Define the question your report is trying to answer.
Explain when using linear regression is most appropriate.
When using linear regression, what would you expect the scatterplot to look like?
Explain the difference between predictor (x) and response (y) variables in a linear regression to justify the selection of variables.
Data Collection
Identify your predictor and response variables.
Data Analysis
Based on your graphs and sample statistics, interpret the center, spread, shape, and any unusual characteristic (outliers, gaps, etc.) for house sales and square footage.
Compare and contrast the center, shape, spread, and any unusual characteristic for your sample of house sales with the national population (under Supporting Materials, see the National Summary Statistics and Graphs House Listing Price by Region PDF). Determine whether your sample is representative of national housing market sales.
Develop Your Regression Model
Based on your scatterplot, explain if a regression model is appropriate.
Identify any possible outliers or influential points and discuss their effect on the correlation.
Discuss keeping or removing outlier data points and what impact your decision would have on your model.
Explain how the r value you calculated supports what you noticed in your scatterplot.
Determine the Line of Best Fit. Clearly define your variables. Find and interpret the regression equation. Assess the strength of the model.
Determine the strength of the linear regression equation you developed.
Conclusions
Did you see the results you expected, or was anything different from your expectations or experiences?
What changes could support different results, or help to solve a different problem?
Provide at least one question that would be interesting for follow-up research.
project 1 data
Real Estate County Data for 2019
2019 Data (n=1000)
Region
State
County
listing price
$’s per square foot
square feet
East North Central
in
grant
219,500
$116
1,898
East North Central
il
vermilion
254,500
$156
1,632
East North Central
in
henry
235,000
$148
1,588
East North Central
in
wayne
203,800
$141
1,441
East North Central
il
coles
220,800
$117
1,893
East North Central
il
macoupin
197,600
$111
1,783
East North Central
in
vigo
165,800
$122
1,362
East North Central
oh
jefferson
246,500
$136
1,814
East North Central
il
jackson
154,300
$105
1,463
East North Central
oh
marion
149,700
$116
1,296
East North Central
mi
bay
145,100
$117
1,239
East North Central
il
whiteside
283,700
$136
2,087
East North Central
oh
trumbull
243,000
$133
1,827
East North Central
in
madison
229,100
$187
1,224
East North Central
il
knox
205,100
$118
1,740
East North Central
il
stephenson
235,600
$140
1,682
East North Central
il
macon
212,900
$128
1,659
East North Central
in
delaware
221,600
$134
1,651
East North Central
il
henry
257,700
$123
2,087
East North Central
oh
seneca
211,900
$168
1,263
East North Central
oh
darke
160,800
$114
1,416
East North Central
oh
scioto
204,200
$131
1,562
East North Central
oh
belmont
172,500
$101
1,710
East North Central
oh
sandusky
253,900
$146
1,738
East North Central
il
rock island
166,300
$127
1,305
East North Central
oh
clark
240,500
$137
1,752
East North Central
oh
columbiana
241,400
$164
1,469
East North Central
in
howard
304,300
$152
1,996
East North Central
oh
richland
248,900
$132
1,880
East North Central
il
peoria
187,900
$131
1,434
East North Central
il
la salle
311,100
$154
2,015
East North Central
il
madison
254,500
$156
1,628
East North Central
mi
wayne
213,800
$172
1,243
East North Central
in
vanderburgh
214,100
$134
1,596
East North Central
oh
mahoning
207,500
$123
1,688
East North Central
il
williamson
171,600
$141
1,218
East North Central
il
winnebago
236,700
$140
1,692
East North Central
il
adams
266,100
$166
1,599
East North Central
mi
saginaw
171,800
$118
1,452
East North Central
oh
montgomery
225,300
$151
1,493
East North Central
oh
allen
227,600
$147
1,550
East North Central
oh
lucas
228,300
$115
1,978
East North Central
oh
ashtabula
177,000
$107
1,658
East North Central
oh
lawrence
248,300
$156
1,587
East North Central
oh
huron
199,700
$147
1,359
East North Central
il
tazewell
278,700
$165
1,693
East North Central
oh
summit
185,800
$101
1,847
East North Central
il
sangamon
213,500
$130
1,643
East North Central
oh
ashland
188,000
$151
1,246
East North Central
oh
tuscarawas
270,700
$149
1,815
East North Central
oh
ross
257,200
$127
2,018
East North Central
mi
shiawassee
192,400
$129
1,494
East North Central
mi
calhoun
266,200
$130
2,042
East North Central
il
kankakee
148,700
$115
1,293
East North Central
in
lawrence
270,600
$137
1,978
East North Central
wi
manitowoc
181,400
$140
1,294
East North Central
il
st. clair
201,400
$164
1,225
East North Central
mi
ingham
222,500
$125
1,777
East North Central
il
mclean
203,800
$134
1,526
East North Central
mi
jackson
139,200
$116
1,201
East North Central
mi
isabella
163,000
$125
1,307
East North Central
wi
wood
266,500
$144
1,853
East North Central
mi
montcalm
218,300
$105
2,081
East North Central
wi
grant
243,200
$121
2,014
East North Central
oh
cuyahoga
265,100
$136
1,947
East North Central
oh
stark
201,000
$163
1,230
East North Central
oh
athens
246,400
$158
1,560
East North Central
wi
milwaukee
184,900
$111
1,666
East North Central
mi
lenawee
191,500
$118
1,628
East North Central
wi
fond du lac
135,300
$103
1,312
East North Central
in
st. joseph
193,000
$111
1,736
East North Central
mi
ionia
193,600
$137
1,416
East North Central
mi
genesee
194,800
$166
1,173
East North Central
oh
muskingum
188,300
$94
1,999
East North Central
il
ogle
236,600
$208
1,138
East North Central
oh
washington
324,400
$156
2,081
East North Central
oh
wayne
256,700
$129
1,986
East North Central
mi
muskegon
230,400
$131
1,757
East North Central
oh
pickaway
265,700
$143
1,853
East North Central
mi
st. joseph
188,500
$135
1,397
East North Central
il
champaign
246,700
$121
2,031
East North Central
oh
knox
192,200
$127
1,510
East North Central
oh
lorain
226,200
$126
1,789
East North Central
wi
calumet
226,400
$111
2,033
East North Central
mi
midland
174,500
$151
1,157
East North Central
mi
marquette
172,500
$120
1,433
East North Central
in
elkhart
202,300
$182
1,113
East North Central
mi
monroe
228,600
$136
1,679
East North Central
oh
lake
225,900
$135
1,676
East North Central
mi
eaton
189,900
$96
1,976
East North Central
wi
douglas
461,400
$129
3,581
East North Central
wi
marathon
431,200
$119
3,638
East North Central
il
dekalb
347,500
$97
3,574
East North Central
in
marion
323,300
$95
3,408
East North Central
in
allen
398,000
$113
3,525
East North Central
oh
hancock
380,300
$94
4,028
East North Central
in
lake
470,600
$109
4,316
East North Central
wi
portage
531,000
$109
4,888
East North Central
wi
rock
513,100
$104
4,950
East North Central
oh
greene
581,800
$113
5,146
West South Central
ar
baxter
286,900
$132
2,176
West South Central
ar
benton
232,900
$138
1,690
West South Central
ar
craighead
251,100
$110
2,285
West South Central
ar
crawford
172,900
$100
1,734
West South Central
ar
crittenden
298,800
$155
1,928
West South Central
ar
faulkner
280,500
$129
2,168
West South Central
ar
garland
274,800
$134
2,056
West South Central
ar
jefferson
314,600
$144
2,179
West South Central
ar
lonoke
289,000
$132
2,190
West South Central
ar
pope
273,200
$114
2,389
West South Central
ar
pulaski
211,300
$121
1,745
West South Central
ar
saline
273,500
$114
2,396
West South Central
ar
sebastian
208,600
$111
1,879
West South Central
ar
washington
215,600
$126
1,712
West South Central
ar
white
254,800
$145
1,763
West South Central
la
acadia
226,300
$135
1,681
West South Central
la
ascension
303,200
$149
2,030
West South Central
la
bossier
305,500
$140
2,177
West South Central
la
caddo
278,500
$158
1,768
West South Central
la
calcasieu
214,300
$115
1,871
West South Central
la
east baton rouge
254,100
$135
1,881
West South Central
la
iberia
188,700
$125
1,511
West South Central
la
jefferson
306,100
$131
2,344
West South Central
la
lafayette
221,000
$108
2,040
West South Central
la
lafourche
297,000
$128
2,320
West South Central
la
livingston
297,300
$139
2,135
West South Central
la
orleans
258,600
$152
1,698
West South Central
la
ouachita
304,300
$158
1,921
West South Central
la
rapides
347,800
$151
2,297
West South Central
la
st. charles
171,400
$99
1,724
West South Central
la
st. landry
254,700
$118
2,150
West South Central
la
st. martin
252,600
$137
1,845
West South Central
la
st. mary
260,400
$141
1,842
West South Central
la
st. tammany
280,300
$150
1,869
West South Central
la
tangipahoa
242,300
$110
2,202
West South Central
la
terrebonne
254,700
$156
1,637
West South Central
la
vermilion
270,600
$164
1,650
West South Central
la
vernon
255,900
$113
2,256
West South Central
ok
canadian
218,000
$95
2,290
West South Central
ok
carter
263,000
$142
1,856
West South Central
ok
cherokee
302,100
$167
1,809
West South Central
ok
cleveland
263,800
$117
2,262
West South Central
ok
comanche
252,100
$140
1,806
West South Central
ok
creek
362,200
$157
2,305
West South Central
ok
garfield
220,300
$132
1,670
West South Central
ok
grady
229,500
$158
1,455
West South Central
ok
le flore
292,200
$128
2,291
West South Central
ok
muskogee
206,400
$125
1,646
West South Central
ok
oklahoma
219,000
$121
1,804
West South Central
ok
osage
194,800
$129
1,515
West South Central
ok
payne
272,200
$124
2,204
West South Central
ok
pottawatomie
204,800
$136
1,510
West South Central
ok
rogers
183,700
$104
1,769
West South Central
ok
tulsa
295,000
$130
2,267
West South Central
ok
wagoner
209,100
$134
1,560
West South Central
ok
washington
167,100
$110
1,526
West South Central
tx
angelina
270,200
$172
1,568
West South Central
tx
bastrop
179,600
$103
1,736
West South Central
tx
bell
323,100
$143
2,262
West South Central
tx
bexar
260,800
$111
2,359
West South Central
tx
bowie
223,600
$153
1,463
West South Central
tx
brazoria
246,300
$130
1,900
West South Central
tx
brazos
242,500
$132
1,835
West South Central
tx
cameron
269,200
$151
1,781
West South Central
tx
collin
374,700
$161
2,325
West South Central
tx
comal
249,200
$165
1,510
West South Central
tx
coryell
184,100
$126
1,460
West South Central
tx
dallas
279,600
$144
1,940
West South Central
tx
denton
254,500
$124
2,052
West South Central
tx
ector
151,300
$102
1,477
West South Central
tx
el paso
249,200
$123
2,023
West South Central
tx
ellis
163,400
$112
1,459
West South Central
tx
fort bend
222,800
$114
1,958
West South Central
tx
galveston
296,100
$139
2,127
West South Central
tx
grayson
248,700
$135
1,837
West South Central
tx
gregg
188,200
$112
1,679
West South Central
tx
guadalupe
263,800
$146
1,804
West South Central
tx
hardin
283,500
$152
1,867
West South Central
tx
harris
196,200
$115
1,700
West South Central
tx
harrison
255,300
$107
2,396
West South Central
tx
hays
230,000
$154
1,490
West South Central
tx
henderson
285,700
$122
2,343
West South Central
tx
hidalgo
224,600
$121
1,853
West South Central
tx
hood
207,200
$91
2,278
West South Central
tx
hunt
306,900
$133
2,299
West South Central
tx
jefferson
213,500
$99
2,154
West South Central
tx
johnson
234,900
$115
2,040
West South Central
tx
kaufman
264,300
$134
1,977
West South Central
tx
kerr
262,900
$139
1,888
West South Central
tx
liberty
206,400
$113
1,822
West South Central
tx
lubbock
476,700
$133
3,583
West South Central
tx
mclennan
407,300
$104
3,920
West South Central
tx
midland
515,000
$141
3,648
West South Central
tx
montgomery
480,300
$116
4,142
West South Central
tx
nacogdoches
630,800
$124
5,107
West South Central
tx
nueces
496,200
$115
4,310
West South Central
tx
orange
610,600
$118
5,196
West South Central
tx
parker
727,900
$122
5,962
West South Central
tx
potter
726,800
$126
5,777
West South Central
tx
randall
476,700
$90
5,284
East South Central
al
autauga
289,800
$117
2,468
East South Central
al
baldwin
197,100
$120
1,646
East South Central
al
blount
214,200
$116
1,846
East South Central
al
calhoun
257,100
$148
1,738
East South Central
al
coffee
297,200
$129
2,295
East South Central
al
colbert
219,900
$111
1,987
East South Central
al
cullman
239,500
$121
1,978
East South Central
al
dale
317,500
$123
2,579
East South Central
al
elmore
262,700
$114
2,313
East South Central
al
etowah
167,700
$71
2,372
East South Central
al
houston
263,700
$103
2,549
East South Central
al
jackson
284,900
$118
2,417
East South Central
al
jefferson
317,300
$135
2,351
East South Central
al
lauderdale
291,600
$137
2,130
East South Central
al
lee
291,100
$162
1,792
East South Central
al
limestone
248,800
$144
1,733
East South Central
al
madison
252,500
$115
2,199
East South Central
al
marshall
233,700
$134
1,743
East South Central
al
mobile
316,900
$128
2,476
East South Central
al
montgomery
298,500
$136
2,200
East South Central
al
morgan
285,500
$134
2,133
East South Central
al
russell
207,400
$124
1,679
East South Central
al
shelby
190,100
$89
2,133
East South Central
al
st. clair
235,200
$102
2,306
East South Central
al
talladega
203,500
$113
1,800
East South Central
al
tuscaloosa
259,000
$137
1,895
East South Central
al
walker
206,500
$115
1,803
East South Central
ky
boone
325,000
$142
2,290
East South Central
ky
boyd
213,600
$102
2,104
East South Central
ky
bullitt
319,300
$126
2,527
East South Central
ky
campbell
269,400
$145
1,864
East South Central
ky
christian
325,600
$136
2,390
East South Central
ky
daviess
239,800
$113
2,118
East South Central
ky
fayette
227,800
$109
2,085
East South Central
ky
franklin
272,400
$112
2,432
East South Central
ky
hardin
223,600
$133
1,675
East South Central
ky
henderson
311,400
$127
2,460
East South Central
ky
hopkins
208,000
$104
2,007
East South Central
ky
jefferson
265,900
$117
2,279
East South Central
ky
jessamine
174,900
$98
1,777
East South Central
ky
kenton
273,600
$110
2,479
East South Central
ky
laurel
256,800
$105
2,450
East South Central
ky
madison
265,400
$135
1,960
East South Central
ky
mccracken
229,300
$126
1,824
East South Central
ky
oldham
232,500
$127
1,834
East South Central
ky
pulaski
234,200
$117
2,003
East South Central
ky
scott
217,500
$111
1,964
East South Central
ky
warren
279,300
$158
1,773
East South Central
ms
desoto
288,300
$118
2,438
East South Central
ms
forrest
254,800
$111
2,295
East South Central
ms
hancock
336,800
$143
2,357
East South Central
ms
harrison
281,200
$130
2,158
East South Central
ms
hinds
268,600
$106
2,532
East South Central
ms
jackson
179,400
$92
1,947
East South Central
ms
jones
187,200
$116
1,607
East South Central
ms
lafayette
295,100
$119
2,482
East South Central
ms
lamar
251,400
$142
1,770
East South Central
ms
lauderdale
275,800
$134
2,063
East South Central
ms
lee
273,100
$132
2,066
East South Central
ms
lowndes
283,400
$155
1,827
East South Central
ms
madison
279,400
$110
2,538
East South Central
ms
oktibbeha
264,400
$124
2,135
East South Central
ms
pearl river
256,100
$146
1,759
East South Central
ms
rankin
240,500
$119
2,019
East South Central
ms
warren
191,100
$105
1,826
East South Central
tn
anderson
329,700
$138
2,389
East South Central
tn
blount
308,500
$135
2,278
East South Central
tn
bradley
181,300
$92
1,973
East South Central
tn
carter
293,000
$126
2,328
East South Central
tn
coffee
174,700
$93
1,887
East South Central
tn
cumberland
266,600
$108
2,466
East South Central
tn
davidson
326,400
$126
2,585
East South Central
tn
dickson
250,300
$117
2,140
East South Central
tn
greene
226,000
$116
1,950
East South Central
tn
hamblen
309,000
$124
2,482
East South Central
tn
hamilton
303,200
$136
2,232
East South Central
tn
hawkins
269,000
$113
2,385
East South Central
tn
jefferson
264,900
$129
2,048
East South Central
tn
knox
300,500
$139
2,162
East South Central
tn
loudon
291,600
$133
2,200
East South Central
tn
madison
292,500
$167
1,756
East South Central
tn
maury
275,300
$110
2,507
East South Central
tn
mcminn
234,900
$108
2,176
East South Central
tn
montgomery
250,300
$151
1,663
East South Central
tn
putnam
169,700
$97
1,744
East South Central
tn
roane
217,200
$129
1,690
East South Central
tn
robertson
305,600
$134
2,281
East South Central
tn
rutherford
159,900
$87
1,847
East South Central
tn
sevier
229,600
$120
1,908
East South Central
tn
sullivan
207,500
$104
1,996
East South Central
tn
sumner
544,400
$117
4,666
East South Central
tn
washington
505,500
$119
4,245
East South Central
tn
williamson
532,300
$117
4,562
East South Central
tn
wilson
476,600
$114
4,177
East South Central
tn
madison
564,900
$99
5,719
East South Central
ms
jones
630,100
$127
4,947
East South Central
ms
lafayette
605,300
$115
5,248
East South Central
al
talladega
675,500
$104
6,498
East South Central
al
tuscaloosa
633,100
$107
5,894
East South Central
al
jackson
715,300
$111
6,420
Northeast
ny
albany
297,400
$207
1,439
Northeast
ny
bronx
314,100
$207
1,515
Northeast
ny
broome
310,300
$154
2,017
Northeast
ny
cattaraugus
372,600
$179
2,077
Northeast
ny
cayuga
265,400
$166
1,602
Northeast
ny
chautauqua
336,400
$177
1,905
Northeast
ny
chemung
282,600
$228
1,242
Northeast
ny
clinton
351,500
$179
1,969
Northeast
ny
columbia
266,000
$165
1,610
Northeast
ny
cortland
343,200
$181
1,893
Northeast
ny
dutchess
298,300
$175
1,708
Northeast
ny
erie
275,200
$189
1,453
Northeast
ny
franklin
302,600
$192
1,577
Northeast
ny
fulton
379,900
$193
1,965
Northeast
ny
genesee
329,700
$166
1,983
Northeast
ny
herkimer
306,900
$171
1,797
Northeast
ny
jefferson
287,800
$191
1,504
Northeast
ny
kings
247,900
$189
1,310
Northeast
ny
livingston
353,400
$220
1,603
Northeast
ny
madison
311,800
$158
1,973
Northeast
ny
monroe
318,400
$206
1,545
Northeast
ny
montgomery
259,300
$156
1,658
Northeast
ny
new york
314,400
$191
1,644
Northeast
ny
niagara
261,400
$172
1,517
Northeast
ny
oneida
308,500
$168
1,840
Northeast
ny
onondaga
307,300
$179
1,714
Northeast
ny
ontario
295,800
$186
1,594
Northeast
ny
orange
329,300
$168
1,963
Northeast
ny
oswego
266,500
$237
1,126
Northeast
ny
otsego
225,700
$204
1,104
Northeast
ny
putnam
272,300
$178
1,532
Northeast
ny
rensselaer
347,000
$190
1,827
Northeast
ny
richmond
313,300
$168
1,862
Northeast
ny
rockland
302,300
$165
1,835
Northeast
ny
saratoga
304,600
$157
1,946
Northeast
ny
schenectady
331,300
$163
2,031
Northeast
ny
st. lawrence
256,900
$148
1,734
Northeast
ny
steuben
270,600
$191
1,416
Northeast
ny
suffolk
244,700
$160
1,528
Northeast
ny
tioga
257,400
$218
1,183
Northeast
ny
tompkins
238,000
$142
1,678
Northeast
ny
ulster
228,600
$162
1,407
Northeast
ny
warren
236,500
$205
1,156
Northeast
ny
washington
257,300
$203
1,265
Northeast
ny
wayne
321,300
$204
1,573
Northeast
ny
westchester
330,000
$159
2,072
Northeast
pa
adams
247,000
$158
1,566
Northeast
pa
allegheny
224,200
$196
1,145
Northeast
pa
armstrong
289,200
$186
1,558
Northeast
pa
beaver
315,300
$157
2,010
Northeast
pa
berks
207,400
$173
1,199
Northeast
pa
blair
323,900
$178
1,815
Northeast
pa
bradford
251,400
$208
1,206
Northeast
pa
bucks
325,800
$182
1,794
Northeast
pa
cambria
302,200
$176
1,716
Northeast
pa
carbon
192,900
$143
1,349
Northeast
pa
centre
290,200
$184
1,574
Northeast
pa
chester
234,800
$156
1,506
Northeast
pa
clearfield
257,900
$170
1,517
Northeast
pa
columbia
277,800
$174
1,595
Northeast
pa
crawford
292,400
$204
1,435
Northeast
pa
cumberland
270,900
$186
1,456
Northeast
pa
dauphin
282,800
$140
2,025
Northeast
pa
delaware
242,100
$184
1,315
Northeast
pa
erie
229,200
$181
1,263
Northeast
pa
fayette
272,900
$184
1,485
Northeast
pa
franklin
277,700
$204
1,363
Northeast
pa
indiana
284,600
$166
1,713
Northeast
pa
lackawanna
251,000
$184
1,365
Northeast
pa
lancaster
248,500
$170
1,465
Northeast
pa
lawrence
418,800
$203
2,063
Northeast
pa
lebanon
377,800
$201
1,881
Northeast
pa
lehigh
305,800
$194
1,579
Northeast
pa
luzerne
386,500
$186
2,077
Northeast
pa
lycoming
185,600
$145
1,283
Northeast
pa
mifflin
309,500
$164
1,888
Northeast
pa
monroe
414,000
$199
2,085
Northeast
pa
montgomery
289,000
$175
1,648
Northeast
pa
northampton
286,100
$218
1,313
Northeast
pa
northumberland
301,600
$163
1,852
Northeast
pa
philadelphia
246,700
$166
1,489
Northeast
pa
pike
256,400
$168
1,529
Northeast
pa
schuylkill
315,900
$188
1,682
Northeast
pa
somerset
323,900
$164
1,972
Northeast
pa
venango
284,800
$163
1,749
Northeast
pa
washington
315,500
$173
1,820
Northeast
pa
york
368,600
$178
2,068
Northeast
ny
richmond
320,600
$170
1,887
Northeast
ny
rockland
269,200
$150
1,796
Northeast
ny
saratoga
277,300
$151
1,842
Northeast
ny
schenectady
596,900
$163
3,656
Northeast
ny
st. lawrence
507,400
$142
3,583
Northeast
ny
cattaraugus
585,600
$161
3,637
Northeast
ny
cayuga
523,300
$167
3,141
Northeast
ny
chautauqua
532,600
$144
3,697
Northeast
ny
chemung
614,600
$153
4,022
Northeast
pa
centre
626,500
$144
4,354
Northeast
pa
chester
786,800
$149
5,290
Northeast
pa
northumberland
633,300
$134
4,736
Northeast
pa
philadelphia
822,200
$161
5,108
West North Central
ia
black hawk
286,700
$204
1,404
West North Central
ia
cerro gordo
361,000
$193
1,869
West North Central
ia
clinton
301,200
$214
1,405
West North Central
ia
dallas
401,900
$184
2,183
West North Central
ia
dubuque
331,100
$180
1,839
West North Central
ia
johnson
421,400
$195
2,165
West North Central
ia
linn
425,300
$188
2,265
West North Central
ia
polk
393,600
$192
2,048
West North Central
ia
pottawattamie
297,400
$186
1,603
West North Central
ia
scott
286,600
$191
1,501
West North Central
ia
story
395,000
$170
2,325
West North Central
ia
warren
402,400
$199
2,022
West North Central
ia
woodbury
245,500
$139
1,761
West North Central
ks
butler
268,300
$160
1,677
West North Central
ks
douglas
267,600
$179
1,498
West North Central
ks
johnson
369,000
$155
2,387
West North Central
ks
leavenworth
321,700
$188
1,712
West North Central
ks
reno
402,000
$196
2,052
West North Central
ks
riley
356,900
$158
2,261
West North Central
ks
saline
245,200
$142
1,721
West North Central
ks
sedgwick
303,400
$194
1,563
West North Central
ks
shawnee
247,100
$164
1,511
West North Central
ks
wyandotte
259,500
$159
1,631
West North Central
mn
anoka
292,300
$201
1,455
West North Central
mn
blue earth
315,900
$208
1,518
West North Central
mn
carver
290,500
$156
1,868
West North Central
mn
chisago
309,900
$196
1,583
West North Central
mn
clay
350,900
$163
2,158
West North Central
mn
crow wing
263,200
$164
1,602
West North Central
mn
dakota
262,800
$144
1,824
West North Central
mn
goodhue
340,200
$148
2,296
West North Central
mn
hennepin
353,300
$158
2,236
West North Central
mn
olmsted
211,000
$148
1,427
West North Central
mn
otter tail
315,400
$173
1,828
West North Central
mn
ramsey
344,400
$166
2,073
West North Central
mn
rice
263,800
$187
1,412
West North Central
mn
scott
426,800
$181
2,361
West North Central
mn
sherburne
361,600
$177
2,041
West North Central
mn
st. louis
337,200
$163
2,066
West North Central
mn
stearns
362,000
$163
2,223
West North Central
mn
washington
282,100
$172
1,642
West North Central
mn
winona
270,600
$149
1,816
West North Central
mn
wright
420,500
$179
2,351
West North Central
mo
boone
418,900
$179
2,341
West North Central
mo
buchanan
266,200
$168
1,589
West North Central
mo
cape girardeau
292,100
$162
1,798
West North Central
mo
cass
291,200
$180
1,620
West North Central
mo
christian
351,600
$197
1,786
West North Central
mo
clay
294,000
$177
1,659
West North Central
mo
cole
408,200
$187
2,183
West North Central
mo
franklin
310,900
$143
2,173
West North Central
mo
greene
388,900
$166
2,341
West North Central
mo
jackson
409,400
$181
2,262
West North Central
mo
jasper
319,600
$176
1,813
West North Central
mo
jefferson
324,000
$183
1,766
West North Central
mo
johnson
371,300
$155
2,388
West North Central
mo
lincoln
260,100
$144
1,804
West North Central
mo
newton
322,600
$146
2,205
West North Central
mo
platte
269,200
$184
1,467
West North Central
mo
saint louis city
273,200
$172
1,592
West North Central
mo
st. charles
309,400
$143
2,158
West North Central
mo
st. francois
325,500
$167
1,951
West North Central
mo
st. louis
387,900
$195
1,994
West North Central
mo
taney
351,700
$194
1,816
West North Central
nd
burleigh
345,300
$162
2,132
West North Central
nd
cass
259,700
$179
1,454
West North Central
nd
grand forks
390,700
$173
2,258
West North Central
nd
ward
402,800
$252
1,599
West North Central
ne
buffalo
471,600
$197
2,393
West North Central
ne
douglas
324,500
$162
2,006
West North Central
ne
hall
276,900
$154
1,794
West North Central
ne
lancaster
354,400
$149
2,379
West North Central
ne
sarpy
273,200
$164
1,665
West North Central
sd
lincoln
461,000
$195
2,359
West North Central
sd
minnehaha
414,900
$217
1,908
West North Central
sd
pennington
233,600
$146
1,600
West North Central
mo
platte
289,100
$189
1,530
West North Central
mo
saint louis city
253,900
$156
1,623
West North Central
mo
st. charles
430,300
$187
2,302
West North Central
mo
st. francois
355,600
$200
1,774
West North Central
mo
st. louis
440,100
$197
2,229
West North Central
mo
taney
264,200
$187
1,410
West North Central
nd
burleigh
428,200
$178
2,400
West North Central
nd
cass
389,000
$183
2,120
West North Central
nd
grand forks
394,400
$169
2,338
West North Central
nd
ward
370,900
$175
2,125
West North Central
ne
buffalo
360,800
$152
2,375
West North Central
ne
douglas
278,700
$191
1,458
West North Central
ne
hall
324,900
$185
1,756
West North Central
ne
lancaster
300,700
$191
1,574
West North Central
ne
sarpy
510,600
$149
3,431
West North Central
sd
lincoln
543,800
$158
3,431
West North Central
sd
minnehaha
623,500
$162
3,854
West North Central
ia
johnson
643,300
$160
4,021
West North Central
ia
linn
745,500
$165
4,531
West North Central
ia
polk
720,300
$162
4,459
West North Central
ia
pottawattamie
815,200
$157
5,182
West North Central
ia
scott
869,200
$151
5,774
West North Central
ia
story
930,400
$178
5,223
West North Central
ia
warren
745,100
$140
5,315
Mid Atlantic
nj
atlantic
214,600
$173
1,239
Mid Atlantic
nj
burlington
309,600
$169
1,833
Mid Atlantic
nj
camden
238,700
$208
1,148
Mid Atlantic
nj
cape may
351,300
$199
1,763
Mid Atlantic
nj
cumberland
314,800
$260
1,209
Mid Atlantic
nj
gloucester
253,300
$209
1,211
Mid Atlantic
nj
hudson
290,300
$194
1,498
Mid Atlantic
nj
hunterdon
352,500
$249
1,415
Mid Atlantic
nj
mercer
446,400
$220
2,032
Mid Atlantic
nj
monmouth
278,800
$241
1,159
Mid Atlantic
nj
ocean
316,000
$156
2,028
Mid Atlantic
nj
salem
237,000
$201
1,182
Mid Atlantic
dc
district of columbia
286,600
$212
1,349
Mid Atlantic
de
kent
370,000
$224
1,653
Mid Atlantic
de
new castle
343,700
$179
1,921
Mid Atlantic
de
sussex
323,300
$164
1,972
Mid Atlantic
md
calvert
302,200
$198
1,529
Mid Atlantic
md
carroll
361,100
$180
2,007
Mid Atlantic
md
cecil
357,700
$201
1,779
Mid Atlantic
md
charles
309,700
$154
2,012
Mid Atlantic
md
frederick
263,600
$212
1,246
Mid Atlantic
md
harford
243,000
$178
1,364
Mid Atlantic
md
howard
310,200
$182
1,703
Mid Atlantic
md
montgomery
317,000
$170
1,866
Mid Atlantic
md
prince george’s
379,600
$276
1,377
Mid Atlantic
md
queen anne’s
273,400
$190
1,436
Mid Atlantic
md
st. mary’s
295,900
$196
1,510
Mid Atlantic
md
washington
282,100
$152
1,851
Mid Atlantic
md
wicomico
353,900
$265
1,335
Mid Atlantic
md
worcester
274,400
$226
1,215
Mid Atlantic
md
allegany
265,100
$221
1,201
Mid Atlantic
md
anne arundel
355,200
$183
1,942
Mid Atlantic
md
baltimore
311,800
$162
1,921
Mid Atlantic
md
baltimore city
351,000
$189
1,861
Mid Atlantic
va
albemarle
431,000
$228
1,893
Mid Atlantic
va
alexandria city
357,200
$214
1,673
Mid Atlantic
va
arlington
238,100
$145
1,646
Mid Atlantic
va
augusta
336,700
$206
1,638
Mid Atlantic
va
bedford
242,600
$198
1,224
Mid Atlantic
va
campbell
372,000
$218
1,703
Mid Atlantic
va
charlottesville city
310,800
$187
1,662
Mid Atlantic
va
chesapeake city
343,400
$221
1,555
Mid Atlantic
va
chesterfield
235,700
$160
1,476
Mid Atlantic
va
danville city
272,400
$192
1,417
Mid Atlantic
va
fairfax
390,100
$214
1,826
Mid Atlantic
va
fauquier
254,100
$219
1,162
Mid Atlantic
va
franklin
303,100
$205
1,475
Mid Atlantic
va
frederick
274,900
$189
1,453
Mid Atlantic
va
hampton city
267,200
$156
1,716
Mid Atlantic
va
hanover
273,300
$138
1,979
Mid Atlantic
va
henrico
248,100
$171
1,451
Mid Atlantic
va
henry
361,200
$260
1,390
Mid Atlantic
va
james city
271,300
$209
1,296
Mid Atlantic
va
loudoun
259,000
$179
1,450
Mid Atlantic
va
lynchburg city
346,400
$180
1,922
Mid Atlantic
va
montgomery
277,500
$247
1,122
Mid Atlantic
va
newport news city
296,900
$178
1,667
Mid Atlantic
va
norfolk city
359,900
$177
2,030
Mid Atlantic
va
pittsylvania
347,600
$210
1,656
Mid Atlantic
va
portsmouth city
407,500
$231
1,765
Mid Atlantic
va
prince william
294,100
$144
2,036
Mid Atlantic
va
richmond city
339,800
$177
1,915
Mid Atlantic
va
roanoke
348,200
$170
2,054
Mid Atlantic
va
roanoke city
248,900
$195
1,277
Mid Atlantic
va
rockingham
396,600
$205
1,939
Mid Atlantic
va
spotsylvania
340,500
$199
1,708
Mid Atlantic
va
stafford
306,800
$153
2,007
Mid Atlantic
va
suffolk city
291,400
$183
1,594
Mid Atlantic
va
virginia beach city
322,500
$167
1,927
Mid Atlantic
va
washington
373,200
$182
2,050
Mid Atlantic
va
york
320,900
$171
1,878
Mid Atlantic
md
prince george’s
317,100
$166
1,906
Mid Atlantic
md
queen anne’s
239,100
$142
1,683
Mid Atlantic
md
st. mary’s
292,400
$150
1,948
Mid Atlantic
md
washington
222,100
$164
1,356
Mid Atlantic
md
wicomico
339,100
$172
1,973
Mid Atlantic
md
worcester
355,800
$185
1,923
Mid Atlantic
md
allegany
329,100
$192
1,716
Mid Atlantic
md
anne arundel
258,800
$184
1,405
Mid Atlantic
md
baltimore
354,100
$210
1,686
Mid Atlantic
md
baltimore city
241,400
$170
1,419
Mid Atlantic
va
albemarle
381,800
$207
1,845
Mid Atlantic
va
alexandria city
296,300
$262
1,130
Mid Atlantic
va
arlington
323,700
$245
1,322
Mid Atlantic
va
portsmouth city
279,900
$165
1,696
Mid Atlantic
va
prince william
281,400
$179
1,573
Mid Atlantic
va
richmond city
235,800
$160
1,472
Mid Atlantic
va
roanoke
286,900
$220
1,307
Mid Atlantic
va
roanoke city
265,400
$228
1,163
Mid Atlantic
va
rockingham
313,400
$210
1,490
Mid Atlantic
va
spotsylvania
574,800
$166
3,463
Mid Atlantic
nj
hudson
444,400
$140
3,168
Mid Atlantic
nj
hunterdon
459,300
$142
3,237
Mid Atlantic
nj
mercer
456,100
$139
3,288
Mid Atlantic
nj
monmouth
524,900
$119
4,428
Mid Atlantic
nj
ocean
547,400
$131
4,178
Mid Atlantic
nj
salem
535,300
$133
4,020
Mid Atlantic
dc
district of columbia
690,000
$132
5,227
Mid Atlantic
de
kent
580,600
$116
4,985
Mid Atlantic
de
new castle
580,200
$130
4,479
South Atlantic
nc
alamance
315,700
$187
1,684
South Atlantic
nc
beaufort
411,900
$190
2,163
South Atlantic
nc
brunswick
281,000
$155
1,818
South Atlantic
nc
buncombe
446,000
$204
2,190
South Atlantic
nc
burke
431,700
$207
2,085
South Atlantic
nc
cabarrus
430,300
$179
2,410
South Atlantic
nc
caldwell
255,900
$160
1,604
South Atlantic
nc
carteret
313,200
$146
2,147
South Atlantic
nc
catawba
329,700
$149
2,215
South Atlantic
nc
chatham
322,200
$200
1,611
South Atlantic
nc
cleveland
250,700
$149
1,681
South Atlantic
nc
craven
312,500
$192
1,626
South Atlantic
nc
cumberland
327,500
$155
2,115
South Atlantic
nc
davidson
504,500
$196
2,571
South Atlantic
nc
durham
335,300
$153
2,191
South Atlantic
nc
edgecombe
349,400
$170
2,061
South Atlantic
nc
forsyth
411,500
$190
2,166
South Atlantic
nc
franklin
329,700
$176
1,871
South Atlantic
nc
gaston
441,500
$231
1,908
South Atlantic
nc
granville
380,700
$189
2,019
South Atlantic
nc
guilford
256,700
$147
1,745
South Atlantic
nc
halifax
360,800
$147
2,447
South Atlantic
nc
harnett
447,900
$225
1,992
South Atlantic
nc
haywood
298,000
$169
1,760
South Atlantic
nc
henderson
413,400
$162
2,555
South Atlantic
nc
hoke
305,700
$152
2,011
South Atlantic
nc
iredell
413,600
$203
2,034
South Atlantic
nc
johnston
390,700
$172
2,276
South Atlantic
nc
lee
348,600
$208
1,675
South Atlantic
nc
lenoir
399,900
$173
2,309
South Atlantic
nc
lincoln
395,700
$186
2,131
South Atlantic
nc
mecklenburg
363,300
$158
2,304
South Atlantic
nc
moore
339,300
$182
1,869
South Atlantic
nc
nash
333,200
$190
1,758
South Atlantic
nc
new hanover
306,300
$165
1,855
South Atlantic
nc
onslow
313,800
$187
1,676
South Atlantic
nc
orange
488,300
$227
2,151
South Atlantic
ga
henry
328,100
$156
2,109
South Atlantic
ga
houston
355,300
$154
2,306
South Atlantic
ga
jackson
368,900
$172
2,148
South Atlantic
ga
laurens
275,900
$163
1,694
South Atlantic
ga
liberty
325,100
$187
1,734
South Atlantic
ga
lowndes
318,200
$134
2,380
South Atlantic
ga
muscogee
339,700
$164
2,076
South Atlantic
ga
newton
339,800
$189
1,800
South Atlantic
ga
paulding
348,200
$154
2,263
South Atlantic
ga
richmond
387,700
$209
1,859
South Atlantic
nc
union
297,500
$175
1,696
South Atlantic
nc
wake
399,800
$169
2,368
South Atlantic
nc
watauga
438,700
$182
2,405
South Atlantic
nc
wayne
357,100
$195
1,831
South Atlantic
nc
wilkes
346,300
$152
2,274
South Atlantic
nc
wilson
453,900
$179
2,539
South Atlantic
sc
aiken
378,800
$175
2,164
South Atlantic
sc
beaufort
314,400
$149
2,107
South Atlantic
sc
berkeley
351,900
$184
1,913
South Atlantic
sc
charleston
408,000
$197
2,067
South Atlantic
sc
cherokee
374,100
$183
2,046
South Atlantic
sc
darlington
362,900
$205
1,769
South Atlantic
sc
dorchester
403,900
$164
2,460
South Atlantic
sc
florence
404,900
$187
2,166
South Atlantic
sc
georgetown
371,300
$185
2,006
South Atlantic
sc
horry
443,300
$206
2,154
South Atlantic
sc
kershaw
268,700
$162
1,662
South Atlantic
sc
lancaster
439,000
$180
2,439
South Atlantic
sc
lexington
378,600
$199
1,903
South Atlantic
sc
oconee
331,000
$150
2,210
South Atlantic
sc
orangeburg
305,400
$172
1,780
South Atlantic
sc
richland
396,300
$206
1,924
South Atlantic
sc
spartanburg
375,100
$165
2,271
South Atlantic
sc
sumter
291,900
$143
2,035
South Atlantic
sc
york
355,600
$195
1,822
South Atlantic
fl
alachua
265,400
$158
1,684
South Atlantic
fl
bay
309,700
$169
1,830
South Atlantic
fl
brevard
413,700
$170
2,437
South Atlantic
fl
broward
405,400
$225
1,798
South Atlantic
fl
charlotte
474,900
$188
2,520
South Atlantic
fl
citrus
284,200
$177
1,606
South Atlantic
fl
clay
425,700
$177
2,408
South Atlantic
fl
collier
413,800
$178
2,322
South Atlantic
fl
columbia
376,300
$180
2,095
South Atlantic
fl
duval
320,400
$170
1,885
South Atlantic
fl
escambia
387,900
$170
2,285
South Atlantic
fl
flagler
290,900
$156
1,860
South Atlantic
fl
hernando
362,600
$184
1,967
South Atlantic
fl
highlands
274,600
$166
1,650
South Atlantic
fl
hillsborough
362,900
$182
1,994
South Atlantic
fl
indian river
371,300
$198
1,873
South Atlantic
fl
lake
348,200
$180
1,931
South Atlantic
fl
lee
391,900
$160
2,443
South Atlantic
fl
leon
619,200
$147
4,213
South Atlantic
fl
manatee
707,400
$178
3,985
South Atlantic
fl
marion
560,200
$151
3,717
South Atlantic
fl
martin
592,000
$151
3,919
South Atlantic
fl
miami-dade
792,900
$165
4,810
South Atlantic
fl
monroe
854,400
$173
4,929
South Atlantic
fl
nassau
736,100
$133
5,517
South Atlantic
fl
okaloosa
879,200
$142
6,196
South Atlantic
fl
orange
987,600
$153
6,461
South Atlantic
fl
osceola
865,400
$146
5,923
Mountain
az
cochise
381,000
$189
2,018
Mountain
az
coconino
332,300
$233
1,428
Mountain
az
gila
312,000
$205
1,525
Mountain
az
maricopa
352,700
$158
2,237
Mountain
az
mohave
471,000
$225
2,097
Mountain
az
navajo
358,200
$222
1,611
Mountain
az
pima
359,300
$203
1,768
Mountain
az
pinal
314,800
$223
1,413
Mountain
az
yavapai
319,000
$140
2,280
Mountain
az
yuma
363,000
$157
2,311
Mountain
co
adams
365,600
$220
1,661
Mountain
co
arapahoe
257,500
$170
1,513
Mountain
co
boulder
295,300
$207
1,424
Mountain
co
broomfield
292,800
$146
2,005
Mountain
co
denver
336,400
$181
1,859
Mountain
co
douglas
387,000
$162
2,383
Mountain
co
eagle
361,600
$178
2,035
Mountain
co
el paso
270,500
$158
1,713
Mountain
co
garfield
364,900
$167
2,186
Mountain
co
jefferson
354,800
$156
2,274
Mountain
co
la plata
434,700
$202
2,151
Mountain
co
larimer
348,400
$183
1,904
Mountain
co
mesa
300,700
$168
1,792
Mountain
co
pueblo
305,700
$167
1,830
Mountain
co
weld
382,600
$178
2,151
Mountain
id
ada
402,600
$174
2,309
Mountain
id
bannock
317,800
$227
1,403
Mountain
id
bonneville
412,100
$184
2,245
Mountain
id
canyon
295,600
$155
1,903
Mountain
id
kootenai
308,700
$184
1,675
Mountain
id
twin falls
319,000
$169
1,892
Mountain
mt
cascade
296,000
$126
2,341
Mountain
mt
flathead
309,300
$155
1,998
Mountain
mt
gallatin
390,200
$203
1,924
Mountain
mt
lewis and clark
287,300
$187
1,533
Mountain
mt
missoula
370,300
$177
2,091
Mountain
mt
yellowstone
326,000
$198
1,643
Mountain
nm
bernalillo
378,000
$196
1,926
Mountain
nm
chaves
390,200
$204
1,915
Mountain
nm
curry
307,900
$158
1,953
Mountain
nm
dona ana
319,400
$148
2,160
Mountain
nm
eddy
383,900
$185
2,071
Mountain
nm
lea
394,500
$186
2,125
Mountain
nm
mckinley
386,500
$169
2,290
Mountain
nm
otero
468,500
$211
2,220
Mountain
nm
san juan
332,500
$174
1,911
Mountain
nm
sandoval
434,600
$190
2,283
Mountain
nm
santa fe
381,200
$171
2,223
Mountain
nm
valencia
298,100
$208
1,430
Mountain
nv
carson city
396,700
$205
1,936
Mountain
nv
clark
274,100
$193
1,419
Mountain
nv
douglas
414,000
$174
2,375
Mountain
nv
elko
365,300
$180
2,032
Mountain
nv
lyon
355,700
$206
1,725
Mountain
nv
washoe
357,500
$153
2,336
Mountain
ut
cache
278,900
$185
1,509
Mountain
ut
davis
486,700
$207
2,351
Mountain
ut
salt lake
304,300
$185
1,645
Mountain
ut
tooele
311,300
$199
1,568
Mountain
ut
utah
343,900
$220
1,564
Mountain
ut
washington
370,500
$209
1,770
Mountain
ut
weber
354,600
$188
1,890
Mountain
wy
laramie
292,500
$202
1,448
Mountain
wy
natrona
334,700
$142
2,356
Mountain
co
mesa
308,200
$163
1,890
Mountain
co
pueblo
225,200
$154
1,462
Mountain
co
weld
299,200
$212
1,412
Mountain
id
ada
315,500
$142
2,222
Mountain
id
bannock
367,600
$206
1,781
Mountain
id
bonneville
328,300
$218
1,503
Mountain
id
canyon
279,800
$178
1,572
Mountain
id
kootenai
351,300
$229
1,536
Mountain
id
twin falls
415,500
$177
2,349
Mountain
mt
cascade
309,800
$194
1,598
Mountain
mt
flathead
336,000
$185
1,813
Mountain
mt
gallatin
351,100
$158
2,225
Mountain
mt
lewis and clark
299,500
$176
1,702
Mountain
mt
missoula
355,600
$187
1,901
Mountain
mt
yellowstone
311,200
$199
1,564
Mountain
az
maricopa
389,700
$172
2,270
Mountain
az
mohave
342,100
$219
1,561
Mountain
az
navajo
339,000
$177
1,916
Mountain
az
pima
393,900
$225
1,751
Mountain
az
pinal
336,000
$196
1,717
Mountain
az
yavapai
389,700
$169
2,300
Mountain
mt
gallatin
348,800
$244
1,431
Mountain
mt
lewis and clark
320,100
$162
1,970
Mountain
mt
missoula
310,100
$196
1,586
Mountain
mt
yellowstone
335,100
$152
2,199
Mountain
nm
bernalillo
280,100
$189
1,484
Mountain
nm
chaves
493,600
$137
3,608
Mountain
nm
curry
528,000
$142
3,720
Mountain
nm
dona ana
534,400
$156
3,431
Mountain
nm
eddy
599,300
$165
3,636
Mountain
nm
lea
588,700
$118
4,995
Mountain
nm
mckinley
731,500
$143
5,099
Mountain
co
el paso
539,600
$126
4,273
Mountain
co
garfield
748,100
$129
5,817
Mountain
co
jefferson
777,600
$137
5,694
Mountain
az
gila
751,800
$142
5,284
New England
ct
fairfield
364,100
$149
2,444
New England
ct
hartford
342,500
$175
1,956
New England
ct
litchfield
324,800
$194
1,673
New England
ct
middlesex
347,000
$157
2,214
New England
ct
new haven
329,000
$163
2,013
New England
ct
new london
388,700
$172
2,265
New England
ct
tolland
378,100
$187
2,018
New England
ct
windham
415,600
$161
2,584
New England
ma
barnstable
337,000
$197
1,711
New England
ma
berkshire
422,800
$168
2,511
New England
ma
bristol
362,400
$214
1,695
New England
ma
essex
393,300
$175
2,245
New England
ma
franklin
385,200
$171
2,247
New England
ma
hampden
357,300
$143
2,507
New England
ma
hampshire
258,800
$153
1,686
New England
ma
middlesex
379,000
$167
2,265
New England
ma
norfolk
313,400
$174
1,806
New England
ma
plymouth
316,800
$178
1,775
New England
ma
suffolk
358,600
$153
2,346
New England
ma
worcester
395,800
$176
2,246
New England
me
androscoggin
333,600
$166
2,015
New England
me
cumberland
347,900
$145
2,403
New England
me
kennebec
294,700
$156
1,884
New England
me
penobscot
367,200
$191
1,927
New England
me
york
306,100
$174
1,762
New England
nh
belknap
357,600
$178
2,013
New England
nh
cheshire
341,300
$154
2,210
New England
nh
grafton
358,200
$144
2,491
New England
nh
hillsborough
372,300
$185
2,014
New England
nh
merrimack
340,300
$198
1,715
New England
nh
rockingham
401,400
$178
2,252
New England
nh
strafford
462,600
$243
1,901
New England
ri
bristol
355,100
$206
1,726
New England
ri
kent
375,800
$175
2,145
New England
ri
newport
369,600
$165
2,236
New England
ri
providence
386,100
$154
2,511
New England
ri
washington
360,700
$183
1,971
New England
vt
chittenden
340,300
$183
1,855
New England
vt
franklin
330,300
$183
1,807
New England
vt
rutland
393,600
$154
2,552
New England
vt
washington
401,500
$157
2,562
New England
vt
windsor
187,800
$102
1,847
New England
ct
fairfield
299,700
$167
1,798
New England
ct
hartford
338,000
$147
2,293
New England
ct
litchfield
339,000
$190
1,780
New England
ct
middlesex
368,400
$194
1,900
New England
ct
new haven
387,100
$181
2,142
New England
ct
new london
268,100
$157
1,708
New England
ct
tolland
317,200
$186
1,706
New England
ct
windham
381,900
$154
2,475
New England
ma
barnstable
351,800
$143
2,455
New England
ma
berkshire
346,200
$150
2,310
New England
ma
bristol
441,000
$199
2,214
New England
ma
essex
391,300
$179
2,183
New England
ma
franklin
356,800
$171
2,088
New England
ma
hampden
351,700
$180
1,952
New England
ma
hampshire
316,500
$180
1,755
New England
ma
middlesex
346,700
$176
1,966
New England
ma
norfolk
394,600
$202
1,949
New England
ma
plymouth
311,000
$183
1,703
New England
ma
suffolk
423,600
$170
2,491
New England
ma
worcester
346,000
$213
1,622
New England
me
androscoggin
361,400
$162
2,226
New England
me
cumberland
370,700
$213
1,744
New England
me
kennebec
331,100
$165
2,005
New England
me
penobscot
307,400
$177
1,740
New England
me
york
370,000
$186
1,991
New England
nh
belknap
397,300
$181
2,196
New England
nh
cheshire
331,400
$128
2,588
New England
nh
grafton
373,800
$175
2,131
New England
nh
hillsborough
331,300
$190
1,744
New England
nh
merrimack
305,500
$166
1,843
New England
nh
rockingham
395,000
$168
2,358
New England
nh
strafford
363,700
$185
1,969
New England
ri
bristol
377,100
$181
2,079
New England
ri
kent
397,900
$165
2,405
New England
ri
newport
338,300
$199
1,697
New England
ri
providence
344,100
$208
1,654
New England
ri
washington
416,200
$162
2,565
New England
vt
chittenden
257,600
$130
1,981
New England
vt
franklin
341,300
$180
1,892
New England
vt
rutland
344,200
$151
2,280
New England
vt
washington
353,200
$167
2,120
New England
vt
windsor
293,800
$182
1,614
New England
nh
strafford
349,800
$171
2,045
New England
ri
bristol
305,000
$174
1,748
New England
ri
kent
283,700
$164
1,732
New England
ri
newport
402,200
$157
2,556
New England
ri
providence
379,100
$148
2,566
New England
ri
washington
357,800
$181
1,975
New England
vt
chittenden
560,900
$136
4,128
New England
vt
franklin
489,900
$131
3,747
New England
vt
rutland
523,600
$126
4,162
New England
vt
washington
534,800
$124
4,327
New England
vt
windsor
731,000
$137
5,319
New England
ma
middlesex
791,100
$151
5,230
New England
ma
norfolk
803,400
$142
5,660
New England
ma
plymouth
814,300
$125
6,516
New England
ma
suffolk
853,700
$143
5,987
New England
ma
worcester
844,500
$136
6,204
Pacific
ak
anchorage
450,000
$259
1,739
Pacific
ak
fairbanks north star
330,600
$231
1,430
Pacific
ak
matanuska-susitna
431,500
$273
1,583
Pacific
ca
alameda
472,100
$229
2,065
Pacific
ca
butte
406,200
$217
1,875
Pacific
ca
contra costa
366,500
$225
1,626
Pacific
ca
el dorado
388,400
$211
1,839
Pacific
ca
fresno
389,500
$279
1,395
Pacific
ca
humboldt
349,500
$234
1,494
Pacific
ca
imperial
343,900
$233
1,478
Pacific
ca
kern
364,800
$236
1,546
Pacific
ca
kings
408,100
$246
1,656
Pacific
ca
lake
335,700
$235
1,430
Pacific
ca
los angeles
393,100
$219
1,793
Pacific
ca
madera
439,800
$275
1,597
Pacific
ca
marin
420,800
$227
1,856
Pacific
ca
mendocino
478,200
$237
2,020
Pacific
ca
merced
339,600
$197
1,726
Pacific
ca
monterey
417,200
$344
1,213
Pacific
ca
napa
404,100
$228
1,769
Pacific
ca
nevada
377,400
$234
1,614
Pacific
ca
orange
354,800
$322
1,101
Pacific
ca
placer
314,600
$266
1,182
Pacific
ca
riverside
329,500
$259
1,274
Pacific
ca
sacramento
291,500
$176
1,655
Pacific
ca
san bernardino
465,500
$249
1,873
Pacific
ca
san diego
421,400
$202
2,081
Pacific
ca
san francisco
413,100
$259
1,595
Pacific
ca
san joaquin
468,200
$225
2,083
Pacific
ca
san luis obispo
370,000
$297
1,246
Pacific
ca
san mateo
314,300
$210
1,500
Pacific
ca
santa barbara
355,600
$269
1,323
Pacific
ca
santa clara
329,000
$261
1,262
Pacific
ca
santa cruz
405,100
$207
1,955
Pacific
ca
shasta
344,900
$298
1,157
Pacific
ca
solano
343,700
$277
1,240
Pacific
ca
sonoma
381,400
$229
1,663
Pacific
ca
stanislaus
389,300
$272
1,431
Pacific
ca
sutter
354,600
$255
1,390
Pacific
ca
tehama
371,200
$232
1,597
Pacific
ca
tulare
403,900
$258
1,566
Pacific
ca
tuolumne
367,700
$227
1,619
Pacific
ca
ventura
373,300
$244
1,532
Pacific
ca
yolo
516,300
$270
1,914
Pacific
ca
yuba
424,000
$216
1,959
Pacific
hi
hawaii
437,000
$222
1,970
Pacific
hi
honolulu
273,300
$224
1,220
Pacific
hi
kauai
512,300
$252
2,030
Pacific
hi
maui
342,000
$298
1,149
Pacific
or
benton
351,000
$294
1,192
Pacific
or
clackamas
401,700
$226
1,780
Pacific
or
columbia
367,800
$244
1,509
Pacific
or
coos
399,800
$259
1,542
Pacific
or
deschutes
351,500
$240
1,467
Pacific
or
douglas
357,000
$270
1,324
Pacific
or
jackson
301,200
$191
1,581
Pacific
or
josephine
491,900
$266
1,847
Pacific
or
klamath
387,200
$254
1,526
Pacific
or
lane
404,600
$219
1,845
Pacific
or
lincoln
371,200
$278
1,334
Pacific
or
linn
392,200
$283
1,386
Pacific
or
marion
419,300
$217
1,936
Pacific
or
multnomah
385,500
$223
1,728
Pacific
or
polk
298,400
$235
1,271
Pacific
or
umatilla
467,100
$254
1,841
Pacific
or
washington
296,800
$223
1,329
Pacific
or
yamhill
458,800
$227
2,020
Pacific
wa
benton
443,000
$247
1,790
Pacific
wa
chelan
367,500
$231
1,591
Pacific
wa
clallam
427,000
$204
2,096
Pacific
wa
clark
460,700
$240
1,922
Pacific
wa
cowlitz
420,400
$227
1,856
Pacific
wa
franklin
436,000
$250
1,744
Pacific
wa
grant
370,100
$274
1,351
Pacific
wa
grays harbor
395,300
$284
1,393
Pacific
wa
island
269,300
$213
1,263
Pacific
wa
king
405,700
$225
1,800
Pacific
wa
kitsap
362,900
$249
1,459
Pacific
wa
lewis
402,300
$219
1,841
Pacific
wa
mason
332,900
$291
1,145
Pacific
wa
pierce
500,200
$251
1,993
Pacific
wa
skagit
330,100
$277
1,193
Pacific
wa
snohomish
356,400
$257
1,385
Pacific
wa
spokane
422,800
$289
1,462
Pacific
wa
thurston
309,400
$239
1,296
Pacific
wa
walla walla
420,400
$214
1,963
Pacific
wa
whatcom
430,400
$256
1,680
Pacific
wa
whitman
362,200
$293
1,238
Pacific
wa
yakima
442,800
$259
1,709
Pacific
or
umatilla
345,500
$313
1,104
Pacific
or
washington
764,900
$218
3,504
Pacific
or
yamhill
676,100
$185
3,656
Pacific
wa
benton
615,800
$174
3,530
Pacific
wa
chelan
611,400
$197
3,099
Pacific
wa
clallam
887,800
$201
4,422
Pacific
ca
tuolumne
789,800
$182
4,334
Pacific
ca
ventura
654,300
$182
3,597
Pacific
ca
yolo
859,000
$171
5,019
Pacific
ca
yuba
777,900
$168
4,635
Pacific
hi
hawaii
856,600
$174
4,927
Median Housing Price Model for D. M. Pan National Real Estate Company 2
[
Note: To complete this template, replace the bracketed text with your own content. Remove this note before you submit your outline.]
[Your Name]
Median Housing Price Prediction Model for D. M. Pan National Real Estate Company 1
Southern New Hampshire University
[
Describe the report: Define the question your report is trying to answer.]
[
Describe the report: Explain when using linear regression is the most appropriate.]
[
Describe the report: Explain when using linear regression what you would expect the scatterplot to look like.]
[
Describe the report: Explain the difference between predictor (x) and response (y) variables in a linear regression to justify the selection of variables.]
[
Sampling the data: Select a random sample of 50 houses.
Describe how you obtained your sample data (provide Excel formulas as appropriate).]
[
Sampling the data: Identify your predictor and response variables.]
[
Scatterplot: Create and insert a correctly labeled scatterplot of your predictor and response variables to ensure they are appropriate for developing a linear model.]
[
Histogram: Create and
insert a histogram for the first variable. Be sure to include appropriate labels.]
[
Histogram: Create and
insert a histogram for the second variable. Be sure to include appropriate labels.]
[
Summary statistics: Create and
insert a table to show the summary statistics (mean, median, standard deviation) for both variables.]
[
Interpret the graphs and statistics: Interpret the center, spread, shape, and any unusual characteristic (outliers, gaps, etc.) for house sales and square footage.]
[
Interpret the graphs and statistics: Compare and contrast center, spread, shape, and any unusual characteristic for your sample of house sales with the national population. Also, determine whether your sample is representative of the national housing market sales.
Note: In the learning management system, under Supporting Materials, see National Summary Statistics and Graphs Real Estate Data PDF.]
[
Scatterplot: Create and insert the scatterplot of the variables with a line of best fit and the regression equation. [Based on your scatterplot, explain whether a regression model is appropriate.]
[
Discuss associations: Discuss the associations in the scatterplot, including the direction, strength, and form, in the context of your model.]
[
Discuss associations: Identify any possible outliers or influential points and discuss their effect on correlation.]
[
Discuss associations: Discuss keeping or removing outlier data points and what impact your decision would have on your model.]
[
Calculate
r:
Calculate the correlation coefficient and explain how the calculated r value supports what was noticed in your scatterplot.]
[
Regression equation: Write the regression equation (i.e., line of best fit) and clearly define your variables.]
[
Interpret regression equation: Interpret the slope and intercept in context. For example, answer the questions: What does the slope represent in this situation? What does the intercept represent? Revisit the Scenario section in the learning management system.]
[
Strength of the equation: Provide and interpret
R-squared. Determine the strength of the linear regression equation you developed.]
[
Use regression equation to make predictions: Use the regression equation to predict how much you should list your home for based on the assumed square footage of your home at 1500 square feet.]
[
Summarize findings: Summarize your findings in clear and concise plain language for the CEO to understand.]
[Summarize findings: Did you see the results you expected, or was anything different from your expectations or experiences?]
[Summarize findings: What changes could support different results, or help to solve a different problem?]
[Summarize findings: Provide at least one question that would be interesting for follow-up research.]
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