e-01
unincorporatedplace
0.000882
97144
0
465
55713.807202
0.049072
5969
Davie
2.309553e-02
incorporatedplace
0.008346
98703
0
169
44570.682378
0.027857
9608
Wauwatosa
0.000000e+00
incorporatedplace
0.003792
78423
0
292
73221.399628
0.020073
4999
Collinsville
0.000000e+00
incorporatedplace
0.003988
83122
0
19
5772.177368
0.024143
9569
Greenfield
0.000000e+00
incorporatedplace
0.003292
93480
0
1
28.974344
0.015611
36080
Isleton
3.470353e+00
minorcivildivision
0.034513
99191
0
65
28955.239927
0.010647
16256
West Warwick
0.000000e+00
minorcivildivision
0.002245
77263
0
228
34765.445609
0.011000
1299
Chelmsford
0.000000e+00
minorcivildivision
0.006558
93456
0
436
16390.472516
0.067698
16564
Rio Rancho
0.000000e+00
incorporatedplace
0.026601
77563
0
221
44018.694737
0.016071
36694
Beloit
8.064430e-02
minorcivildivision
0.005021
91031
0
6027
165634.613560
0.105513
18656
Omaha
0.000000e+00
incorporatedplace
0.036387
91743
0
241
74792.081702
0.021430
11236
Pendleton
8.782634e-01
incorporatedplace
0.003222
83153
0
1565
144147.869234
0.037916
30370
Gilmer
6.830613e-01
minorcivildivision
0.010857
86361
0
106
354716.218751
0.002133
17500
Larchmont
0.000000e+00
incorporatedplace
0.000299
84012
0
265
25978.706569
0.019475
31131
Henrietta
7.032039e-09
minorcivildivision
0.010201
75808
0
413
120345.874485
0.029862
1039
Bristol
0.000000e+00
countyorequivalent
0.003432
93595
0
5127
481513.367546
0.017422
17926
Rochester
1.577109e-01
incorporatedplace
0.010648
91180
0
102
44904.643441
0.005796
1242
Orono
6.068044e-01
unincorporatedplace
0.002271
80460
0
702
79309.854459
0.002641
38261
Eau Claire
1.722006e-01
minorcivildivision
0.008851
74913
0
17
10993.465002
0.022096
4268
Oakhurst
9.339606e-01
unincorporatedplace
0.001546
74867
0
83
48014.754997
0.009581
31385
Berkeley Heights
0.000000e+00
minorcivildivision
0.001729
79600
0
278
107020.055328
0.027164
2434
Waverly
7.252662e-01
unincorporatedplace
0.002598
95681
0
331
32299.333543
0.004489
41084
Southington
0.000000e+00
minorcivildivision
0.010248
73310
0
767
147143.347114
0.012786
13076
Albany
7.817522e-01
incorporatedplace
0.005213
77599
0
621
100428.175657
0.027382
35516
Champaign City
1.806437e-12
minorcivildivision
0.006184
74286
0
7459
299610.202417
0.010716
764
Baltimore
1.173964e-01
incorporatedplace
0.024896
97886
0
113
8573.335642
0.016241
5210
Vallejo
0.000000e+00
incorporatedplace
0.013180
84030
0
4
1898.144305
0.008800
3585
Herald
9.155666e-01
unincorporatedplace
0.002107
86381
0
3123
88533.359291
0.132850
18787
Las Vegas
9.430606e-02
incorporatedplace
0.035275
76927
0
1251
61706.609379
0.022190
2402
Cedar Rapids
1.983832e-12
incorporatedplace
0.020273
77971
0
174
44497.445626
0.003224
12235
Claremore
5.705466e-01
incorporatedplace
0.003910
77030
0
29
1659.108357
0.108231
16221
Coventry
8.130265e-03
minorcivildivision
0.017479
89517
0
1061
153477.698912
0.009821
19265
City of Muncie
9.955738e-02
incorporatedplace
0.006913
81163
0
149
14851.169743
0.004371
4924
Fairfield
3.780732e-01
incorporatedplace
0.010033
78074
0
65
97933.514700
0.008745
18638
Clayton
0.000000e+00
incorporatedplace
0.000664
81599
0
517
77056.331484
0.031957
5164
Florence
1.459299e-01
incorporatedplace
0.006709
77197
0
5772
74189.876612
0.022302
28860
1, Charlotte
0.000000e+00
minorcivildivision
0.077800
91406
0
496
30866.656524
0.015807
42127
Palm Bay
3.513172e-01
minorcivildivision
0.016069
94144
0
111
64779.407794
0.030951
4595
Mandeville
9.055801e-01
incorporatedplace
0.001714
81159
0
331
37952.187544
0.040709
35587
Fairfield
0.000000e+00
minorcivildivision
0.008721
92130
0
14
13539.631770
0.073424
7594
Pingree Grove
9.010110e-01
incorporatedplace
0.001034
83388
0
190
40301.937746
0.006925
8059
Haines City
0.000000e+00
incorporatedplace
0.004714
78884
0
3
6245.294723
0.014198
9026
Courtland
9.463378e-01
unincorporatedplace
0.000480
77989
0
308
273562.998430
0.030587
1954
Winchester
9.994213e-01
unincorporatedplace
0.001126
97577
0
12
149575.143957
0.015105
8590
Twinsburg Heights
1.020869e+00
unincorporatedplace
0.000080
96872
0
168
45426.778637
0.001659
6647
Thomasville
0.000000e+00
incorporatedplace
0.003698
87956
0
109
31956.376680
0.003401
46155
Marshfield
1.394359e-01
minorcivildivision
0.003411
95940
0
371
115706.712512
0.022130
490
St. Louis Park
1.662714e-12
incorporatedplace
0.003206
77286
0
58
34337.398125
0.027801
5616
Holly Springs
9.846589e-01
incorporatedplace
0.001689
91878
0
606
99455.971303
0.028927
46938
Petersburg
0.000000e+00
minorcivildivision
0.006093
92633
0
6
398.309173
0.056015
46744
4
7.825700e-01
minorcivildivision
0.015064
88441
0
2
242248.355439
0.044803
38006
Milwaukee
1.000803e+00
minorcivildivision
0.000008
82342
0
100
129837.644744
0.044383
5062
North Gates
8.664626e-01
unincorporatedplace
0.000770
78827
0
126
11165.623937
0.052474
6574
Elk Grove
7.320594e-01
incorporatedplace
0.011285
78400
0
401
52205.082374
0.060030
46465
Bryan-College Station
1.152629e+00
minorcivildivision
0.007681
88532
0
4248
325100.124768
0.007207
6003
Miami
5.785100e-01
incorporatedplace
0.013067
81258
0
1600
141880.735351
0.026199
2560
Fall River
4.364164e-02
minorcivildivision
0.011277
86287
0
375
186597.718720
0.007590
17056
Lancaster
0.000000e+00
minorcivildivision
0.002010
In [8]:
df.set_index('fc_id')
Out[8]:
rank
count
density
distance_to_headquarters
id
name
percent_difference_to_verified_boundary
source
st_area
fc_id
78801
0
585
99716.978516
0.011408
11589
Corsicana
0.000000e+00
incorporatedplace
0.005867
78801
1
617
6956.982835
0.049155
40009
Corsicana
1.411741e+01
minorcivildivision
0.088688
78801
2
620
2308.610455
0.046837
2605
Navarro
4.477773e+01
countyorequivalent
0.268560
85026
0
3
22941.311075
0.007315
5560
Isleton
1.959799e-01
incorporatedplace
0.000131
85026
1
3
86.923032
0.015528
36080
Isleton
2.839006e+02
minorcivildivision
0.034513
85026
2
3
11.288303
0.393362
2521
Sacramento
2.192813e+03
countyorequivalent
0.265762
78578
0
372
19210.181569
0.018676
18456
Concord
0.000000e+00
incorporatedplace
0.019365
78578
1
372
19210.181569
0.018676
30145
Concord
0.000000e+00
minorcivildivision
0.019365
78578
2
373
1357.456627
0.156079
1813
Merrimack
1.318964e+01
countyorequivalent
0.274779
77887
0
492
411712.758527
0.010133
2042
Somerville
0.000000e+00
minorcivildivision
0.001195
77887
1
492
411712.758527
0.010133
1517
Somerville
0.000000e+00
incorporatedplace
0.001195
77887
2
12
5964.478376
0.031102
2027
Cambridge
2.683596e+00
incorporatedplace
0.002012
77887
3
12
5964.478376
0.031102
2016
Cambridge
2.683596e+00
minorcivildivision
0.002012
77887
4
506
2106.446964
0.315218
2244
Middlesex
2.000153e+02
countyorequivalent
0.240215
77887
5
2
815.332877
0.036952
1539
Medford
3.052694e+00
incorporatedplace
0.002453
77887
6
2
815.332877
0.036952
1722
Medford
3.052694e+00
minorcivildivision
0.002453
77887
7
1
39.432999
0.095002
1564
Boston
2.222117e+01
incorporatedplace
0.025359
77887
8
1
39.432999
0.095002
2402
Boston
2.222117e+01
minorcivildivision
0.025359
77887
9
1
29.395339
0.113664
1712
Suffolk
2.946759e+01
countyorequivalent
0.034019
83442
0
387
41660.471964
0.029491
43286
Hamden
0.000000e+00
minorcivildivision
0.009289
83442
1
444
1848.318459
0.081168
2282
New Haven
2.485946e+01
countyorequivalent
0.240218
83442
2
3
509.609601
0.083484
1128
North Haven
1.633719e+00
unincorporatedplace
0.005887
83442
3
3
509.609601
0.083484
43250
North Haven
1.633719e+00
minorcivildivision
0.005887
83442
4
1
166.779401
0.064188
35740
Bethany
1.645462e+00
minorcivildivision
0.005996
83442
5
1
107.262109
0.090355
36054
Cheshire
2.003614e+00
minorcivildivision
0.009323
83442
6
1
89.860200
0.129566
43829
Wallingford
2.197970e+00
minorcivildivision
0.011128
81727
0
107
65950.416117
0.076698
6626
Cumming
9.740965e-01
incorporatedplace
0.001622
81727
1
564
19095.228686
0.072461
42689
Cumming
5.284300e-01
minorcivildivision
0.029536
81727
2
1009
16109.539393
0.056274
1468
Forsyth
0.000000e+00
countyorequivalent
0.062634
81727
3
133
11345.180412
0.063114
42688
Silver City
8.128317e-01
minorcivildivision
0.011723
81727
4
100
9823.683918
0.088605
42690
Chestatee
8.374760e-01
minorcivildivision
0.010179
81531
0
29
1254.014221
0.068297
7956
Palm Coast
8.129361e-01
incorporatedplace
0.023126
81531
1
106
770.831161
0.047294
2591
Flagler
1.308237e-01
countyorequivalent
0.137514
81531
2
75
699.235919
0.088284
42121
Bunnell
1.190632e-01
minorcivildivision
0.107260
81531
3
23
688.903639
0.093834
7957
Bunnell
7.256013e-01
incorporatedplace
0.033386
78792
0
3067
36616.371421
0.094370
45799
Corpus Christi
9.758430e-01
minorcivildivision
0.083760
78792
1
3154
27174.119424
0.149747
14022
Corpus Christi
0.000000e+00
incorporatedplace
0.116066
78792
2
3180
11509.122911
0.116860
3171
Nueces
1.580866e+00
countyorequivalent
0.276303
78792
3
70
969.215515
0.225959
45780
Port Aransas
5.864821e-01
minorcivildivision
0.072223
89555
0
121
35694.222690
0.017323
13985
Murray
0.000000e+00
incorporatedplace
0.003390
89555
1
35
21492.711615
0.052182
13192
Midvale
1.480385e+00
incorporatedplace
0.001628
89555
2
9
3008.346095
0.059993
13173
Taylorsville
1.882526e+00
incorporatedplace
0.002992
89555
3
197
2193.350754
0.034171
36344
Salt Lake City
2.549541e+01
minorcivildivision
0.089817
89555
4
7
1858.352424
0.065920
3079
Millcreek
2.111175e+00
unincorporatedplace
0.003767
89555
5
206
925.023140
0.033858
2428
Salt Lake
6.469422e+01
countyorequivalent
0.222697
89555
6
2
916.002913
0.067270
13191
Holladay
1.644089e+00
incorporatedplace
0.002183
89555
7
18
583.118099
0.118310
13987
Salt Lake City
1.010602e+01
incorporatedplace
0.030869
89555
8
2
223.613326
0.128260
13174
West Jordan
3.638426e+00
incorporatedplace
0.008944
79671
0
1894
230033.036127
0.092844
10570
Des Moines
6.754758e-01
minorcivildivision
0.008234
79671
1
1391
193364.143301
0.006304
8786
Lee
7.164638e-01
minorcivildivision
0.007194
79671
2
3876
152771.061951
0.049763
1160
Des Moines
0.000000e+00
incorporatedplace
0.025371
79671
3
485
61414.315009
0.120182
11100
Bloomfield
9.069495e-01
minorcivildivision
0.007897
79671
4
3888
23466.949955
0.095099
1543
Polk
5.672208e+00
countyorequivalent
0.165680
79671
5
15
3475.138046
0.094185
8819
Saylor
1.162768e+00
minorcivildivision
0.004316
79671
6
15
3008.289264
0.068737
11122
Delaware
1.119843e+00
minorcivildivision
0.004986
79671
7
7
1721.120479
0.084673
11086
Allen
1.043381e+00
minorcivildivision
0.004067
79671
8
1
385.068180
0.064628
1915
Pleasant Hill
1.102358e+00
incorporatedplace
0.002597
79671
9
2
373.912367
0.088354
9333
Four Mile
1.210823e+00
minorcivildivision
0.005349
73375
0
487
117226.959850
0.039507
962
Alexandria
0.000000e+00
countyorequivalent
0.004154
73375
1
487
117226.959850
0.039507
14393
Alexandria
0.000000e+00
incorporatedplace
0.004154
73375
2
487
117226.959850
0.039507
36573
Alexandria
0.000000e+00
minorcivildivision
0.004154
73375
3
3
9879.903548
0.037054
9915
Huntington
1.073092e+00
unincorporatedplace
0.000304
73375
4
4
3377.886917
0.075601
4674
Groveton
1.285045e+00
unincorporatedplace
0.001184
73375
5
16
2282.037137
0.082572
46547
Arlington
2.687702e+00
minorcivildivision
0.007011
73375
6
16
2282.037137
0.082572
1773
Arlington
2.687702e+00
unincorporatedplace
0.007011
73375
7
16
2282.037137
0.082572
2082
Arlington
2.687702e+00
countyorequivalent
0.007011
73375
8
5
1771.883715
0.107766
86037
George Washington Memorial Parkway
1.623647e+00
reserve
0.002822
73375
9
1
1303.512306
0.040447
3491
Belle Haven
1.184664e+00
unincorporatedplace
0.000767
73375
10
2
1189.849825
0.081166
395
Fort Hunt
1.404610e+00
unincorporatedplace
0.001681
73375
11
7
877.492815
0.108719
36632
Lee
2.920229e+00
minorcivildivision
0.007977
73375
12
1
667.873413
0.068467
966
Rose Hill
1.360416e+00
unincorporatedplace
0.001497
73375
13
9
482.368208
0.163884
36630
Mount Vernon
5.491200e+00
minorcivildivision
0.018658
73375
14
24
219.913828
0.230237
2382
Fairfax
2.726983e+01
countyorequivalent
0.109134
73375
15
1
54.404531
0.093494
2636
District of Columbia
5.424493e+00
countyorequivalent
0.018381
73375
16
1
54.404531
0.093494
8586
Washington
5.424493e+00
incorporatedplace
0.018381
73375
17
1
54.404531
0.093494
35662
Washington
5.424493e+00
minorcivildivision
0.018381
81646
0
24
3683.634692
0.019080
6573
Folsom
1.989530e-01
incorporatedplace
0.006515
81646
1
24
2999.677695
0.023788
40995
Folsom
1.293226e-02
minorcivildivision
0.008001
81646
2
24
90.306426
0.282723
2521
Sacramento
3.193298e+01
countyorequivalent
0.265762
81134
0
572
35931.287606
0.070830
9263
Fairbanks
1.636272e+00
incorporatedplace
0.015919
81134
1
163
18486.792632
0.056939
31371
NaN
1.817228e+00
reserve
0.008817
81134
2
49
12628.511233
0.064480
18617
NaN
1.312660e+00
reserve
0.003880
81134
3
3
719.386319
0.069369
8453
South Van Horn
1.690598e+00
unincorporatedplace
0.004170
81134
4
5
531.497856
0.101724
7355
College
2.557883e+00
unincorporatedplace
0.009407
81134
5
606
166.506201
1.161507
43531
Fairbanks North Star
6.017107e+02
minorcivildivision
3.639504
81134
6
606
166.506201
1.161507
3129
Fairbanks North Star
6.017107e+02
countyorequivalent
3.639504
81134
7
1
93.070000
0.071105
3657
Farmers Loop
2.779332e+00
unincorporatedplace
0.010745
81134
8
12
17.034910
0.410944
86572
Fort Wainwright
1.174334e+02
reserve
0.704436
81134
9
606
6.042289
2.212025
610
Doyon Alaska Native Regional Corporation
1.660778e+04
nativeamericanarea
100.293110
81083
0
55
62330.674745
0.013787
3714
Marlton
8.910430e-01
unincorporatedplace
0.000882
81083
1
162
20003.650573
0.040419
30022
Evesham
0.000000e+00
minorcivildivision
0.008099
81083
2
12
1814.535715
0.075821
31620
Cherry Hill
1.816601e+00
minorcivildivision
0.006613
81083
3
164
733.610331
0.251992
775
Burlington
2.660404e+01
countyorequivalent
0.223552
81083
4
16
258.432544
0.096890
799
Camden
8.644816e+00
countyorequivalent
0.061912
81083
5
1
166.751513
0.058548
30697
Mount Laurel
1.740499e+00
minorcivildivision
0.005997
97144
0
465
55713.807202
0.049072
5969
Davie
2.309553e-02
incorporatedplace
0.008346
97144
1
484
24608.876418
0.101499
41280
Davie
1.407121e+00
minorcivildivision
0.019668
97144
2
16
8188.399081
0.051839
5972
Cooper City
1.226153e+00
incorporatedplace
0.001954
97144
3
12
2341.155903
0.062605
5311
Plantation
1.599819e+00
incorporatedplace
0.005126
97144
4
514
1661.955600
0.232465
2941
Broward
3.574529e+01
countyorequivalent
0.309274
97144
5
13
1047.975517
0.086688
41182
Plantation
2.457296e+00
minorcivildivision
0.012405
97144
6
11
633.478165
0.110823
41266
Hollywood
3.027079e+00
minorcivildivision
0.017364
97144
7
1
511.440055
0.076121
5970
Dania Beach
1.229228e+00
incorporatedplace
0.001955
97144
8
4
471.411574
0.118498
5959
Fort Lauderdale
2.007747e+00
incorporatedplace
0.008485
97144
9
5
314.615621
0.120584
41183
Miramar-Pembroke Pines
2.870921e+00
minorcivildivision
0.015892
97144
10
2
278.880163
0.083310
5938
Hollywood
1.851429e+00
incorporatedplace
0.007172
97144
11
1
122.961027
0.113332
5288
Pembroke Pines
1.965700e+00
incorporatedplace
0.008133
97144
12
1
48.398715
0.144073
41278
Fort Lauderdale
3.454307e+00
minorcivildivision
0.020662
98703
0
169
44570.682378
0.027857
9608
Wauwatosa
0.000000e+00
incorporatedplace
0.003792
98703
1
169
44570.682378
0.027857
39847
Wauwatosa
0.000000e+00
minorcivildivision
0.003792
98703
2
177
520.294565
0.429854
2839
Milwaukee
8.871944e+01
countyorequivalent
0.340192
98703
3
1
306.482166
0.048851
39756
West Allis
1.860513e+00
minorcivildivision
0.003263
98703
4
1
306.482166
0.048851
9609
West Allis
1.860513e+00
incorporatedplace
0.003263
98703
5
7
252.851922
0.043818
39930
Milwaukee
8.301202e+00
minorcivildivision
0.027684
98703
6
7
252.579989
0.043740
9896
Milwaukee
8.309063e+00
incorporatedplace
0.027714
78423
0
292
73221.399628
0.020073
4999
Collinsville
0.000000e+00
incorporatedplace
0.003988
78423
1
296
30889.743830
0.033008
8841
Collinsville
1.832355e+00
minorcivildivision
0.009582
78423
2
6
4128.381041
0.061733
6934
Maryville
1.364441e+00
incorporatedplace
0.001453
78423
3
25
2658.318678
0.054299
9665
Caseyville
3.169861e+00
minorcivildivision
0.009404
78423
4
308
1547.923106
0.180484
2385
Madison
4.921336e+01
countyorequivalent
0.198976
78423
5
1
296.749830
0.089498
6932
Pontoon Beach
1.845016e+00
incorporatedplace
0.003370
78423
6
32
177.571551
0.207005
2409
St. Clair
4.587048e+01
countyorequivalent
0.180209
83122
0
19
5772.177368
0.024143
9569
Greenfield
0.000000e+00
incorporatedplace
0.003292
83122
1
19
5772.177368
0.024143
40038
Greenfield
0.000000e+00
minorcivildivision
0.003292
83122
2
19
55.850829
0.451075
2839
Milwaukee
1.023499e+02
countyorequivalent
0.340192
93480
0
1
28.974344
0.015611
36080
Isleton
3.470353e+00
minorcivildivision
0.034513
93480
1
1
3.762768
0.401068
2521
Sacramento
3.340125e+01
countyorequivalent
0.265762
99191
0
65
28955.239927
0.010647
16256
West Warwick
0.000000e+00
minorcivildivision
0.002245
99191
1
68
1290.801934
0.065244
706
Kent
2.246730e+01
countyorequivalent
0.052680
99191
2
2
143.349941
0.102625
14832
Warwick
7.215074e+00
incorporatedplace
0.013952
99191
3
2
143.349941
0.102625
16189
Warwick
7.215074e+00
minorcivildivision
0.013952
99191
4
1
57.210633
0.138810
16221
Coventry
8.786406e+00
minorcivildivision
0.017479
99191
5
2
16.343976
0.173982
635
Providence
5.551124e+01
countyorequivalent
0.122369
77263
0
228
34765.445609
0.011000
1299
Chelmsford
0.000000e+00
minorcivildivision
0.006558
77263
1
237
986.616463
0.119495
2244
Middlesex
3.562798e+01
countyorequivalent
0.240215
77263
2
3
726.514194
0.050785
2026
Lowell
1.629637e+00
incorporatedplace
0.004129
77263
3
3
726.514194
0.050785
2387
Lowell
1.629637e+00
minorcivildivision
0.004129
77263
4
2
267.734974
0.093729
1688
Billerica
2.139037e+00
minorcivildivision
0.007470
93456
0
436
16390.472516
0.067698
16564
Rio Rancho
0.000000e+00
incorporatedplace
0.026601
93456
1
471
4410.983578
0.120777
27653
Rio Rancho
3.356640e+00
minorcivildivision
0.106779
93456
2
6
2161.896016
0.032745
16565
Corrales
1.104333e+00
incorporatedplace
0.002775
93456
3
480
500.895241
0.481909
651
Sandoval
3.532715e+01
countyorequivalent
0.958284
93456
4
1
100.238192
0.088513
69
Sandia Pueblo
1.375035e+00
nativeamericanarea
0.009976
77563
0
221
44018.694737
0.016071
36694
Beloit
8.064430e-02
minorcivildivision
0.005021
77563
1
221
44018.694737
0.016071
10073
Beloit
8.064430e-02
incorporatedplace
0.005021
77563
2
224
1084.646488
0.167419
2767
Rock
4.065087e+01
countyorequivalent
0.206519
77563
3
1
339.541884
0.086570
7730
Roscoe
1.593975e+00
incorporatedplace
0.002945
77563
4
2
262.010741
0.064325
36693
Beloit
2.526538e+00
minorcivildivision
0.007633
77563
5
1
94.287310
0.092490
10477
Rockton
3.138908e+00
minorcivildivision
0.010606
77563
6
1
6.807011
0.218898
2387
Winnebago
3.062792e+01
countyorequivalent
0.146907
91031
0
6027
165634.613560
0.105513
18656
Omaha
0.000000e+00
incorporatedplace
0.036387
91031
1
6027
165634.613560
0.105513
34883
Omaha
0.000000e+00
minorcivildivision
0.036387
91031
2
6328
66974.530378
0.221692
1643
Douglas
1.596610e+00
countyorequivalent
0.094484
91031
3
1
1779.292981
0.038991
2129
Carter Lake
1.015446e+00
incorporatedplace
0.000562
91031
4
1
197.288445
0.071692
12157
Kane
1.139299e+00
minorcivildivision
0.005069
91031
5
1
3.742254
0.402553
1987
Pottawattamie
8.343730e+00
countyorequivalent
0.267219
91743
0
241
74792.081702
0.021430
11236
Pendleton
8.782634e-01
incorporatedplace
0.003222
91743
1
270
1028.695376
0.194801
22144
Pendleton
4.035100e+01
minorcivildivision
0.262468
91743
2
274
283.927139
0.098442
437
Umatilla
1.507934e+02
countyorequivalent
0.965036
83153
0
1565
144147.869234
0.037916
30370
Gilmer
6.830613e-01
minorcivildivision
0.010857
83153
1
3594
104917.340475
0.045056
15085
Greensboro
0.000000e+00
incorporatedplace
0.034256
83153
2
2029
86714.472611
0.083209
30341
Morehead
3.169387e-01
minorcivildivision
0.023399
83153
3
3739
21940.199056
0.018845
1520
Guilford
3.974897e+00
countyorequivalent
0.170418
83153
4
37
3239.725451
0.110950
30344
Jefferson
1.333398e+00
minorcivildivision
0.011421
83153
5
7
968.341653
0.104297
30342
Monroe
1.211027e+00
minorcivildivision
0.007229
86361
0
106
354716.218751
0.002133
17500
Larchmont
0.000000e+00
incorporatedplace
0.000299
86361
1
108
27733.097176
0.011367
29070
Mamaroneck
1.203168e+01
minorcivildivision
0.003894
86361
2
108
777.470159
0.224171
448
Westchester
4.638525e+02
countyorequivalent
0.138912
84012
0
265
25978.706569
0.019475
31131
Henrietta
7.032039e-09
minorcivildivision
0.010201
84012
1
10
2240.638996
0.078569
5917
Brighton
1.437522e+00
unincorporatedplace
0.004463
84012
2
10
2240.638996
0.078569
30522
Brighton
1.437522e+00
minorcivildivision
0.004463
84012
3
9
845.254595
0.100707
17926
Rochester
2.043822e+00
incorporatedplace
0.010648
84012
4
9
845.254595
0.100707
30521
Rochester
2.043822e+00
minorcivildivision
0.010648
84012
5
290
738.457129
0.237685
568
Monroe
3.749855e+01
countyorequivalent
0.392711
75808
0
413
120345.874485
0.029862
1039
Bristol
0.000000e+00
countyorequivalent
0.003432
75808
1
413
120345.874485
0.029862
10694
Bristol
0.000000e+00
incorporatedplace
0.003432
75808
2
413
120345.874485
0.029862
37462
Bristol
0.000000e+00
minorcivildivision
0.003432
93595
0
5127
481513.367546
0.017422
17926
Rochester
1.577109e-01
incorporatedplace
0.010648
93595
1
5127
481513.367546
0.017422
30521
Rochester
1.577109e-01
minorcivildivision
0.010648
93595
2
5189
13213.289796
0.171517
568
Monroe
3.182556e+01
countyorequivalent
0.392711
93595
3
23
5153.469691
0.044468
5917
Brighton
1.145465e+00
unincorporatedplace
0.004463
93595
4
23
5153.469691
0.044468
30522
Brighton
1.145465e+00
minorcivildivision
0.004463
93595
5
14
2898.849830
0.071351
31231
Irondequoit
1.396483e+00
minorcivildivision
0.004830
93595
6
14
2898.849830
0.071351
4828
Irondequoit
1.396483e+00
unincorporatedplace
0.004830
93595
7
3
684.966692
0.101370
30523
Gates
1.363100e+00
minorcivildivision
0.004380
93595
8
3
262.838343
0.157612
31475
Chili
1.926219e+00
minorcivildivision
0.011414
91180
0
102
44904.643441
0.005796
1242
Orono
6.068044e-01
unincorporatedplace
0.002271
91180
1
115
19906.620607
0.043241
896
Orono
0.000000e+00
minorcivildivision
0.005777
91180
2
2
156.587539
0.084116
897
Old Town
3.210917e+00
minorcivildivision
0.012772
91180
3
2
156.587539
0.084116
3063
Old Town
3.210917e+00
incorporatedplace
0.012772
91180
4
119
112.396473
0.518612
1234
Penobscot
1.822711e+02
countyorequivalent
1.058752
80460
0
702
79309.854459
0.002641
38261
Eau Claire
1.722006e-01
minorcivildivision
0.008851
80460
1
728
72374.224039
0.009047
9797
Eau Claire
7.339930e-02
incorporatedplace
0.010059
80460
2
26
21532.613515
0.056059
36974
Eau Claire
9.011987e-01
minorcivildivision
0.001207
80460
3
713
3755.965227
0.228295
3051
Eau Claire
1.858140e+01
countyorequivalent
0.189831
80460
4
8
493.525419
0.114069
37709
Washington
2.633092e+00
minorcivildivision
0.016210
80460
5
2
247.049130
0.103221
37710
Union
1.814295e+00
minorcivildivision
0.008096
80460
6
30
97.354737
0.337282
3122
Chippewa
3.217805e+01
countyorequivalent
0.308151
74913
0
17
10993.465002
0.022096
4268
Oakhurst
9.339606e-01
unincorporatedplace
0.001546
74913
1
2
369.962171
0.076324
18440
Sand Springs
2.133643e+00
incorporatedplace
0.005406
74913
2
35
317.361942
0.108083
24604
Tulsa
2.896339e+01
minorcivildivision
0.110284
74913
3
35
229.959427
0.117915
516
Tulsa
4.035177e+01
countyorequivalent
0.152201
74913
4
3
57.533207
0.156373
18445
Tulsa
1.516196e+01
incorporatedplace
0.052144
74913
5
35
28.367408
0.449126
398
Creek OTSA
3.342159e+02
nativeamericanarea
1.233810
74867
0
83
48014.754997
0.009581
31385
Berkeley Heights
0.000000e+00
minorcivildivision
0.001729
74867
1
83
2855.219217
0.126596
143
Union
1.581649e+01
countyorequivalent
0.029070
79600
0
278
107020.055328
0.027164
2434
Waverly
7.252662e-01
unincorporatedplace
0.002598
79600
1
334
35324.738659
0.013665
7947
Delta
0.000000e+00
minorcivildivision
0.009455
79600
2
4
4850.050565
0.052538
4996
Lansing
1.087226e+00
minorcivildivision
0.000825
79600
3
23
2258.798236
0.070787
4897
Watertown
2.076919e+00
minorcivildivision
0.010182
79600
4
343
2083.762975
0.229011
2333
Eaton
1.640918e+01
countyorequivalent
0.164606
79600
5
12
1150.120728
0.109199
91
Lansing
2.103495e+00
incorporatedplace
0.010434
79600
6
36
219.343195
0.210000
2285
Clinton
1.835845e+01
countyorequivalent
0.164126
95681
0
331
32299.333543
0.004489
41084
Southington
0.000000e+00
minorcivildivision
0.010248
95681
1
341
1618.982084
0.245160
641
Hartford
1.955313e+01
countyorequivalent
0.210626
95681
2
1
365.107719
0.068356
36272
Plainville
1.267267e+00
minorcivildivision
0.002739
95681
3
1
133.177350
0.095478
6359
Bristol
1.732715e+00
incorporatedplace
0.007509
95681
4
1
133.177350
0.095478
41101
Bristol
1.732715e+00
minorcivildivision
0.007509
95681
5
6
24.977276
0.261066
2282
New Haven
2.444076e+01
countyorequivalent
0.240218
73310
0
767
147143.347114
0.012786
13076
Albany
7.817522e-01
incorporatedplace
0.005213
73310
1
34
24733.752557
0.056886
11190
Millersburg
1.010990e+00
incorporatedplace
0.001375
73310
2
127
21317.965074
0.049596
21682
North Albany
7.515723e-01
minorcivildivision
0.005957
73310
3
747
18402.307691
0.032746
22123
Albany
1.566131e+00
minorcivildivision
0.040593
73310
4
756
1117.420409
0.591143
327
Linn
2.799422e+01
countyorequivalent
0.676558
73310
5
129
648.721092
0.352950
574
Benton
8.676782e+00
countyorequivalent
0.198853
77599
0
621
100428.175657
0.027382
35516
Champaign City
1.806437e-12
minorcivildivision
0.006184
77599
1
621
100428.175657
0.027382
8542
Champaign
1.806437e-12
incorporatedplace
0.006184
77599
2
635
2323.693901
0.053241
2878
Champaign
4.319354e+01
countyorequivalent
0.273272
77599
3
6
1846.661827
0.048359
43327
Cunningham
1.525446e+00
minorcivildivision
0.003249
77599
4
6
1846.661827
0.048359
5122
Urbana
1.525446e+00
incorporatedplace
0.003249
77599
5
7
1378.022907
0.067110
35517
Champaign
1.821496e+00
minorcivildivision
0.005080
77599
6
1
121.050339
0.089198
43524
Hensley
2.335974e+00
minorcivildivision
0.008261
74286
0
7459
299610.202417
0.010716
764
Baltimore
1.173964e-01
incorporatedplace
0.024896
74286
1
7459
299610.202417
0.010716
2401
Baltimore
1.173964e-01
countyorequivalent
0.024896
74286
2
7459
299610.202417
0.010716
2732
Baltimore
1.173964e-01
minorcivildivision
0.024896
97886
0
113
8573.335642
0.016241
5210
Vallejo
0.000000e+00
incorporatedplace
0.013180
97886
1
119
4116.547787
0.046265
40579
Vallejo
1.230566e+00
minorcivildivision
0.028908
97886
2
119
492.526738
0.367575
2514
Solano
1.733110e+01
countyorequivalent
0.241611
84030
0
4
1898.144305
0.008800
3585
Herald
9.155666e-01
unincorporatedplace
0.002107
84030
1
6
109.964183
0.050931
36078
Galt
1.216894e+00
minorcivildivision
0.054563
84030
2
6
22.576606
0.187226
2521
Sacramento
9.678897e+00
countyorequivalent
0.265762
86381
0
3123
88533.359291
0.132850
18787
Las Vegas
9.430606e-02
incorporatedplace
0.035275
86381
1
3300
26704.625688
0.051649
30496
Las Vegas
2.831487e+00
minorcivildivision
0.123574
86381
2
5
4440.957767
0.039875
1954
Winchester
1.030465e+00
unincorporatedplace
0.001126
86381
3
27
3120.937736
0.091616
7875
Sunrise Manor
1.234459e+00
unincorporatedplace
0.008651
86381
4
54
2037.096531
0.126214
18786
North Las Vegas
1.717699e+00
incorporatedplace
0.026508
86381
5
3
1850.157655
0.266381
333
Las Vegas Indian Colony
1.040286e+00
nativeamericanarea
0.001621
86381
6
3329
1590.908828
0.133128
2531
Clark
5.574585e+01
countyorequivalent
2.092515
86381
7
14
1156.415731
0.094514
7942
Paradise
1.328253e+00
unincorporatedplace
0.012106
76927
0
1251
61706.609379
0.022190
2402
Cedar Rapids
1.983832e-12
incorporatedplace
0.020273
76927
1
1251
61706.609379
0.022190
12747
Cedar Rapids
1.983832e-12
minorcivildivision
0.020273
76927
2
1261
6176.601400
0.115652
1577
Linn
9.070241e+00
countyorequivalent
0.204158
76927
3
4
543.285715
0.133850
12717
Bertram
1.363167e+00
minorcivildivision
0.007363
77971
0
174
44497.445626
0.003224
12235
Claremore
5.705466e-01
incorporatedplace
0.003910
77971
1
217
3678.808859
0.048976
20565
Claremore
8.854198e+00
minorcivildivision
0.058986
77971
2
223
1205.047643
0.060509
450
Rogers
2.991501e+01
countyorequivalent
0.185055
77971
3
1
433.831537
0.052046
4253
Justice
1.367359e+00
unincorporatedplace
0.002305
77971
4
223
123.358666
0.436250
250
Cherokee OTSA
3.009979e+02
nativeamericanarea
1.807737
77030
0
29
1659.108357
0.108231
16221
Coventry
8.130265e-03
minorcivildivision
0.017479
77030
1
30
569.471441
0.024542
706
Kent
2.021010e+00
countyorequivalent
0.052680
77030
2
1
71.674970
0.137000
14832
Warwick
1.799829e+00
incorporatedplace
0.013952
77030
3
1
71.674970
0.137000
16189
Warwick
1.799829e+00
minorcivildivision
0.013952
89517
0
1061
153477.698912
0.009821
19265
City of Muncie
9.955738e-02
incorporatedplace
0.006913
89517
1
1064
111793.680356
0.004354
13568
Center
4.540970e-01
minorcivildivision
0.009518
89517
2
1110
10230.196781
0.038061
2854
Delaware
1.337462e+01
countyorequivalent
0.108502
89517
3
13
1567.464239
0.079745
13094
Monroe
2.098759e+00
minorcivildivision
0.008294
89517
4
5
612.295522
0.077487
13040
Hamilton
2.061478e+00
minorcivildivision
0.008166
81163
0
149
14851.169743
0.004371
4924
Fairfield
3.780732e-01
incorporatedplace
0.010033
81163
1
153
2373.269966
0.061684
40582
Fairfield-Suisun City
6.233082e+00
minorcivildivision
0.064468
81163
2
1
901.152636
0.035144
5212
Suisun City
1.122881e+00
incorporatedplace
0.001110
81163
3
153
633.248664
0.101583
2514
Solano
2.598460e+01
countyorequivalent
0.241611
78074
0
65
97933.514700
0.008745
18638
Clayton
0.000000e+00
incorporatedplace
0.000664
78074
1
34
23096.504331
0.024193
31563
Hadley
2.279837e+00
minorcivildivision
0.001472
78074
2
35
8076.376872
0.040228
34931
Clayton
6.467450e+00
minorcivildivision
0.004334
78074
3
1
631.825376
0.015896
19357
University City
3.384630e+00
incorporatedplace
0.001583
78074
4
76
542.235673
0.107575
1872
St. Louis
2.101755e+02
countyorequivalent
0.140160
78074
5
1
508.477316
0.028257
32241
University
3.963101e+00
minorcivildivision
0.001967
78074
6
1
436.383382
0.046921
15005
Ladue
4.452628e+00
incorporatedplace
0.002292
78074
7
1
56.513948
0.092343
2111
St. Louis
2.766013e+01
countyorequivalent
0.017695
78074
8
1
56.513948
0.092343
18508
St. Louis
2.766013e+01
incorporatedplace
0.017695
78074
9
1
56.513948
0.092343
33173
St. Louis
2.766013e+01
minorcivildivision
0.017695
81599
0
517
77056.331484
0.031957
5164
Florence
1.459299e-01
incorporatedplace
0.006709
81599
1
519
19940.260357
0.095420
41521
Florence
2.651716e+00
minorcivildivision
0.026028
81599
2
1
9767.942737
0.043100
88306
NaN
9.860600e-01
reserve
0.000102
81599
3
524
2850.756578
0.104297
966
Lauderdale
2.403570e+01
countyorequivalent
0.183811
81599
4
5
183.491186
0.142346
41510
Oakland
4.609777e+00
minorcivildivision
0.027249
77197
0
5772
74189.876612
0.022302
28860
1, Charlotte
0.000000e+00
minorcivildivision
0.077800
77197
1
5772
74189.876612
0.022302
17675
Charlotte
0.000000e+00
incorporatedplace
0.077800
77197
2
6041
43147.601931
0.017857
3070
Mecklenburg
7.995773e-01
countyorequivalent
0.140008
91406
0
496
30866.656524
0.015807
42127
Palm Bay
3.513172e-01
minorcivildivision
0.016069
91406
1
495
30259.288058
0.017387
6821
Palm Bay
3.208722e-01
incorporatedplace
0.016359
91406
2
5
21194.226159
0.053879
85512
Malabar Transmitter Annex
9.901282e-01
reserve
0.000236
91406
3
513
1382.835615
0.327120
2593
Brevard
1.452351e+01
countyorequivalent
0.370977
91406
4
1
317.790229
0.070408
7914
Malabar
1.130672e+00
incorporatedplace
0.003147
91406
5
3
147.176206
0.108801
42150
Malabar
1.727221e+00
minorcivildivision
0.020384
91406
6
1
139.443712
0.093826
6780
Grant-Valkaria
1.299395e+00
incorporatedplace
0.007171
94144
0
111
64779.407794
0.030951
4595
Mandeville
9.055801e-01
incorporatedplace
0.001714
94144
1
52
16659.808008
0.054555
288
5
9.380757e-01
minorcivildivision
0.003121
94144
2
142
16552.587778
0.076353
294
10
1.268721e+00
minorcivildivision
0.008579
94144
3
117
6674.972831
0.089768
292
4
1.587563e+00
minorcivildivision
0.017528
94144
4
102
2351.395482
0.090716
290
7
2.231449e+00
minorcivildivision
0.043378
94144
5
420
1583.133720
0.119043
748
St. Tammany
1.363509e+01
countyorequivalent
0.265297
81159
0
331
37952.187544
0.040709
35587
Fairfield
0.000000e+00
minorcivildivision
0.008721
81159
1
10
36307.296022
0.031535
1115
Southport
9.684198e-01
unincorporatedplace
0.000275
81159
2
10
1851.896274
0.077905
6445
Bridgeport
1.619145e+00
incorporatedplace
0.005400
81159
3
10
1851.896274
0.077905
40352
Bridgeport
1.619145e+00
minorcivildivision
0.005400
81159
4
431
1851.285131
0.143227
557
Fairfield
2.569395e+01
countyorequivalent
0.232811
92130
0
14
13539.631770
0.073424
7594
Pingree Grove
9.010110e-01
incorporatedplace
0.001034
92130
1
19
2013.505228
0.058923
12436
Plato
9.662764e-02
minorcivildivision
0.009436
92130
2
20
1954.343721
0.077028
12435
Rutland
1.786449e+00
minorcivildivision
0.010234
92130
3
14
1526.329436
0.059155
14711
Elgin
1.878104e+00
minorcivildivision
0.009172
92130
4
15
1405.674027
0.054216
8268
Elgin
1.751493e+00
incorporatedplace
0.010671
92130
5
1
639.654870
0.066907
7630
Gilberts
1.149665e+00
incorporatedplace
0.001563
92130
6
65
440.994568
0.116170
1256
Kane
1.311062e+01
countyorequivalent
0.147394
83388
0
190
40301.937746
0.006925
8059
Haines City
0.000000e+00
incorporatedplace
0.004714
83388
1
199
2074.790507
0.042519
42635
Haines City
1.940713e+01
minorcivildivision
0.095913
83388
2
2
2040.899360
0.062266
8365
Lake Hamilton
1.207865e+00
incorporatedplace
0.000980
83388
3
204
427.225387
0.177613
2606
Polk
1.002851e+02
countyorequivalent
0.477500
83388
4
5
156.151417
0.158660
42632
Winter Haven-Auburndale
7.729548e+00
minorcivildivision
0.032020
78884
0
3
6245.294723
0.014198
9026
Courtland
9.463378e-01
unincorporatedplace
0.000480
78884
1
7
202.820408
0.167876
36080
Isleton
3.597146e+00
minorcivildivision
0.034513
78884
2
9
33.864910
0.256400
2521
Sacramento
2.870234e+01
countyorequivalent
0.265762
78884
3
2
19.546437
0.261119
36076
Sacramento
1.170236e+01
minorcivildivision
0.102320
77989
0
308
273562.998430
0.030587
1954
Winchester
9.994213e-01
unincorporatedplace
0.001126
77989
1
2071
171066.927037
0.036404
7942
Paradise
9.937944e-01
unincorporatedplace
0.012106
77989
2
5546
44879.955777
0.038040
30496
Las Vegas
1.012710e+00
minorcivildivision
0.123574
77989
3
405
33682.378077
0.115689
9488
Enterprise
9.938130e-01
unincorporatedplace
0.012024
77989
4
219
6208.391189
0.159031
18787
Las Vegas
1.017195e+00
incorporatedplace
0.035275
77989
5
6036
2884.567643
0.170421
2531
Clark
7.872406e-02
countyorequivalent
2.092515
97577
0
12
149575.143957
0.015105
8590
Twinsburg Heights
1.020869e+00
unincorporatedplace
0.000080
97577
1
151
39278.627215
0.005394
16518
Twinsburg
0.000000e+00
incorporatedplace
0.003844
97577
2
151
39278.627215
0.005394
18478
Twinsburg
0.000000e+00
minorcivildivision
0.003844
97577
3
42
22930.315604
0.034160
18446
Twinsburg
1.476451e+00
minorcivildivision
0.001832
97577
4
195
1671.248139
0.209921
2065
Summit
2.935100e+01
countyorequivalent
0.116679
97577
5
1
669.243928
0.078359
27043
Northfield Center
1.388682e+00
minorcivildivision
0.001494
97577
6
1
138.994985
0.079608
16465
Hudson
2.871459e+00
incorporatedplace
0.007195
97577
7
1
138.994985
0.079608
19219
Hudson
2.871459e+00
minorcivildivision
0.007195
96872
0
168
45426.778637
0.001659
6647
Thomasville
0.000000e+00
incorporatedplace
0.003698
96872
1
180
3524.580564
0.038975
42695
Thomasville
1.280917e+01
minorcivildivision
0.051070
96872
2
180
1334.458015
0.064754
1616
Thomas
3.547290e+01
countyorequivalent
0.134886
87956
0
109
31956.376680
0.003401
46155
Marshfield
1.394359e-01
minorcivildivision
0.003411
87956
1
111
28005.106770
0.002602
9539
Marshfield
0.000000e+00
incorporatedplace
0.003964
87956
2
2
3618.841964
0.036645
47076
Marshfield
8.605641e-01
minorcivildivision
0.000553
87956
3
111
468.291439
0.243576
2844
Wood
5.908160e+01
countyorequivalent
0.237032
87956
4
2
416.253001
0.064979
46127
Marshfield
2.212235e+00
minorcivildivision
0.004805
87956
5
2
4.299965
0.474649
3115
Marathon
1.180701e+02
countyorequivalent
0.465120
95940
0
371
115706.712512
0.022130
490
St. Louis Park
1.662714e-12
incorporatedplace
0.003206
95940
1
371
115706.712512
0.022130
33207
St. Louis Park
1.662714e-12
minorcivildivision
0.003206
95940
2
381
2124.957628
0.145399
2612
Hennepin
5.491899e+01
countyorequivalent
0.179298
95940
3
8
471.259486
0.076644
1126
Minneapolis
6.294373e+00
incorporatedplace
0.016976
95940
4
8
471.259486
0.076644
32808
Minneapolis
6.294373e+00
minorcivildivision
0.016976
77286
0
58
34337.398125
0.027801
5616
Holly Springs
9.846589e-01
incorporatedplace
0.001689
77286
1
270
18083.452651
0.047005
42640
Holly Springs
8.643940e-01
minorcivildivision
0.014931
77286
2
84
17689.751569
0.052595
5617
Canton
9.568725e-01
incorporatedplace
0.004749
77286
3
1385
12579.006431
0.052642
1898
Cherokee
0.000000e+00
countyorequivalent
0.110104
77286
4
225
10210.022714
0.048440
42641
Canton
7.998515e-01
minorcivildivision
0.022037
91878
0
606
99455.971303
0.028927
46938
Petersburg
0.000000e+00
minorcivildivision
0.006093
91878
1
606
99455.971303
0.028927
13385
Petersburg
0.000000e+00
incorporatedplace
0.006093
91878
2
606
99455.971303
0.028927
1853
Petersburg
0.000000e+00
countyorequivalent
0.006093
91878
3
11
15411.607338
0.062342
7191
Matoaca
1.117139e+00
unincorporatedplace
0.000714
91878
4
1
1261.709613
0.027186
4983
Ettrick
1.130076e+00
unincorporatedplace
0.000793
91878
5
3
1089.906048
0.123074
37459
2
1.451742e+00
minorcivildivision
0.002753
91878
6
12
200.762243
0.284793
38698
Matoaca
1.080974e+01
minorcivildivision
0.059772
91878
7
2
162.343671
0.112517
37458
3
3.021868e+00
minorcivildivision
0.012320
91878
8
12
104.228711
0.234883
1070
Chesterfield
1.989523e+01
countyorequivalent
0.115131
91878
9
4
53.999535
0.186242
2115
Prince George
1.315705e+01
countyorequivalent
0.074075
91878
10
5
37.562563
0.274124
1036
Dinwiddie
2.284606e+01
countyorequivalent
0.133111
92633
0
6
398.309173
0.056015
46744
4
7.825700e-01
minorcivildivision
0.015064
92633
1
24
346.417531
0.006830
1851
Powhatan
0.000000e+00
countyorequivalent
0.069281
92633
2
6
244.808961
0.100218
46745
5
6.462369e-01
minorcivildivision
0.024509
92633
3
2
240.073730
0.050555
46743
3
8.797531e-01
minorcivildivision
0.008331
88441
0
2
242248.355439
0.044803
38006
Milwaukee
1.000803e+00
minorcivildivision
0.000008
88441
1
186
19484.168257
0.037756
11096
Menomonee Falls
7.158873e-02
incorporatedplace
0.009546
88441
2
186
19484.168257
0.037756
44316
Menomonee Falls
7.158873e-02
minorcivildivision
0.009546
88441
3
189
1138.213094
0.257795
1225
Waukesha
1.515545e+01
countyorequivalent
0.166050
88441
4
2
253.519766
0.097446
44025
Brookfield
1.767220e+00
minorcivildivision
0.007889
88441
5
2
253.519766
0.097446
11163
Brookfield
1.767220e+00
incorporatedplace
0.007889
88441
6
1
101.162247
0.088300
38157
Germantown
1.961049e+00
minorcivildivision
0.009885
88441
7
1
101.162247
0.088300
11138
Germantown
1.961049e+00
incorporatedplace
0.009885
88441
8
2
72.165711
0.148362
9896
Milwaukee
3.691985e+00
incorporatedplace
0.027714
88441
9
3
23.938056
0.259266
2786
Washington
1.319186e+01
countyorequivalent
0.125323
82342
0
100
129837.644744
0.044383
5062
North Gates
8.664626e-01
unincorporatedplace
0.000770
82342
1
49
85850.476307
0.028275
362
Gates
9.010405e-01
unincorporatedplace
0.000571
82342
2
286
65300.157979
0.028646
30523
Gates
2.441468e-01
minorcivildivision
0.004380
82342
3
29
2540.770647
0.073443
31475
Chili
2.644571e+00
minorcivildivision
0.011414
82342
4
20
1878.343544
0.089032
30521
Rochester
2.709148e+00
minorcivildivision
0.010648
82342
5
20
1878.343544
0.089032
17926
Rochester
2.709148e+00
incorporatedplace
0.010648
82342
6
346
881.055747
0.181044
568
Monroe
6.708901e+01
countyorequivalent
0.392711
82342
7
1
224.063900
0.112515
30522
Brighton
1.770432e+00
minorcivildivision
0.004463
82342
8
1
224.063900
0.112515
5917
Brighton
1.770432e+00
unincorporatedplace
0.004463
78827
0
126
11165.623937
0.052474
6574
Elk Grove
7.320594e-01
incorporatedplace
0.011285
78827
1
83
5721.806996
0.070829
36079
Elk Grove
9.226545e-01
minorcivildivision
0.014506
78827
2
148
556.889624
0.078724
2521
Sacramento
5.317606e+00
countyorequivalent
0.265762
78827
3
48
469.114500
0.188831
36076
Sacramento
2.463076e+00
minorcivildivision
0.102320
78827
4
16
293.237821
0.151243
36078
Galt
1.688721e+00
minorcivildivision
0.054563
78400
0
401
52205.082374
0.060030
46465
Bryan-College Station
1.152629e+00
minorcivildivision
0.007681
78400
1
497
40190.049403
0.021216
12860
College Station
2.704600e-02
incorporatedplace
0.012366
78400
2
515
3573.425485
0.054989
2560
Brazos
1.088136e+01
countyorequivalent
0.144119
78400
3
103
2048.430789
0.117816
46463
South Brazos
3.749570e+00
minorcivildivision
0.050282
78400
4
11
997.798214
0.088266
12859
Bryan
1.906712e+00
incorporatedplace
0.011024
78400
5
9
390.366210
0.172950
46462
West Brazos
2.777183e+00
minorcivildivision
0.023055
88532
0
4248
325100.124768
0.007207
6003
Miami
5.785100e-01
incorporatedplace
0.013067
88532
1
4447
129741.341065
0.049638
43331
Miami
3.208120e+00
minorcivildivision
0.034276
88532
2
33
62082.709630
0.049766
488
Brownsville
1.064092e+00
unincorporatedplace
0.000532
88532
3
4546
8033.736465
0.332285
2483
Miami-Dade
6.727197e+01
countyorequivalent
0.565864
88532
4
54
6214.050744
0.109485
5188
Coral Gables
2.048119e+00
incorporatedplace
0.008690
88532
5
19
5355.747359
0.082945
6004
Miami Beach
1.428020e+00
incorporatedplace
0.003548
88532
6
20
985.146447
0.129137
43352
Miami Beach
3.449400e+00
minorcivildivision
0.020302
88532
7
8
867.372091
0.103401
43371
Key Biscayne
2.040097e+00
minorcivildivision
0.009223
81258
0
1600
141880.735351
0.026199
2560
Fall River
4.364164e-02
minorcivildivision
0.011277
81258
1
1600
141880.735351
0.026199
2661
Fall River
4.364164e-02
incorporatedplace
0.011277
81258
2
1633
8425.553631
0.034000
1713
Bristol
1.644974e+01
countyorequivalent
0.193815
81258
3
10
2999.232637
0.046271
2416
Somerset
1.299802e+00
minorcivildivision
0.003334
81258
4
10
2999.232637
0.046271
5747
Somerset
1.299802e+00
unincorporatedplace
0.003334
81258
5
8
783.603382
0.105533
2530
Freetown
1.914921e+00
minorcivildivision
0.010209
81258
6
11
608.799191
0.161433
2404
Westport
2.618340e+00
minorcivildivision
0.018068
81258
7
1
141.040019
0.099162
2415
Swansea
1.638298e+00
minorcivildivision
0.007090
86287
0
375
186597.718720
0.007590
17056
Lancaster
0.000000e+00
minorcivildivision
0.002010
86287
1
375
186597.718720
0.007590
12888
Lancaster
0.000000e+00
incorporatedplace
0.002010
86287
2
382
1420.611750
0.058554
1001
Lancaster
1.328021e+02
countyorequivalent
0.268898
86287
3
1
604.465162
0.022057
17055
Lancaster
1.823197e+00
minorcivildivision
0.001654
86287
4
3
550.289527
0.089755
17094
East Lampeter
3.712721e+00
minorcivildivision
0.005452
86287
5
2
303.744124
0.058771
16230
Manheim
4.276402e+00
minorcivildivision
0.006584
86287
6
1
220.329467
0.064929
16182
West Lampeter
3.258408e+00
minorcivildivision
0.004539
In [9]:
df.to_csv('./validated-boundary-vs-government-unit-density.csv')
In [11]:
pd.read_csv('./validated-boundary-vs-government-unit-density.csv')
Out[11]:
Unnamed: 0
rank
count
density
distance_to_headquarters
fc_id
id
name
percent_difference_to_verified_boundary
source
st_area
0
0
0
585
99716.978516
0.011408
78801
11589
Corsicana
0.000000e+00
incorporatedplace
0.005867
1
1
1
617
6956.982835
0.049155
78801
40009
Corsicana
1.411741e+01
minorcivildivision
0.088688
2
2
2
620
2308.610455
0.046837
78801
2605
Navarro
4.477773e+01
countyorequivalent
0.268560
3
0
0
3
22941.311075
0.007315
85026
5560
Isleton
1.959799e-01
incorporatedplace
0.000131
4
1
1
3
86.923032
0.015528
85026
36080
Isleton
2.839006e+02
minorcivildivision
0.034513
5
2
2
3
11.288303
0.393362
85026
2521
Sacramento
2.192813e+03
countyorequivalent
0.265762
6
0
0
372
19210.181569
0.018676
78578
18456
Concord
0.000000e+00
incorporatedplace
0.019365
7
1
1
372
19210.181569
0.018676
78578
30145
Concord
0.000000e+00
minorcivildivision
0.019365
8
2
2
373
1357.456627
0.156079
78578
1813
Merrimack
1.318964e+01
countyorequivalent
0.274779
9
0
0
492
411712.758527
0.010133
77887
2042
Somerville
0.000000e+00
minorcivildivision
0.001195
10
1
1
492
411712.758527
0.010133
77887
1517
Somerville
0.000000e+00
incorporatedplace
0.001195
11
2
2
12
5964.478376
0.031102
77887
2027
Cambridge
2.683596e+00
incorporatedplace
0.002012
12
3
3
12
5964.478376
0.031102
77887
2016
Cambridge
2.683596e+00
minorcivildivision
0.002012
13
4
4
506
2106.446964
0.315218
77887
2244
Middlesex
2.000153e+02
countyorequivalent
0.240215
14
5
5
2
815.332877
0.036952
77887
1539
Medford
3.052694e+00
incorporatedplace
0.002453
15
6
6
2
815.332877
0.036952
77887
1722
Medford
3.052694e+00
minorcivildivision
0.002453
16
7
7
1
39.432999
0.095002
77887
1564
Boston
2.222117e+01
incorporatedplace
0.025359
17
8
8
1
39.432999
0.095002
77887
2402
Boston
2.222117e+01
minorcivildivision
0.025359
18
9
9
1
29.395339
0.113664
77887
1712
Suffolk
2.946759e+01
countyorequivalent
0.034019
19
0
0
387
41660.471964
0.029491
83442
43286
Hamden
0.000000e+00
minorcivildivision
0.009289
20
1
1
444
1848.318459
0.081168
83442
2282
New Haven
2.485946e+01
countyorequivalent
0.240218
21
2
2
3
509.609601
0.083484
83442
1128
North Haven
1.633719e+00
unincorporatedplace
0.005887
22
3
3
3
509.609601
0.083484
83442
43250
North Haven
1.633719e+00
minorcivildivision
0.005887
23
4
4
1
166.779401
0.064188
83442
35740
Bethany
1.645462e+00
minorcivildivision
0.005996
24
5
5
1
107.262109
0.090355
83442
36054
Cheshire
2.003614e+00
minorcivildivision
0.009323
25
6
6
1
89.860200
0.129566
83442
43829
Wallingford
2.197970e+00
minorcivildivision
0.011128
26
0
0
107
65950.416117
0.076698
81727
6626
Cumming
9.740965e-01
incorporatedplace
0.001622
27
1
1
564
19095.228686
0.072461
81727
42689
Cumming
5.284300e-01
minorcivildivision
0.029536
28
2
2
1009
16109.539393
0.056274
81727
1468
Forsyth
0.000000e+00
countyorequivalent
0.062634
29
3
3
133
11345.180412
0.063114
81727
42688
Silver City
8.128317e-01
minorcivildivision
0.011723
30
4
4
100
9823.683918
0.088605
81727
42690
Chestatee
8.374760e-01
minorcivildivision
0.010179
31
0
0
29
1254.014221
0.068297
81531
7956
Palm Coast
8.129361e-01
incorporatedplace
0.023126
32
1
1
106
770.831161
0.047294
81531
2591
Flagler
1.308237e-01
countyorequivalent
0.137514
33
2
2
75
699.235919
0.088284
81531
42121
Bunnell
1.190632e-01
minorcivildivision
0.107260
34
3
3
23
688.903639
0.093834
81531
7957
Bunnell
7.256013e-01
incorporatedplace
0.033386
35
0
0
3067
36616.371421
0.094370
78792
45799
Corpus Christi
9.758430e-01
minorcivildivision
0.083760
36
1
1
3154
27174.119424
0.149747
78792
14022
Corpus Christi
0.000000e+00
incorporatedplace
0.116066
37
2
2
3180
11509.122911
0.116860
78792
3171
Nueces
1.580866e+00
countyorequivalent
0.276303
38
3
3
70
969.215515
0.225959
78792
45780
Port Aransas
5.864821e-01
minorcivildivision
0.072223
39
0
0
121
35694.222690
0.017323
89555
13985
Murray
0.000000e+00
incorporatedplace
0.003390
40
1
1
35
21492.711615
0.052182
89555
13192
Midvale
1.480385e+00
incorporatedplace
0.001628
41
2
2
9
3008.346095
0.059993
89555
13173
Taylorsville
1.882526e+00
incorporatedplace
0.002992
42
3
3
197
2193.350754
0.034171
89555
36344
Salt Lake City
2.549541e+01
minorcivildivision
0.089817
43
4
4
7
1858.352424
0.065920
89555
3079
Millcreek
2.111175e+00
unincorporatedplace
0.003767
44
5
5
206
925.023140
0.033858
89555
2428
Salt Lake
6.469422e+01
countyorequivalent
0.222697
45
6
6
2
916.002913
0.067270
89555
13191
Holladay
1.644089e+00
incorporatedplace
0.002183
46
7
7
18
583.118099
0.118310
89555
13987
Salt Lake City
1.010602e+01
incorporatedplace
0.030869
47
8
8
2
223.613326
0.128260
89555
13174
West Jordan
3.638426e+00
incorporatedplace
0.008944
48
0
0
1894
230033.036127
0.092844
79671
10570
Des Moines
6.754758e-01
minorcivildivision
0.008234
49
1
1
1391
193364.143301
0.006304
79671
8786
Lee
7.164638e-01
minorcivildivision
0.007194
50
2
2
3876
152771.061951
0.049763
79671
1160
Des Moines
0.000000e+00
incorporatedplace
0.025371
51
3
3
485
61414.315009
0.120182
79671
11100
Bloomfield
9.069495e-01
minorcivildivision
0.007897
52
4
4
3888
23466.949955
0.095099
79671
1543
Polk
5.672208e+00
countyorequivalent
0.165680
53
5
5
15
3475.138046
0.094185
79671
8819
Saylor
1.162768e+00
minorcivildivision
0.004316
54
6
6
15
3008.289264
0.068737
79671
11122
Delaware
1.119843e+00
minorcivildivision
0.004986
55
7
7
7
1721.120479
0.084673
79671
11086
Allen
1.043381e+00
minorcivildivision
0.004067
56
8
8
1
385.068180
0.064628
79671
1915
Pleasant Hill
1.102358e+00
incorporatedplace
0.002597
57
9
9
2
373.912367
0.088354
79671
9333
Four Mile
1.210823e+00
minorcivildivision
0.005349
58
0
0
487
117226.959850
0.039507
73375
962
Alexandria
0.000000e+00
countyorequivalent
0.004154
59
1
1
487
117226.959850
0.039507
73375
14393
Alexandria
0.000000e+00
incorporatedplace
0.004154
60
2
2
487
117226.959850
0.039507
73375
36573
Alexandria
0.000000e+00
minorcivildivision
0.004154
61
3
3
3
9879.903548
0.037054
73375
9915
Huntington
1.073092e+00
unincorporatedplace
0.000304
62
4
4
4
3377.886917
0.075601
73375
4674
Groveton
1.285045e+00
unincorporatedplace
0.001184
63
5
5
16
2282.037137
0.082572
73375
46547
Arlington
2.687702e+00
minorcivildivision
0.007011
64
6
6
16
2282.037137
0.082572
73375
1773
Arlington
2.687702e+00
unincorporatedplace
0.007011
65
7
7
16
2282.037137
0.082572
73375
2082
Arlington
2.687702e+00
countyorequivalent
0.007011
66
8
8
5
1771.883715
0.107766
73375
86037
George Washington Memorial Parkway
1.623647e+00
reserve
0.002822
67
9
9
1
1303.512306
0.040447
73375
3491
Belle Haven
1.184664e+00
unincorporatedplace
0.000767
68
10
10
2
1189.849825
0.081166
73375
395
Fort Hunt
1.404610e+00
unincorporatedplace
0.001681
69
11
11
7
877.492815
0.108719
73375
36632
Lee
2.920229e+00
minorcivildivision
0.007977
70
12
12
1
667.873413
0.068467
73375
966
Rose Hill
1.360416e+00
unincorporatedplace
0.001497
71
13
13
9
482.368208
0.163884
73375
36630
Mount Vernon
5.491200e+00
minorcivildivision
0.018658
72
14
14
24
219.913828
0.230237
73375
2382
Fairfax
2.726983e+01
countyorequivalent
0.109134
73
15
15
1
54.404531
0.093494
73375
2636
District of Columbia
5.424493e+00
countyorequivalent
0.018381
74
16
16
1
54.404531
0.093494
73375
8586
Washington
5.424493e+00
incorporatedplace
0.018381
75
17
17
1
54.404531
0.093494
73375
35662
Washington
5.424493e+00
minorcivildivision
0.018381
76
0
0
24
3683.634692
0.019080
81646
6573
Folsom
1.989530e-01
incorporatedplace
0.006515
77
1
1
24
2999.677695
0.023788
81646
40995
Folsom
1.293226e-02
minorcivildivision
0.008001
78
2
2
24
90.306426
0.282723
81646
2521
Sacramento
3.193298e+01
countyorequivalent
0.265762
79
0
0
572
35931.287606
0.070830
81134
9263
Fairbanks
1.636272e+00
incorporatedplace
0.015919
80
1
1
163
18486.792632
0.056939
81134
31371
NaN
1.817228e+00
reserve
0.008817
81
2
2
49
12628.511233
0.064480
81134
18617
NaN
1.312660e+00
reserve
0.003880
82
3
3
3
719.386319
0.069369
81134
8453
South Van Horn
1.690598e+00
unincorporatedplace
0.004170
83
4
4
5
531.497856
0.101724
81134
7355
College
2.557883e+00
unincorporatedplace
0.009407
84
5
5
606
166.506201
1.161507
81134
43531
Fairbanks North Star
6.017107e+02
minorcivildivision
3.639504
85
6
6
606
166.506201
1.161507
81134
3129
Fairbanks North Star
6.017107e+02
countyorequivalent
3.639504
86
7
7
1
93.070000
0.071105
81134
3657
Farmers Loop
2.779332e+00
unincorporatedplace
0.010745
87
8
8
12
17.034910
0.410944
81134
86572
Fort Wainwright
1.174334e+02
reserve
0.704436
88
9
9
606
6.042289
2.212025
81134
610
Doyon Alaska Native Regional Corporation
1.660778e+04
nativeamericanarea
100.293110
89
0
0
55
62330.674745
0.013787
81083
3714
Marlton
8.910430e-01
unincorporatedplace
0.000882
90
1
1
162
20003.650573
0.040419
81083
30022
Evesham
0.000000e+00
minorcivildivision
0.008099
91
2
2
12
1814.535715
0.075821
81083
31620
Cherry Hill
1.816601e+00
minorcivildivision
0.006613
92
3
3
164
733.610331
0.251992
81083
775
Burlington
2.660404e+01
countyorequivalent
0.223552
93
4
4
16
258.432544
0.096890
81083
799
Camden
8.644816e+00
countyorequivalent
0.061912
94
5
5
1
166.751513
0.058548
81083
30697
Mount Laurel
1.740499e+00
minorcivildivision
0.005997
95
0
0
465
55713.807202
0.049072
97144
5969
Davie
2.309553e-02
incorporatedplace
0.008346
96
1
1
484
24608.876418
0.101499
97144
41280
Davie
1.407121e+00
minorcivildivision
0.019668
97
2
2
16
8188.399081
0.051839
97144
5972
Cooper City
1.226153e+00
incorporatedplace
0.001954
98
3
3
12
2341.155903
0.062605
97144
5311
Plantation
1.599819e+00
incorporatedplace
0.005126
99
4
4
514
1661.955600
0.232465
97144
2941
Broward
3.574529e+01
countyorequivalent
0.309274
100
5
5
13
1047.975517
0.086688
97144
41182
Plantation
2.457296e+00
minorcivildivision
0.012405
101
6
6
11
633.478165
0.110823
97144
41266
Hollywood
3.027079e+00
minorcivildivision
0.017364
102
7
7
1
511.440055
0.076121
97144
5970
Dania Beach
1.229228e+00
incorporatedplace
0.001955
103
8
8
4
471.411574
0.118498
97144
5959
Fort Lauderdale
2.007747e+00
incorporatedplace
0.008485
104
9
9
5
314.615621
0.120584
97144
41183
Miramar-Pembroke Pines
2.870921e+00
minorcivildivision
0.015892
105
10
10
2
278.880163
0.083310
97144
5938
Hollywood
1.851429e+00
incorporatedplace
0.007172
106
11
11
1
122.961027
0.113332
97144
5288
Pembroke Pines
1.965700e+00
incorporatedplace
0.008133
107
12
12
1
48.398715
0.144073
97144
41278
Fort Lauderdale
3.454307e+00
minorcivildivision
0.020662
108
0
0
169
44570.682378
0.027857
98703
9608
Wauwatosa
0.000000e+00
incorporatedplace
0.003792
109
1
1
169
44570.682378
0.027857
98703
39847
Wauwatosa
0.000000e+00
minorcivildivision
0.003792
110
2
2
177
520.294565
0.429854
98703
2839
Milwaukee
8.871944e+01
countyorequivalent
0.340192
111
3
3
1
306.482166
0.048851
98703
39756
West Allis
1.860513e+00
minorcivildivision
0.003263
112
4
4
1
306.482166
0.048851
98703
9609
West Allis
1.860513e+00
incorporatedplace
0.003263
113
5
5
7
252.851922
0.043818
98703
39930
Milwaukee
8.301202e+00
minorcivildivision
0.027684
114
6
6
7
252.579989
0.043740
98703
9896
Milwaukee
8.309063e+00
incorporatedplace
0.027714
115
0
0
292
73221.399628
0.020073
78423
4999
Collinsville
0.000000e+00
incorporatedplace
0.003988
116
1
1
296
30889.743830
0.033008
78423
8841
Collinsville
1.832355e+00
minorcivildivision
0.009582
117
2
2
6
4128.381041
0.061733
78423
6934
Maryville
1.364441e+00
incorporatedplace
0.001453
118
3
3
25
2658.318678
0.054299
78423
9665
Caseyville
3.169861e+00
minorcivildivision
0.009404
119
4
4
308
1547.923106
0.180484
78423
2385
Madison
4.921336e+01
countyorequivalent
0.198976
120
5
5
1
296.749830
0.089498
78423
6932
Pontoon Beach
1.845016e+00
incorporatedplace
0.003370
121
6
6
32
177.571551
0.207005
78423
2409
St. Clair
4.587048e+01
countyorequivalent
0.180209
122
0
0
19
5772.177368
0.024143
83122
9569
Greenfield
0.000000e+00
incorporatedplace
0.003292
123
1
1
19
5772.177368
0.024143
83122
40038
Greenfield
0.000000e+00
minorcivildivision
0.003292
124
2
2
19
55.850829
0.451075
83122
2839
Milwaukee
1.023499e+02
countyorequivalent
0.340192
125
0
0
1
28.974344
0.015611
93480
36080
Isleton
3.470353e+00
minorcivildivision
0.034513
126
1
1
1
3.762768
0.401068
93480
2521
Sacramento
3.340125e+01
countyorequivalent
0.265762
127
0
0
65
28955.239927
0.010647
99191
16256
West Warwick
0.000000e+00
minorcivildivision
0.002245
128
1
1
68
1290.801934
0.065244
99191
706
Kent
2.246730e+01
countyorequivalent
0.052680
129
2
2
2
143.349941
0.102625
99191
14832
Warwick
7.215074e+00
incorporatedplace
0.013952
130
3
3
2
143.349941
0.102625
99191
16189
Warwick
7.215074e+00
minorcivildivision
0.013952
131
4
4
1
57.210633
0.138810
99191
16221
Coventry
8.786406e+00
minorcivildivision
0.017479
132
5
5
2
16.343976
0.173982
99191
635
Providence
5.551124e+01
countyorequivalent
0.122369
133
0
0
228
34765.445609
0.011000
77263
1299
Chelmsford
0.000000e+00
minorcivildivision
0.006558
134
1
1
237
986.616463
0.119495
77263
2244
Middlesex
3.562798e+01
countyorequivalent
0.240215
135
2
2
3
726.514194
0.050785
77263
2026
Lowell
1.629637e+00
incorporatedplace
0.004129
136
3
3
3
726.514194
0.050785
77263
2387
Lowell
1.629637e+00
minorcivildivision
0.004129
137
4
4
2
267.734974
0.093729
77263
1688
Billerica
2.139037e+00
minorcivildivision
0.007470
138
0
0
436
16390.472516
0.067698
93456
16564
Rio Rancho
0.000000e+00
incorporatedplace
0.026601
139
1
1
471
4410.983578
0.120777
93456
27653
Rio Rancho
3.356640e+00
minorcivildivision
0.106779
140
2
2
6
2161.896016
0.032745
93456
16565
Corrales
1.104333e+00
incorporatedplace
0.002775
141
3
3
480
500.895241
0.481909
93456
651
Sandoval
3.532715e+01
countyorequivalent
0.958284
142
4
4
1
100.238192
0.088513
93456
69
Sandia Pueblo
1.375035e+00
nativeamericanarea
0.009976
143
0
0
221
44018.694737
0.016071
77563
36694
Beloit
8.064430e-02
minorcivildivision
0.005021
144
1
1
221
44018.694737
0.016071
77563
10073
Beloit
8.064430e-02
incorporatedplace
0.005021
145
2
2
224
1084.646488
0.167419
77563
2767
Rock
4.065087e+01
countyorequivalent
0.206519
146
3
3
1
339.541884
0.086570
77563
7730
Roscoe
1.593975e+00
incorporatedplace
0.002945
147
4
4
2
262.010741
0.064325
77563
36693
Beloit
2.526538e+00
minorcivildivision
0.007633
148
5
5
1
94.287310
0.092490
77563
10477
Rockton
3.138908e+00
minorcivildivision
0.010606
149
6
6
1
6.807011
0.218898
77563
2387
Winnebago
3.062792e+01
countyorequivalent
0.146907
150
0
0
6027
165634.613560
0.105513
91031
18656
Omaha
0.000000e+00
incorporatedplace
0.036387
151
1
1
6027
165634.613560
0.105513
91031
34883
Omaha
0.000000e+00
minorcivildivision
0.036387
152
2
2
6328
66974.530378
0.221692
91031
1643
Douglas
1.596610e+00
countyorequivalent
0.094484
153
3
3
1
1779.292981
0.038991
91031
2129
Carter Lake
1.015446e+00
incorporatedplace
0.000562
154
4
4
1
197.288445
0.071692
91031
12157
Kane
1.139299e+00
minorcivildivision
0.005069
155
5
5
1
3.742254
0.402553
91031
1987
Pottawattamie
8.343730e+00
countyorequivalent
0.267219
156
0
0
241
74792.081702
0.021430
91743
11236
Pendleton
8.782634e-01
incorporatedplace
0.003222
157
1
1
270
1028.695376
0.194801
91743
22144
Pendleton
4.035100e+01
minorcivildivision
0.262468
158
2
2
274
283.927139
0.098442
91743
437
Umatilla
1.507934e+02
countyorequivalent
0.965036
159
0
0
1565
144147.869234
0.037916
83153
30370
Gilmer
6.830613e-01
minorcivildivision
0.010857
160
1
1
3594
104917.340475
0.045056
83153
15085
Greensboro
0.000000e+00
incorporatedplace
0.034256
161
2
2
2029
86714.472611
0.083209
83153
30341
Morehead
3.169387e-01
minorcivildivision
0.023399
162
3
3
3739
21940.199056
0.018845
83153
1520
Guilford
3.974897e+00
countyorequivalent
0.170418
163
4
4
37
3239.725451
0.110950
83153
30344
Jefferson
1.333398e+00
minorcivildivision
0.011421
164
5
5
7
968.341653
0.104297
83153
30342
Monroe
1.211027e+00
minorcivildivision
0.007229
165
0
0
106
354716.218751
0.002133
86361
17500
Larchmont
0.000000e+00
incorporatedplace
0.000299
166
1
1
108
27733.097176
0.011367
86361
29070
Mamaroneck
1.203168e+01
minorcivildivision
0.003894
167
2
2
108
777.470159
0.224171
86361
448
Westchester
4.638525e+02
countyorequivalent
0.138912
168
0
0
265
25978.706569
0.019475
84012
31131
Henrietta
7.032039e-09
minorcivildivision
0.010201
169
1
1
10
2240.638996
0.078569
84012
5917
Brighton
1.437522e+00
unincorporatedplace
0.004463
170
2
2
10
2240.638996
0.078569
84012
30522
Brighton
1.437522e+00
minorcivildivision
0.004463
171
3
3
9
845.254595
0.100707
84012
17926
Rochester
2.043822e+00
incorporatedplace
0.010648
172
4
4
9
845.254595
0.100707
84012
30521
Rochester
2.043822e+00
minorcivildivision
0.010648
173
5
5
290
738.457129
0.237685
84012
568
Monroe
3.749855e+01
countyorequivalent
0.392711
174
0
0
413
120345.874485
0.029862
75808
1039
Bristol
0.000000e+00
countyorequivalent
0.003432
175
1
1
413
120345.874485
0.029862
75808
10694
Bristol
0.000000e+00
incorporatedplace
0.003432
176
2
2
413
120345.874485
0.029862
75808
37462
Bristol
0.000000e+00
minorcivildivision
0.003432
177
0
0
5127
481513.367546
0.017422
93595
17926
Rochester
1.577109e-01
incorporatedplace
0.010648
178
1
1
5127
481513.367546
0.017422
93595
30521
Rochester
1.577109e-01
minorcivildivision
0.010648
179
2
2
5189
13213.289796
0.171517
93595
568
Monroe
3.182556e+01
countyorequivalent
0.392711
180
3
3
23
5153.469691
0.044468
93595
5917
Brighton
1.145465e+00
unincorporatedplace
0.004463
181
4
4
23
5153.469691
0.044468
93595
30522
Brighton
1.145465e+00
minorcivildivision
0.004463
182
5
5
14
2898.849830
0.071351
93595
31231
Irondequoit
1.396483e+00
minorcivildivision
0.004830
183
6
6
14
2898.849830
0.071351
93595
4828
Irondequoit
1.396483e+00
unincorporatedplace
0.004830
184
7
7
3
684.966692
0.101370
93595
30523
Gates
1.363100e+00
minorcivildivision
0.004380
185
8
8
3
262.838343
0.157612
93595
31475
Chili
1.926219e+00
minorcivildivision
0.011414
186
0
0
102
44904.643441
0.005796
91180
1242
Orono
6.068044e-01
unincorporatedplace
0.002271
187
1
1
115
19906.620607
0.043241
91180
896
Orono
0.000000e+00
minorcivildivision
0.005777
188
2
2
2
156.587539
0.084116
91180
897
Old Town
3.210917e+00
minorcivildivision
0.012772
189
3
3
2
156.587539
0.084116
91180
3063
Old Town
3.210917e+00
incorporatedplace
0.012772
190
4
4
119
112.396473
0.518612
91180
1234
Penobscot
1.822711e+02
countyorequivalent
1.058752
191
0
0
702
79309.854459
0.002641
80460
38261
Eau Claire
1.722006e-01
minorcivildivision
0.008851
192
1
1
728
72374.224039
0.009047
80460
9797
Eau Claire
7.339930e-02
incorporatedplace
0.010059
193
2
2
26
21532.613515
0.056059
80460
36974
Eau Claire
9.011987e-01
minorcivildivision
0.001207
194
3
3
713
3755.965227
0.228295
80460
3051
Eau Claire
1.858140e+01
countyorequivalent
0.189831
195
4
4
8
493.525419
0.114069
80460
37709
Washington
2.633092e+00
minorcivildivision
0.016210
196
5
5
2
247.049130
0.103221
80460
37710
Union
1.814295e+00
minorcivildivision
0.008096
197
6
6
30
97.354737
0.337282
80460
3122
Chippewa
3.217805e+01
countyorequivalent
0.308151
198
0
0
17
10993.465002
0.022096
74913
4268
Oakhurst
9.339606e-01
unincorporatedplace
0.001546
199
1
1
2
369.962171
0.076324
74913
18440
Sand Springs
2.133643e+00
incorporatedplace
0.005406
200
2
2
35
317.361942
0.108083
74913
24604
Tulsa
2.896339e+01
minorcivildivision
0.110284
201
3
3
35
229.959427
0.117915
74913
516
Tulsa
4.035177e+01
countyorequivalent
0.152201
202
4
4
3
57.533207
0.156373
74913
18445
Tulsa
1.516196e+01
incorporatedplace
0.052144
203
5
5
35
28.367408
0.449126
74913
398
Creek OTSA
3.342159e+02
nativeamericanarea
1.233810
204
0
0
83
48014.754997
0.009581
74867
31385
Berkeley Heights
0.000000e+00
minorcivildivision
0.001729
205
1
1
83
2855.219217
0.126596
74867
143
Union
1.581649e+01
countyorequivalent
0.029070
206
0
0
278
107020.055328
0.027164
79600
2434
Waverly
7.252662e-01
unincorporatedplace
0.002598
207
1
1
334
35324.738659
0.013665
79600
7947
Delta
0.000000e+00
minorcivildivision
0.009455
208
2
2
4
4850.050565
0.052538
79600
4996
Lansing
1.087226e+00
minorcivildivision
0.000825
209
3
3
23
2258.798236
0.070787
79600
4897
Watertown
2.076919e+00
minorcivildivision
0.010182
210
4
4
343
2083.762975
0.229011
79600
2333
Eaton
1.640918e+01
countyorequivalent
0.164606
211
5
5
12
1150.120728
0.109199
79600
91
Lansing
2.103495e+00
incorporatedplace
0.010434
212
6
6
36
219.343195
0.210000
79600
2285
Clinton
1.835845e+01
countyorequivalent
0.164126
213
0
0
331
32299.333543
0.004489
95681
41084
Southington
0.000000e+00
minorcivildivision
0.010248
214
1
1
341
1618.982084
0.245160
95681
641
Hartford
1.955313e+01
countyorequivalent
0.210626
215
2
2
1
365.107719
0.068356
95681
36272
Plainville
1.267267e+00
minorcivildivision
0.002739
216
3
3
1
133.177350
0.095478
95681
6359
Bristol
1.732715e+00
incorporatedplace
0.007509
217
4
4
1
133.177350
0.095478
95681
41101
Bristol
1.732715e+00
minorcivildivision
0.007509
218
5
5
6
24.977276
0.261066
95681
2282
New Haven
2.444076e+01
countyorequivalent
0.240218
219
0
0
767
147143.347114
0.012786
73310
13076
Albany
7.817522e-01
incorporatedplace
0.005213
220
1
1
34
24733.752557
0.056886
73310
11190
Millersburg
1.010990e+00
incorporatedplace
0.001375
221
2
2
127
21317.965074
0.049596
73310
21682
North Albany
7.515723e-01
minorcivildivision
0.005957
222
3
3
747
18402.307691
0.032746
73310
22123
Albany
1.566131e+00
minorcivildivision
0.040593
223
4
4
756
1117.420409
0.591143
73310
327
Linn
2.799422e+01
countyorequivalent
0.676558
224
5
5
129
648.721092
0.352950
73310
574
Benton
8.676782e+00
countyorequivalent
0.198853
225
0
0
621
100428.175657
0.027382
77599
35516
Champaign City
1.806437e-12
minorcivildivision
0.006184
226
1
1
621
100428.175657
0.027382
77599
8542
Champaign
1.806437e-12
incorporatedplace
0.006184
227
2
2
635
2323.693901
0.053241
77599
2878
Champaign
4.319354e+01
countyorequivalent
0.273272
228
3
3
6
1846.661827
0.048359
77599
43327
Cunningham
1.525446e+00
minorcivildivision
0.003249
229
4
4
6
1846.661827
0.048359
77599
5122
Urbana
1.525446e+00
incorporatedplace
0.003249
230
5
5
7
1378.022907
0.067110
77599
35517
Champaign
1.821496e+00
minorcivildivision
0.005080
231
6
6
1
121.050339
0.089198
77599
43524
Hensley
2.335974e+00
minorcivildivision
0.008261
232
0
0
7459
299610.202417
0.010716
74286
764
Baltimore
1.173964e-01
incorporatedplace
0.024896
233
1
1
7459
299610.202417
0.010716
74286
2401
Baltimore
1.173964e-01
countyorequivalent
0.024896
234
2
2
7459
299610.202417
0.010716
74286
2732
Baltimore
1.173964e-01
minorcivildivision
0.024896
235
0
0
113
8573.335642
0.016241
97886
5210
Vallejo
0.000000e+00
incorporatedplace
0.013180
236
1
1
119
4116.547787
0.046265
97886
40579
Vallejo
1.230566e+00
minorcivildivision
0.028908
237
2
2
119
492.526738
0.367575
97886
2514
Solano
1.733110e+01
countyorequivalent
0.241611
238
0
0
4
1898.144305
0.008800
84030
3585
Herald
9.155666e-01
unincorporatedplace
0.002107
239
1
1
6
109.964183
0.050931
84030
36078
Galt
1.216894e+00
minorcivildivision
0.054563
240
2
2
6
22.576606
0.187226
84030
2521
Sacramento
9.678897e+00
countyorequivalent
0.265762
241
0
0
3123
88533.359291
0.132850
86381
18787
Las Vegas
9.430606e-02
incorporatedplace
0.035275
242
1
1
3300
26704.625688
0.051649
86381
30496
Las Vegas
2.831487e+00
minorcivildivision
0.123574
243
2
2
5
4440.957767
0.039875
86381
1954
Winchester
1.030465e+00
unincorporatedplace
0.001126
244
3
3
27
3120.937736
0.091616
86381
7875
Sunrise Manor
1.234459e+00
unincorporatedplace
0.008651
245
4
4
54
2037.096531
0.126214
86381
18786
North Las Vegas
1.717699e+00
incorporatedplace
0.026508
246
5
5
3
1850.157655
0.266381
86381
333
Las Vegas Indian Colony
1.040286e+00
nativeamericanarea
0.001621
247
6
6
3329
1590.908828
0.133128
86381
2531
Clark
5.574585e+01
countyorequivalent
2.092515
248
7
7
14
1156.415731
0.094514
86381
7942
Paradise
1.328253e+00
unincorporatedplace
0.012106
249
0
0
1251
61706.609379
0.022190
76927
2402
Cedar Rapids
1.983832e-12
incorporatedplace
0.020273
250
1
1
1251
61706.609379
0.022190
76927
12747
Cedar Rapids
1.983832e-12
minorcivildivision
0.020273
251
2
2
1261
6176.601400
0.115652
76927
1577
Linn
9.070241e+00
countyorequivalent
0.204158
252
3
3
4
543.285715
0.133850
76927
12717
Bertram
1.363167e+00
minorcivildivision
0.007363
253
0
0
174
44497.445626
0.003224
77971
12235
Claremore
5.705466e-01
incorporatedplace
0.003910
254
1
1
217
3678.808859
0.048976
77971
20565
Claremore
8.854198e+00
minorcivildivision
0.058986
255
2
2
223
1205.047643
0.060509
77971
450
Rogers
2.991501e+01
countyorequivalent
0.185055
256
3
3
1
433.831537
0.052046
77971
4253
Justice
1.367359e+00
unincorporatedplace
0.002305
257
4
4
223
123.358666
0.436250
77971
250
Cherokee OTSA
3.009979e+02
nativeamericanarea
1.807737
258
0
0
29
1659.108357
0.108231
77030
16221
Coventry
8.130265e-03
minorcivildivision
0.017479
259
1
1
30
569.471441
0.024542
77030
706
Kent
2.021010e+00
countyorequivalent
0.052680
260
2
2
1
71.674970
0.137000
77030
14832
Warwick
1.799829e+00
incorporatedplace
0.013952
261
3
3
1
71.674970
0.137000
77030
16189
Warwick
1.799829e+00
minorcivildivision
0.013952
262
0
0
1061
153477.698912
0.009821
89517
19265
City of Muncie
9.955738e-02
incorporatedplace
0.006913
263
1
1
1064
111793.680356
0.004354
89517
13568
Center
4.540970e-01
minorcivildivision
0.009518
264
2
2
1110
10230.196781
0.038061
89517
2854
Delaware
1.337462e+01
countyorequivalent
0.108502
265
3
3
13
1567.464239
0.079745
89517
13094
Monroe
2.098759e+00
minorcivildivision
0.008294
266
4
4
5
612.295522
0.077487
89517
13040
Hamilton
2.061478e+00
minorcivildivision
0.008166
267
0
0
149
14851.169743
0.004371
81163
4924
Fairfield
3.780732e-01
incorporatedplace
0.010033
268
1
1
153
2373.269966
0.061684
81163
40582
Fairfield-Suisun City
6.233082e+00
minorcivildivision
0.064468
269
2
2
1
901.152636
0.035144
81163
5212
Suisun City
1.122881e+00
incorporatedplace
0.001110
270
3
3
153
633.248664
0.101583
81163
2514
Solano
2.598460e+01
countyorequivalent
0.241611
271
0
0
65
97933.514700
0.008745
78074
18638
Clayton
0.000000e+00
incorporatedplace
0.000664
272
1
1
34
23096.504331
0.024193
78074
31563
Hadley
2.279837e+00
minorcivildivision
0.001472
273
2
2
35
8076.376872
0.040228
78074
34931
Clayton
6.467450e+00
minorcivildivision
0.004334
274
3
3
1
631.825376
0.015896
78074
19357
University City
3.384630e+00
incorporatedplace
0.001583
275
4
4
76
542.235673
0.107575
78074
1872
St. Louis
2.101755e+02
countyorequivalent
0.140160
276
5
5
1
508.477316
0.028257
78074
32241
University
3.963101e+00
minorcivildivision
0.001967
277
6
6
1
436.383382
0.046921
78074
15005
Ladue
4.452628e+00
incorporatedplace
0.002292
278
7
7
1
56.513948
0.092343
78074
2111
St. Louis
2.766013e+01
countyorequivalent
0.017695
279
8
8
1
56.513948
0.092343
78074
18508
St. Louis
2.766013e+01
incorporatedplace
0.017695
280
9
9
1
56.513948
0.092343
78074
33173
St. Louis
2.766013e+01
minorcivildivision
0.017695
281
0
0
517
77056.331484
0.031957
81599
5164
Florence
1.459299e-01
incorporatedplace
0.006709
282
1
1
519
19940.260357
0.095420
81599
41521
Florence
2.651716e+00
minorcivildivision
0.026028
283
2
2
1
9767.942737
0.043100
81599
88306
NaN
9.860600e-01
reserve
0.000102
284
3
3
524
2850.756578
0.104297
81599
966
Lauderdale
2.403570e+01
countyorequivalent
0.183811
285
4
4
5
183.491186
0.142346
81599
41510
Oakland
4.609777e+00
minorcivildivision
0.027249
286
0
0
5772
74189.876612
0.022302
77197
28860
1, Charlotte
0.000000e+00
minorcivildivision
0.077800
287
1
1
5772
74189.876612
0.022302
77197
17675
Charlotte
0.000000e+00
incorporatedplace
0.077800
288
2
2
6041
43147.601931
0.017857
77197
3070
Mecklenburg
7.995773e-01
countyorequivalent
0.140008
289
0
0
496
30866.656524
0.015807
91406
42127
Palm Bay
3.513172e-01
minorcivildivision
0.016069
290
1
1
495
30259.288058
0.017387
91406
6821
Palm Bay
3.208722e-01
incorporatedplace
0.016359
291
2
2
5
21194.226159
0.053879
91406
85512
Malabar Transmitter Annex
9.901282e-01
reserve
0.000236
292
3
3
513
1382.835615
0.327120
91406
2593
Brevard
1.452351e+01
countyorequivalent
0.370977
293
4
4
1
317.790229
0.070408
91406
7914
Malabar
1.130672e+00
incorporatedplace
0.003147
294
5
5
3
147.176206
0.108801
91406
42150
Malabar
1.727221e+00
minorcivildivision
0.020384
295
6
6
1
139.443712
0.093826
91406
6780
Grant-Valkaria
1.299395e+00
incorporatedplace
0.007171
296
0
0
111
64779.407794
0.030951
94144
4595
Mandeville
9.055801e-01
incorporatedplace
0.001714
297
1
1
52
16659.808008
0.054555
94144
288
5
9.380757e-01
minorcivildivision
0.003121
298
2
2
142
16552.587778
0.076353
94144
294
10
1.268721e+00
minorcivildivision
0.008579
299
3
3
117
6674.972831
0.089768
94144
292
4
1.587563e+00
minorcivildivision
0.017528
300
4
4
102
2351.395482
0.090716
94144
290
7
2.231449e+00
minorcivildivision
0.043378
301
5
5
420
1583.133720
0.119043
94144
748
St. Tammany
1.363509e+01
countyorequivalent
0.265297
302
0
0
331
37952.187544
0.040709
81159
35587
Fairfield
0.000000e+00
minorcivildivision
0.008721
303
1
1
10
36307.296022
0.031535
81159
1115
Southport
9.684198e-01
unincorporatedplace
0.000275
304
2
2
10
1851.896274
0.077905
81159
6445
Bridgeport
1.619145e+00
incorporatedplace
0.005400
305
3
3
10
1851.896274
0.077905
81159
40352
Bridgeport
1.619145e+00
minorcivildivision
0.005400
306
4
4
431
1851.285131
0.143227
81159
557
Fairfield
2.569395e+01
countyorequivalent
0.232811
307
0
0
14
13539.631770
0.073424
92130
7594
Pingree Grove
9.010110e-01
incorporatedplace
0.001034
308
1
1
19
2013.505228
0.058923
92130
12436
Plato
9.662764e-02
minorcivildivision
0.009436
309
2
2
20
1954.343721
0.077028
92130
12435
Rutland
1.786449e+00
minorcivildivision
0.010234
310
3
3
14
1526.329436
0.059155
92130
14711
Elgin
1.878104e+00
minorcivildivision
0.009172
311
4
4
15
1405.674027
0.054216
92130
8268
Elgin
1.751493e+00
incorporatedplace
0.010671
312
5
5
1
639.654870
0.066907
92130
7630
Gilberts
1.149665e+00
incorporatedplace
0.001563
313
6
6
65
440.994568
0.116170
92130
1256
Kane
1.311062e+01
countyorequivalent
0.147394
314
0
0
190
40301.937746
0.006925
83388
8059
Haines City
0.000000e+00
incorporatedplace
0.004714
315
1
1
199
2074.790507
0.042519
83388
42635
Haines City
1.940713e+01
minorcivildivision
0.095913
316
2
2
2
2040.899360
0.062266
83388
8365
Lake Hamilton
1.207865e+00
incorporatedplace
0.000980
317
3
3
204
427.225387
0.177613
83388
2606
Polk
1.002851e+02
countyorequivalent
0.477500
318
4
4
5
156.151417
0.158660
83388
42632
Winter Haven-Auburndale
7.729548e+00
minorcivildivision
0.032020
319
0
0
3
6245.294723
0.014198
78884
9026
Courtland
9.463378e-01
unincorporatedplace
0.000480
320
1
1
7
202.820408
0.167876
78884
36080
Isleton
3.597146e+00
minorcivildivision
0.034513
321
2
2
9
33.864910
0.256400
78884
2521
Sacramento
2.870234e+01
countyorequivalent
0.265762
322
3
3
2
19.546437
0.261119
78884
36076
Sacramento
1.170236e+01
minorcivildivision
0.102320
323
0
0
308
273562.998430
0.030587
77989
1954
Winchester
9.994213e-01
unincorporatedplace
0.001126
324
1
1
2071
171066.927037
0.036404
77989
7942
Paradise
9.937944e-01
unincorporatedplace
0.012106
325
2
2
5546
44879.955777
0.038040
77989
30496
Las Vegas
1.012710e+00
minorcivildivision
0.123574
326
3
3
405
33682.378077
0.115689
77989
9488
Enterprise
9.938130e-01
unincorporatedplace
0.012024
327
4
4
219
6208.391189
0.159031
77989
18787
Las Vegas
1.017195e+00
incorporatedplace
0.035275
328
5
5
6036
2884.567643
0.170421
77989
2531
Clark
7.872406e-02
countyorequivalent
2.092515
329
0
0
12
149575.143957
0.015105
97577
8590
Twinsburg Heights
1.020869e+00
unincorporatedplace
0.000080
330
1
1
151
39278.627215
0.005394
97577
16518
Twinsburg
0.000000e+00
incorporatedplace
0.003844
331
2
2
151
39278.627215
0.005394
97577
18478
Twinsburg
0.000000e+00
minorcivildivision
0.003844
332
3
3
42
22930.315604
0.034160
97577
18446
Twinsburg
1.476451e+00
minorcivildivision
0.001832
333
4
4
195
1671.248139
0.209921
97577
2065
Summit
2.935100e+01
countyorequivalent
0.116679
334
5
5
1
669.243928
0.078359
97577
27043
Northfield Center
1.388682e+00
minorcivildivision
0.001494
335
6
6
1
138.994985
0.079608
97577
16465
Hudson
2.871459e+00
incorporatedplace
0.007195
336
7
7
1
138.994985
0.079608
97577
19219
Hudson
2.871459e+00
minorcivildivision
0.007195
337
0
0
168
45426.778637
0.001659
96872
6647
Thomasville
0.000000e+00
incorporatedplace
0.003698
338
1
1
180
3524.580564
0.038975
96872
42695
Thomasville
1.280917e+01
minorcivildivision
0.051070
339
2
2
180
1334.458015
0.064754
96872
1616
Thomas
3.547290e+01
countyorequivalent
0.134886
340
0
0
109
31956.376680
0.003401
87956
46155
Marshfield
1.394359e-01
minorcivildivision
0.003411
341
1
1
111
28005.106770
0.002602
87956
9539
Marshfield
0.000000e+00
incorporatedplace
0.003964
342
2
2
2
3618.841964
0.036645
87956
47076
Marshfield
8.605641e-01
minorcivildivision
0.000553
343
3
3
111
468.291439
0.243576
87956
2844
Wood
5.908160e+01
countyorequivalent
0.237032
344
4
4
2
416.253001
0.064979
87956
46127
Marshfield
2.212235e+00
minorcivildivision
0.004805
345
5
5
2
4.299965
0.474649
87956
3115
Marathon
1.180701e+02
countyorequivalent
0.465120
346
0
0
371
115706.712512
0.022130
95940
490
St. Louis Park
1.662714e-12
incorporatedplace
0.003206
347
1
1
371
115706.712512
0.022130
95940
33207
St. Louis Park
1.662714e-12
minorcivildivision
0.003206
348
2
2
381
2124.957628
0.145399
95940
2612
Hennepin
5.491899e+01
countyorequivalent
0.179298
349
3
3
8
471.259486
0.076644
95940
1126
Minneapolis
6.294373e+00
incorporatedplace
0.016976
350
4
4
8
471.259486
0.076644
95940
32808
Minneapolis
6.294373e+00
minorcivildivision
0.016976
351
0
0
58
34337.398125
0.027801
77286
5616
Holly Springs
9.846589e-01
incorporatedplace
0.001689
352
1
1
270
18083.452651
0.047005
77286
42640
Holly Springs
8.643940e-01
minorcivildivision
0.014931
353
2
2
84
17689.751569
0.052595
77286
5617
Canton
9.568725e-01
incorporatedplace
0.004749
354
3
3
1385
12579.006431
0.052642
77286
1898
Cherokee
0.000000e+00
countyorequivalent
0.110104
355
4
4
225
10210.022714
0.048440
77286
42641
Canton
7.998515e-01
minorcivildivision
0.022037
356
0
0
606
99455.971303
0.028927
91878
46938
Petersburg
0.000000e+00
minorcivildivision
0.006093
357
1
1
606
99455.971303
0.028927
91878
13385
Petersburg
0.000000e+00
incorporatedplace
0.006093
358
2
2
606
99455.971303
0.028927
91878
1853
Petersburg
0.000000e+00
countyorequivalent
0.006093
359
3
3
11
15411.607338
0.062342
91878
7191
Matoaca
1.117139e+00
unincorporatedplace
0.000714
360
4
4
1
1261.709613
0.027186
91878
4983
Ettrick
1.130076e+00
unincorporatedplace
0.000793
361
5
5
3
1089.906048
0.123074
91878
37459
2
1.451742e+00
minorcivildivision
0.002753
362
6
6
12
200.762243
0.284793
91878
38698
Matoaca
1.080974e+01
minorcivildivision
0.059772
363
7
7
2
162.343671
0.112517
91878
37458
3
3.021868e+00
minorcivildivision
0.012320
364
8
8
12
104.228711
0.234883
91878
1070
Chesterfield
1.989523e+01
countyorequivalent
0.115131
365
9
9
4
53.999535
0.186242
91878
2115
Prince George
1.315705e+01
countyorequivalent
0.074075
366
10
10
5
37.562563
0.274124
91878
1036
Dinwiddie
2.284606e+01
countyorequivalent
0.133111
367
0
0
6
398.309173
0.056015
92633
46744
4
7.825700e-01
minorcivildivision
0.015064
368
1
1
24
346.417531
0.006830
92633
1851
Powhatan
0.000000e+00
countyorequivalent
0.069281
369
2
2
6
244.808961
0.100218
92633
46745
5
6.462369e-01
minorcivildivision
0.024509
370
3
3
2
240.073730
0.050555
92633
46743
3
8.797531e-01
minorcivildivision
0.008331
371
0
0
2
242248.355439
0.044803
88441
38006
Milwaukee
1.000803e+00
minorcivildivision
0.000008
372
1
1
186
19484.168257
0.037756
88441
11096
Menomonee Falls
7.158873e-02
incorporatedplace
0.009546
373
2
2
186
19484.168257
0.037756
88441
44316
Menomonee Falls
7.158873e-02
minorcivildivision
0.009546
374
3
3
189
1138.213094
0.257795
88441
1225
Waukesha
1.515545e+01
countyorequivalent
0.166050
375
4
4
2
253.519766
0.097446
88441
44025
Brookfield
1.767220e+00
minorcivildivision
0.007889
376
5
5
2
253.519766
0.097446
88441
11163
Brookfield
1.767220e+00
incorporatedplace
0.007889
377
6
6
1
101.162247
0.088300
88441
38157
Germantown
1.961049e+00
minorcivildivision
0.009885
378
7
7
1
101.162247
0.088300
88441
11138
Germantown
1.961049e+00
incorporatedplace
0.009885
379
8
8
2
72.165711
0.148362
88441
9896
Milwaukee
3.691985e+00
incorporatedplace
0.027714
380
9
9
3
23.938056
0.259266
88441
2786
Washington
1.319186e+01
countyorequivalent
0.125323
381
0
0
100
129837.644744
0.044383
82342
5062
North Gates
8.664626e-01
unincorporatedplace
0.000770
382
1
1
49
85850.476307
0.028275
82342
362
Gates
9.010405e-01
unincorporatedplace
0.000571
383
2
2
286
65300.157979
0.028646
82342
30523
Gates
2.441468e-01
minorcivildivision
0.004380
384
3
3
29
2540.770647
0.073443
82342
31475
Chili
2.644571e+00
minorcivildivision
0.011414
385
4
4
20
1878.343544
0.089032
82342
30521
Rochester
2.709148e+00
minorcivildivision
0.010648
386
5
5
20
1878.343544
0.089032
82342
17926
Rochester
2.709148e+00
incorporatedplace
0.010648
387
6
6
346
881.055747
0.181044
82342
568
Monroe
6.708901e+01
countyorequivalent
0.392711
388
7
7
1
224.063900
0.112515
82342
30522
Brighton
1.770432e+00
minorcivildivision
0.004463
389
8
8
1
224.063900
0.112515
82342
5917
Brighton
1.770432e+00
unincorporatedplace
0.004463
390
0
0
126
11165.623937
0.052474
78827
6574
Elk Grove
7.320594e-01
incorporatedplace
0.011285
391
1
1
83
5721.806996
0.070829
78827
36079
Elk Grove
9.226545e-01
minorcivildivision
0.014506
392
2
2
148
556.889624
0.078724
78827
2521
Sacramento
5.317606e+00
countyorequivalent
0.265762
393
3
3
48
469.114500
0.188831
78827
36076
Sacramento
2.463076e+00
minorcivildivision
0.102320
394
4
4
16
293.237821
0.151243
78827
36078
Galt
1.688721e+00
minorcivildivision
0.054563
395
0
0
401
52205.082374
0.060030
78400
46465
Bryan-College Station
1.152629e+00
minorcivildivision
0.007681
396
1
1
497
40190.049403
0.021216
78400
12860
College Station
2.704600e-02
incorporatedplace
0.012366
397
2
2
515
3573.425485
0.054989
78400
2560
Brazos
1.088136e+01
countyorequivalent
0.144119
398
3
3
103
2048.430789
0.117816
78400
46463
South Brazos
3.749570e+00
minorcivildivision
0.050282
399
4
4
11
997.798214
0.088266
78400
12859
Bryan
1.906712e+00
incorporatedplace
0.011024
400
5
5
9
390.366210
0.172950
78400
46462
West Brazos
2.777183e+00
minorcivildivision
0.023055
401
0
0
4248
325100.124768
0.007207
88532
6003
Miami
5.785100e-01
incorporatedplace
0.013067
402
1
1
4447
129741.341065
0.049638
88532
43331
Miami
3.208120e+00
minorcivildivision
0.034276
403
2
2
33
62082.709630
0.049766
88532
488
Brownsville
1.064092e+00
unincorporatedplace
0.000532
404
3
3
4546
8033.736465
0.332285
88532
2483
Miami-Dade
6.727197e+01
countyorequivalent
0.565864
405
4
4
54
6214.050744
0.109485
88532
5188
Coral Gables
2.048119e+00
incorporatedplace
0.008690
406
5
5
19
5355.747359
0.082945
88532
6004
Miami Beach
1.428020e+00
incorporatedplace
0.003548
407
6
6
20
985.146447
0.129137
88532
43352
Miami Beach
3.449400e+00
minorcivildivision
0.020302
408
7
7
8
867.372091
0.103401
88532
43371
Key Biscayne
2.040097e+00
minorcivildivision
0.009223
409
0
0
1600
141880.735351
0.026199
81258
2560
Fall River
4.364164e-02
minorcivildivision
0.011277
410
1
1
1600
141880.735351
0.026199
81258
2661
Fall River
4.364164e-02
incorporatedplace
0.011277
411
2
2
1633
8425.553631
0.034000
81258
1713
Bristol
1.644974e+01
countyorequivalent
0.193815
412
3
3
10
2999.232637
0.046271
81258
2416
Somerset
1.299802e+00
minorcivildivision
0.003334
413
4
4
10
2999.232637
0.046271
81258
5747
Somerset
1.299802e+00
unincorporatedplace
0.003334
414
5
5
8
783.603382
0.105533
81258
2530
Freetown
1.914921e+00
minorcivildivision
0.010209
415
6
6
11
608.799191
0.161433
81258
2404
Westport
2.618340e+00
minorcivildivision
0.018068
416
7
7
1
141.040019
0.099162
81258
2415
Swansea
1.638298e+00
minorcivildivision
0.007090
417
0
0
375
186597.718720
0.007590
86287
17056
Lancaster
0.000000e+00
minorcivildivision
0.002010
418
1
1
375
186597.718720
0.007590
86287
12888
Lancaster
0.000000e+00
incorporatedplace
0.002010
419
2
2
382
1420.611750
0.058554
86287
1001
Lancaster
1.328021e+02
countyorequivalent
0.268898
420
3
3
1
604.465162
0.022057
86287
17055
Lancaster
1.823197e+00
minorcivildivision
0.001654
421
4
4
3
550.289527
0.089755
86287
17094
East Lampeter
3.712721e+00
minorcivildivision
0.005452
422
5
5
2
303.744124
0.058771
86287
16230
Manheim
4.276402e+00
minorcivildivision
0.006584
423
6
6
1
220.329467
0.064929
86287
16182
West Lampeter
3.258408e+00
minorcivildivision
0.004539
In [ ]:
Content source: FireCARES/data
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