Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

Could I please get a step-by step for this? DO NOT GIVE ME THE ANSWERS, PLEASE. I simply want to know how to go about

image text in transcribed

Could I please get a step-by step for this? DO NOT GIVE ME THE ANSWERS, PLEASE. I simply want to know how to go about solving it myself, such as how to get each number for each equation or how to place it in an Excel or Word equation Thanks in advance. Here is the prompt:

You have been hired by the D. M. Pan National Real Estate Company to develop a model to predict housing prices for homes sold in 2019. The CEO of D. M. Pan wants to use this information to help their real estate agents better determine the use of square footage as a benchmark for listing prices on homes. Your task is to provide a report predicting the housing prices based square footage. To complete this task, use the provided real estate data set for all U.S. home sales as well as national descriptive statistics and graphs provided.

Directions

Using the Project One Template, generate a report including your tables and graphs to determine if the square footage of a house is a good indicator for what the listing price should be. Reference the National Statistics and Graphs document for national comparisons and the Real Estate Dataspreadsheet (both found in the Supporting Materials section) for your statistical analysis.

Note: Present your data in a clearly labeled table and using clearly labeled graphs.

Specifically, include the following in your report:

Introduction

  1. Describe the report:Give a brief description of the purpose of your report.
    1. Define the question your report is trying to answer.
    2. Explain when using linear regression is most appropriate.
      1. When using linear regression, what would you expect the scatterplot to look like?
    3. Explain the difference between response and predictor variables in a linear regression to justify the selection of variables.

Data Collection

  1. Sampling the data: Select a random sample of 50 houses.
    1. Identify your response and predictor variables.
  2. Scatterplot: Create a scatterplot of your response and predictor variables to ensure they are appropriate for developing a linear model.

Data Analysis

  1. Histogram: For your two variables, create histograms.
  2. Summary statistics: For your two variables, create a table to show the mean, median, and standard deviation.
  3. Interpret the graphs and statistics:
    1. Based on your graphs and sample statistics, interpret the center, spread, shape, and any unusual characteristic (outliers, gaps, etc.) for the two variables.
    2. Compare and contrast the shape, center, spread, and any unusual characteristic for your sample of house sales with the national population. Is your sample representative of national housing market sales?

Develop Your Regression Model

  1. Scatterplot: Provide a graph of the scatterplot of the data with a line of best fit.
    1. Explain if a regression model is appropriate to develop based on your scatterplot.
  2. Discuss associations: Based on the scatterplot, discuss the association (direction, strength, form) in the context of your model.
    1. Identify any possible outliers or influential points and discuss their effect on the correlation.
    2. Discuss keeping or removing outlier data points and what impact your decision would have on your model.
  3. Find r: Find the correlation coefficient (r).
    1. 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.
  3. Strength of the equation: Provide and interpret R-squared.
    1. 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 square footage of your home.

Conclusions

  1. Summarize findings: In one paragraph, summarize your findings in clear and concise plain language for the CEO to understand. Summarize your results.
    1. Did you see the results you expected, or was anything different from your expectations or experiences?
      1. What changes could support different results, or help to solve a different problem?
      2. Provide at least one question that would be interesting for follow-up research.

Here is the Project One Template:

Introduction

[Describe the report:Include in this section a brief overview, including the purpose of the report and your approach.]

Data Collection

[Sampling the data:Outline how you obtained your sample data, including the response and predictor variables.]

[Scatterplot:Insert a correctly labeled scatterplot of your chosen variables.]

Data Analysis

[Histogram:Insert the histogram of the two variables. Be sure to include appropriate labels.]

[Summary statistics:Insert a table to show the summary statistics.]

[Interpret the graphs and statistics:Describe the shape, center, spread, and any unusual characteristic (outliers, gaps, etc.) and what they mean based on your sample data and the graphs you created.]

[Explain how these characteristics of the sample data compare to the same characteristics of the national population. Also, determine whether your sample is representative of the national housing market sales.]

The Regression Model

[Scatterplot:Include the scatterplot graph of the sample with a line of best fit and the regression equation.]

[Based on your graph, explain whether a regression model can be developed for the data and how.]

[Discuss associations:Explain the associations in the scatterplot, including the direction, strength, form in the context of your model.]

[Find r:Calculate the correlation coefficient and explain how it aligns with your interpretation of the data from the scatterplot.]

The Line of Best Fit

[Regression equation:Insert the regression equation.]

[Interpret regression equation:Interpret the slope and intercept in context.]

[Strength of the equation:Interpret the strength of the regression equation, R-squared.]

[Use regression equation to make predictions:Use the regression equation to make a sample prediction.]

Conclusions

[Summarize findings:Summarize your findings in clear and concise plain language. Outline any questions arising from the study that might be interesting for follow-up research.]

Real Estate Data (Warning: This spreadsheet is rather large):

Real Estate County Data for 2019
2019 Data (n=1000)
RegionStateCountylisting price$'s per square foot square feet
East North Centralingrant 219,500$116 1,898
East North Centralilvermilion 254,500$156 1,632
East North Centralinhenry 235,000$148 1,588
East North Centralinwayne 203,800$141 1,441
East North Centralilcoles 220,800$117 1,893
East North Centralilmacoupin 197,600$111 1,783
East North Centralinvigo 165,800$122 1,362
East North Centralohjefferson 246,500$136 1,814
East North Centraliljackson 154,300$105 1,463
East North Centralohmarion 149,700$116 1,296
East North Centralmibay 145,100$117 1,239
East North Centralilwhiteside 283,700$136 2,087
East North Centralohtrumbull 243,000$133 1,827
East North Centralinmadison 229,100$187 1,224
East North Centralilknox 205,100$118 1,740
East North Centralilstephenson 235,600$140 1,682
East North Centralilmacon 212,900$128 1,659
East North Centralindelaware 221,600$134 1,651
East North Centralilhenry 257,700$123 2,087
East North Centralohseneca 211,900$168 1,263
East North Centralohdarke 160,800$114 1,416
East North Centralohscioto 204,200$131 1,562
East North Centralohbelmont 172,500$101 1,710
East North Centralohsandusky 253,900$146 1,738
East North Centralilrock island 166,300$127 1,305
East North Centralohclark 240,500$137 1,752
East North Centralohcolumbiana 241,400$164 1,469
East North Centralinhoward 304,300$152 1,996
East North Centralohrichland 248,900$132 1,880
East North Centralilpeoria 187,900$131 1,434
East North Centralilla salle 311,100$154 2,015
East North Centralilmadison 254,500$156 1,628
East North Centralmiwayne 213,800$172 1,243
East North Centralinvanderburgh 214,100$134 1,596
East North Centralohmahoning 207,500$123 1,688
East North Centralilwilliamson 171,600$141 1,218
East North Centralilwinnebago 236,700$140 1,692
East North Centraliladams 266,100$166 1,599
East North Centralmisaginaw 171,800$118 1,452
East North Centralohmontgomery 225,300$151 1,493
East North Centralohallen 227,600$147 1,550
East North Centralohlucas 228,300$115 1,978
East North Centralohashtabula 177,000$107 1,658
East North Centralohlawrence 248,300$156 1,587
East North Centralohhuron 199,700$147 1,359
East North Centraliltazewell 278,700$165 1,693
East North Centralohsummit 185,800$101 1,847
East North Centralilsangamon 213,500$130 1,643
East North Centralohashland 188,000$151 1,246
East North Centralohtuscarawas 270,700$149 1,815
East North Centralohross 257,200$127 2,018
East North Centralmishiawassee 192,400$129 1,494
East North Centralmicalhoun 266,200$130 2,042
East North Centralilkankakee 148,700$115 1,293
East North Centralinlawrence 270,600$137 1,978
East North Centralwimanitowoc 181,400$140 1,294
East North Centralilst. clair 201,400$164 1,225
East North Centralmiingham 222,500$125 1,777
East North Centralilmclean 203,800$134 1,526
East North Centralmijackson 139,200$116 1,201
East North Centralmiisabella 163,000$125 1,307
East North Centralwiwood 266,500$144 1,853
East North Centralmimontcalm 218,300$105 2,081
East North Centralwigrant 243,200$121 2,014
East North Centralohcuyahoga 265,100$136 1,947
East North Centralohstark 201,000$163 1,230
East North Centralohathens 246,400$158 1,560
East North Centralwimilwaukee 184,900$111 1,666
East North Centralmilenawee 191,500$118 1,628
East North Centralwifond du lac 135,300$103 1,312
East North Centralinst. joseph 193,000$111 1,736
East North Centralmiionia 193,600$137 1,416
East North Centralmigenesee 194,800$166 1,173
East North Centralohmuskingum 188,300$94 1,999
East North Centralilogle 236,600$208 1,138
East North Centralohwashington 324,400$156 2,081
East North Centralohwayne 256,700$129 1,986
East North Centralmimuskegon 230,400$131 1,757
East North Centralohpickaway 265,700$143 1,853
East North Centralmist. joseph 188,500$135 1,397
East North Centralilchampaign 246,700$121 2,031
East North Centralohknox 192,200$127 1,510
East North Centralohlorain 226,200$126 1,789
East North Centralwicalumet 226,400$111 2,033
East North Centralmimidland 174,500$151 1,157
East North Centralmimarquette 172,500$120 1,433
East North Centralinelkhart 202,300$182 1,113
East North Centralmimonroe 228,600$136 1,679
East North Centralohlake 225,900$135 1,676
East North Centralmieaton 189,900$96 1,976
East North Centralwidouglas 461,400$129 3,581
East North Centralwimarathon 431,200$119 3,638
East North Centralildekalb 347,500$97 3,574
East North Centralinmarion 323,300$95 3,408
East North Centralinallen 398,000$113 3,525
East North Centralohhancock 380,300$94 4,028
East North Centralinlake 470,600$109 4,316
East North Centralwiportage 531,000$109 4,888
East North Centralwirock 513,100$104 4,950
East North Centralohgreene 581,800$113 5,146
West South Centralarbaxter 286,900$132 2,176
West South Centralarbenton 232,900$138 1,690
West South Centralarcraighead 251,100$110 2,285
West South Centralarcrawford 172,900$100 1,734
West South Centralarcrittenden 298,800$155 1,928
West South Centralarfaulkner 280,500$129 2,168
West South Centralargarland 274,800$134 2,056
West South Centralarjefferson 314,600$144 2,179
West South Centralarlonoke 289,000$132 2,190
West South Centralarpope 273,200$114 2,389
West South Centralarpulaski 211,300$121 1,745
West South Centralarsaline 273,500$114 2,396
West South Centralarsebastian 208,600$111 1,879
West South Centralarwashington 215,600$126 1,712
West South Centralarwhite 254,800$145 1,763
West South Centrallaacadia 226,300$135 1,681
West South Centrallaascension 303,200$149 2,030
West South Centrallabossier 305,500$140 2,177
West South Centrallacaddo 278,500$158 1,768
West South Centrallacalcasieu 214,300$115 1,871
West South Centrallaeast baton rouge 254,100$135 1,881
West South Centrallaiberia 188,700$125 1,511
West South Centrallajefferson 306,100$131 2,344
West South Centrallalafayette 221,000$108 2,040
West South Centrallalafourche 297,000$128 2,320
West South Centrallalivingston 297,300$139 2,135
West South Centrallaorleans 258,600$152 1,698
West South Centrallaouachita 304,300$158 1,921
West South Centrallarapides 347,800$151 2,297
West South Centrallast. charles 171,400$99 1,724
West South Centrallast. landry 254,700$118 2,150
West South Centrallast. martin 252,600$137 1,845
West South Centrallast. mary 260,400$141 1,842
West South Centrallast. tammany 280,300$150 1,869
West South Centrallatangipahoa 242,300$110 2,202
West South Centrallaterrebonne 254,700$156 1,637
West South Centrallavermilion 270,600$164 1,650
West South Centrallavernon 255,900$113 2,256
West South Centralokcanadian 218,000$95 2,290
West South Centralokcarter 263,000$142 1,856
West South Centralokcherokee 302,100$167 1,809
West South Centralokcleveland 263,800$117 2,262
West South Centralokcomanche 252,100$140 1,806
West South Centralokcreek 362,200$157 2,305
West South Centralokgarfield 220,300$132 1,670
West South Centralokgrady 229,500$158 1,455
West South Centralokle flore 292,200$128 2,291
West South Centralokmuskogee 206,400$125 1,646
West South Centralokoklahoma 219,000$121 1,804
West South Centralokosage 194,800$129 1,515
West South Centralokpayne 272,200$124 2,204
West South Centralokpottawatomie 204,800$136 1,510
West South Centralokrogers 183,700$104 1,769
West South Centraloktulsa 295,000$130 2,267
West South Centralokwagoner 209,100$134 1,560
West South Centralokwashington 167,100$110 1,526
West South Centraltxangelina 270,200$172 1,568
West South Centraltxbastrop 179,600$103 1,736
West South Centraltxbell 323,100$143 2,262
West South Centraltxbexar 260,800$111 2,359
West South Centraltxbowie 223,600$153 1,463
West South Centraltxbrazoria 246,300$130 1,900
West South Centraltxbrazos 242,500$132 1,835
West South Centraltxcameron 269,200$151 1,781
West South Centraltxcollin 374,700$161 2,325
West South Centraltxcomal 249,200$165 1,510
West South Centraltxcoryell 184,100$126 1,460
West South Centraltxdallas 279,600$144 1,940
West South Centraltxdenton 254,500$124 2,052
West South Centraltxector 151,300$102 1,477
West South Centraltxel paso 249,200$123 2,023
West South Centraltxellis 163,400$112 1,459
West South Centraltxfort bend 222,800$114 1,958
West South Centraltxgalveston 296,100$139 2,127
West South Centraltxgrayson 248,700$135 1,837
West South Centraltxgregg 188,200$112 1,679
West South Centraltxguadalupe 263,800$146 1,804
West South Centraltxhardin 283,500$152 1,867
West South Centraltxharris 196,200$115 1,700
West South Centraltxharrison 255,300$107 2,396
West South Centraltxhays 230,000$154 1,490
West South Centraltxhenderson 285,700$122 2,343
West South Centraltxhidalgo 224,600$121 1,853
West South Centraltxhood 207,200$91 2,278
West South Centraltxhunt 306,900$133 2,299
West South Centraltxjefferson 213,500$99 2,154
West South Centraltxjohnson 234,900$115 2,040
West South Centraltxkaufman 264,300$134 1,977
West South Centraltxkerr 262,900$139 1,888
West South Centraltxliberty 206,400$113 1,822
West South Centraltxlubbock 476,700$133 3,583
West South Centraltxmclennan 407,300$104 3,920
West South Centraltxmidland 515,000$141 3,648
West South Centraltxmontgomery 480,300$116 4,142
West South Centraltxnacogdoches 630,800$124 5,107
West South Centraltxnueces 496,200$115 4,310
West South Centraltxorange 610,600$118 5,196
West South Centraltxparker 727,900$122 5,962
West South Centraltxpotter 726,800$126 5,777
West South Centraltxrandall 476,700$90 5,284
East South Centralalautauga 289,800$117 2,468
East South Centralalbaldwin 197,100$120 1,646
East South Centralalblount 214,200$116 1,846
East South Centralalcalhoun 257,100$148 1,738
East South Centralalcoffee 297,200$129 2,295
East South Centralalcolbert 219,900$111 1,987
East South Centralalcullman 239,500$121 1,978
East South Centralaldale 317,500$123 2,579
East South Centralalelmore 262,700$114 2,313
East South Centralaletowah 167,700$71 2,372
East South Centralalhouston 263,700$103 2,549
East South Centralaljackson 284,900$118 2,417
East South Centralaljefferson 317,300$135 2,351
East South Centralallauderdale 291,600$137 2,130
East South Centralallee 291,100$162 1,792
East South Centralallimestone 248,800$144 1,733
East South Centralalmadison 252,500$115 2,199
East South Centralalmarshall 233,700$134 1,743
East South Centralalmobile 316,900$128 2,476
East South Centralalmontgomery 298,500$136 2,200
East South Centralalmorgan 285,500$134 2,133
East South Centralalrussell 207,400$124 1,679
East South Centralalshelby 190,100$89 2,133
East South Centralalst. clair 235,200$102 2,306
East South Centralaltalladega 203,500$113 1,800
East South Centralaltuscaloosa 259,000$137 1,895
East South Centralalwalker 206,500$115 1,803
East South Centralkyboone 325,000$142 2,290
East South Centralkyboyd 213,600$102 2,104
East South Centralkybullitt 319,300$126 2,527
East South Centralkycampbell 269,400$145 1,864
East South Centralkychristian 325,600$136 2,390
East South Centralkydaviess 239,800$113 2,118
East South Centralkyfayette 227,800$109 2,085
East South Centralkyfranklin 272,400$112 2,432
East South Centralkyhardin 223,600$133 1,675
East South Centralkyhenderson 311,400$127 2,460
East South Centralkyhopkins 208,000$104 2,007
East South Centralkyjefferson 265,900$117 2,279
East South Centralkyjessamine 174,900$98 1,777
East South Centralkykenton 273,600$110 2,479
East South Centralkylaurel 256,800$105 2,450
East South Centralkymadison 265,400$135 1,960
East South Centralkymccracken 229,300$126 1,824
East South Centralkyoldham 232,500$127 1,834
East South Centralkypulaski 234,200$117 2,003
East South Centralkyscott 217,500$111 1,964
East South Centralkywarren 279,300$158 1,773
East South Centralmsdesoto 288,300$118 2,438
East South Centralmsforrest 254,800$111 2,295
East South Centralmshancock 336,800$143 2,357
East South Centralmsharrison 281,200$130 2,158
East South Centralmshinds 268,600$106 2,532
East South Centralmsjackson 179,400$92 1,947
East South Centralmsjones 187,200$116 1,607
East South Centralmslafayette 295,100$119 2,482
East South Centralmslamar 251,400$142 1,770
East South Centralmslauderdale 275,800$134 2,063
East South Centralmslee 273,100$132 2,066
East South Centralmslowndes 283,400$155 1,827
East South Centralmsmadison 279,400$110 2,538
East South Centralmsoktibbeha 264,400$124 2,135
East South Centralmspearl river 256,100$146 1,759
East South Centralmsrankin 240,500$119 2,019
East South Centralmswarren 191,100$105 1,826
East South Centraltnanderson 329,700$138 2,389
East South Centraltnblount 308,500$135 2,278
East South Centraltnbradley 181,300$92 1,973
East South Centraltncarter 293,000$126 2,328
East South Centraltncoffee 174,700$93 1,887
East South Centraltncumberland 266,600$108 2,466
East South Centraltndavidson 326,400$126 2,585
East South Centraltndickson 250,300$117 2,140
East South Centraltngreene 226,000$116 1,950
East South Centraltnhamblen 309,000$124 2,482
East South Centraltnhamilton 303,200$136 2,232
East South Centraltnhawkins 269,000$113 2,385
East South Centraltnjefferson 264,900$129 2,048
East South Centraltnknox 300,500$139 2,162
East South Centraltnloudon 291,600$133 2,200
East South Centraltnmadison 292,500$167 1,756
East South Centraltnmaury 275,300$110 2,507
East South Centraltnmcminn 234,900$108 2,176
East South Centraltnmontgomery 250,300$151 1,663
East South Centraltnputnam 169,700$97 1,744
East South Centraltnroane 217,200$129 1,690
East South Centraltnrobertson 305,600$134 2,281
East South Centraltnrutherford 159,900$87 1,847
East South Centraltnsevier 229,600$120 1,908
East South Centraltnsullivan 207,500$104 1,996
East South Centraltnsumner 544,400$117 4,666
East South Centraltnwashington 505,500$119 4,245
East South Centraltnwilliamson 532,300$117 4,562
East South Centraltnwilson 476,600$114 4,177
East South Centraltnmadison 564,900$99 5,719
East South Centralmsjones 630,100$127 4,947
East South Centralmslafayette 605,300$115 5,248
East South Centralaltalladega 675,500$104 6,498
East South Centralaltuscaloosa 633,100$107 5,894
East South Centralaljackson 715,300$111 6,420
Northeastnyalbany 297,400$207 1,439
Northeastnybronx 314,100$207 1,515
Northeastnybroome 310,300$154 2,017
Northeastnycattaraugus 372,600$179 2,077
Northeastnycayuga 265,400$166 1,602
Northeastnychautauqua 336,400$177 1,905
Northeastnychemung 282,600$228 1,242
Northeastnyclinton 351,500$179 1,969
Northeastnycolumbia 266,000$165 1,610
Northeastnycortland 343,200$181 1,893
Northeastnydutchess 298,300$175 1,708
Northeastnyerie 275,200$189 1,453
Northeastnyfranklin 302,600$192 1,577
Northeastnyfulton 379,900$193 1,965
Northeastnygenesee 329,700$166 1,983
Northeastnyherkimer 306,900$171 1,797
Northeastnyjefferson 287,800$191 1,504
Northeastnykings 247,900$189 1,310
Northeastnylivingston 353,400$220 1,603
Northeastnymadison 311,800$158 1,973
Northeastnymonroe 318,400$206 1,545
Northeastnymontgomery 259,300$156 1,658
Northeastnynew york 314,400$191 1,644
Northeastnyniagara 261,400$172 1,517
Northeastnyoneida 308,500$168 1,840
Northeastnyonondaga 307,300$179 1,714
Northeastnyontario 295,800$186 1,594
Northeastnyorange 329,300$168 1,963
Northeastnyoswego 266,500$237 1,126
Northeastnyotsego 225,700$204 1,104
Northeastnyputnam 272,300$178 1,532
Northeastnyrensselaer 347,000$190 1,827
Northeastnyrichmond 313,300$168 1,862
Northeastnyrockland 302,300$165 1,835
Northeastnysaratoga 304,600$157 1,946
Northeastnyschenectady 331,300$163 2,031
Northeastnyst. lawrence 256,900$148 1,734
Northeastnysteuben 270,600$191 1,416
Northeastnysuffolk 244,700$160 1,528
Northeastnytioga 257,400$218 1,183
Northeastnytompkins 238,000$142 1,678
Northeastnyulster 228,600$162 1,407
Northeastnywarren 236,500$205 1,156
Northeastnywashington 257,300$203 1,265
Northeastnywayne 321,300$204 1,573
Northeastnywestchester 330,000$159 2,072
Northeastpaadams 247,000$158 1,566
Northeastpaallegheny 224,200$196 1,145
Northeastpaarmstrong 289,200$186 1,558
Northeastpabeaver 315,300$157 2,010
Northeastpaberks 207,400$173 1,199
Northeastpablair 323,900$178 1,815
Northeastpabradford 251,400$208 1,206
Northeastpabucks 325,800$182 1,794
Northeastpacambria 302,200$176 1,716
Northeastpacarbon 192,900$143 1,349
Northeastpacentre 290,200$184 1,574
Northeastpachester 234,800$156 1,506
Northeastpaclearfield 257,900$170 1,517
Northeastpacolumbia 277,800$174 1,595
Northeastpacrawford 292,400$204 1,435
Northeastpacumberland 270,900$186 1,456
Northeastpadauphin 282,800$140 2,025
Northeastpadelaware 242,100$184 1,315
Northeastpaerie 229,200$181 1,263
Northeastpafayette 272,900$184 1,485
Northeastpafranklin 277,700$204 1,363
Northeastpaindiana 284,600$166 1,713
Northeastpalackawanna 251,000$184 1,365
Northeastpalancaster 248,500$170 1,465
Northeastpalawrence 418,800$203 2,063
Northeastpalebanon 377,800$201 1,881
Northeastpalehigh 305,800$194 1,579
Northeastpaluzerne 386,500$186 2,077
Northeastpalycoming 185,600$145 1,283
Northeastpamifflin 309,500$164 1,888
Northeastpamonroe 414,000$199 2,085
Northeastpamontgomery 289,000$175 1,648
Northeastpanorthampton 286,100$218 1,313
Northeastpanorthumberland 301,600$163 1,852
Northeastpaphiladelphia 246,700$166 1,489
Northeastpapike 256,400$168 1,529
Northeastpaschuylkill 315,900$188 1,682
Northeastpasomerset 323,900$164 1,972
Northeastpavenango 284,800$163 1,749
Northeastpawashington 315,500$173 1,820
Northeastpayork 368,600$178 2,068
Northeastnyrichmond 320,600$170 1,887
Northeastnyrockland 269,200$150 1,796
Northeastnysaratoga 277,300$151 1,842
Northeastnyschenectady 596,900$163 3,656
Northeastnyst. lawrence 507,400$142 3,583
Northeastnycattaraugus 585,600$161 3,637
Northeastnycayuga 523,300$167 3,141
Northeastnychautauqua 532,600$144 3,697
Northeastnychemung 614,600$153 4,022
Northeastpacentre 626,500$144 4,354
Northeastpachester 786,800$149 5,290
Northeastpanorthumberland 633,300$134 4,736
Northeastpaphiladelphia 822,200$161 5,108
West North Centraliablack hawk 286,700$204 1,404
West North Centraliacerro gordo 361,000$193 1,869
West North Centraliaclinton 301,200$214 1,405
West North Centraliadallas 401,900$184 2,183
West North Centraliadubuque 331,100$180 1,839
West North Centraliajohnson 421,400$195 2,165
West North Centralialinn 425,300$188 2,265
West North Centraliapolk 393,600$192 2,048
West North Centraliapottawattamie 297,400$186 1,603
West North Centraliascott 286,600$191 1,501
West North Centraliastory 395,000$170 2,325
West North Centraliawarren 402,400$199 2,022
West North Centraliawoodbury 245,500$139 1,761
West North Centralksbutler 268,300$160 1,677
West North Centralksdouglas 267,600$179 1,498
West North Centralksjohnson 369,000$155 2,387
West North Centralksleavenworth 321,700$188 1,712
West North Centralksreno 402,000$196 2,052
West North Centralksriley 356,900$158 2,261
West North Centralkssaline 245,200$142 1,721
West North Centralkssedgwick 303,400$194 1,563
West North Centralksshawnee 247,100$164 1,511
West North Centralkswyandotte 259,500$159 1,631
West North Centralmnanoka 292,300$201 1,455
West North Centralmnblue earth 315,900$208 1,518
West North Centralmncarver 290,500$156 1,868
West North Centralmnchisago 309,900$196 1,583
West North Centralmnclay 350,900$163 2,158
West North Centralmncrow wing 263,200$164 1,602
West North Centralmndakota 262,800$144 1,824
West North Centralmngoodhue 340,200$148 2,296
West North Centralmnhennepin 353,300$158 2,236
West North Centralmnolmsted 211,000$148 1,427
West North Centralmnotter tail 315,400$173 1,828
West North Centralmnramsey 344,400$166 2,073
West North Centralmnrice 263,800$187 1,412
West North Centralmnscott 426,800$181 2,361
West North Centralmnsherburne 361,600$177 2,041
West North Centralmnst. louis 337,200$163 2,066
West North Centralmnstearns 362,000$163 2,223
West North Centralmnwashington 282,100$172 1,642
West North Centralmnwinona 270,600$149 1,816
West North Centralmnwright 420,500$179 2,351
West North Centralmoboone 418,900$179 2,341
West North Centralmobuchanan 266,200$168 1,589
West North Centralmocape girardeau 292,100$162 1,798
West North Centralmocass 291,200$180 1,620
West North Centralmochristian 351,600$197 1,786
West North Centralmoclay 294,000$177 1,659
West North Centralmocole 408,200$187 2,183
West North Centralmofranklin 310,900$143 2,173
West North Centralmogreene 388,900$166 2,341
West North Centralmojackson 409,400$181 2,262
West North Centralmojasper 319,600$176 1,813
West North Centralmojefferson 324,000$183 1,766
West North Centralmojohnson 371,300$155 2,388
West North Centralmolincoln 260,100$144 1,804
West North Centralmonewton 322,600$146 2,205
West North Centralmoplatte 269,200$184 1,467
West North Centralmosaint louis city 273,200$172 1,592
West North Centralmost. charles 309,400$143 2,158
West North Centralmost. francois 325,500$167 1,951
West North Centralmost. louis 387,900$195 1,994
West North Centralmotaney 351,700$194 1,816
West North Centralndburleigh 345,300$162 2,132
West North Centralndcass 259,700$179 1,454
West North Centralndgrand forks 390,700$173 2,258
West North Centralndward 402,800$252 1,599
West North Centralnebuffalo 471,600$197 2,393
West North Centralnedouglas 324,500$162 2,006
West North Centralnehall 276,900$154 1,794
West North Centralnelancaster 354,400$149 2,379
West North Centralnesarpy 273,200$164 1,665
West North Centralsdlincoln 461,000$195 2,359
West North Centralsdminnehaha 414,900$217 1,908
West North Centralsdpennington 233,600$146 1,600
West North Centralmoplatte 289,100$189 1,530
West North Centralmosaint louis city 253,900$156 1,623
West North Centralmost. charles 430,300$187 2,302
West North Centralmost. francois 355,600$200 1,774
West North Centralmost. louis 440,100$197 2,229
West North Centralmotaney 264,200$187 1,410
West North Centralndburleigh 428,200$178 2,400
West North Centralndcass 389,000$183 2,120
West North Centralndgrand forks 394,400$169 2,338
West North Centralndward 370,900$175 2,125
West North Centralnebuffalo 360,800$152 2,375
West North Centralnedouglas 278,700$191 1,458
West North Centralnehall 324,900$185 1,756
West North Centralnelancaster 300,700$191 1,574
West North Centralnesarpy 510,600$149 3,431
West North Centralsdlincoln 543,800$158 3,431
West North Centralsdminnehaha 623,500$162 3,854
West North Centraliajohnson 643,300$160 4,021
West North Centralialinn 745,500$165 4,531
West North Centraliapolk 720,300$162 4,459
West North Centraliapottawattamie 815,200$157 5,182
West North Centraliascott 869,200$151 5,774
West North Centraliastory 930,400$178 5,223
West North Centraliawarren 745,100$140 5,315
Mid Atlanticnjatlantic 214,600$173 1,239
Mid Atlanticnjburlington 309,600$169 1,833
Mid Atlanticnjcamden 238,700$208 1,148
Mid Atlanticnjcape may 351,300$199 1,763
Mid Atlanticnjcumberland 314,800$260 1,209
Mid Atlanticnjgloucester 253,300$209 1,211
Mid Atlanticnjhudson 290,300$194 1,498
Mid Atlanticnjhunterdon 352,500$249 1,415
Mid Atlanticnjmercer 446,400$220 2,032
Mid Atlanticnjmonmouth 278,800$241 1,159
Mid Atlanticnjocean 316,000$156 2,028
Mid Atlanticnjsalem 237,000$201 1,182
Mid Atlanticdcdistrict of columbia 286,600$212 1,349
Mid Atlanticdekent 370,000$224 1,653
Mid Atlantic

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Logic And Structure

Authors: Dirk Van Dalen

5th Edition

1447145585, 9781447145585

More Books

Students also viewed these Mathematics questions