Business Finance - Operations Management 2-3 Assignment: Real Estate Analysis Part I

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MAT 240 Module Two Assignment Guidelines and Rubric

Scenario

Smart businesses in all industries use data to provide an intuitive analysis of how they can get a competitive advantage. The real estate industry heavily uses linear regression to estimate home prices, as cost of housing is currently the largest expense for most families. Additionally, in order to help new homeowners and home sellers with important decisions, real estate professionals need to go beyond showing property inventory. They need to be well versed in the relationship between price, square footage, build year, location, and so many other factors that can help predict the business environment and provide the best advice to their clients.

Prompt

You have been recently hired as a junior analyst by D.M. Pan Real Estate Company. The sales team has tasked you with preparing a report that examines the relationship between the selling price of properties and their size in square feet. You have been provided with a Real Estate Data Spreadsheet spreadsheet that includes properties sold nationwide in recent years. The team has asked you to select a region, complete an initial analysis, and provide the report to the team.

Note: In the report you prepare for the sales team, the response variable (y) should be the listing price and the predictor variable (x) should be the square feet.

Specifically, you must address the following rubric criteria:

  • Generate a Representative Sample of the Data
  • Select a region and generate a simple random sample of 30 from the data.
  • Report the mean, median, and standard deviation of the listing price and the square foot variables.
  • Analyze Your Sample
  • Discuss how the regional sample created is or is not reflective of the national market.
  • Explain how you have made sure that the sample is random.
  • Explain your methods to get a truly random sample.
  • Generate Scatterplot
  • Create a scatterplot of the x and y variables noted above. Include a trend line and the regression equation. Label the axes.
  • Observe patterns
  • Answer the following questions based on the scatterplot:
  • Define x and y. Which variable is useful for making predictions?
  • Is there an association between x and y? Describe the association you see in the scatter plot.
  • What do you see as the shape (linear or nonlinear)?
  • If you had a 1,800 square foot house, based on the regression equation in the graph, what price would you choose to list at?
  • Do you see any potential outliers in the scatterplot?
  • Why do you think the outliers appeared in the scatterplot you generated?
  • What do they represent?

You can use the following tutorial that is specifically about this assignment. Make sure to check the assignment prompt for specific numbers used for national statistics and/or square footage. The video may use different national statistics or solve for different square footage values.

You can also use the following tutorials for support as you develop the report:

What to Submit

Module Two Assignment Template: Use this template to structure your report and submit the finished version as a Word document. Also submit your Excel file showing all steps and calculations used in the report.

AI Usage

If you use gen AI tools to support your work on this assignment, be sure to follow these AI usage guidelines. You must acknowledge your use of these tools in your work. Guidelines on how to cite AI tools can be found in this Shapiro Library guide.

Module Two Assignment Rubric

Criteria Exceeds Expectations Meets Expectations Partially Meets Expectations Does Not Meet Expectations Value
Generate a Representative Sample of the Data N/A Includes a random sample of 30 from a region and descriptive statistics for the sample (100%) Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include a sample that is not truly random or has incorrect descriptive statistics (55%) Does not attempt criterion (0%) 20
Analyze Your Sample Exceeds expectations in an exceptionally clear manner (100%) Discusses how the regional sample created is or is not reflective of the national market and explains how the sample is random (85%) Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include inaccurate descriptions of the extent to which the sample is reflective of the population and random (55%) Does not attempt criterion (0%) 25
Generate Scatterplot Exceeds expectations in an exceptionally clear manner (100%) Creates a scatterplot of the x and y variables including a trend line and the regression equation (85%) Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include inaccuracies within the scatterplot or definitions of x and y (55%) Does not attempt criterion (0%) 20
Observe Patterns Exceeds expectations in an exceptionally clear, insightful, or sophisticated manner (100%) Defines x and y, provides descriptions of association and shape, makes cost projections based on the regression equation and discusses outliers (85%) Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include definitions of x and y, inaccuracies in descriptions of association or shape, inaccuracies in cost projections, or discussion of outliers (55%) Does not attempt criterion (0%) 25
Clear Communication Exceeds expectations with an intentional use of language that promotes a thorough understanding (100%) Consistently and effectively communicates in an organized way to a specific audience (85%) Shows progress toward meeting expectations, but communication is inconsistent or ineffective in a way that negatively impacts understanding (55%) Shows no evidence of consistent, effective, or organized communication (0%) 10
Total: 100%

course_documents/MAT 240 Real Estate Data.xlsx

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

course_documents/National Summary Statistics and Graphs Real Estate Data.pdf

Summary Statistics for MAT 240 Real Estate Data (for dataset in Modules 2, 3, and 4)

n Mean Median Std. Dev. Min Q1 Q3 Max Listing price ($)

1,000 342,365 318,000 125,914 135,300 265,250 381,600 987,600

Cost per square foot ($)

1,000 169 166 41 71 139 191 344

Square feet

1,000 2,111 1,881 921 1,101 1,626 2,215 6,516

This graph shows the frequency for listing price.

This graph shows the frequency for square feet.

  • National Summary Statistics and Graphs Real Estate Data

course_documents/MAT 240 Downloading Excel Tutorial.pdf

Downloading Excel Tutorial

Overview One of the many benefits of being a student at SNHU is that you are eligible to download Word, Excel, PowerPoint, Outlook, OneNote, Publisher, and Access on up to 5 PCs or Macs and Office apps on other mobile devices including Windows tablets and iPads®. The plan also includes 1TB of OneDrive storage, managed by the school, and students can edit and collaborate using Office Online, Yammer, and SharePoint sites. Please note the following:

• Students can use the plan until you graduate or are no longer enrolled at a qualified school. Student eligibility may be re-verified at any time.

• To install Office 365, your PC or Mac must meet the minimum system requirements

In this course you will need to use Microsoft Word and Microsoft Excel to complete your assignments. If you do not already have these programs on your device, follow the directions below to download them.

Installation 1. Navigate to office365.com in your internet browser and log in using your SNHU credentials. 2. Select the “Install Office” button on the top right of the screen.

a. It is suggested you select “Office 365 apps” for a simple download experience. 3. Review the directions in the pop-up window “Just a Few More Steps”, and then follow the

download prompts as they appear.

Please note that you are also able to use Microsoft Office products such as Word, Excel, and PowerPoint within the Microsoft Office Portal site without needing to download the software, however these versions have limited features and capabilities.

  • Downloading Excel Tutorial
    • Overview
    • Installation

course_documents/MAT 240 Random Sampling in Excel Tutorial.pdf

MAT 240 Random Sampling in Excel Tutorial This tutorial will guide you though the steps necessary to collect a random sample of a data set to put on a new sheet.

1. Open your data set in Excel. Be sure the Analysis toolpak is enabled. Steps for how to do this are available on the Microsoft support site.

2. To find a random sample, you first need to insert the =rand() function an empty column next to your data. In the example being shown, it is column G. To do this, select the target cell and type in =rand() then press enter.

3. Double click the Fill handle (little square icon) at the bottom right side of the highlighted cell to copy the formula through to the bottom of the data set. This will copy this formula to each row

of data.

4. Sort your new column to rearrange the data into a random order. To do this, select the data within your column, then click the Sort & Filter button from the Home ribbon and choose Sort

Smallest to Largest.

5. A dialog box will open asking if you what you want to do. Select to Expand the selection and click Sort.

6. Capture your sample size by selecting the amount of rows you are sampling. A sample of 50 would mean you should select the first 50 rows of data.

a. By selecting only the first cell of data in the first column and dragging down, Excel will count the number of rows for you.

b. Once you have the correct number of rows, then drag to the right to highlight all the data in the appropriate number of rows.

7. Cut and paste this selected data set onto a new sheet and you will have your random sample separated from the main data set.

8. In the Descriptive statistics window, select input range field, then select all your numerical data

9. Then check the Summary Statistics box and click ok

10. You now should see a new sheet with just your descriptive statistics listed in a chart. Change the titles of the columns to their respective names from your data: median listing price, median dollars per square foot, median square feet. And remove any extraneous information that is not needed for this project.

  • MAT 240 Random Sampling in Excel Tutorial

course_documents/MAT 240 Scatterplots in Excel.pdf

MAT 240 Scatterplots in Excel Tutorial This tutorial will guide you through the steps necessary to create scatterplots using your data. It will also walk you through inserting a linear trend line and inserting the regression equation and the R-squared value on the chart. 1. Open your data set in Excel.

2. Select all the data for the two variables you are targeting (e.g., median listing price and median square feet).

Tip: Holding down the Ctrl key while selecting your data will allow you to select two columns of data that are not next to each other.

3. On the Insert tab, click the Recommended Charts button.

This will bring up the Insert Chart dialog box, which prompts you to select from the list of auto-generated charts. If Scatter is not one of the options, click the All Charts tab. Then select X Y (Scatter) and select the chart on the right side. Click OK.

4. With the new chart selected, go to the Chart Design tab and click the Add Chart Element button. In the drop-down

menu, hover over Trendline and select More Trendline Options.

5. In the Format Trendline sidebar, select Linear. At the bottom, check the boxes for these options:

• Display Equation on Chart

• Display R-Squared Value on Chart

6. Close the Format Trendline sidebar and move the equation and R-squared value to the side so that it is visible.

Tip: You can use an empty cell to have Excel calculate the square root of your R-squared value by selecting an empty cell in your sheet and using the =sqrt() function.

Type your R-squared value into the parenthesis and hit enter.

  • MAT 240 Scatterplots in Excel Tutorial

course_documents/MAT 240 Descriptive Statistics in Excel.pdf

MAT 240 Descriptive Statistics in Excel This tutorial will guide you through the steps necessary to pull out the descriptive statistics of your data using the Analysis TookPak. If you do not have the Office 365 version of Excel, download the latest version. (See the Downloading Office 365 Programs tutorial linked in your Brightspace course.) 1. Open your data set in Excel. Be sure the Analysis ToolPak is enabled. Steps for how to do this are

available on the Microsoft Support site. 2. On the Data tab, click the Data Analysis button.

3. The Data Analysis window includes a list of analysis tools. Select Descriptive Statistics from the list

and click OK.

4. In the Descriptive Statistics box, select the Input Range field. Then select all your numerical data.

5. Check the box next to Summary Statistics and click OK.

6. You should see a new sheet with just your descriptive statistics listed in a chart. Change the titles of

the columns to their respective names from your data. Remove any information that is not needed for this project.

course_documents/MAT 240 Module Two Assignment Template.docx

Selling Price and Area Analysis 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: Selling Price and Area Analysis for D.M. Pan National Real Estate Company

[Your Name]

Department of Mathematics, SNHU

MAT 240: Applied Statistics

[Instructor Name]

[Due Date]

Report: Selling Price and Area Analysis for D.M. Pan National Real Estate Company

Introduction

[Include in this section a brief overview, including the purpose of the report.]

Generate a Representative Sample of the Data

[Present your simple random sample of 30, including the region you selected for your sample. Then identify the mean, median, and standard deviation of the listing price and the square foot variables.]

Analyze Your Sample

[Discuss how the regional sample created is reflective of the national market. Compare and contrast your regional sample with the national population using the National Statistics and Graphs document found in the Module Two Assignment Guidelines and Rubric.

Explain how you have made sure that the sample is random. Explain your methods to get a truly random sample.]

Generate Scatterplot

[Insert a scatterplot graph of the sample using the x and y variables. Include a trend line and the regression equation. Label the axes.]

Observe Patterns

[Define x and y. Which variable is useful for making predictions?]

[Is there an association between x and y? Describe the association you see in the scatterplot.]

[What do you see as the shape (linear or nonlinear)?]

[If you had an 1,800 square foot house, based on the regression equation in the graph, what price would you choose to list at?]

[Do you see any potential outliers in the scatterplot?]

[Why do you think the outliers appeared in the scatterplot you generated?]What do they represent?]