"This dataset is taken from the Places Rated Almanac, by Richard Boyer and David Savageau, copyrighted and published by Rand McNally. This book order (SBN) number is 0-528-88008-X, and it retails for $14.95 . The data are reproduced by kind permission of the publisher, and with the request that the copyright notice of Rand McNally, and the names of the authors appear in any paper or presentation using these data. The nine rating criteria used by Places Rated Almanac are: Climate & Terrain Housing Health Care & Environment Crime Transportation Education The Arts Recreation Economics For all but two of the above criteria, the higher the score, the better. For Housing and Crime, the lower the score the better. The scores are computed using the following component statistics for each criterion (see the Places Rated Almanac for details): Climate & Terrain: very hot and very cold months, seasonal temperature variation, heating- and cooling-degree days, freezing days, zero-degree days, ninety-degree days. Housing: utility bills, property taxes, mortgage payments. Health Care & Environment: per capita physicians, teaching hospitals, medical schools, cardiac rehabilitation centers, comprehensive cancer treatment centers, hospices, insurance/hospitalization costs index, flouridation of drinking water, air pollution. Crime: violent crime rate, property crime rate. Transportation: daily commute, public transportation, Interstate highways, air service, passenger rail service. Education: pupil/teacher ratio in the public K-12 system, effort index in K-12, accademic options in higher education. The Arts: museums, fine arts and public radio stations, public television stations, universities offering a degree or degrees in the arts, symphony orchestras, theatres, opera companies, dance companies, public libraries. Recreation: good restaurants, public golf courses, certified lanes for tenpin bowling, movie theatres, zoos, aquariums, family theme parks, sanctioned automobile race tracks, pari-mutuel betting attractions, major- and minor- league professional sports teams, NCAA Division I football and basketball teams, miles of ocean or Great Lakes coastline, inland water, national forests, national parks, or national wildlife refuges, Consolidated Metropolitan Statistical Area access. Economics: average household income adjusted for taxes and living costs, income growth, job growth. The data are recorded in two ASCII files, PLACES.DAT, and PLACES.KEY . The first file contains 329 observations, 9 columns plus an index column. The index stands for the location. PLACES.KEY gives the index in the first column and the associated name of the place in the second column. All data analysis can be done with numeric variables and the index, as read in from PLACES.DAT . Alternatively, the numerical key can be replaced by the alphabetic name, as given by PLACES.KEY . Information about the dataset CLASSTYPE: numeric CLASSINDEX: none specific " "0" "places" "Abilene_TX" "Akron_OH" "Albany_GA" "Albany-Schenectady-Troy_NY" "Albuquerque_NM" "Alexandria_LA" "Allentown_Bethlehem_PA-NJ" "Alton_Granite_City_IL" "Altoona_PA" "Amarillo_TX" "Anaheim-Santa_Ana_CA" "Anchorage_AK" "Anderson_IN" "Anderson_SC" "Ann_Arbor_MI" "Anniston_AL" "Appleton-Oshkosh-Neenah_WI" "Asheville_NC" "Athens_GA" "Atlanta_GA" "Atlantic_City_NJ" "Augusta_GA-SC" "Aurora-Elgin_IL" "Austin_TX" "Bakersfield_CA" "Baltimore_MD" "Bangor_ME" "Baton_Rouge_LA" "Battle_Creek_MI" "Beaumont-Port_Arthur_TX" "Beaver_County_PA" "Bellingham_WA" "Benton_Harbor_MI" "Bergen-Passaic_NJ" "Billings_MT" "Biloxi-Gulfport_MS" "Binghampton_NY" "Birmingham_AL" "Bismarck_ND" "Bloomington_IN" "Bloomington-Normal_IL" "Boise_City_ID" "Boston_MA" "Boulder-Longmont_CO" "Bradenton_FL" "Brazoria_TX" "Bremerton_WA" "Bridgeport-Milford_CT" "Bristol_CT" "Brockton_MA" "Brownsville-Harlington_TX" "Bryan-College_Station_TX" "Buffalo_NY" "Burlington_NC" "Burlington_VT" "Canton_OH" "Casper_WY" "Cedar_Rapids_IA" "Champaign-Urbana-Rantoul_IL" "Charleston_SC" "Charleston_WV" "Charlotte-Gastonia-Rock_Hill_NC-SC" "Charlottesville_VA" "Chattanooga_TN-GA" "Chicago_IL" "Chico_CA" "Cincinnati_OH-KY-IN" "Clarksville-Hopkinsville_TN-KY" "Cleveland_OH" "Colorado_Springs_CO" "Columbia_MO" "Columbia_SC" "Columbus_GA-AL" "Columbus_OH" "Corpus_Christi_TX" "Cumberland_MD-WV" "Dallas_TX" "Danbury_CT" "Danville_VA" "Davenport-Rock_Island-Moline_IA-IL" "Dayton-Springfield_OH" "Daytona_Beach_FL" "Decatur_IL" "Denver_CO" "Des_Moines_IA" "Detroit_MI" "Dothgan_AL" "Dubuque_IA" "Duluth_MN-WI" "East_St._Louis-Belleville_IL" "Eau_Claire_WI" "El_Paso_TX" "Elkhart-Goshen_IN" "Elmira_NY" "Enid_OK" "Erie_PA" "Eugene-Springfield_OR" "Evansville_IN-KY" "Fall_River_MA-RI" "Fargo-Moorhead_ND-MN" "Fayetteville_NC" "Fayettteville-Sprindale_AR" "Fitchburg-Leominster_MA" "Flint_MI" "Florence_AL" "Florence_SC" "Fort_Collins-Lover=land_CO" "Fort_Lauderdale-Hollywood-Pompano_Beach_FL" "Fort_Myers_FL" "Fort_Pierce_FL" "Fort_Smith_AR-OK" "Fort_Walton_Beach_FL" "Fort_Wayne_IN" "Forth-Arlington_TX" "Fresno_CA" "Gadsden_AL" "Gainesville_FL" "Galveston-Texas_City_TX" "Gary-Hammond_IN" "Glens_Falls_NY" "Grand_Forks_ND" "Grand_Rapids_MI" "Great_Falls_MT" "Greeley_CO" "Green_Bay_WI" "Greensboro-Winston-Salem-High_Point_NC" "Greenville-Spartanburg_SC" "Hagerstown_MD" "Hamilton-Middletown_OH" "Harrisburg-Lebanon-Carlisle_PA" "Hartford_CT" "Hickory_NC" "Honolulu_HI" "Houma-Thibodaux_LA" "Houston_TX" "Huntington-Ashland_WV-KY-OH" "Huntsville_AL" "Indianapolis_IN" "Iowa_City_IA" "Jackson_MI" "Jackson_MS" "Jacksonville_FL" "Jacksonville_NC" "Janesville-Beloit_WI" "Jersey_City_NJ" "Johnson_City-Kingsport-Bristol_TN-VA" "Johnstown_PA" "Joliet_IL" "Joplin_MO" "Kalamazoo_MI" "Kankakee_IL" "Kansas_City_KS" "Kansas_City_MO" "Kenosha_WI" "Kileen-Temple_TX" "Knoxville_TN" "Kokomo_IN" "La_Crosse_WI" "Lafayette_IN" "Lafayette_LA" "Lake_Charles_LA" "Lake_County_IL" "Lakeland-Winter_Haven_FL" "Lancaster_PA" "Lansing-East_Lansing_MI" "Laredo_TX" "Las_Cruces_NM" "Las_Vegas_NV" "Lawrence_KS" "Lawrence-Haverhill_MA-NH" "Lawton_OK" "Lewiston-Auburn_ME" "Lexington-Fayette_KY" "Lima_OH" "Lincoln_NE" "Little_Rock_North_Little_Rock_AR" "Longview-Marshall_TX" "Lorain-Elyria_OH" "Los_Angeles_Long_Beach_CA" "Louisville_KY-IN" "Lowell_MA-NH" "Lubbock_TX" "Lynchburg_VA" "Macon_Warner_Robbins_GA" "Madison_WI" "Manchester_NH" "Mansfield_OH" "McAllen-Edinburg-Mission_TX" "Medford_OR" "Melbourne-Titusville-Palm_Bay_FL" "Memphis_TN-AR-MS" "Miami-Hialeah_FL" "Middlesex-Somerset_Hunterdon_NJ" "Middletown_CT" "Midland_TX" "Milwaukee_WI" "Minneapolis-St._Paul_MN-WI" "Mobile_AL" "Modesto_CA" "Monmouth-Ocean_NJ" "Monroe_LA" "Montgomery_AL" "Muncie_IN" "Muskegon_MI" "Nashua_NH" "Nashville_TN" "Nassua-Suffolk_NY" "New_Bedsford_MA" "New_Britain_CT" "New_Haven-Meriden_CT" "New_London-Norwich_CT-RI" "New_Orleans_LA" "New_York_NY" "Newark_NJ" "Niagara_Falls_NY" "Norfolk-Virginia_Beach-Newport_News_VA" "Norwalk_CT" "Oakland_CA" "Ocala_FL" "Odessa_TX" "Oklahoma_City_OK" "Olympia_WA" "Omaha_NE-IA" "Orange_County_NY" "Orlando_FL" "Owensboro_KY" "Oxnard-Ventura_CA" "Panama_City_FL" "Parkerburg-Marietta_WV-OH" "Pascagoula_MS" "Pawtucket-Woonsocket-Attleboro_RI-MA" "Pensacola_FL" "Peoria_IL" "Philadelphia_PA-NJ" "Phoenix_AZ" "Pine_Bluff_AR" "Pittsburgh_PA" "Pittsfield_MA" "Portland_ME" "Portland_OR" "Portsmouth-Dover-Rochester_NH-ME" "Poughkeepsie_NY" "Providence_RI" "Provo-Orem_UT" "Pueblo_CO" "Racine_WI" "Raleigh-Durham_NC" "Reading_PA" "Redding_CA" "Reno_NV" "Richland-Kinnewick-Pasco_WA" "Richmond-Petersburg_VA" "Riverside-San_Bernardino_CA" "Roanoke_VA" "Rochester_MN" "Rochester_NY" "Rockford_IL" "Sacramento_CA" "Saginaw-Bay_City-Midland_MI" "St._Cloud_MN" "St._Joseph_MO" "St._Louis_MO-IL" "Salem_OR" "Salem-Glouster_MA" "Salinas-Seaside-Monterey_CA" "Salt_Lake_City-Ogden_UT" "San_Angelo_TX" "San_Antonio_TX" "San_Diego_CA" "San_Francisco_CA" "San_Jose_CA" "Santa_Barbara-Santa_Maria-Lompoc_CA" "Santa_Cruz_CA" "Santa_Rosa-Petaluma_CA" "Sarasota_FL" "Savannah_GA" "Scranton-Wilkes_Barre_PA" "Seattle_WA" "Sharon_PA" "Sheboygan_WI" "Sherman-Denison_TX" "Shreveport_LA" "Sioux_City_IA-NE" "Sioux_Falls_SD" "South_Bend-Mishawaka_IN" "Spokane_WA" "Springfield_IL" "Springfield_MA" "Springfield_MO" "Stamford_CT" "State_College_PA" "Steubenville-Weirton_OH-WV" "Stockton_CA" "Syracuse_NY" "Tacoma_WA" "Tallahassee_FL" "Tampa-St._Petersburg-Clearwater_FL" "Terre_Haute_IN" "Texarkana_TX-Texarkana_AR" "Toledo_OH" "Topeka_KS" "Trenton_NJ" "Tuscon_AZ" "Tulsa_OK" "Tuscaloosa_AL" "Tyler_TX" "Utica-Rome_NY" "Vallejo-Fairfield-Napa_CA" "Vancouver_WA" "Victoria_TX" "Vineland-Millville-Bridgeton_NJ" "Visalia-Tulare-Porterville_CA" "Waco_TX" "Washington_DC-MD-VA" "Materbury_CT" "Waterloo-Cedar_Falls_IA" "Wausau_WI" "West_Palm_Beach-Boca_Raton-Delray_Beach_FL" "Wheeling_WV-OH" "Wichita_KS" "Wichita_Falls_TX" "Williamsport_PA" "Wilmington_DE-NJ-MD" "Wilmington_NC" "Worcester_MA" "Yakima_WA" "York_PA" "Youngstown-Warren_OH" "Yuba_City_CA" 521 575 468 476 659 520 559 537 561 609 885 195 530 591 546 560 396 694 601 696 615 534 474 435 560 567 451 427 527 423 586 772 566 559 452 584 550 612 149 558 487 592 623 459 440 423 808 648 516 575 440 383 571 637 383 575 401 434 525 569 627 644 618 576 514 603 584 544 579 526 541 526 517 558 362 591 544 569 545 440 544 561 480 521 444 536 336 419 193 537 257 592 521 467 461 605 741 550 643 148 561 549 507 540 546 552 490 572 342 602 482 536 509 528 559 526 402 727 483 476 105 513 410 490 367 626 655 568 542 556 516 623 717 427 424 636 600 557 434 518 412 457 564 466 601 663 547 479 580 527 483 549 549 496 365 670 512 352 494 429 469 514 307 559 480 424 552 556 513 548 479 490 635 522 398 497 500 579 885 616 526 604 642 447 378 404 558 238 611 582 514 634 559 593 603 460 293 442 639 615 455 483 530 580 538 600 656 643 516 583 583 498 638 601 554 632 648 910 333 603 554 726 440 509 457 524 890 536 617 584 586 536 491 630 536 463 586 482 483 768 469 488 586 500 497 496 647 614 664 535 664 585 615 652 308 536 466 576 515 195 475 537 716 644 843 541 488 398 903 910 850 855 843 732 391 542 575 808 570 442 524 508 385 276 545 574 524 453 544 648 575 542 625 548 808 404 440 557 467 518 501 636 589 530 470 500 548 821 768 336 615 543 412 631 569 347 308 509 542 494 456 558 597 564 562 535 540 570 608 6200 8138 7339 7908 8393 5819 8288 6487 6191 6546 16047 12175 5704 5725 11014 5530 7877 6722 6691 8316 11074 6292 10384 8831 8068 9148 7277 8083 6342 6288 7866 8329 6761 14607 8315 6458 8257 6811 8365 7056 8654 8221 11609 11914 8242 8394 9060 13429 10041 8263 5376 8228 8064 6179 9673 7332 9839 7774 8627 7402 7789 7169 9531 6189 10913 8587 8143 6007 9168 8509 7702 7519 5817 8093 6929 6054 9318 14420 5709 8083 7635 7203 7395 10789 8028 8525 5708 7993 6040 6501 7078 7343 6573 7078 6829 7715 9370 6743 9017 8168 6274 6686 8252 7204 5962 6508 9951 10810 9298 8842 5784 7554 6733 7956 9291 5382 7388 7767 7641 7120 7898 7780 7143 8218 8401 7064 6336 7763 8227 7891 11652 6760 17021 7094 9760 6632 6283 7012 9429 6794 7245 6626 6111 7447 8810 6119 6524 9327 5159 7919 7230 8126 7076 8516 6463 6692 6616 8310 7778 8572 6921 13282 6680 8631 7907 6152 6962 9906 7497 10414 5850 6876 8340 6986 8256 7270 6608 8309 13868 6812 9640 6990 6934 6235 9897 9860 6881 5345 9008 8721 7015 10267 12135 11652 8672 10176 9559 6704 8630 11660 6190 6754 5800 6391 10757 7800 11138 8087 10509 11460 10218 8515 13358 14220 7686 8568 20151 13135 6750 6689 7186 8263 7128 10173 8196 6760 14000 6373 6657 6248 9462 6479 8388 8310 8921 5674 8099 7807 8100 9912 9966 9981 9274 9321 6637 8943 8230 7614 8584 12449 8461 8343 9754 7476 9193 8609 7584 9855 7368 7235 5589 7605 8378 11622 13838 9466 6321 6898 14465 17158 16048 15547 14303 12931 9560 6896 6697 10183 6697 8121 5722 6534 6528 7983 5938 6927 7882 8039 6343 23640 8405 6578 8474 7670 7770 8029 7442 5527 5717 7767 7110 10616 8548 7498 6464 7298 6744 10503 9015 7143 7295 7778 6106 13724 10024 7881 7642 10512 6576 7061 6404 7284 7927 6858 8715 6440 8371 7021 7875 237 1656 618 1431 1853 640 621 965 432 669 2025 601 580 820 2508 598 833 1204 605 3195 637 1798 1203 782 420 3562 780 342 900 616 861 240 570 2661 479 441 1007 1692 804 731 815 453 5301 962 333 438 310 2550 975 916 91 640 2465 994 1809 443 345 837 672 1463 708 999 1348 564 5766 243 2138 446 3167 721 1951 1421 833 1837 458 760 2825 2350 593 1113 2253 723 732 2533 1256 4142 593 640 1159 444 798 528 596 562 626 529 539 783 900 920 872 594 655 724 607 818 731 1252 546 527 466 484 1060 1038 369 622 1731 1437 1364 43 1109 1274 667 706 916 1694 1260 818 1135 2087 2521 1006 1298 583 2467 875 685 2243 2437 679 1792 1181 740 700 1759 1152 731 1058 500 1043 609 1711 1939 1067 398 960 596 686 655 548 314 1237 323 1111 1371 465 588 412 621 1202 477 759 1860 741 775 1861 509 1105 5153 2111 1083 900 732 593 2168 737 303 372 256 517 2043 2314 2589 884 97 3053 3934 1469 347 2482 331 832 949 699 853 1850 3919 519 1245 2068 556 2586 7850 4106 507 1932 2530 2362 489 384 1623 338 2559 1574 765 812 1106 201 665 593 1117 563 1184 5158 1584 617 3413 694 834 1590 596 355 2467 198 468 931 3476 1154 274 615 300 2448 2201 1036 2966 1969 969 1027 1022 603 223 2850 749 1232 352 1631 236 1337 2416 3726 2117 532 1035 1052 801 1084 1219 2715 700 593 394 1445 846 1041 830 497 1877 710 577 2610 612 505 342 1040 539 370 1189 453 343 1738 1148 1372 1259 1581 674 672 391 1079 517 260 807 210 538 4361 1218 925 818 375 791 806 549 860 1445 1099 1805 317 713 1097 212 923 886 970 610 1483 727 514 706 399 1073 983 1223 878 975 1067 1125 525 566 933 1308 1878 872 821 1049 1561 1730 651 1565 1031 1313 310 825 1190 857 810 810 415 1123 413 657 673 880 1215 1088 1093 768 651 943 545 1336 974 1016 971 707 494 650 989 714 1022 1495 721 1273 756 946 1034 947 978 736 1138 1086 1065 1524 820 1092 1335 337 1529 548 379 834 1151 1347 897 1365 1044 1587 930 571 488 1096 433 1323 524 582 845 635 874 864 861 503 1150 545 655 1671 516 1334 744 1536 787 1422 663 544 710 1348 1483 749 1658 1213 996 568 401 952 792 994 583 967 1185 627 892 629 1279 765 891 400 1499 665 924 1000 830 1021 1091 1211 967 858 1434 424 353 837 628 1120 976 1142 1468 911 733 622 413 676 465 1030 1093 822 1373 413 894 1050 1457 1913 1018 909 1156 764 1055 855 789 1328 976 609 1960 937 819 1608 643 783 779 633 1072 836 728 1039 1488 2459 691 646 1166 826 906 1511 1154 819 957 815 783 1537 452 984 566 1012 903 893 633 1604 2498 1461 775 997 625 1533 1327 1698 1297 752 1008 804 1671 568 791 1344 488 591 744 1472 921 1059 1268 1169 687 638 823 1504 475 633 998 485 1181 1055 981 522 892 1116 779 1076 1475 784 437 894 1156 1363 1068 343 969 1306 1014 490 1107 969 1032 1197 1099 1619 1065 1026 964 912 939 1614 372 1170 384 450 1035 1197 759 556 1038 869 1225 1212 892 835 540 418 1395 689 1162 1161 1493 630 822 998 999 1181 1400 1080 1014 955 400 964 752 1092 1135 1132 1166 1317 789 700 442 1783 308 1164 1179 464 1115 1423 680 1106 440 938 1179 4031 4883 2531 6883 6558 2444 2881 4975 4246 4902 3954 5091 2865 2707 3433 3051 3298 5086 1866 8409 3556 2523 3943 3670 3725 7405 5613 3329 4652 2782 2960 3776 2989 3511 6285 2516 4529 5177 4303 1746 5889 6575 6801 7108 3805 2391 1670 3197 4495 3810 3119 2530 5384 1910 7146 4279 4410 5270 7447 4207 5470 6099 6041 3401 7742 4067 5748 2226 7333 3389 3893 5859 2995 4364 3626 3709 6213 2715 3161 3907 4775 4117 3867 8145 5521 4808 2232 3668 5205 6539 3197 3705 4168 3324 2312 5754 5293 3496 4602 6325 4402 3581 2244 4912 1454 4963 2637 4186 4583 2143 3092 2886 5416 4472 4388 2174 3527 3423 5855 2241 5587 3454 3747 1641 3793 4453 3950 3431 3338 6164 7120 2703 5911 1145 4626 4001 2661 5804 2770 4800 4917 5611 1780 3092 4982 2532 4343 4645 2335 5419 3444 5006 5869 4473 2862 4273 1817 6096 4956 5268 3549 3422 3412 3908 5557 3322 2989 5900 2931 3575 2366 2941 4080 4084 5618 4186 2680 3629 4345 5420 3820 4158 4909 3144 6084 4595 2876 2117 3512 2560 6247 5202 4198 4636 5310 4945 5606 3345 2000 2690 3606 3509 4325 3353 3320 5030 2119 3219 4900 5938 4505 4579 8625 3514 5561 3215 3536 6430 3798 1944 4459 4083 5806 3299 5887 2273 2238 2778 4399 1750 4738 2918 2967 5903 4729 1671 5616 3759 5185 5947 2321 4166 5474 4546 3501 3558 6544 3120 5727 6767 4714 6680 3141 3872 4399 5165 2987 5097 3186 4565 2689 7119 4732 3459 4160 6228 2938 5387 5489 8299 5224 5662 5010 3313 3742 5958 3683 6634 2017 3458 1922 4401 4316 6271 5634 5534 6172 6159 3828 3110 2740 1532 4427 6951 4730 5530 5588 3550 2537 5323 5348 4786 4397 3758 4723 3460 4592 4153 3817 2407 4133 3094 3018 8236 2434 3351 3496 5201 2450 3933 2793 3097 4532 2904 3643 3731 2267 3374 2768 2757 2438 2560 3399 3026 2972 3144 2945 2778 2852 2843 2414 2469 2772 3346 2189 2844 2990 2646 3057 2929 2915 2208 3063 2564 3471 2934 2635 2483 2745 2535 2778 2545 3653 3008 2592 3052 2851 2686 2873 2854 2391 3479 2587 2712 2718 2544 3029 2628 2729 2413 2973 3121 2519 3323 2754 2453 2619 3147 3164 2894 3031 3489 2415 3486 3126 2918 2654 2972 2754 2377 2908 2665 2928 2840 3363 3269 3029 2943 2901 2772 2612 2683 3145 2613 3064 2230 2701 2619 2630 2960 2479 2537 3000 2764 2641 3118 2797 2439 2506 3051 2334 2799 2511 2427 3109 2413 2734 2729 3154 2927 2809 2772 2627 2407 2299 3094 2809 2526 2674 2721 2705 2737 2854 2622 3090 3236 2990 2747 3224 3628 2726 2502 1995 3271 2525 2257 2690 2842 2654 3130 3048 2646 2532 2574 2925 2691 2868 2871 2896 2855 3028 2949 2918 3167 2761 2904 3027 2945 2305 2336 2607 2998 3097 2891 2827 2736 2241 2700 2479 2375 2694 2861 2629 2878 2581 2816 2582 3195 3028 2479 2545 2803 2651 3047 2728 2871 2644 2797 2814 2804 2879 3539 3128 2416 3044 3013 2779 2616 2787 2453 2388 2965 2630 2728 2763 3234 2439 3128 3495 3244 2995 2984 3362 2538 3014 3029 2646 2864 2721 2908 2625 3069 2754 2976 2491 2155 2500 2503 1701 3058 2914 2452 3781 2942 2554 3544 3264 2973 3343 3026 2898 3558 2618 2653 2732 3455 3028 2471 2529 1728 2940 2596 2723 2134 3582 2680 2793 2772 2502 2927 3530 3278 2729 2439 2340 2707 2938 2794 3371 2709 2719 2611 2722 2626 2456 3230 2710 3022 2557 2652 2858 2673 2651 2874 2774 3078 3525 2709 3029 3169 2672 2155 3144 2546 2790 3044 3012 2899 2852 2795 3311 2685 2628 2390 3283 2970 2498 2332 2696 2747 2128 2867 3635 2995 2889 2749 3224 3002 2981 2747 2906 3112 2876 3299 2491 2903 2920 2387 996 5564 237 4655 4496 334 2333 1487 256 1235 5632 2346 430 169 7559 268 1166 1391 3546 7559 621 1047 3857 5355 1222 9788 1995 4237 354 1795 1284 1302 79 9304 778 679 1599 3958 1211 2152 1470 2385 21042 3663 154 1506 382 8368 514 2001 162 2002 8567 131 1741 989 303 904 2203 2993 2605 4313 1422 2483 24846 1647 9688 111 12679 1749 2882 2489 1861 6648 1992 373 10438 7415 85 1017 6935 809 298 8477 1857 10389 117 340 2377 904 1807 3800 353 1048 215 2032 2631 1876 749 2111 844 1915 270 2163 1021 628 1609 2027 380 368 145 87 2846 6466 3596 153 3335 1756 4115 603 1921 3255 401 1254 2547 4188 2569 825 2316 3083 3616 188 7168 725 11073 2195 1921 6348 2255 323 3209 2162 567 1092 7420 1925 666 3177 80 2071 75 1167 5553 3844 920 3309 285 1466 2235 1772 1456 3746 309 1015 4206 150 2804 1586 3150 2111 1280 736 3596 1352 4523 2180 334 2565 23567 4916 3057 3402 1079 1435 5123 475 554 1231 1856 437 4486 4837 8058 730 438 8766 11714 1764 631 7563 1528 1374 2498 529 2122 4342 8640 766 1360 7852 1164 7978 56745 14224 966 7087 7273 6162 266 259 4843 708 3787 6987 2681 804 2769 755 91 155 480 1954 2294 17270 4573 373 11069 228 2351 5160 165 785 6152 1985 1307 1171 5730 1108 845 2210 529 5697 5327 1263 769 6956 1026 4483 1708 1871 879 8896 691 3276 1004 5528 1301 4295 8818 14226 6446 2684 3748 3457 817 2262 1832 9577 52 268 68 2826 1393 465 2672 2988 1983 3466 1634 7865 1271 147 1579 5080 4297 2181 5040 1226 63 4389 1632 5029 4889 4248 1432 404 858 2962 1557 87 2097 511 1141 21701 318 3000 761 2888 422 2987 599 196 4545 1077 1784 996 1022 2797 122 1405 2632 859 1617 2612 1018 1117 1280 1210 1109 3156 3000 838 613 2288 1165 2315 1542 1001 1362 2711 913 1800 1063 1568 2925 2148 1413 1648 1813 1480 3200 1477 1918 2046 2106 1722 1234 1630 1990 1605 1672 3066 4012 1349 1512 1973 1913 777 1217 3000 1413 2441 701 3357 1157 1435 1501 1700 2561 844 1236 1704 1238 2856 1543 2451 2219 3300 2375 1331 1484 1214 2020 2037 1036 2310 1572 501 1920 1122 3967 1222 2324 1802 2483 714 1587 3107 1610 1397 1101 1023 1600 1200 1340 3400 1622 2005 1414 709 1695 790 1355 994 800 4200 2455 4005 2058 1736 2092 1711 2366 2984 300 1237 3000 1940 1883 1304 1909 2176 739 1925 1651 1410 1491 1604 1532 1790 797 3703 2700 1825 840 1075 1906 1506 1933 1427 2884 1177 1615 1001 2155 903 1636 801 2163 1119 1045 2043 2224 931 2514 1000 1953 1814 1734 1855 2435 2513 1147 1609 702 1609 3996 1752 1879 1757 1853 1403 1428 1804 1462 834 1602 3948 1942 1129 1702 1439 1204 1944 837 1133 1059 1416 3800 1994 4300 1596 1682 1502 2902 2158 2164 833 3544 1541 1112 1428 2666 1523 1849 3705 1450 1217 1604 2281 3500 3579 1818 1873 2964 2268 2394 3095 900 1742 1451 1977 1866 2881 852 2135 2089 1148 1956 1513 2160 1688 1979 2472 793 2145 1420 3366 2532 1390 1670 2263 3300 1619 2016 1606 1549 2424 2386 1204 1943 1918 2036 1503 2659 933 2306 2059 1572 1265 2243 1873 2234 3179 3900 1136 1509 3347 4600 1964 3300 1703 2255 2535 2237 1386 4800 1100 1316 937 1389 1359 1324 1819 1517 1536 1514 1737 1729 1200 1460 1630 2851 4000 1936 2943 1401 669 1952 1141 1646 3131 2024 1090 631 1750 1559 1464 1410 1474 2800 1248 1578 946 1900 1654 3772 1271 1508 1126 726 1923 2668 910 2140 842 1327 918 7633 4350 5250 5864 5727 5254 5097 5795 4230 6241 6220 7668 3370 4262 4579 4730 5275 5196 5193 6315 8107 5431 5097 7439 6056 5503 5172 6308 4008 6019 3119 4247 3635 6016 5913 5801 5614 4843 6019 4829 5863 4633 6363 7127 7437 6020 5671 7197 6527 6900 4968 8040 5047 5680 6726 4847 6303 5009 5485 5153 5257 5671 6055 4487 5205 5307 5270 4880 4879 7699 5147 5279 4812 5165 6690 4741 7710 7060 4491 4997 4532 6592 4274 7164 5346 3904 5453 3949 3922 6113 5348 5080 4214 4813 8268 4299 3045 5206 4884 5594 5255 4631 5098 3724 4492 4842 6631 7136 7166 7973 4849 6342 4195 6862 5746 4220 5739 6026 3826 5166 5646 4848 4697 5443 5650 5204 5012 4477 4618 5322 6307 4728 5187 6662 7464 4383 6412 5082 5165 3822 5186 6139 6386 4371 4889 4903 4181 4631 5324 4794 5579 6166 4865 5176 6331 5537 3429 5648 4333 9702 5872 5755 5594 5120 4747 5264 5341 6035 4573 6527 6105 4444 6245 4313 4908 5273 6898 3301 5316 5402 6651 5923 4926 5659 5448 7101 4386 5739 3692 7089 5160 5840 6324 6307 9980 4982 5843 4565 5107 6154 5537 4892 3980 3708 6962 5938 7371 4937 6470 5478 6672 6453 5338 5690 4463 5866 6432 5457 7060 7565 8119 4912 5853 5822 7413 6062 5514 6083 5187 4491 5154 6029 4073 5638 6415 4247 5261 5483 6186 4535 8367 6746 5154 3459 4646 4415 6405 5587 4459 5677 5326 5870 4923 5287 6099 6304 4592 5309 3709 5488 5991 5800 3835 6309 5656 4942 7720 6873 5489 6063 7270 5821 5335 5703 7715 5591 4907 5901 4055 4765 6213 6585 4648 5204 5056 4722 5384 5289 5932 6158 4677 3744 5672 4474 4887 6021 7256 4353 4772 4534 5464 5772 6147 7115 4900 7327 5226 5819 4571 7599 5023 5563 6259 6072 5656 4407 4300 7992 4740 6036 6805 3288 6174 5390 5040 4986 4946 3894 4694 "Climate_and_Terrain" "Housing" "Health_Care_and_Environment" "Crime" "Transportation" "Education" "The_Arts" "Recreation" "Economics" "Place" "int0" "Place" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" 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A,Victoria_TX,Vineland-Millville-Bridgeton_NJ,Visalia-Tulare-Porterville_CA,Waco_TX,Washington_DC-MD-VA,Waterloo-Cedar_Falls_IA,Wausau_WI,West_Palm_Beach-Boca_Raton-Delray_Beach_FL,Wheeling_WV-OH,Wichita_Falls_TX,Wichita_KS,Williamsport_PA,Wilmington_DE-NJ-MD,Wilmington_NC,Worcester_MA,Yakima_WA,York_PA,Youngstown-Warren_OH,Yuba_City_CA"