I need help with SNHU Applied Statistics Project one

1. Describe the report: Give a brief description of the purpose of your report.

   Define the question your report is trying to answer.
   Explain when using linear regression is most appropriate.

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   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

1. Sampling the data: Select a random sample of 50 houses. Describe how you obtained your sample data (provide Excel formulas as appropriate).

   Identify your predictor and response variables.

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2. Scatterplot: Create a scatterplot of your predictor and response variables to ensure they are appropriate for developing a linear model.

Data Analysis

1. Histogram: Create a histogram for each of the two variables.
2. Summary statistics: For your two variables, create a table to show the mean, median, and standard deviation.
3. Interpret the graphs and statistics:

   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

1. Scatterplot: Provide a scatterplot of the variables with a line of best fit and regression equation.

   Based on your scatterplot, explain if a regression model is appropriate.

2. Discuss associations: Based on the scatterplot, discuss the association (direction, strength, form) in the context of your model.

   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.

3. Calculate r: Calculate the correlation coefficient (r).

   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.

1. Regression equation: Write the regression equation (i.e., line of best fit) and clearly define your variables.
2. 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 above.
3. Strength of the equation: Provide and interpret R-squared.

   Determine the strength of the linear regression equation you developed.

4. Use regression equation to make predictions: Use your 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.

Conclusions

1. Summarize findings: In one paragraph, summarize your findings in clear and concise plain language for the CEO to understand. Summarize your results.

   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.]

Report: Housing Price Prediction Model for D. M. Pan National Real Estate Company

[Your Name]

Median Housing Price Prediction Model for D. M. Pan National Real Estate Company 1

Southern New Hampshire University

Introduction

[
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.]

Data Collection

[
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.]

Data Analysis

[
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.]

Develop Regression Model

[
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.]

Determine the Line of Best Fit

[
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.]

Conclusions

[
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.]