Answered step by step
Verified Expert Solution
Question
1 Approved Answer
Assignment: Chi-Square Test and Goodness of Fit Using R In this assignment, use R to understand the correlation between Metropolitan Statistical Areas (MSA) and crime
Assignment: Chi-Square Test and Goodness of Fit Using R
In this assignment, use R to understand the correlation between Metropolitan Statistical Areas (MSA) and crime types. Please use thebelow census 2015 crime dataset (CSV)Download census 2015 crime dataset (CSV) for assignment.
- Question 1: Calculate Chi-Square of MSA and Crime type.
- Tips:
- chisq.test() is a function used to perform the chi-square test.
- There are missing values in the crime data that you need to replace them with zero.
- Because the numbers reported for the crimes are per 100K of population, they are not whole numbers. So, prior to your analysis, please use ROUND function of Excel to make them whole numbers.
- The data does not have a variable called Crime Type, but different types of crimes are reported in the dataset.
- In order for R to understand that the data is a contingency table, MSA should not be included in the table you are giving to your chisq.test(). If you add MSA to the table and input it to your chisq.test(), R would think MSA is also a category of crime. Therefore, as chisq.test() requires a contingency table, R thinks MSA must be a number. So, you will get an error.
- Please do not include state and city into your analysis, as they are irrelevant.
- Question 2: Are MSA and Crime Type independent or dependent? Assume an alpha level of 0.01 and discuss your answer.
- Tips:
| MSA | Murder | Rape | Robbery | aggravated assault | PropertyCrime | Burglary | Theft | MotorVehicleTheft | State | City | |
| Abilene, TX M.S.A. | 5.3 | 56 | 78.4 | 272.8 | 3,609.00 | 852 | 2,493.60 | 263.4 | TX | Abilene | |
| Akron, OH M.S.A. | 5.1 | 38.2 | 75.2 | 119.8 | 2,552.40 | 575.3 | 1,853.00 | 124.1 | OH | Akron | |
| Albany, GA M.S.A. | 7.8 | 30.4 | 157.9 | 471.8 | 3,894.10 | 1,099.60 | 2,652.80 | 141.7 | GA | Albany | |
| Albany, OR M.S.A. | 2.5 | 28.2 | 20.7 | 63 | 3,208.40 | 484.6 | 2,476.10 | 247.7 | OR | Albany | |
| Albuquerque, NM M.S.A. | 6.1 | 63.8 | 206.7 | 516 | 4,607.80 | 883.4 | 3,047.60 | 676.9 | NM | Albuquerque | |
| Alexandria, LA M.S.A. | 4.5 | 35.5 | 120.1 | 776.3 | 4,565.90 | 1,167.00 | 3,083.70 | 315.2 | LA | Alexandria | |
| Altoona, PA M.S.A. | 0.8 | 28.7 | 25.5 | 161.6 | 1,430.20 | 218.9 | 1,163.60 | 47.8 | PA | Altoona | |
| Amarillo, TX M.S.A. | 3.4 | 72 | 107.1 | 356.1 | 3,827.40 | 763.2 | 2,743.20 | 321 | TX | Amarillo | |
| Ames, IA M.S.A. | 1 | 47.2 | 19.9 | 90.3 | 1,848.30 | 311.7 | 1,462.00 | 74.5 | IA | Ames | |
| Anchorage, AK M.S.A. | 8.2 | 165.6 | 199.1 | 666.6 | 4,030.10 | 554.9 | 3,087.50 | 387.7 | AK | Anchorage | |
| Ann Arbor, MI M.S.A. | 1.9 | 57 | 51.4 | 209.2 | 1,791.90 | 290.4 | 1,417.40 | 84.2 | MI | Ann Arbor | |
| Anniston-Oxford-Jacksonville, AL M.S.A. | 8.7 | 53.9 | 86 | 550.7 | 3,295.80 | 1,012.90 | 2,160.40 | 122.5 | AL | Oxford | |
| Appleton, WI M.S.A. | 0.4 | 24.1 | 8.6 | 105.7 | 1,394.90 | 206.6 | 1,154.70 | 33.5 | WI | Appleton | |
| Asheville, NC M.S.A. | 2.7 | 19.5 | 50.2 | 129.7 | 2,158.80 | 592.6 | 1,436.60 | 129.7 | NC | Asheville | |
| Athens-Clarke County, GA M.S.A. | 2.5 | 41.3 | 67.7 | 214.2 | 3,105.50 | 675.4 | 2,272.70 | 157.4 | GA | Athens | |
| Atlanta-Sandy Springs-Roswell, GA M.S.A. | 6.2 | 21.4 | 151.7 | 221.7 | 3,069.80 | 629.4 | 2,113.20 | 327.2 | GA | Atlanta | |
| Atlantic City-Hammonton, NJ M.S.A.2 | 6.9 | 21.1 | 187 | 199 | 2,817.30 | 525 | 2,210.10 | 82.2 | NJ | West Atlantic City | |
| Austin-Round Rock, TX M.S.A.2 | 2.2 | 44.9 | 61.2 | 179.4 | 2,672.80 | 415.7 | 2,096.80 | 160.2 | TX | Austin | |
| Bakersfield, CA M.S.A. | 7.3 | 32.2 | 130.2 | 386.6 | 3,439.30 | 954.3 | 1,881.10 | 603.9 | CA | Bakersfield | |
| Baltimore-Columbia-Towson, MD M.S.A. | 13.1 | 29.8 | 239 | 342.8 | 2,625.00 | 517.6 | 1,823.00 | 284.4 | MD | Baltimore | |
| Bangor, ME M.S.A. | 2 | 9.1 | 17.6 | 38.5 | 1,984.50 | 337 | 1,604.40 | 43.1 | ME | Bangor | |
| Barnstable Town, MA M.S.A. | 1.4 | 49.4 | 28.9 | 439.1 | 1,722.50 | 475.9 | 1,170.70 | 75.9 | MA | ||
| Baton Rouge, LA M.S.A. | 11.1 | 33.9 | 140.9 | 293.1 | 3,499.40 | 780 | 2,586.60 | 132.8 | LA | Baton Rouge | |
| Battle Creek, MI M.S.A. | 3 | 104 | 60.9 | 391.4 | 2,838.60 | 744.2 | 2,000.80 | 93.6 | MI | Battle Creek | |
| Bay City, MI M.S.A. | 0 | 80.3 | 36.8 | 166.3 | 2,100.40 | 497 | 1,520.20 | 83.1 | MI | Bay City | |
| Beaumont-Port Arthur, TX M.S.A. | 6.9 | 42.5 | 121 | 351.8 | 2,818.00 | 783.5 | 1,865.80 | 168.7 | TX | Beaumont | |
| Beckley, WV M.S.A. | 6.5 | 40.8 | 84.8 | 308.2 | 3,027.00 | 826.9 | 2,059.00 | 141.1 | WV | Beckley | |
| Bellingham, WA M.S.A. | 2.8 | 42.7 | 29.9 | 120 | 2,960.80 | 539.2 | 2,293.50 | 128.1 | WA | Bellingham | |
| Bend-Redmond, OR M.S.A. | 1.7 | 38.3 | 18.9 | 117.9 | 2,364.10 | 299.3 | 1,967.50 | 97.3 | OR | Bend | |
| Billings, MT M.S.A. | 5.9 | 48.5 | 44.4 | 262.2 | 3,694.30 | 465.8 | 2,695.90 | 532.7 | MT | Billings | |
| Binghamton, NY M.S.A. | 2.8 | 71.6 | 62.7 | 137.6 | 2,534.10 | 410.7 | 2,070.90 | 52.5 | NY | Binghamton | |
| Birmingham-Hoover, AL M.S.A. | 11.1 | 46.2 | 157.7 | 467.1 | 3,344.90 | 817.6 | 2,262.00 | 265.3 | AL | Birmingham | |
| Bismarck, ND M.S.A. | 3.1 | 37.1 | 13.1 | 173.8 | 1,667.60 | 188.5 | 1,320.10 | 159.1 | ND | Bismarck | |
| Bloomington, IL M.S.A. | 0 | 61.8 | 32 | 158.2 | 1,668.60 | 322.2 | 1,278.30 | 68.1 | IL | Bloomington | |
| Bloomington, IN M.S.A. | 1.8 | 44.8 | 47.2 | 183.9 | 2,557.10 | 492.5 | 1,907.30 | 157.3 | IN | Bloomington | |
| Bloomsburg-Berwick, PA M.S.A | 1.2 | 22.2 | 7 | 122.4 | 1,325.80 | 240.2 | 1,057.60 | 28 | PA | Bloomsburg | |
| Boise City, ID M.S.A. | 1.8 | 49.3 | 13.7 | 169.1 | 1,725.30 | 315.3 | 1,286.40 | 123.6 | ID | Boise | |
| Boulder, CO M.S.A.3 | 0.9 | 67.4 | 22.6 | 2,134.80 | 331 | 1,689.00 | 114.7 | CO | Boulder | ||
| Bowling Green, KY M.S.A. | 0.6 | 44.2 | 52 | 76.5 | 2,405.60 | 477.2 | 1,784.90 | 143.5 | KY | Bowling Green | |
| Bremerton-Silverdale, WA M.S.A. | 3.1 | 46.9 | 37.1 | 168.5 | 2,746.50 | 567 | 1,984.00 | 195.5 | WA | Bremerton | |
| Bridgeport-Stamford-Norwalk, CT M.S.A. | 2.5 | 21.8 | 76.9 | 100.3 | 1,473.20 | 236.6 | 1,090.90 | 145.7 | CT | Bridgeport | |
| Brownsville-Harlingen, TX M.S.A. | 1.6 | 44.3 | 61.5 | 192.4 | 3,229.70 | 567.9 | 2,589.00 | 72.8 | TX | Brownsville | |
| Brunswick, GA M.S.A. | 2.6 | 26 | 83.9 | 245.7 | 3,337.50 | 827.2 | 2,321.60 | 188.6 | GA | Brunswick | |
| Buffalo-Cheektowaga-Niagara Falls, NY M.S.A. | 4.4 | 33.1 | 132.8 | 231.5 | 2,413.50 | 474.4 | 1,805.70 | 133.4 | NY | Buffalo | |
| Burlington, NC M.S.A. | 5.1 | 19.8 | 64.4 | 306.1 | 2,475.90 | 708.4 | 1,666.10 | 101.4 | NC | Burlington | |
| Burlington-South Burlington, VT M.S.A. | 0.9 | 23 | 21.7 | 82.9 | 1,955.40 | 375.4 | 1,564.30 | 15.7 | VT | Burlington | |
| California-Lexington Park, MD M.S.A. | 0.9 | 18 | 45.8 | 201.4 | 2,055.10 | 490 | 1,503.10 | 62 | MD | California | |
| Canton-Massillon, OH M.S.A. | 3.2 | 43.6 | 91.1 | 185.9 | 2,568.20 | 652.4 | 1,799.40 | 116.3 | OH | Canton | |
| Cape Coral-Fort Myers, FL M.S.A. | 4.4 | 29.5 | 80.9 | 241.3 | 1,801.20 | 407 | 1,270.80 | 123.4 | FL | Cape Coral | |
| Cape Girardeau, MO-IL M.S.A. | 3.1 | 46.8 | 69.1 | 328.4 | 2,939.60 | 602 | 2,176.00 | 161.7 | MO | Cape Girardeau | |
| Carson City, NV M.S.A. | 1.8 | 3.7 | 36.6 | 272.6 | 1,829.70 | 336.7 | 1,341.20 | 151.9 | NV | Carson City | |
| Casper, WY M.S.A. | 1.2 | 39.9 | 26.6 | 166.7 | 2,513.40 | 402.2 | 1,984.40 | 126.8 | WY | Casper | |
| Cedar Rapids, IA M.S.A. | 3 | 18.8 | 43.7 | 123.9 | 2,350.40 | 532.3 | 1,681.70 | 136.4 | IA | Cedar Rapids | |
| Chambersburg-Waynesboro, PA M.S.A. | 2 | 37.8 | 43 | 76.8 | 1,619.80 | 307.3 | 1,233.10 | 79.4 | PA | Chambersburg | |
| Charleston, WV M.S.A. | 8.1 | 52.9 | 93.1 | 376.1 | 3,597.10 | 783.4 | 2,533.80 | 279.8 | WV | Charleston | |
| Charleston-North Charleston, SC M.S.A. | 8.5 | 39 | 77.1 | 274.4 | 2,860.10 | 546 | 2,081.40 | 232.6 | SC | Charleston | |
| Charlottesville, VA M.S.A. | 1.3 | 35.5 | 31.5 | 96.3 | 1,514.50 | 252.2 | 1,199.20 | 63 | VA | Charlottesville | |
| Chattanooga, TN-GA M.S.A. | 5.8 | 36.1 | 81.1 | 406.9 | 3,418.30 | 662.9 | 2,476.10 | 279.3 | TN | Chattanooga | |
| Cheyenne, WY M.S.A. | 7.2 | 17.5 | 9.3 | 143.4 | 2,581.90 | 443.6 | 1,997.00 | 141.3 | WY | Cheyenne | |
| Chicago-Naperville-Elgin, IL-IN-WI M.S.A. | 7.1 | 30.8 | 137.1 | 202.6 | 2,013.90 | 328.9 | 1,520.20 | 164.8 | IL | Chicago | |
| Chicago-Naperville-Arlington Heights, IL M.D. | 7.7 | 32.8 | 160.8 | 228.9 | 2,077.30 | 339.2 | 1,554.10 | 183.9 | IL | Chicago | |
| Elgin, IL M.D. | 1.6 | 28.5 | 37.2 | 122 | 1,342.20 | 188.1 | 1,112.00 | 42.1 | IL | Elgin | |
| Gary, IN M.D. | 11.9 | 19.3 | 91.7 | 146 | 2,560.70 | 440.2 | 1,916.30 | 204.2 | IN | Gary | |
| Lake County-Kenosha County, IL-WI M.D. | 2.2 | 24 | 46.9 | 85.9 | 1,527.60 | 254.9 | 1,212.20 | 60.5 | IL | Kenosha | |
| Chico, CA M.S.A. | 3.1 | 52.4 | 65.3 | 224.8 | 3,350.40 | 843.5 | 2,086.30 | 420.6 | CA | Chico | |
| Cincinnati, OH-KY-IN M.S.A. | 4.6 | 37.2 | 104.4 | 113.1 | 2,781.00 | 576.7 | 2,077.80 | 126.5 | OH | Cincinnati | |
| Clarksville, TN-KY M.S.A. | 6 | 34.7 | 48.8 | 315.2 | 2,410.70 | 488.2 | 1,815.00 | 107.5 | TN | Clarksville | |
| Cleveland, TN M.S.A. | 6.6 | 25.7 | 40.6 | 410.2 | 3,323.90 | 615.7 | 2,462.00 | 246.1 | TN | Cleveland | |
| Coeur d'Alene, ID M.S.A. | 1.3 | 45.4 | 22 | 190.9 | 2,176.10 | 465.8 | 1,592.90 | 117.4 | ID | Coeur d'Alene | |
| College Station-Bryan, TX M.S.A. | 4.5 | 59.9 | 46.2 | 204.9 | 2,544.70 | 451.9 | 1,982.60 | 110.1 | TX | College Station | |
| Colorado Springs, CO M.S.A. | 3.7 | 66 | 58.1 | 231.5 | 2,849.90 | 432.9 | 2,135.20 | 281.7 | CO | Colorado Springs | |
| Columbia, MO M.S.A. | 3.4 | 53.6 | 90.2 | 283 | 2,684.60 | 582.6 | 1,933.70 | 168.3 | MO | Columbia | |
| Columbia, SC M.S.A. | 6.9 | 49.7 | 99.3 | 494.7 | 3,464.00 | 627.8 | 2,466.40 | 369.8 | SC | Columbia | |
| Columbus, GA-AL M.S.A. | 6.9 | 37.3 | 195.3 | 229.2 | 4,340.70 | 1,019.80 | 2,914.00 | 406.9 | GA | Columbus | |
| Columbus, IN M.S.A. | 1.2 | 33.3 | 24.7 | 49.4 | 3,286.70 | 459.1 | 2,582.00 | 245.6 | IN | Columbus | |
| Columbus, OH M.S.A.2 | 4.7 | 56.9 | 134.7 | 101.7 | 2,869.30 | 588.6 | 2,082.90 | 197.8 | OH | Columbus | |
| Corpus Christi, TX M.S.A. | 5.1 | 74.6 | 95.5 | 430.1 | 3,370.50 | 697.4 | 2,521.40 | 151.7 | TX | Corpus Christi | |
| Corvallis, OR M.S.A. | 2.3 | 40.2 | 19.5 | 55.1 | 2,643.60 | 358.5 | 2,195.50 | 89.6 | OR | Corvallis | |
| Crestview-Fort Walton Beach-Destin, FL M.S.A. | 4.9 | 34.7 | 36.6 | 295.5 | 2,374.20 | 469.3 | 1,800.80 | 104 | FL | Fort Walton Beach | |
| Cumberland, MD-WV M.S.A. | 4 | 33.1 | 61.3 | 176.8 | 2,732.00 | 591.6 | 2,068.10 | 72.3 | MD | Cumberland | |
| Dallas-Fort Worth-Arlington, TX M.S.A.2 | 4 | 41.3 | 112.4 | 179.8 | 2,554.30 | 503.1 | 1,792.50 | 258.7 | TX | Dallas | |
| Dallas-Plano-Irving, TX M.D. | 4.4 | 38.5 | 129.7 | 158.1 | 2,434.00 | 495.6 | 1,647.90 | 290.5 | TX | Dallas | |
| Fort Worth-Arlington, TX M.D.2 | 3.4 | 46.8 | 78.6 | 222.4 | 2,790.90 | 517.8 | 2,077.00 | 196.2 | TX | Fort Worth | |
| Dalton, GA M.S.A. | 2.1 | 32.1 | 20.2 | 211.4 | 2,767.40 | 618.8 | 1,986.10 | 162.5 | GA | Dalton | |
| Danville, IL M.S.A. | 0 | 121.4 | 122.7 | 536.2 | 3,664.80 | 1,244.40 | 2,290.20 | 130.3 | IL | Danville | |
| Daphne-Fairhope-Foley, AL M.S.A. | 1.5 | 21.5 | 36.7 | 135.6 | 2,064.50 | 357.4 | 1,627.30 | 79.8 | AL | Daphne | |
| Davenport-Moline-Rock Island, IA-IL M.S.A. | 2.6 | 58.7 | 65.2 | 259.6 | 2,510.30 | 492.8 | 1,883.70 | 133.8 | IA | Davenport | |
| Dayton, OH M.S.A. | 4.6 | 58.5 | 114.1 | 128.2 | 2,919.10 | 710 | 2,028.20 | 181 | OH | Dayton | |
| Decatur, AL M.S.A. | 3.9 | 24.2 | 37.3 | 155.9 | 2,354.90 | 573.8 | 1,631.70 | 149.4 | AL | Decatur | |
| Decatur, IL M.S.A. | 5.6 | 38.1 | 117.2 | 239.1 | 2,618.70 | 671.7 | 1,869.80 | 77.2 | IL | Decatur | |
| Deltona-Daytona Beach-Ormond Beach, FL M.S.A. | 3.9 | 29 | 61.5 | 354.6 | 2,861.80 | 517.4 | 2,152.70 | 191.7 | FL | Daytona Beach | |
| Denver-Aurora-Lakewood, CO M.S.A.3, 4 | 3.8 | 63.6 | 84.8 | 210 | 388.3 | CO | Denver | ||||
| Des Moines-West Des Moines, IA M.S.A. | 3.4 | 37.3 | 54 | 272.8 | 2,349.80 | 525.3 | 1,609.60 | 215 | IA | Des Moines | |
| Detroit-Warren-Dearborn, MI M.S.A. | 8.9 | 45.4 | 120.7 | 323 | 2,008.40 | 425.3 | 1,326.50 | 256.6 | MI | Detroit | |
| Detroit-Dearborn-Livonia, MI M.D. | 19.3 | 57.2 | 247 | 577.9 | 2,935.80 | 700.9 | 1,769.30 | 465.7 | MI | Detroit | |
| Warren-Troy-Farmington Hills, MI M.D. | 1.6 | 37.4 | 33.9 | 147.7 | 1,371.00 | 235.8 | 1,022.40 | 112.8 | MI | Warren | |
| Dothan, AL M.S.A. | 3.4 | 35.7 | 49.9 | 260.7 | 2,554.00 | 641.4 | 1,771.80 | 140.8 | AL | Dothan | |
| Dover, DE M.S.A. | 6.3 | 49.9 | 67.6 | 347.2 | 2,598.50 | 366.1 | 2,151.60 | 80.8 | DE | Dover | |
| Dubuque, IA M.S.A. | 5.2 | 33 | 28.9 | 119.5 | 2,294.70 | 721.3 | 1,499.20 | 74.2 | IA | Dubuque | |
| Duluth, MN-WI M.S.A. | 1.4 | 54.3 | 29.3 | 157.8 | 3,171.00 | 558.8 | 2,452.60 | 159.6 | MN | Duluth | |
| East Stroudsburg, PA M.S.A. | 1.2 | 36.9 | 62.3 | 90.7 | 2,264.10 | 511 | 1,696.30 | 56.8 | PA | East Stroudsburg | |
| Eau Claire, WI M.S.A. | 0 | 21.1 | 12.1 | 95.9 | 1,669.10 | 278.7 | 1,305.40 | 85.1 | WI | Eau Claire | |
| El Centro, CA M.S.A. | 1.1 | 16.1 | 72.8 | 324.9 | 3,457.80 | 773.2 | 2,330.70 | 353.8 | CA | El Centro | |
| Elizabethtown-Fort Knox, KY M.S.A. | 3.3 | 22.4 | 21.1 | 58 | 1,232.20 | 272 | 904.2 | 56 | KY | Elizabethtown | |
| Elkhart-Goshen, IN M.S.A. | 2 | 24.6 | 63.6 | 309.9 | 1,992.40 | 422.2 | 1,398.70 | 171.5 | IN | Elkhart | |
| Elmira, NY M.S.A. | 2.3 | 30.9 | 48.1 | 100.8 | 1,996.40 | 315 | 1,635.60 | 45.8 | NY | Elmira | |
| El Paso, TX M.S.A. | 2.7 | 43.7 | 52.6 | 255.3 | 1,825.10 | 220.8 | 1,491.70 | 112.6 | TX | El Paso | |
| Enid, OK M.S.A. | 1.6 | 48.6 | 31.4 | 202.4 | 3,163.00 | 731.1 | 2,304.80 | 127.1 | OK | Enid | |
| Erie, PA M.S.A. | 4 | 33.8 | 61.6 | 135 | 2,052.00 | 444.6 | 1,540.80 | 66.6 | PA | Erie | |
| Eugene, OR M.S.A. | 3.6 | 43.1 | 56.6 | 226.4 | 3,285.80 | 548.6 | 2,498.80 | 238.3 | OR | Eugene | |
| Evansville, IN-KY M.S.A. | 2.5 | 34.8 | 80.4 | 218.8 | 2,872.40 | 521.3 | 2,188.00 | 163.1 | IN | Evansville | |
| Fairbanks, AK M.S.A. | 2.9 | 45.9 | 77.4 | 358.5 | 3,946.40 | 458.9 | 3,146.20 | 341.3 | AK | Fairbanks | |
| Fargo, ND-MN M.S.A. | 2.6 | 49.8 | 27.9 | 169.1 | 2,403.40 | 451.8 | 1,766.20 | 185.4 | ND | Fargo | |
| Farmington, NM M.S.A. | 4.1 | 91.9 | 45.1 | 301.9 | 2,213.30 | 405.3 | 1,631.70 | 176.4 | NM | Farmington | |
| Flagstaff, AZ M.S.A. | 2.2 | 61.3 | 36 | 263.1 | 2,792.30 | 287.6 | 2,441.30 | 63.4 | AZ | Flagstaff | |
| Flint, MI M.S.A. | 12.9 | 64.6 | 107.5 | 396.3 | 2,485.70 | 707.2 | 1,632.90 | 145.6 | MI | Flint | |
| Florence-Muscle Shoals, AL M.S.A. | 1.4 | 36.6 | 40 | 227.1 | 2,442.40 | 588.4 | 1,681.80 | 172.2 | AL | Florence | |
| Fond du Lac, WI M.S.A. | 1 | 51.1 | 12.8 | 149.4 | 1,380.20 | 179.9 | 1,146.30 | 54.1 | WI | Fond du Lac | |
| Fort Collins, CO M.S.A. | 2.1 | 27.4 | 21.1 | 148.4 | 2,229.00 | 281.4 | 1,819.40 | 128.2 | CO | Fort Collins | |
| Fort Smith, AR-OK M.S.A. | 3.2 | 46.9 | 52.3 | 343.6 | 3,377.00 | 728.8 | 2,476.40 | 171.8 | AR | Fort Smith | |
| Fort Wayne, IN M.S.A. | 6.5 | 30.5 | 122.2 | 128.8 | 2,328.30 | 434.7 | 1,782.30 | 111.3 | IN | Fort Wayne | |
| Fresno, CA M.S.A. | 6.1 | 32.5 | 136.9 | 361.8 | 3,439.40 | 751.3 | 2,196.60 | 491.5 | CA | Fresno | |
| Gadsden, AL M.S.A. | 3.9 | 63 | 83.4 | 382 | 3,998.70 | 878.5 | 2,848.70 | 271.5 | AL | Gadsden | |
| Gainesville, FL M.S.A. | 1.4 | 67.9 | 116.9 | 396.7 | 2,790.50 | 473.6 | 2,159.50 | 157.4 | FL | Gainesville | |
| Gainesville, GA M.S.A. | 2.6 | 22.2 | 35.6 | 128.4 | 1,845.10 | 373.5 | 1,328.80 | 142.9 | GA | Gainesville | |
| Gettysburg, PA M.S.A. | 0 | 34.4 | 13.8 | 87.5 | 983.9 | 243.8 | 705.7 | 34.4 | PA | Gettysburg | |
| Glens Falls, NY M.S.A.4 | 0.8 | 67.9 | 9.5 | 92.4 | 173.7 | 21.3 | NY | Glens Falls | |||
| Goldsboro, NC M.S.A. | 8.8 | 3.2 | 106.6 | 375.7 | 3,604.30 | 1,099.20 | 2,337.70 | 167.4 | NC | Goldsboro | |
| Grand Forks, ND-MN M.S.A. | 2.9 | 60.5 | 26.3 | 154.1 | 2,108.00 | 304.2 | 1,655.60 | 148.2 | ND | Grand Forks | |
| Grand Island, NE M.S.A. | 0 | 59.6 | 15.2 | 140.3 | 2,185.80 | 364.9 | 1,699.30 | 121.6 | NE | Grand Island | |
| Grand Junction, CO M.S.A. | 1.3 | 85.1 | 25.5 | 215.7 | 2,828.80 | 448.2 | 2,209.70 | 170.9 | CO | Grand Junction | |
| Grand Rapids-Wyoming, MI M.S.A. | 1.7 | 75.1 | 59.8 | 192.3 | 1,618.20 | 301.4 | 1,236.40 | 80.4 | MI | Grand Rapids | |
| Grants Pass, OR M.S.A. | 8.3 | 30.8 | 42.7 | 161.3 | 2,829.10 | 503 | 1,959.60 | 366.5 | OR | Grants Pass | |
| Great Falls, MT M.S.A. | 7.3 | 23 | 35.1 | 185.2 | 3,487.10 | 461.2 | 2,856.50 | 169.5 | MT | Great Falls | |
| Greeley, CO M.S.A. | 1.8 | 47 | 25.3 | 196.5 | 1,695.90 | 300.4 | 1,260.70 | 134.8 | CO | Greeley | |
| Green Bay, WI M.S.A. | 1.3 | 25 | 24.7 | 145.7 | 1,453.90 | 217.8 | 1,177.30 | 58.8 | WI | Green Bay | |
| Greensboro-High Point, NC M.S.A. | 5.6 | 21.1 | 114.9 | 256.5 | 2,968.60 | 760 | 2,071.60 | 137 | NC | Greensboro | |
| Greenville, NC M.S.A. | 7.9 | 31.1 | 97.2 | 297.8 | 2,817.80 | 687.1 | 2,055.00 | 75.7 | NC | Greenville | |
| Gulfport-Biloxi-Pascagoula, MS M.S.A. | 6.7 | 36.8 | 67.1 | 122.7 | 3,707.40 | 828.1 | 2,665.80 | 213.5 | MS | Gulfport | |
| Hagerstown-Martinsburg, MD-WV M.S.A. | 4.2 | 20.7 | 68.1 | 167.7 | 2,123.70 | 494.9 | 1,515.00 | 113.7 | MD | Hagerstown | |
| Hammond, LA M.S.A. | 3.9 | 43.7 | 141.9 | 580 | 4,770.90 | 1,374.30 | 3,086.20 | 310.3 | LA | Hammond | |
| Hanford-Corcoran, CA M.S.A. | 3.3 | 41.4 | 68.8 | 350.3 | 2,607.60 | 532.7 | 1,713.20 | 361.6 | CA | Hanford | |
| Harrisonburg, VA M.S.A. | 0.8 | 36.5 | 11.4 | 97.2 | 1,555.70 | 302.3 | 1,200.90 | 52.4 | VA | Harrisonburg | |
| Hartford-West Hartford-East Hartford, CT M.S.A. | 4.4 | 22.5 | 94.7 | 131.2 | 2,175.40 | 325.4 | 1,637.00 | 213 | CT | Hartford | |
| Hattiesburg, MS M.S.A. | 4 | 23.4 | 32.7 | 97.6 | 3,024.90 | 790.6 | 2,162.80 | 71.5 | MS | Hattiesburg | |
| Hilton Head Island-Bluffton-Beaufort, SC M.S.A. | 13.5 | 44.3 | 73.3 | 218.3 | 2,403.80 | 497.8 | 1,770.50 | 135.4 | SC | Bluffton | |
| Hinesville, GA M.S.A. | 1.2 | 10.7 | 60.9 | 231.6 | 2,270.30 | 490.6 | 1,656.80 | 122.9 | GA | ||
| Homosassa Springs, FL M.S.A. | 1.4 | 35.8 | 28.6 | 242.8 | 1,438.80 | 301.5 | 1,055.60 | 81.6 | FL | Spring | |
| Houma-Thibodaux, LA M.S.A. | 8 | 26.4 | 60.9 | 350.7 | 3,443.60 | 651.9 | 2,643.90 | 147.8 | LA | Houma | |
| Houston-The Woodlands-Sugar Land, TX M.S.A.3 | 6.9 | 37.3 | 228.9 | 293.5 | 596.8 | 367.2 | TX | Houston | |||
| Huntsville, AL M.S.A. | 6.1 | 48.2 | 102.2 | 328.5 | 2,954.60 | 639 | 2,086.40 | 229.1 | AL | Huntsville | |
| Idaho Falls, ID M.S.A. | 1.4 | 31.5 | 6.4 | 144.6 | 1,822.80 | 342.1 | 1,365.50 | 115.2 | ID | Idaho Falls | |
| Indianapolis-Carmel-Anderson, IN M.S.A. | 8.2 | 44.1 | 211.6 | 410.2 | 3,207.80 | 703.3 | 2,172.60 | 331.9 | IN | Indianapolis | |
| Iowa City, IA M.S.A. | 0.6 | 53.8 | 28.1 | 181 | 1,981.60 | 359.5 | 1,549.20 | 72.9 | IA | Iowa City | |
| Jackson, MI M.S.A. | 3.8 | 90.8 | 63.9 | 310 | 2,271.90 | 370.7 | 1,816.00 | 85.2 | MI | Jackson | |
| Jackson, MS M.S.A. | 11.6 | 31 | 152.7 | 164.1 | 2,687.40 | 682.2 | 1,778.00 | 227.2 | MS | Jackson | |
| Jackson, TN M.S.A. | 6.9 | 43 | 112.8 | 571.8 | 3,067.10 | 848.1 | 2,064.70 | 154.3 | TN | Jackson | |
| Jacksonville, FL M.S.A. | 7.5 | 44.4 | 110.1 | 331.7 | 2,951.50 | 553.4 | 2,203.50 | 194.5 | FL | Jacksonville | |
| Jacksonville, NC M.S.A. | 4.2 | 25.8 | 34.3 | 110.2 | 2,539.20 | 663.9 | 1,799.80 | 75.4 | NC | Jacksonville | |
| Janesville-Beloit, WI M.S.A. | 3.7 | 29.1 | 47.1 | 158.7 | 2,347.40 | 392.4 | 1,854.00 | 101 | WI | Janesville | |
| Jefferson City, MO M.S.A. | 1.3 | 31.8 | 38.4 | 187.2 | 1,919.10 | 346 | 1,469.90 | 103.2 | MO | Jefferson City | |
| Johnson City, TN M.S.A. | 5.5 | 19.8 | 30.3 | 246.5 | 2,428.90 | 475.1 | 1,851.20 | 102.7 | TN | Johnson City | |
| Johnstown, PA M.S.A. | 4.4 | 19.1 | 32.3 | 143.8 | 1,633.90 | 292 | 1,303.00 | 38.9 | PA | Johnstown | |
| Jonesboro, AR M.S.A. | 3.9 | 78 | 54.6 | 301.9 | 3,292.90 | 772.3 | 2,406.70 | 113.9 | AR | Jonesboro | |
| Joplin, MO M.S.A. | 5.1 | 52.8 | 60.1 | 213.3 | 3,875.60 | 681.9 | 2,853.40 | 340.4 | MO | Joplin | |
| Kahului-Wailuku-Lahaina, HI M.S.A. | 2.4 | 57 | 68.5 | 209.8 | 3,641.00 | 610.6 | 2,677.60 | 352.9 | HI | Kahului | |
| Kalamazoo-Portage, MI M.S.A. | 3.3 | 87.2 | 80.4 | 299.8 | 2,508.80 | 534.9 | 1,858.90 | 114.9 | MI | Kalamazoo | |
| Kansas City, MO-KS M.S.A. | 8.4 | 56.8 | 123.3 | 347.3 | 2,945.20 | 557.4 | 1,981.10 | 406.8 | MO | Kansas City | |
| Kennewick-Richland, WA M.S.A. | 2.9 | 36 | 27.5 | 116 | 2,115.70 | 392.5 | 1,602.20 | 121 | WA | Kennewick | |
| Killeen-Temple, TX M.S.A. | 5.6 | 67.4 | 63.5 | 203 | 2,559.90 | 582 | 1,855.20 | 122.8 | TX | Killeen | |
| Kingsport-Bristol-Bristol, TN-VA M.S.A. | 3.6 | 36.4 | 31.2 | 246.5 | 2,401.10 | 463.1 | 1,772.80 | 165.2 | TN | Bristol | |
| Kingston, NY M.S.A. | 0 | 53.4 | 22.8 | 93 | 1,496.60 | 227.7 | 1,229.90 | 39 | NY | Kingston | |
| Knoxville, TN M.S.A. | 3.4 | 32.7 | 65.4 | 310.7 | 2,904.40 | 600.8 | 2,099.50 | 204.2 | TN | Knoxville | |
| Kokomo, IN M.S.A. | 3.6 | 30.1 | 96.4 | 449.5 | 2,309.20 | 611 | 1,598.10 | 100 | IN | Kokomo | |
| La Crosse-Onalaska, WI-MN M.S.A. | 1.5 | 21.1 | 13.8 | 80.1 | 2,179.90 | 316.6 | 1,808.00 | 55.3 | WI | La Crosse | |
| Lafayette, LA M.S.A. | 7.8 | 18.4 | 79.8 | 298.5 | 3,146.10 | 668.8 | 2,253.40 | 223.8 | LA | Lafayette | |
| Lafayette-West Lafayette, IN M.S.A. | 1.9 | 36 | 59.3 | 194.8 | 2,509.30 | 503.6 | 1,847.30 | 158.4 | IN | Lafayette | |
| Lake Charles, LA M.S.A.2 | 4.4 | 63.1 | 95.3 | 465.9 | 4,217.70 | 1,503.70 | 2,485.20 | 228.8 | LA | Lake Charles | |
| Lake Havasu City-Kingman, AZ M.S.A. | 2 | 26.9 | 27.9 | 144.2 | 2,877.00 | 679.2 | 2,027.70 | 170.2 | AZ | Lake Havasu City | |
| Lakeland-Winter Haven, FL M.S.A. | 3.9 | 33.1 | 59.1 | 243.6 | 2,472.10 | 568 | 1,733.20 | 170.9 | FL | Lakeland | |
| Lancaster, PA M.S.A. | 3 | 42.5 | 51.1 | 83.9 | 1,422.00 | 212.1 | 1,164.30 | 45.5 | PA | Lancaster | |
| Lansing-East Lansing, MI M.S.A. | 3.6 | 70.7 | 70.5 | 280.2 | 1,873.30 | 423.5 | 1,319.30 | 130.5 | MI | Lansing | |
| Laredo, TX M.S.A. | 2.9 | 54.2 | 61.9 | 266.5 | 3,287.40 | 419.5 | 2,746.90 | 120.9 | TX | Laredo | |
| Las Cruces, NM M.S.A. | 2.8 | 38.8 | 31.8 | 187.9 | 3,085.50 | 561.4 | 2,353.50 | 170.6 | NM | Las Cruces | |
| Las Vegas-Henderson-Paradise, NV M.S.A. | 6.9 | 63.3 | 273 | 471.8 | 2,817.80 | 868.9 | 1,499.10 | 449.7 | NV | Las Vegas | |
| Lawton, OK M.S.A. | 7.6 | 46.5 | 163.2 | 526.9 | 3,636.90 | 1,008.70 | 2,422.30 | 205.9 | OK | Lawton | |
| Lebanon, PA M.S.A. | 2.9 | 18.3 | 31.4 | 132.9 | 1,549.10 | 256.2 | 1,208.20 | 84.7 | PA | Lebanon | |
| Lewiston, ID-WA M.S.A. | 6.4 | 54.3 | 28.7 | 124.5 | 3,019.10 | 647.9 | 2,176.60 | 194.7 | ID | Lewiston | |
| Lewiston-Auburn, ME M.S.A. | 0 | 39.2 | 28.9 | 69.9 | 1,774.10 | 353.3 | 1,349.90 | 70.9 | ME | Lewiston | |
| Lexington-Fayette, KY M.S.A. | 4 | 43.7 | 118.8 | 89.8 | 3,487.40 | 698.2 | 2,538.90 | 250.3 | KY | Lexington | |
| Lima, OH M.S.A. | 2.9 | 57.3 | 97.4 | 231 | 3,369.80 | 815.2 | 2,429.50 | 125.1 | OH | Lima | |
| Lincoln, NE M.S.A. | 0.3 | 65.3 | 67.1 | 197.3 | 2,954.30 | 442.9 | 2,391.60 | 119.7 | NE | Lincoln | |
| Little Rock-North Little Rock-Conway, AR M.S.A. | 8.6 | 52.3 | 136.7 | 527.2 | 4,125.50 | 809.2 | 3,023.20 | 293.1 | AR | Little Rock | |
| Logan, UT-ID M.S.A. | 0.8 | 33.1 | 2.3 | 25.5 | 1,201.20 | 208.1 | 950.3 | 42.8 | UT | Logan | |
| Longview, TX M.S.A. | 10.1 | 52.1 | 71.8 | 296.8 | 3,324.20 | 749.1 | 2,335.10 | 240.1 | TX | Longview | |
| Longview, WA M.S.A. | 2 | 65.4 | 52.7 | 181.6 | 3,182.40 | 624.8 | 2,284.30 | 273.3 | WA | Longview | |
| Los Angeles-Long Beach-Anaheim, CA M.S.A. | 4.9 | 35.1 | 149.1 | 242.8 | 2,308.10 | 418.5 | 1,496.10 | 393.5 | CA | Los Angeles | |
| Anaheim-Santa Ana-Irvine, CA M.D. | 1.8 | 24.4 | 70.4 | 130.7 | 2,148.90 | 330.6 | 1,545.30 | 273 | CA | Anaheim | |
| Los Angeles-Long Beach-Glendale, CA M.D. | 5.8 | 38.4 | 173.7 | 277.8 | 2,357.70 | 445.9 | 1,480.80 | 431.1 | CA | Los Angeles | |
| Louisville/Jefferson County, KY-IN M.S.A. | 7.5 | 26.2 | 143.8 | 245.4 | 3,258.00 | 683.7 | 2,235.80 | 338.5 | KY | Louisville | |
| Lubbock, TX M.S.A. | 5.5 | 70.7 | 147.8 | 601.4 | 4,529.40 | 966.8 | 3,223.10 | 339.6 | TX | Lubbock | |
| Lynchburg, VA M.S.A. | 3.5 | 29 | 27.9 | 120 | 1,455.20 | 230.3 | 1,155.70 | 69.3 | VA | Lynchburg | |
| Macon-Bibb County, GA M.S.A. | 9.5 | 24.3 | 118.5 | 167.5 | 3,578.00 | 858.6 | 2,429.00 | 290.4 | GA | Macon | |
| Madera, CA M.S.A. | 2.6 | 24.5 | 79.9 | 445.7 | 2,384.80 | 714.9 | 1,327.30 | 342.6 | CA | Madera | |
| Madison, WI M.S.A. | 2.7 | 29.7 | 46.8 | 132.7 | 1,956.70 | 310.1 | 1,580.90 | 65.7 | WI | Madison | |
| Manchester-Nashua, NH M.S.A. | 3.2 | 46.7 | 70.3 | 161.1 | 1,923.70 | 287 | 1,547.00 | 89.8 | NH | Manchester | |
| Manhattan, KS M.S.A. | 2 | 36.3 | 25.2 | 166.3 | 1,687.70 | 378.1 | 1,216.90 | 92.8 | KS | Manhattan | |
| Mankato-North Mankato, MN M.S.A. | 0 | 37.4 | 22.3 | 93.1 | 2,324.80 | 401.8 | 1,821.80 | 101.2 | MN | Mankato | |
| Mansfield, OH M.S.A. | 2.5 | 76.6 | 79.9 | 102.1 | 4,007.80 | 1,086.20 | 2,826.10 | 95.5 | OH | Mansfield | |
| McAllen-Edinburg-Mission, TX M.S.A.2 | 3.8 | 41.1 | 47.3 | 205.9 | 2,899.90 | 502.4 | 2,266.10 | 131.4 | TX | McAllen | |
| Medford, OR M.S.A. | 2.3 | 30.9 | 38.9 | 251.7 | 3,842.90 | 495 | 3,089.60 | 258.3 | OR | Medford | |
| Memphis, TN-MS-AR M.S.A. | 11.5 | 52.3 | 259.9 | 714.2 | 3,959.30 | 1,047.30 | 2,644.70 | 267.4 | TN | Memphis | |
| Merced, CA M.S.A. | 10.1 | 29.8 | 96.8 | 484.4 | 2,951.90 | 685.8 | 1,701.60 | 564.5 | CA | Merced | |
| Miami-Fort Lauderdale-West Palm Beach, FL M.S.A. | 6.6 | 30.9 | 156.8 | 315.8 | 3,285.80 | 536.1 | 2,470.00 | 279.7 | FL | Miami | |
| Fort Lauderdale-Pompano Beach-Deerfield Beach, FL M.D. | 4.5 | 31 | 129.6 | 240.5 | 3,029.90 | 537.3 | 2,234.60 | 258 | FL | Fort Lauderdale | |
| Miami-Miami Beach-Kendall, FL M.D. | 8 | 27.8 | 197.5 | 377 | 3,670.50 | 534.9 | 2,811.80 | 323.9 | FL | Miami | |
| West Palm Beach-Boca Raton-Delray Beach, FL M.D. | 6.8 | 36.7 | 115.9 | 299.8 | 2,895.10 | 536.8 | 2,133.60 | 224.6 | FL | West Palm Beach | |
| Michigan City-La Porte, IN M.S.A. | 3.6 | 24.2 | 52.1 | 76.3 | 2,917.40 | 540.6 | 2,217.90 | 158.9 | IN | Michigan City | |
| Midland, MI M.S.A. | 2.4 | 66 | 3.6 | 71.9 | 1,108.00 | 206.2 | 881.3 | 20.4 | MI | Midland | |
| Midland, TX M.S.A. | 5.4 | 28.2 | 47.3 | 241.4 | 2,590.80 | 524.1 | 1,891.70 | 174.9 | TX | Midland | |
| Milwaukee-Waukesha-West Allis, WI M.S.A. | 9.8 | 36.6 | 265.8 | 367.9 | 2,759.00 | 473.4 | 1,746.20 | 539.4 | WI | Milwaukee | |
| Minneapolis-St. Paul-Bloomington, MN-WI M.S.A. | 2.7 | 40.8 | 97.1 | 144.6 | 2,367.50 | 353.6 | 1,842.40 | 171.4 | MN | Minneapolis | |
| Missoula, MT M.S.A. | 3.5 | 82.7 | 26.4 | 312.5 | 3,059.00 | 445.4 | 2,475.40 | 138.2 | MT | Missoula | |
| Mobile, AL M.S.A.5 | 10.6 | 43.9 | 123.4 | 352.8 | 3,670.40 | 828.6 | 2,587.00 | 254.8 | AL | Mobile | |
| Modesto, CA M.S.A. | 7.3 | 30 | 152.5 | 387.5 | 3,692.20 | 725.5 | 2,274.20 | 692.4 | CA | Modesto | |
| Monroe, LA M.S.A.2 | 15.1 | 41.3 | 122.2 | 981.3 | 4,701.90 | 1,179.50 | 3,356.00 | 166.3 | LA | Monroe | |
| Monroe, MI M.S.A. | 2 | 69.6 | 30.1 | 134.6 | 1,692.60 | 447.9 | 1,154.30 | 90.4 | MI | Monroe | |
| Montgomery, AL M.S.A. | 10.5 | 32.3 | 127.9 | 230.1 | 3,426.90 | 928.6 | 2,221.00 | 277.4 | AL | Montgomery | |
| Morgantown, WV M.S.A. | 2.2 | 46.2 | 38.2 | 181 | 1,670.50 | 436.4 | 1,153.30 | 80.8 | WV | Morgantown | |
| Morristown, TN M.S.A. | 2.6 | 31 | 23.3 | 304.9 | 2,571.90 | 478.9 | 1,918.10 | 174.8 | TN | Morristown | |
| Mount Vernon-Anacortes, WA M.S.A. | 2.5 | 29.6 | 41.1 | 104.4 | 3,877.70 | 788.2 | 2,877.50 | 212.1 | WA | Mount Vernon | |
| Muskegon, MI M.S.A. | 4.6 | 86.4 | 66.7 | 257.4 | 3,267.00 | 536.2 | 2,572.50 | 158.2 | MI | Muskegon | |
| Myrtle Beach-Conway-North Myrtle Beach, SC-NC M.S.A. | 14.2 | 62.7 | 75.3 | 237.9 | 3,794.80 | 773.4 | 2,745.70 | 275.7 | SC | Myrtle Beach | |
| Napa, CA M.S.A. | 2.1 | 43.4 | 38.5 | 327.1 | 1,811.20 | 418.8 | 1,227.10 | 165.3 | CA | Napa | |
| Naples-Immokalee-Marco Island, FL M.S.A. | 0.6 | 29.7 | 46.7 | 209.8 | 1,347.70 | 264.9 | 1,007.30 | 75.5 | FL | Naples | |
| Nashville-Davidson"Murfreesboro"Franklin, TN M.S.A. | 5.5 | 48.1 | 128.8 | 430.2 | 2,580.20 | 506.7 | 1,929.50 | 144 | TN | Nashville | |
| New Bern, NC M.S.A. | 5.5 | 12.5 | 32.9 | 134 | 2,029.50 | 600.2 | 1,362.70 | 66.6 | NC | New Bern | |
| New Orleans-Metairie, LA M.S.A. | 16.3 | 47.7 | 168 | 302.5 | 3,030.20 | 532.2 | 2,196.40 | 301.6 | LA | New Orleans | |
| Niles-Benton Harbor, MI M.S.A. | 5.2 | 86.5 | 68.4 | 226 | 1,719.20 | 346.7 | 1,293.10 | 79.4 | MI | Niles | |
| North Port-Sarasota-Bradenton, FL M.S.A. | 4.1 | 40.4 | 64.2 | 307.9 | 2,334.20 | 482.5 | 1,751.40 | 100.2 | FL | Sarasota | |
| Norwich-New London, CT M.S.A. | 4.1 | 39.2 | 69.4 | 211 | 2,040.00 | 297.6 | 1,631.70 | 110.7 | CT | Norwich | |
| Ocala, FL M.S.A. | 2.9 | 33.2 | 57.5 | 269.5 | 2,096.60 | 501.9 | 1,496.40 | 98.3 | FL | Ocala | |
| Ocean City, NJ M.S.A.2 | 1.1 | 22.2 | 53.8 | 153.1 | 3,288.90 | 622.9 | 2,607.90 | 58.1 | NJ | Ocean | |
| Odessa, TX M.S.A. | 7.6 | 55.4 | 126.6 | 880.5 | 4,233.90 | 801.2 | 2,937.70 | 495.1 | TX | Odessa | |
| Ogden-Clearfield, UT M.S.A.2, 3 | 2.3 | 52.1 | 25.5 | 77.6 | 1,682.20 | 145.5 | UT | Ogden | |||
| Oklahoma City, OK M.S.A. | 6.8 | 52.4 | 107.1 | 295.6 | 3,055.90 | 702.3 | 2,048.40 | 305.2 | OK | Oklahoma City | |
| Olympia-Tumwater, WA M.S.A. | 1.1 | 37.4 | 43.7 | 160.3 | 2,902.70 | 648.6 | 2,010.90 | 243.2 | WA | Olympia | |
| Omaha-Council Bluffs, NE-IA M.S.A.2 | 5.5 | 33.2 | 81.9 | 204.9 | 2,668.50 | 360.7 | 1,952.70 | 355.1 | NE | Omaha | |
| Orlando-Kissimmee-Sanford, FL M.S.A. | 5.1 | 49.5 | 110.4 | 364.8 | 3,105.80 | 728.1 | 2,168.40 | 209.2 | FL | Orlando | |
| Oshkosh-Neenah, WI M.S.A. | 2.4 | 17.1 | 24.1 | 134.1 | 1,683.80 | 282.9 | 1,345.00 | 55.9 | WI | Oshkosh | |
| Owensboro, KY M.S.A. | 0 | 37.7 | 44.5 | 53.9 | 2,252.40 | 387.8 | 1,747.30 | 117.3 | KY | Owensboro | |
| Oxnard-Thousand Oaks-Ventura, CA M.S.A. | 2.8 | 24.5 | 79.8 | 148.6 | 2,028.10 | 353.1 | 1,480.60 | 194.3 | CA | Oxnard | |
| Palm Bay-Melbourne-Titusville, FL M.S.A. | 4.3 | 60 | 79.7 | 386.6 | 2,656.10 | 507 | 1,976.80 | 172.3 | FL | Melbourne | |
| Panama City, FL M.S.A. | 5 | 40.8 | 81.6 | 390.9 | 3,606.90 | 659.4 | 2,753.50 | 193.9 | FL | Panama City | |
| Parkersburg-Vienna, WV M.S.A. | 3.3 | 31.6 | 12 | 113.5 | 1,902.80 | 590.3 | 1,211.10 | 101.5 | WV | Parkersburg | |
| Pensacola-Ferry Pass-Brent, FL M.S.A. | 5.8 | 49.1 | 89.3 | 362.4 | 2,941.30 | 630 | 2,158.60 | 152.7 | FL | Pensacola | |
| Peoria, IL M.S.A. | 4.5 | 44.8 | 93.6 | 215.3 | 2,222.70 | 497.1 | 1,653.70 | 72 | IL | Peoria | |
| Philadelphia-Camden-Wilmington, PA-NJ-DE-MD M.S.A.2 | 7.4 | 35.2 | 173.1 | 244.1 | 2,195.80 | 362 | 1,687.90 | 145.9 | PA | Philadelphia | |
| Camden, NJ M.D.2 | 3.6 | 18.2 | 93.9 | 156.3 | 2,022.50 | 426.6 | 1,503.30 | 92.6 | NJ | Camden | |
| Montgomery County-Bucks County-Chester County, PA M.D. | 1.5 | 13.1 | 37 | 76.5 | 1,447.20 | 174.9 | 1,219.60 | 52.7 | PA | Montgomery | |
| Philadelphia, PA M.D. | 14.8 | 66.5 | 351.9 | 427.9 | 2,827.00 | 450.5 | 2,113.20 | 263.4 | PA | Philadelphia | |
| Wilmington, DE-MD-NJ M.D.2 | 8.2 | 32.1 | 152.7 | 309.1 | 2,666.30 | 497.1 | 2,024.80 | 144.4 | DE | Wilmington | |
| Phoenix-Mesa-Scottsdale, AZ M.S.A. | 4.5 | 43 | 103.5 | 237.4 | 2,824.20 | 571.6 | 1,984.20 | 268.4 | AZ | Phoenix | |
| Pine Bluff, AR M.S.A | 12.8 | 53.5 | 116.7 | 560.9 | 3,788.00 | 1,258.80 | 2,298.10 | 231.2 | AR | Pine Bluff | |
| Pittsburgh, PA M.S.A. | 4.7 | 17.6 | 76.4 | 167.6 | 1,782.90 | 321.6 | 1,389.00 | 72.3 | PA | Pittsburgh | |
| Pittsfield, MA M.S.A. | 3.1 | 55.4 | 42.9 | 358.3 | 2,003.60 | 569 | 1,358.90 | 75.7 | MA | Pittsfield | |
| Pocatello, ID M.S.A. | 1.2 | 31.1 | 8.4 | 223.6 | 2,665.50 | 465.2 | 2,052.00 | 148.3 | ID | Pocatello | |
| Portland-South Portland, ME M.S.A. | 0.8 | 24.4 | 35.6 | 73.8 | 1,833.70 | 325.8 | 1,448.00 | 60 | ME | Portland | |
| Port St. Lucie, FL M.S.A. | 3.1 | 28.6 | 54.2 | 200.3 | 1,840.80 | 338.9 | 1,413.50 | 88.3 | FL | Port St Lucie | |
| Prescott, AZ M.S.A. | 4.1 | 25.7 | 12.2 | 252 | 2,036.00 | 359.5 | 1,562.70 | 113.8 | AZ | Prescott | |
| Providence-Warwick, RI-MA M.S.A. | 2.2 | 39.1 | 65.3 | 227.2 | 1,876.80 | 385.3 | 1,364.10 | 127.4 | RI | Providence | |
| Provo-Orem, UT M.S.A. | 0.3 | 25.2 | 7.9 | 38.3 | 1,551.50 | 188.1 | 1,275.40 | 88 | UT | Provo | |
| Pueblo, CO M.S.A. | 8 | 104.9 | 114.7 | 388.2 | 5,190.60 | 1,392.10 | 3,174.80 | 623.7 | CO | Pueblo | |
| Punta Gorda, FL M.S.A. | 0.6 | 18.1 | 17.5 | 166.1 | 1,509.50 | 242.4 | 1,202.90 | 64.1 | FL | ||
| Racine, WI M.S.A. | 2.1 | 18.5 | 90.3 | 121 | 2,048.00 | 512.4 | 1,466.40 | 69.2 | WI | Racine | |
| Rapid City, SD M.S.A. | 6.2 | 104.7 | 50.3 | 314.2 | 2,594.30 | 445.8 | 1,948.70 | 199.8 | SD | Rapid City | |
| Reading, PA M.S.A. | 3.6 | 22.7 | 85.5 | 197.3 | 1,681.60 | 349.5 | 1,231.90 | 100.2 | PA | Reading | |
| Redding, CA M.S.A. | 2.8 | 68.2 | 100.4 | 605.2 | 3,245.50 | 694.5 | 2,096.80 | 454.3 | CA | Redding | |
| Reno, NV M.S.A. | 4.4 | 50.1 | 101.5 | 291.7 | 2,592.30 | 532.8 | 1,749.00 | 310.5 | NV | Reno | |
| Richmond, VA M.S.A. | 7.5 | 25.2 | 77.6 | 126.3 | 2,351.70 | 387.2 | 1,823.20 | 141.3 | VA | Richmond | |
| Riverside-San Bernardino-Ontario, CA M.S.A. | 4.4 | 24.4 | 113.1 | 236.1 | 2,789.30 | 624.3 | 1,654.50 | 510.5 | CA | Riverside | |
| Roanoke, VA M.S.A. | 6.4 | 33.2 | 28.4 | 146 | 2,128.60 | 268.1 | 1,760.20 | 100.4 | VA | Roanoke | |
| Rochester, MN M.S.A. | 0.5 | 29 | 25.7 | 72.4 | 1,514.40 | 307.9 | 1,142.00 | 64.5 | MN | Rochester | |
| Rochester, NY M.S.A. | 3.8 | 44.4 | 82.1 | 150.4 | 2,107.60 | 388.3 | 1,609.40 | 109.9 | NY | Rochester | |
| Rockford, IL M.S.A. | 6.8 | 63 | 170.9 | 578.1 | 2,650.90 | 625.5 | 1,834.10 | 191.2 | IL | Rockford | |
| Rocky Mount, NC M.S.A. | 13.5 | 19.5 | 94.3 | 295.7 | 2,707.60 | 857.4 | 1,750.50 | 99.7 | NC | Rocky Mount | |
| Rome, GA M.S.A. | 11.4 | 38.5 | 77 | 223.6 | 3,253.60 | 649.1 | 2,395.50 | 209.1 | GA | Rome | |
| Sacramento"Roseville"Arden-Arcade, CA M.S.A. | 4.9 | 25.8 | 130.7 | 283.6 | 2,579.80 | 539.8 | 1,663.80 | 376.1 | CA | Sacramento | |
| Saginaw, MI M.S.A. | 4.1 | 83.6 | 71.2 | 445.6 | 1,973.40 | 545.2 | 1,325.10 | 103.2 | MI | Saginaw | |
| Salem, OR M.S.A. | 1.7 | 22.7 | 43 | 173.1 | 2,949.50 | 400.5 | 2,239.40 | 309.5 | OR | Salem | |
| Salinas, CA M.S.A. | 13.8 | 36.8 | 128.1 | 264.5 | 2,193.00 | 416.8 | 1,125.10 | 651.1 | CA | Salinas | |
| Salisbury, MD-DE M.S.A. | 3.3 | 38.9 | 77.5 | 268.8 | 2,870.80 | 657.1 | 2,139.70 | 73.9 | MD | Salisbury | |
| Salt Lake City, UT M.S.A. | 2.6 | 71.6 | 91.5 | 226.5 | 3,574.90 | 565.2 | UT | Salt Lake City | |||
| San Angelo, TX M.S.A. | 3.3 | 67.5 | 25 | 233.4 | 3,750.20 | 731 | 2,784.10 | 235.1 | TX | San Angelo | |
| San Antonio-New Braunfels, TX M.S.A. | 5.4 | 59 | 94.2 | 278.3 | 3,952.60 | 657.4 | 2,982.90 | 312.4 | TX | San Antonio | |
| San Diego-Carlsbad, CA M.S.A. | 2.5 | 33.3 | 84.9 | 211.1 | 1,922.10 | 325.4 | 1,296.60 | 300 | CA | San Diego | |
| San Francisco-Oakland-Hayward, CA M.S.A. | 5.3 | 30.9 | 235.2 | 213.5 | 3,600.50 | 517.6 | 2,451.30 | 631.7 | CA | San Francisco | |
| Oakland-Hayward-Berkeley, CA M.D. | 6.4 | 29.5 | 239.7 | 215.5 | 3,361.80 | 523.4 | 2,119.90 | 718.6 | CA | Oakland | |
| San Francisco-Redwood City-South San Francisco, CA M.D. | 4.1 | 34.7 | 256.4 | 225.5 | 4,259.60 | 524.4 | 3,190.40 | 544.9 | CA | San Francisco | |
| San Rafael, CA M.D. | 2.3 | 21.7 | 56.4 | 116.9 | 2,013.50 | 414.1 | 1,342.40 | 257.1 | CA | San Rafael | |
| San Jose-Sunnyvale-Santa Clara, CA M.S.A. | 2.3 | 29.6 | 80.1 | 139.6 | 2,316.70 | 438.9 | 1,406.30 | 471.4 | CA | San Jose | |
| San Luis Obispo-Paso Robles-Arroyo Grande, CA M.S.A. | 1.1 | 29.2 | 27.4 | 345.7 | 2,413.30 | 480.8 | 1,744.40 | 188.1 | CA | San Luis Obispo | |
| Santa Cruz-Watsonville, CA M.S.A. | 2.2 | 43.1 | 101.9 | 280.5 | 3,390.60 | 534.4 | 2,431.00 | 425.2 | CA | Santa Cruz | |
| Santa Maria-Santa Barbara, CA M.S.A. | 4 | 43.6 | 64.1 | 210.4 | 2,105.00 | 411.5 | 1,455.90 | 237.6 | CA | Santa Maria | |
| Santa Rosa, CA M.S.A. | 1.8 | 50.8 | 59.5 | 264.6 | 1,973.50 | 347.3 | 1,421.50 | 204.6 | CA | Santa Rosa | |
| Savannah, GA M.S.A. | 15 | 22.4 | 157.8 | 205.2 | 3,313.80 | 684.2 | 2,283.90 | 345.7 | GA | Savannah | |
| Seattle-Tacoma-Bellevue, WA M.S.A.2 | 3 | 31.6 | 103.8 | 185.7 | 3,852.20 | 768.1 | 2,614.90 | 469.1 | WA | Seattle | |
| Seattle-Bellevue-Everett, WA M.D.2 | 2.7 | 27.8 | 101.1 | 158.4 | 3,865.40 | 732.3 | 2,671.50 | 461.7 | WA | Seattle | |
| Tacoma-Lakewood, WA M.D. | 4 | 44.4 | 113.1 | 279.5 | 3,806.70 | 891.1 | 2,420.80 | 494.8 | WA | Tacoma | |
| Sebastian-Vero Beach, FL M.S.A. | 1.4 | 24.5 | 27.2 | 212.6 | 2,411.00 | 480.3 | 1,828.80 | 101.9 | FL | San Sebastian | |
| Sebring, FL M.S.A. | 5.1 | 38.5 | 56.8 | 241.3 | 2,739.40 | 633.6 | 1,994.20 | 111.5 | FL | ||
| Sheboygan, WI M.S.A. | 2.6 | 26 | 16.5 | 129.4 | 1,569.70 | 159.7 | 1,363.90 | 46 | WI | ||
| Sherman-Denison, TX M.S.A. | 6.4 | 58.7 | 49.8 | 212.2 | 2,123.40 | 496.7 | 1,434.60 | <
