Skip to content

Instantly share code, notes, and snippets.

@arm5077
Created Mar 24, 2016
Embed
What would you like to do?
De-industrialization-based model for Donald Trump in Ohio and Michigan

Sources: Ohio Secretary of State, Michigane Secretary of State, Quarterly Census of Employment and Wages, American Community Survey 2014 5-year Note: Due to a data error from QCEW (a bunch of unexpectedly zeroed-out fields), Morgan County, OH, is not included. QCEW manufacturing definitions changed from the SIC system to NAICS for data after 2000; I'm told by QCEW that this shouldn't be noticable at the aggregate manufacturing level when comparing SIC and NAICS data.

area_fips state name clinton_raw sanders_raw clinton_percent sanders_percent bush_raw carson_raw christie_raw cruz_raw fiorina_raw huckabee_raw kasich_raw rubio_raw santorum_raw trump_raw bush_percentage carson_percentage christie_percentage cruz_percentage fiorina_percentage huckabee_percentage kasich_percentage rubio_percentage santorum_percentage trump_percentage 1975_raw_manufacturing 1975_percent_manufacturing 1975_raw_total 1993_raw_manufacturing 1993_percent_manufacturing 1993_raw_total 2007_raw_manufacturing 2007_percent_manufacturing 2007_raw_total 2014_raw_manufacturing 2014_percent_manufacturing 2014_raw_total 1975_to_1993_manufacturing 1975_to_1993_total 1993_to_2007_manufacturing 1993_to_2007_total 2007_to_2014_manufacturing 2007_to_2014_total 1975_to_2014_manufacturing 1975_to_2014_total gini gini_adjusted college_or_higher poverty_level percent_white_alone
26001 Michigan ALCONA 463 455 48.74 47.89 13 27 5 460 4 2 340 138 4 1111 0.61 1.26 0.23 21.47 0.19 0.09 15.87 6.44 0.19 51.84 94 17.06 551 215 21.46 1002 223 17.30 1289 212 15.22 1393 128.72 81.85 3.72 28.64 -4.93 8.07 125.53 152.81 0.4251 42.51 13.5 15.7 96.5
26003 Michigan ALGER 384 622 37.07 60.04 4 20 2 318 1 4 281 99 0 517 0.31 1.57 0.16 25.04 0.08 0.31 22.13 7.8 0 40.71 526 39.08 1346 791 41.35 1913 602 30.76 1957 457 27.68 1651 50.38 42.12 -23.89 2.30 -24.09 -15.64 -13.12 22.66 0.4151 41.51 17.1 13.9 85.1
26005 Michigan ALLEGAN 3489 5545 37.96 60.33 164 362 36 7530 16 40 4636 1981 20 5327 0.8 1.77 0.18 36.88 0.08 0.2 22.71 9.7 0.1 26.09 5436 52.29 10395 15007 56.15 26729 12883 42.17 30550 11954 37.43 31938 176.07 157.13 -14.15 14.30 -7.21 4.54 119.90 207.24 0.4188 41.88 20.8 13.7 89.2
26007 Michigan ALPENA 1102 1347 44.26 54.1 24 60 8 1125 2 6 785 318 3 1885 0.56 1.41 0.19 26.35 0.05 0.14 18.38 7.45 0.07 44.15 2826 39.35 7181 2284 25.43 8983 1539 17.67 8711 1454 17.56 8281 -19.18 25.09 -32.62 -3.03 -5.52 -4.94 -48.55 15.32 0.4292 42.92 16.1 17.5 96.3
26009 Michigan ANTRIM 867 1491 36.09 62.07 44 91 17 1201 5 10 1025 424 11 1969 0.9 1.87 0.35 24.63 0.1 0.21 21.02 8.69 0.23 40.37 1010 43.13 2342 1008 29.18 3454 1156 24.57 4705 845 21.13 3999 -0.20 47.48 14.68 36.22 -26.90 -15.01 -16.34 70.75 0.4387 43.87 24.9 14.1 95.2
26011 Michigan ARENAC 595 663 46.12 51.4 21 34 4 472 3 3 328 178 2 1141 0.94 1.53 0.18 21.22 0.13 0.13 14.75 8 0.09 51.3 308 20.26 1520 575 18.51 3107 637 14.94 4263 668 17.18 3889 86.69 104.41 10.78 37.21 4.87 -8.77 116.88 155.86 0.4269 42.69 11.5 18.8 95.3
26013 Michigan BARAGA 270 371 40.36 55.46 5 19 1 239 1 3 197 96 2 468 0.47 1.8 0.09 22.68 0.09 0.28 18.69 9.11 0.19 44.4 612 47.81 1280 528 26.90 1963 650 37.16 1749 539 28.38 1899 -13.73 53.36 23.11 -10.90 -17.08 8.58 -11.93 48.36 0.4278 42.78 12.5 15.3 73.6
26015 Michigan BARRY 1736 3078 35.41 62.79 85 251 38 3449 6 25 2191 875 13 3478 0.8 2.38 0.36 32.65 0.06 0.24 20.74 8.28 0.12 32.92 3071 56.84 5403 2526 33.37 7569 2753 27.78 9910 2877 30.53 9422 -17.75 40.09 8.99 30.93 4.50 -4.92 -6.32 74.38 0.3941 39.41 18.5 11.2 95.1
26017 Michigan BAY 5937 6363 45.98 49.28 127 215 32 3631 13 22 2304 1248 17 5738 0.92 1.56 0.23 26.36 0.09 0.16 16.73 9.06 0.12 41.66 9198 36.25 25374 7206 23.47 30698 4184 13.41 31210 3976 13.18 30175 -21.66 20.98 -41.94 1.67 -4.97 -3.32 -56.77 18.92 0.4349 43.49 18.6 15.6 90.8
26019 Michigan BENZIE 853 1650 33.48 64.76 23 52 8 782 4 7 674 264 7 1278 0.73 1.65 0.25 24.84 0.13 0.22 21.41 8.39 0.22 40.6 505 33.49 1508 615 22.47 2737 563 15.74 3576 403 11.76 3426 21.78 81.50 -8.46 30.65 -28.42 -4.19 -20.20 127.19 0.4065 40.65 24.8 12 94.5
26021 Michigan BERRIEN 6646 5952 52.57 47.08 245 473 72 6603 25 48 4219 2359 34 7817 1.11 2.15 0.33 30.05 0.11 0.22 19.2 10.73 0.15 35.57 24990 50.16 49819 19895 35.47 56097 14454 26.71 54116 12732 24.60 51749 -20.39 12.60 -27.35 -3.53 -11.91 -4.37 -49.05 3.87 0.4573 45.73 24.8 17.6 75.5
26023 Michigan BRANCH 1010 1246 43.44 53.59 45 123 11 1535 4 24 1244 482 8 2455 0.74 2.03 0.18 25.3 0.07 0.4 20.51 7.95 0.13 40.47 3257 45.50 7158 3059 37.34 8192 2697 25.72 10484 2268 21.89 10360 -6.08 14.45 -11.83 27.98 -15.91 -1.18 -30.37 44.73 0.4325 43.25 13.1 18.2 91.4
26025 Michigan CALHOUN 5230 5810 46.37 51.51 153 346 43 4446 25 49 3321 1430 27 5800 0.96 2.17 0.27 27.92 0.16 0.31 20.86 8.98 0.17 36.43 19100 44.89 42547 16675 32.84 50778 13297 28.16 47221 10668 23.58 45235 -12.70 19.35 -20.26 -7.01 -19.77 -4.21 -44.15 6.32 0.4452 44.52 19.6 17.2 79.4
26027 Michigan CASS 1657 1683 48.34 49.1 45 116 25 2470 5 18 1048 566 11 2859 0.62 1.59 0.34 33.82 0.07 0.25 14.35 7.75 0.15 39.15 3033 50.14 6049 3253 45.35 7173 2609 35.71 7306 2039 30.10 6773 7.25 18.58 -19.80 1.85 -21.85 -7.30 -32.77 11.97 0.4211 42.11 16.9 14.3 87.1
26029 Michigan CHARLEVOIX 1044 1730 36.73 60.87 35 85 14 1182 2 11 1208 455 5 1886 0.7 1.71 0.28 23.78 0.04 0.22 24.3 9.15 0.1 37.94 1751 44.25 3957 2792 39.33 7099 2425 28.80 8421 2316 27.48 8429 59.45 79.40 -13.14 18.62 -4.49 0.10 32.27 113.01 0.4635 46.35 27.1 13.4 94.5
26031 Michigan CHEBOYGAN 1010 1318 42.62 55.61 33 47 17 1082 6 5 815 354 6 2089 0.73 1.04 0.37 23.86 0.13 0.11 17.97 7.81 0.13 46.06 963 26.59 3622 559 10.52 5316 359 5.75 6239 212 3.90 5432 -41.95 46.77 -35.78 17.36 -40.95 -12.93 -77.99 49.97 0.4437 44.37 16.8 17.8 92.5
26033 Michigan CHIPPEWA 1230 1789 39.88 58.01 45 87 9 1320 4 13 904 427 14 1959 0.92 1.78 0.18 27.04 0.08 0.27 18.52 8.75 0.29 40.13 209 5.50 3797 657 7.89 8330 579 8.65 6695 465 7.19 6466 214.35 119.38 -11.87 -19.63 -19.69 -3.42 122.49 70.29 0.4443 44.43 19.4 18.7 71
26035 Michigan CLARE 1090 1239 45.76 52.02 26 92 7 1060 1 11 636 334 8 1996 0.61 2.17 0.17 25 0.02 0.26 15 7.88 0.19 47.08 623 23.37 2666 1042 18.35 5678 1010 18.69 5404 803 15.90 5051 67.26 112.98 -3.07 -4.83 -20.50 -6.53 28.89 89.46 0.4334 43.34 10.5 27.1 95.2
26037 Michigan CLINTON 3409 4524 42.07 55.82 123 233 33 3619 6 30 3357 1290 18 3777 0.96 1.82 0.26 28.32 0.05 0.23 26.27 10.09 0.14 29.55 1054 27.68 3808 1928 21.57 8938 2483 19.40 12800 2308 16.82 13723 82.92 134.72 28.79 43.21 -7.05 7.21 118.98 260.37 0.4158 41.58 28.7 11.6 90.4
26039 Michigan CRAWFORD 494 631 42.33 54.07 20 38 17 470 3 2 370 189 3 1108 0.88 1.68 0.75 20.79 0.13 0.09 16.36 8.36 0.13 49 665 36.02 1846 627 19.25 3257 475 14.69 3234 402 13.36 3010 -5.71 76.44 -24.24 -0.71 -15.37 -6.93 -39.55 63.06 0.3998 39.98 15.8 14.6 95.8
26041 Michigan DELTA 1409 1705 43.34 52.45 29 83 15 1402 6 14 874 434 3 1954 0.59 1.68 0.3 28.43 0.12 0.28 17.72 8.8 0.06 39.62 2882 35.42 8137 3034 26.83 11308 2422 19.42 12472 1977 16.77 11787 5.27 38.97 -20.17 10.29 -18.37 -5.49 -31.40 44.86 0.4212 42.12 18 17.2 93.9
26043 Michigan DICKINSON 908 1075 43.51 51.51 22 80 7 1226 3 11 876 352 3 1708 0.5 1.83 0.16 27.97 0.07 0.25 19.99 8.03 0.07 38.97 1841 28.74 6405 2500 25.72 9721 2406 21.09 11407 2409 21.40 11258 35.80 51.77 -3.76 17.34 0.12 -1.31 30.85 75.77 0.4404 44.04 21.4 13.4 96
26045 Michigan EATON 5560 7007 43.06 54.27 189 311 56 4496 17 31 3415 1636 24 5386 1.18 1.94 0.35 28.09 0.11 0.19 21.34 10.22 0.15 33.65 2820 39.46 7147 3139 18.54 16935 3365 13.20 25489 3260 10.72 30409 11.31 136.95 7.20 50.51 -3.12 19.30 15.60 325.48 0.3983 39.83 24.2 10.4 84.2
26047 Michigan EMMET 1369 2589 33.91 64.13 54 106 22 1564 9 10 1557 677 11 2244 0.85 1.66 0.34 24.51 0.14 0.16 24.4 10.61 0.17 35.17 858 14.70 5837 1564 13.30 11758 1088 7.36 14787 1205 7.72 15611 82.28 101.44 -30.43 25.76 10.75 5.57 40.44 167.45 0.4865 48.65 33.3 11 91.6
26049 Michigan GENESEE 31284 28117 51.73 46.5 301 760 82 9824 28 97 7730 3630 67 16756 0.75 1.89 0.2 24.49 0.07 0.24 19.27 9.05 0.17 41.77 64327 51.01 126114 45609 33.19 137419 16343 13.78 118615 12291 10.78 114045 -29.10 8.96 -64.17 -13.68 -24.79 -3.85 -80.89 -9.57 0.4533 45.33 19.2 21.2 72.6
26051 Michigan GLADWIN 985 1083 46.33 50.94 32 74 16 927 2 20 665 304 8 1774 0.82 1.9 0.41 23.78 0.05 0.51 17.06 7.8 0.21 45.5 342 21.28 1607 765 23.74 3222 576 15.16 3799 478 14.86 3217 123.68 100.50 -24.71 17.91 -17.01 -15.32 39.77 100.19 0.4321 43.21 12.5 19.9 96.7
26053 Michigan GOGEBIC 678 790 44.9 52.32 9 12 4 399 1 1 325 173 0 753 0.52 0.7 0.23 23.18 0.06 0.06 18.88 10.05 0 43.75 1040 31.04 3351 1131 23.95 4723 700 17.28 4051 742 19.56 3794 8.75 40.94 -38.11 -14.23 6.00 -6.34 -28.65 13.22 0.4427 44.27 17.6 20.3 90.4
26055 Michigan GD. TRAVERSE 4140 8091 33.19 64.86 191 321 69 4557 20 47 3925 1890 29 5891 1.1 1.84 0.4 26.18 0.11 0.27 22.55 10.86 0.17 33.84 3414 24.29 14055 5278 15.90 33205 4936 12.06 40944 4877 11.72 41628 54.60 136.25 -6.48 23.31 -1.20 1.67 42.85 196.18 0.4506 45.06 30.8 11.7 92.9
26057 Michigan GRATIOT 1185 1812 38.87 59.43 41 80 11 1619 3 17 819 383 7 1799 0.85 1.65 0.23 33.45 0.06 0.35 16.92 7.91 0.14 37.17 3728 40.27 9258 2726 25.85 10545 1915 17.96 10661 2263 21.81 10374 -26.88 13.90 -29.75 1.10 18.17 -2.69 -39.30 12.05 0.4219 42.19 13.8 18.8 87
26059 Michigan HILLSDALE 977 1380 40.17 56.74 49 192 17 2095 7 12 1321 547 13 3060 0.66 2.58 0.23 28.13 0.09 0.16 17.74 7.34 0.17 41.08 3335 50.14 6652 5914 51.88 11399 3804 34.86 10912 3519 36.00 9776 77.33 71.36 -35.68 -4.27 -7.49 -10.41 5.52 46.96 0.4205 42.05 15.6 20.1 95.5
26061 Michigan HOUGHTON 1109 2039 34.79 63.96 24 71 5 1497 9 7 926 439 6 1375 0.54 1.61 0.11 33.91 0.2 0.16 20.98 9.95 0.14 31.15 526 9.52 5528 770 9.95 7741 677 7.74 8750 677 7.90 8572 46.39 40.03 -12.08 13.03 0.00 -2.03 28.71 55.07 0.4541 45.41 29.6 22.2 92.8
26063 Michigan HURON 1050 1184 45.99 51.86 45 64 20 1250 10 19 1056 515 8 2346 0.83 1.17 0.37 22.94 0.18 0.35 19.38 9.45 0.15 43.05 1287 26.01 4948 3106 32.79 9471 2727 26.40 10329 1753 18.76 9346 141.34 91.41 -12.20 9.06 -35.72 -9.52 36.21 88.88 0.4207 42.07 14.1 15.5 95.9
26065 Michigan INGHAM 17824 22503 43.49 54.91 360 482 94 6968 40 66 7649 3024 36 7979 1.32 1.76 0.34 25.5 0.15 0.24 27.99 11.07 0.13 29.2 27157 32.39 83841 23700 19.95 118794 15368 13.20 116430 13809 12.75 108341 -12.73 41.69 -35.16 -1.99 -10.14 -6.95 -49.15 29.22 0.476 47.6 36.5 22.3 71.7
26067 Michigan IONIA 1491 2812 33.99 64.11 78 142 17 2630 7 22 1783 685 7 2676 0.95 1.73 0.21 32.09 0.09 0.27 21.75 8.36 0.09 32.65 2888 43.26 6676 3613 37.19 9716 3496 28.05 12465 4273 25.19 16965 25.10 45.54 -3.24 28.29 22.23 36.10 47.96 154.12 0.3957 39.57 14.2 15.4 88.5
26069 Michigan IOSCO 1077 1202 46.08 51.43 27 57 9 676 1 9 608 326 6 1973 0.72 1.51 0.24 17.91 0.03 0.24 16.11 8.64 0.16 52.26 816 22.99 3550 1738 29.35 5922 787 13.17 5974 970 15.74 6162 112.99 66.82 -54.72 0.88 23.25 3.15 18.87 73.58 0.4514 45.14 14.5 18.5 94.8
26071 Michigan IRON 527 546 48.3 50.05 12 28 0 462 3 6 333 103 3 868 0.65 1.53 0 25.18 0.16 0.33 18.15 5.61 0.16 47.3 592 26.74 2214 357 16.07 2222 424 14.76 2873 354 13.15 2693 -39.70 0.36 18.77 29.30 -16.51 -6.27 -40.20 21.64 0.42 42 19.9 14.6 95.6
26073 Michigan ISABELLA 2032 4024 33.19 65.72 35 102 17 1685 5 11 1330 704 11 2180 0.57 1.65 0.27 27.25 0.08 0.18 21.51 11.39 0.18 35.26 717 11.21 6396 2004 14.04 14273 2186 10.60 20618 2619 13.15 19914 179.50 123.16 9.08 44.45 19.81 -3.41 265.27 211.35 0.4845 48.45 26.1 31.8 86.7
26075 Michigan JACKSON 5288 6804 42.72 54.97 159 420 50 5199 13 36 4380 1929 20 8113 0.77 2.03 0.24 25.1 0.06 0.17 21.15 9.31 0.1 39.17 16043 40.70 39421 11875 27.47 43223 9360 20.24 46238 9485 19.55 48517 -25.98 9.64 -21.18 6.98 1.34 4.93 -40.88 23.07 0.4373 43.73 19 17.5 85.4
26077 Michigan KALAMAZOO 12593 20146 37.91 60.64 330 625 100 8878 45 78 9104 3795 39 8655 1.02 1.93 0.31 27.4 0.14 0.24 28.1 11.71 0.12 26.71 26774 41.49 64537 28089 28.35 99078 18845 18.46 102069 17490 17.51 99867 4.91 53.52 -32.91 3.02 -7.19 -2.16 -34.68 54.74 0.4718 47.18 34.4 19.1 79.1
26079 Michigan KALKASKA 590 987 37.22 62.27 22 60 8 790 3 5 523 265 9 1724 0.64 1.75 0.23 23.05 0.09 0.15 15.26 7.73 0.26 50.31 227 14.74 1540 871 23.80 3660 413 13.81 2990 314 10.31 3047 283.70 137.66 -52.58 -18.31 -23.97 1.91 38.33 97.86 0.4245 42.45 13 17 95.2
26081 Michigan KENT 25899 43375 36.79 61.62 844 1850 211 35185 101 209 25562 11542 90 22742 0.84 1.85 0.21 35.11 0.1 0.21 25.51 11.52 0.09 22.69 52656 36.19 145481 73942 28.46 259822 62672 20.15 311057 62341 18.76 332378 40.42 78.60 -15.24 19.72 -0.53 6.85 18.39 128.47 0.4476 44.76 32.6 15.5 75.4
26083 Michigan KEWEENAW 128 188 39.75 58.39 1 12 1 105 1 0 76 50 0 184 0.23 2.76 0.23 24.14 0.23 0 17.47 11.49 0 42.3 61 43.26 141 62 24.41 254 0 0.00 402 0 0.00 293 1.64 80.14 -100.00 58.27 0.00 -27.11 -100.00 107.80 0.4284 42.84 24.6 18 97.9
26085 Michigan LAKE 548 514 50.14 47.03 12 30 1 382 0 2 237 99 1 803 0.76 1.89 0.06 24.06 0 0.13 14.92 6.23 0.06 50.57 47 10.76 437 106 10.46 1013 80 7.50 1066 79 8.20 964 125.53 131.81 -24.53 5.23 -1.25 -9.57 68.09 120.59 0.4495 44.95 9.2 30.5 85.6
26087 Michigan LAPEER 3319 4650 40.35 56.53 98 334 35 3821 12 34 3012 1160 32 7446 0.6 2.05 0.21 23.41 0.07 0.21 18.45 7.11 0.2 45.61 2882 43.84 6574 4983 37.39 13326 4834 29.55 16357 4876 29.36 16606 72.90 102.71 -2.99 22.75 0.87 1.52 69.19 152.60 0.3907 39.07 16.8 11.6 92.6
26089 Michigan LEELANAU 1459 2222 37.67 57.37 49 79 18 1160 7 7 1251 542 4 1613 1.01 1.63 0.37 23.87 0.14 0.14 25.75 11.15 0.08 33.2 151 14.06 1074 226 6.57 3442 239 5.90 4052 384 8.60 4463 49.67 220.48 5.75 17.72 60.67 10.14 154.30 315.55 0.4585 45.85 39.5 11.1 90.7
26091 Michigan LENAWEE 3455 4256 43.73 53.87 92 214 22 3904 7 26 3713 1028 12 5167 0.64 1.49 0.15 27.13 0.05 0.18 25.8 7.14 0.08 35.9 10126 51.84 19534 9922 39.27 25269 6485 26.61 24372 5512 24.00 22971 -2.01 29.36 -34.64 -3.55 -15.00 -5.75 -45.57 17.59 0.4035 40.35 19.7 14.5 87.3
26093 Michigan LIVINGSTON 6705 10435 38.14 59.35 264 485 71 9324 35 69 9383 3340 47 15359 0.68 1.24 0.18 23.88 0.09 0.18 24.03 8.55 0.12 39.33 2591 29.74 8712 7288 26.86 27132 7355 17.70 41564 7839 16.33 47995 181.28 211.43 0.92 53.19 6.58 15.47 202.55 450.91 0.3854 38.54 33 6 95
26095 Michigan LUCE 167 291 35.46 61.78 17 14 5 242 1 1 154 66 0 407 1.82 1.5 0.54 25.97 0.11 0.11 16.52 7.08 0 43.67 133 17.85 745 377 30.14 1251 27 3.02 895 0 0.00 1050 183.46 67.92 -92.84 -28.46 -100.00 17.32 -100.00 40.94 0.4123 41.23 12.4 20 79.3
26097 Michigan MACKINAC 500 633 42.77 54.15 8 31 3 439 2 5 416 172 2 856 0.4 1.56 0.15 22.16 0.1 0.25 21 8.68 0.1 43.21 153 8.47 1806 100 2.85 3506 118 3.58 3300 87 2.52 3456 -34.64 94.13 18.00 -5.88 -26.27 4.73 -43.14 91.36 0.4206 42.06 17.9 15.7 75
26099 Michigan MACOMB 47597 46242 48.8 47.41 1019 1652 238 19988 133 163 27534 10206 158 60492 0.82 1.32 0.19 16 0.11 0.13 22.05 8.17 0.13 48.43 78873 53.80 146611 103212 39.69 260039 72765 26.34 276211 70040 25.65 273105 30.86 77.37 -29.50 6.22 -3.74 -1.12 -11.20 86.28 0.4187 41.87 23.1 12.8 82.1
26101 Michigan MANISTEE 1120 1646 39.63 58.24 27 57 4 979 2 9 756 280 5 1552 0.72 1.53 0.11 26.22 0.05 0.24 20.25 7.5 0.13 41.56 2510 54.29 4623 1435 29.39 4882 854 18.07 4726 739 17.69 4178 -42.83 5.60 -40.49 -3.20 -13.47 -11.60 -70.56 -9.63 0.4413 44.13 19.4 17.8 90
26103 Michigan MARQUETTE 3188 5530 35.59 61.74 61 118 15 2094 6 22 1984 691 14 2524 0.79 1.54 0.2 27.27 0.08 0.29 25.84 9 0.18 32.87 1097 7.49 14649 0 0.00 18841 762 3.39 22484 859 3.95 21773 -100.00 28.62 0.00 19.34 12.73 -3.16 -21.70 48.63 0.4502 45.02 28.8 16.8 92.7
26105 Michigan MASON 1223 1741 40.56 57.74 37 70 10 1546 1 16 993 458 9 1785 0.74 1.4 0.2 30.83 0.02 0.32 19.8 9.13 0.18 35.6 2167 41.25 5253 2754 35.92 7666 2241 26.43 8479 1927 21.75 8860 27.09 45.94 -18.63 10.61 -14.01 4.49 -11.08 68.67 0.4354 43.54 20.1 15.9 92.2
26107 Michigan MECOSTA 1173 1767 38.89 58.59 76 122 18 1780 12 10 943 521 8 2113 1.33 2.13 0.31 31.12 0.21 0.17 16.49 9.11 0.14 36.95 1294 36.49 3546 1433 22.20 6454 1549 19.23 8055 1661 19.99 8308 10.74 82.01 8.09 24.81 7.23 3.14 28.36 134.29 0.4401 44.01 22.2 23.4 91.8
26109 Michigan MENOMINEE 835 805 48.72 46.97 22 51 6 707 4 4 421 266 3 1304 0.77 1.79 0.21 24.79 0.14 0.14 14.76 9.33 0.11 45.72 2574 50.86 5061 2936 41.87 7012 1988 35.99 5524 2061 39.10 5271 14.06 38.55 -32.29 -21.22 3.67 -4.58 -19.93 4.15 0.4057 40.57 15.5 15.1 93.9
26111 Michigan MIDLAND 3097 4568 39.81 58.71 93 203 30 4720 13 30 3366 1506 27 3909 0.66 1.44 0.21 33.55 0.09 0.21 23.92 10.7 0.19 27.78 13571 60.93 22273 12078 38.55 31332 6322 19.95 31685 6200 18.52 33477 -11.00 40.67 -47.66 1.13 -1.93 5.66 -54.31 50.30 0.4594 45.94 32 13.2 92.2
26113 Michigan MISSAUKEE 399 591 38.96 57.71 20 65 13 887 1 10 537 254 7 1221 0.64 2.09 0.42 28.56 0.03 0.32 17.29 8.18 0.23 39.31 83 13.43 618 470 30.34 1549 526 23.17 2270 516 19.02 2713 466.27 150.65 11.91 46.55 -1.90 19.52 521.69 339.00 0.3988 39.88 13.3 16.1 95.1
26115 Michigan MONROE 6716 6842 47.25 48.13 115 306 55 5049 22 37 5482 1413 25 8802 0.53 1.4 0.25 23.16 0.1 0.17 25.14 6.48 0.11 40.37 6789 39.82 17048 9098 31.41 28969 6870 19.41 35386 5287 14.82 35671 34.01 69.93 -24.49 22.15 -23.04 0.81 -22.12 109.24 0.4119 41.19 18.5 11.8 92.1
26117 Michigan MONTCALM 1344 2119 37.71 59.46 60 175 20 2488 11 13 1248 562 15 2624 0.81 2.37 0.27 33.74 0.15 0.18 16.92 7.62 0.2 35.58 5206 53.09 9806 5733 41.70 13747 2336 19.08 12242 2450 19.93 12292 10.12 40.19 -59.25 -10.95 4.88 0.41 -52.94 25.35 0.41 41 13.4 18.9 92.2
26119 Michigan MONTMORENCY 392 383 48.7 47.58 16 38 0 403 4 5 325 155 1 1046 0.78 1.85 0 19.66 0.2 0.24 15.85 7.56 0.05 51.02 402 46.42 866 329 23.14 1422 310 17.04 1819 291 18.92 1538 -18.16 64.20 -5.78 27.92 -6.13 -15.45 -27.61 77.60 0.3981 39.81 10.3 15.8 96.5
26121 Michigan MUSKEGON 8220 10062 43.88 53.72 155 282 56 6478 21 33 3706 1875 25 5757 0.82 1.5 0.3 34.47 0.11 0.18 19.72 9.98 0.13 30.64 20315 46.40 43782 14513 31.29 46388 12676 23.40 54181 12980 23.89 54330 -28.56 5.95 -12.66 16.80 2.40 0.28 -36.11 24.09 0.4419 44.19 17.6 20.3 77.1
26123 Michigan NEWAYGO 1290 2139 36.59 60.66 64 158 23 3557 9 27 1417 618 10 2660 0.74 1.81 0.26 40.85 0.1 0.31 16.27 7.1 0.11 30.55 1926 45.68 4216 2129 30.72 6930 1774 21.01 8445 2218 23.82 9311 10.54 64.37 -16.67 21.86 25.03 10.25 15.16 120.85 0.4321 43.21 13 19.4 90.7
26125 Michigan OAKLAND 92296 84158 51.38 46.85 1472 2296 429 33634 248 255 61053 18536 195 69399 0.77 1.2 0.22 17.56 0.13 0.13 31.88 9.68 0.1 36.24 78819 29.19 270034 103788 18.48 561636 69176 10.84 638390 61573 9.52 646818 31.68 107.99 -33.35 13.67 -10.99 1.32 -21.88 139.53 0.4672 46.72 43.7 10.4 74
26127 Michigan OCEANA 791 1237 38.21 59.76 40 77 6 1698 6 9 924 331 5 1339 0.89 1.71 0.13 37.66 0.13 0.2 20.49 7.34 0.11 29.7 562 29.64 1896 1046 23.57 4438 1897 31.29 6062 1435 25.34 5662 86.12 134.07 81.36 36.59 -24.35 -6.60 155.34 198.63 0.409 40.9 16.1 20.3 82.9
26129 Michigan OGEMAW 862 926 46.24 49.68 34 64 6 700 1 7 489 222 3 1612 1.07 2.01 0.19 21.94 0.03 0.22 15.32 6.96 0.09 50.52 609 31.65 1924 855 22.02 3882 400 7.76 5157 292 5.95 4907 40.39 101.77 -53.22 32.84 -27.00 -4.85 -52.05 155.04 0.4406 44.06 11.6 21.5 95.7
26131 Michigan ONTONAGON 327 362 44.37 49.12 9 13 7 209 2 3 203 95 3 519 0.82 1.19 0.64 19.14 0.18 0.27 18.59 8.7 0.27 47.53 487 12.50 3895 501 18.79 2666 337 22.08 1526 0 0.00 1007 2.87 -31.55 -32.73 -42.76 -100.00 -34.01 -100.00 -74.15 0.3946 39.46 15.8 16.3 96
26133 Michigan OSCEOLA 670 953 40.39 57.44 27 71 12 1276 1 10 645 294 7 1812 0.64 1.68 0.28 30.17 0.02 0.24 15.25 6.95 0.17 42.85 2282 69.36 3290 3142 57.59 5456 1857 36.81 5045 1267 25.93 4886 37.69 65.84 -40.90 -7.53 -31.77 -3.15 -44.48 48.51 0.4117 41.17 12.9 22.3 95.4
26135 Michigan OSCODA 273 315 44.9 51.81 14 39 1 369 3 5 247 90 1 705 0.94 2.61 0.07 24.7 0.2 0.33 16.53 6.02 0.07 47.19 179 34.56 518 471 29.83 1579 407 21.44 1898 395 31.57 1251 163.13 204.83 -13.59 20.20 -2.95 -34.09 120.67 141.51 0.3987 39.87 9.8 18.9 96.3
26137 Michigan OTSEGO 786 1228 37.97 59.32 25 60 12 1040 7 13 800 342 5 1933 0.58 1.4 0.28 24.19 0.16 0.3 18.6 7.95 0.12 44.95 672 20.85 3223 1306 17.65 7399 1007 10.57 9526 859 10.10 8501 94.35 129.57 -22.89 28.75 -14.70 -10.76 27.83 163.76 0.4179 41.79 20.5 13.4 95.3
26139 Michigan OTTAWA 7472 13960 34.39 64.25 484 1177 117 23371 47 143 13783 7030 82 11386 0.83 2.01 0.2 39.94 0.08 0.24 23.55 12.01 0.14 19.46 17732 51.62 34351 32369 40.69 79558 35192 36.24 97099 35741 35.20 101523 82.55 131.60 8.72 22.05 1.56 4.56 101.56 195.55 0.4093 40.93 30.5 10.7 85
26141 Michigan PRESQUE ISLE 592 606 47.7 48.83 11 24 4 524 5 3 423 216 3 916 0.51 1.11 0.18 24.18 0.23 0.14 19.52 9.97 0.14 42.27 84 4.40 1911 205 7.49 2736 219 8.44 2594 158 6.36 2484 144.05 43.17 6.83 -5.19 -27.85 -4.24 88.10 29.98 0.3977 39.77 16.4 13.7 96.5
26143 Michigan ROSCOMMON 1163 1187 47.33 48.31 65 106 21 748 19 20 726 409 8 2257 1.44 2.35 0.47 16.56 0.42 0.44 16.08 9.06 0.18 49.98 242 13.50 1792 372 8.97 4149 0 0.00 4401 572 13.87 4123 53.72 131.53 -100.00 6.07 0.00 -6.32 136.36 130.08 0.478 47.8 13.3 22.1 96
26145 Michigan SAGINAW 12348 9619 55.19 42.99 162 364 76 6536 18 34 4404 2067 30 9106 0.7 1.57 0.33 28.14 0.08 0.15 18.96 8.9 0.13 39.21 28527 44.76 63730 21623 28.14 76848 12053 16.18 74476 11623 15.93 72953 -24.20 20.58 -44.26 -3.09 -3.57 -2.04 -59.26 14.47 0.4439 44.39 20.1 18.1 70.2
26147 Michigan SCHOOLCRAFT 312 345 45.75 50.59 5 19 5 217 0 4 242 78 3 529 0.45 1.7 0.45 19.43 0 0.36 21.67 6.98 0.27 47.36 7702 33.60 22926 9831 27.58 35639 8467 20.17 41985 7540 19.94 37817 27.64 55.45 -13.87 17.81 -10.95 -9.93 -2.10 64.95 0.4261 42.61 17.3 15.2 91.9
26149 Michigan SHIAWASSEE 3031 4452 39.38 57.84 90 185 19 2745 6 41 1853 876 26 3864 0.9 1.85 0.19 27.49 0.06 0.41 18.56 8.77 0.26 38.7 7883 61.12 12897 9172 49.20 18643 8988 47.89 18767 8717 43.88 19866 16.35 44.55 -2.01 0.67 -3.02 5.86 10.58 54.04 0.4136 41.36 15 17.8 87.5
26151 Michigan ST. CLAIR 3665 5165 41.27 58.16 161 441 51 4846 41 38 5093 1777 38 11995 0.65 1.79 0.21 19.71 0.17 0.15 20.72 7.23 0.15 48.79 2511 47.76 5257 4001 46.09 8681 2472 26.61 9290 2152 23.48 9164 59.34 65.13 -38.22 7.02 -12.94 -1.36 -14.30 74.32 0.4269 42.69 11.6 15.6 94.4
26153 Michigan ST. JOSEPH 1382 2219 37.66 60.46 51 147 17 2655 4 13 1691 600 10 2528 0.65 1.87 0.22 33.82 0.05 0.17 21.54 7.64 0.13 32.2 288 18.79 1533 395 24.10 1639 225 13.10 1717 203 11.87 1710 37.15 6.91 -43.04 4.76 -9.78 -0.41 -29.51 11.55 0.4513 45.13 13.9 20.2 86.5
26155 Michigan SANILAC 1160 1485 42 53.77 62 143 19 1588 8 34 1407 568 19 3279 0.85 1.95 0.26 21.66 0.11 0.46 19.2 7.75 0.26 44.73 4836 42.99 11249 4099 29.64 13829 2321 17.65 13152 1862 14.22 13097 -15.24 22.94 -43.38 -4.90 -19.78 -0.42 -61.50 16.43 0.4121 41.21 15.1 15.5 94.7
26157 Michigan TUSCOLA 1984 2532 42.65 54.43 67 163 27 2668 5 27 1268 658 19 3750 0.76 1.84 0.31 30.16 0.06 0.31 14.33 7.44 0.21 42.39 2179 34.78 6265 2711 29.89 9071 1915 21.50 8908 1713 19.20 8923 24.41 44.79 -29.36 -1.80 -10.55 0.17 -21.39 42.43 0.3896 38.96 13.5 15.3 93.9
26159 Michigan VAN BUREN 2484 3656 39.73 58.48 80 170 23 2579 9 17 2092 932 17 3287 0.85 1.81 0.25 27.5 0.1 0.18 22.31 9.94 0.18 35.05 4216 46.41 9084 5042 33.18 15194 3590 19.90 18043 2213 13.40 16510 19.59 67.26 -28.80 18.75 -38.36 -8.50 -47.51 81.75 0.4211 42.11 18.4 19.2 82.1
26161 Michigan WASHTENAW 30022 38063 43.7 55.41 266 468 64 8574 35 67 12643 4101 42 10206 0.72 1.26 0.17 23.11 0.09 0.18 34.08 11.05 0.11 27.51 29405 43.43 67699 35526 30.21 117590 17926 14.33 125125 14024 11.30 124137 20.82 73.70 -49.54 6.41 -21.77 -0.79 -52.31 83.37 0.473 47.3 51.8 15.2 71.4
26163 Michigan WAYNE 163617 104900 59.93 38.43 1038 1947 314 25020 164 246 37862 11492 180 55587 0.76 1.42 0.23 18.28 0.12 0.18 27.66 8.4 0.13 40.61 325077 39.71 818653 182256 25.65 710619 93613 14.60 641050 84205 13.81 609533 -43.93 -13.20 -48.64 -9.79 -10.05 -4.92 -74.10 -25.54 0.4867 48.67 21.6 24.8 49.8
26165 Michigan WEXFORD 909 1793 32.95 64.99 30 98 10 1521 6 18 1059 395 6 2578 0.52 1.68 0.17 26.14 0.1 0.31 18.2 6.79 0.1 44.3 1890 35.03 5396 3922 36.51 10742 3646 29.44 12386 3103 28.18 11011 107.51 99.07 -7.04 15.30 -14.89 -11.10 64.18 104.06 0.4308 43.08 16.7 18.9 95.1
39001 Ohio ADAMS 877 638 57.89 42.11 24 76 10 843 5 21 1726 78 5 2594 0.45 1.41 0.19 15.66 0.09 0.39 32.07 1.45 0.09 48.2 777 34.49 2253 875 21.00 4166 966 18.93 5104 655 16.11 4067 12.61 84.91 10.40 22.52 -32.19 -20.32 -15.70 80.51 0.4458 44.58 9.8 25.3 96.9
39003 Ohio ALLEN 3670 2730 57.34 42.66 63 210 33 3710 22 50 8719 433 11 7193 0.31 1.03 0.16 18.15 0.11 0.24 42.65 2.12 0.05 35.18 16580 42.26 39236 13671 29.48 46380 8859 18.77 47198 8487 19.35 43859 -17.55 18.21 -35.20 1.76 -4.20 -7.07 -48.81 11.78 0.449 44.9 17.2 18.4 81.9
39005 Ohio ASHLAND 1451 1465 49.76 50.24 51 151 22 2012 19 44 5139 279 8 3793 0.44 1.31 0.19 17.47 0.16 0.38 44.62 2.42 0.07 32.93 7058 56.51 12490 6727 45.22 14876 3795 24.15 15713 3347 21.49 15577 -4.69 19.10 -43.59 5.63 -11.81 -0.87 -52.58 24.72 0.4186 41.86 19.7 15.4 96.3
39007 Ohio ASHTABULA 5320 4256 55.56 44.44 44 150 31 1833 25 57 5250 310 20 6127 0.32 1.08 0.22 13.24 0.18 0.41 37.91 2.24 0.14 44.25 12188 49.38 24684 8689 33.94 25599 7880 29.12 27057 6903 26.94 25627 -28.71 3.71 -9.31 5.70 -12.40 -5.29 -43.36 3.82 0.4256 42.56 13.4 19 90.4
39009 Ohio ATHENS 3533 5663 38.42 61.58 30 59 14 736 5 25 2497 190 7 2621 0.49 0.95 0.23 11.9 0.08 0.4 40.38 3.07 0.11 42.38 1232 16.71 7371 995 9.78 10174 500 3.94 12687 0 0.00 12580 -19.24 38.03 -49.75 24.70 -100.00 -0.84 -100.00 70.67 0.4973 49.73 28.8 31.6 90.2
39011 Ohio AUGLAIZE 1031 952 51.99 48.01 24 71 11 1767 14 31 4998 204 7 4284 0.21 0.62 0.1 15.49 0.12 0.27 43.8 1.79 0.06 37.54 5555 53.36 10411 7410 50.04 14808 6924 39.53 17517 7662 42.56 18003 33.39 42.23 -6.56 18.29 10.66 2.77 37.93 72.92 0.382 38.2 18.2 9.2 96.7
39013 Ohio BELMONT 3982 3263 54.96 45.04 32 82 5 1959 11 24 2995 347 4 5313 0.3 0.76 0.05 18.19 0.1 0.22 27.8 3.22 0.04 49.32 4071 22.96 17734 1569 9.19 17074 1399 6.92 20230 925 4.65 19910 -61.46 -3.72 -10.83 18.48 -33.88 -1.58 -77.28 12.27 0.4329 43.29 14.9 14.5 93.4
39015 Ohio BROWN 1562 1067 59.41 40.59 47 93 8 1430 12 37 2859 171 8 4564 0.51 1.01 0.09 15.49 0.13 0.4 30.98 1.85 0.09 49.45 884 29.33 3014 1179 27.47 4292 853 15.12 5641 803 12.96 6197 33.37 42.40 -27.65 31.43 -5.86 9.86 -9.16 105.61 0.4298 42.98 11.4 14.6 96.8
39017 Ohio BUTLER 12874 11102 53.7 46.3 207 508 74 9988 95 286 28606 1676 52 27211 0.3 0.74 0.11 14.54 0.14 0.42 41.64 2.44 0.08 39.61 26609 45.62 58326 19770 24.43 80911 20379 16.03 127125 20173 16.03 125849 -25.70 38.72 3.08 57.12 -1.01 -1.00 -24.19 115.77 0.4358 43.58 28.1 13.8 83.3
39019 Ohio CARROLL 1084 976 52.62 47.38 17 40 7 833 4 13 1972 88 8 2702 0.3 0.7 0.12 14.66 0.07 0.23 34.69 1.55 0.14 47.54 1137 39.25 2897 1945 36.33 5353 1491 29.50 5055 1415 24.50 5775 71.06 84.78 -23.34 -5.57 -5.10 14.24 24.45 99.34 0.4054 40.54 10.6 15.9 96.9
39021 Ohio CHAMPAIGN 1226 1099 52.73 47.27 31 72 10 1235 8 34 3593 147 9 3370 0.36 0.85 0.12 14.51 0.09 0.4 42.23 1.73 0.11 39.61 3030 48.56 6240 3475 41.87 8300 3303 37.87 8722 3651 42.10 8673 14.69 33.01 -4.95 5.08 10.54 -0.56 20.50 38.99 0.3913 39.13 16 12.6 93.9
39023 Ohio CLARK 7107 4905 59.17 40.83 80 216 30 2811 24 88 10661 503 15 9953 0.33 0.89 0.12 11.53 0.1 0.36 43.73 2.06 0.06 40.82 14089 37.78 37295 13028 29.23 44575 7347 16.92 43417 6532 15.57 41957 -7.53 19.52 -43.61 -2.60 -11.09 -3.36 -53.64 12.50 0.4414 44.14 18.2 19 84.9
39025 Ohio CLERMONT 5642 5710 49.7 50.3 107 241 36 6672 49 73 17153 980 17 17186 0.25 0.57 0.08 15.69 0.12 0.17 40.35 2.31 0.04 40.42 2116 19.84 10666 6599 20.43 32299 6547 13.10 49965 5575 11.59 48098 211.86 202.82 -0.79 54.70 -14.85 -3.74 163.47 350.95 0.427 42.7 26.2 10.5 94.4
39027 Ohio CLINTON 909 942 49.11 50.89 35 102 14 1226 12 45 3491 229 8 3974 0.38 1.12 0.15 13.42 0.13 0.49 38.21 2.51 0.09 43.5 3632 48.75 7450 4083 27.66 14763 4213 17.94 23488 3307 24.53 13484 12.42 98.16 3.18 59.10 -21.50 -42.59 -8.95 80.99 0.4454 44.54 15.2 16.9 93.6
39029 Ohio COLUMBIANA 4106 3573 53.47 46.53 46 181 25 2265 22 56 7094 377 16 8823 0.24 0.96 0.13 11.98 0.12 0.3 37.52 1.99 0.08 46.67 10565 43.75 24150 8352 31.23 26743 6581 24.36 27012 6000 23.09 25990 -20.95 10.74 -21.20 1.01 -8.83 -3.78 -43.21 7.62 0.4322 43.22 13.6 16.2 94.5
39031 Ohio COSHOCTON 1358 1128 54.63 45.37 25 64 7 874 8 16 2621 148 8 2747 0.38 0.98 0.11 13.41 0.12 0.25 40.21 2.27 0.12 42.14 4596 46.32 9922 4273 40.15 10643 3227 31.23 10333 2502 27.66 9045 -7.03 7.27 -24.48 -2.91 -22.47 -12.46 -45.56 -8.84 0.4134 41.34 12.1 18.1 96.3
39033 Ohio CRAWFORD 1344 1141 54.08 45.92 28 78 8 1713 9 32 3308 166 4 3060 0.33 0.93 0.1 20.38 0.11 0.38 39.35 1.97 0.05 36.4 9892 60.98 16221 5916 43.33 13654 4684 36.55 12816 3147 27.64 11384 -40.19 -15.83 -20.82 -6.14 -32.81 -11.17 -68.19 -29.82 0.4162 41.62 12.6 16.3 96.2
39035 Ohio CUYAHOGA 125914 72297 63.53 36.47 295 655 138 12254 138 185 76674 4597 88 45884 0.21 0.46 0.1 8.7 0.1 0.13 54.41 3.26 0.06 32.56 224160 35.70 627934 140245 21.63 648238 81904 12.67 646568 69711 11.29 617374 -37.44 3.23 -41.60 -0.26 -14.89 -4.52 -68.90 -1.68 0.5008 50.08 30.3 18.5 60.7
39037 Ohio DARKE 1246 999 55.5 44.5 38 109 16 1770 21 54 5042 248 18 5437 0.3 0.85 0.13 13.88 0.16 0.42 39.54 1.94 0.14 42.63 2955 30.27 9763 5246 34.98 14996 4245 26.88 15790 4462 28.32 15757 77.53 53.60 -19.08 5.29 5.11 -0.21 51.00 61.40 0.4173 41.73 11.6 13.9 96.7
39039 Ohio DEFIANCE 1507 1435 51.22 48.78 40 78 21 1402 12 30 3956 256 8 2595 0.48 0.93 0.25 16.69 0.14 0.36 47.11 3.05 0.1 30.9 6884 54.84 12552 6167 43.68 14117 4773 31.83 14996 4097 29.25 14007 -10.42 12.47 -22.60 6.23 -14.16 -6.60 -40.49 11.59 0.3971 39.71 16.3 13.5 87.3
39041 Ohio DELAWARE 9552 6891 58.09 41.91 77 173 36 6199 29 51 32885 877 24 11146 0.15 0.34 0.07 12.04 0.06 0.1 63.86 1.7 0.05 21.64 4561 43.53 10477 4258 24.33 17499 5600 9.42 59474 6036 8.08 74694 -6.64 67.02 31.52 239.87 7.79 25.59 32.34 612.93 0.4251 42.51 51.1 4.9 87.5
39043 Ohio ERIE 5449 4299 55.9 44.1 49 144 16 1600 22 53 5588 383 13 4902 0.38 1.13 0.13 12.53 0.17 0.42 43.76 3 0.1 38.39 11753 44.75 26264 9994 30.87 32377 6002 18.71 32082 6131 19.49 31456 -14.97 23.28 -39.94 -0.91 2.15 -1.95 -47.83 19.77 0.434 43.4 21.1 12.7 84.4
39045 Ohio FAIRFIELD 6408 5074 55.81 44.19 58 163 24 5380 23 51 15478 678 14 9838 0.18 0.51 0.08 16.97 0.07 0.16 48.82 2.14 0.04 31.03 10934 57.50 19016 6642 28.20 23553 5263 16.66 31598 4117 11.86 34718 -39.25 23.86 -20.76 34.16 -21.77 9.87 -62.35 82.57 0.4202 42.02 26.2 10.9 88.4
39047 Ohio FAYETTE 760 538 58.55 41.45 13 47 7 596 4 23 2395 90 6 1902 0.26 0.92 0.14 11.73 0.08 0.45 47.12 1.77 0.12 37.42 2070 38.89 5323 2971 38.66 7684 2387 23.95 9967 1610 16.93 9512 43.53 44.35 -19.66 29.71 -32.55 -4.57 -22.22 78.70 0.4186 41.86 13.8 18.2 93.4
39049 Ohio FRANKLIN 84654 67855 55.51 44.49 225 573 114 18413 99 165 101217 2740 59 35224 0.14 0.36 0.07 11.59 0.06 0.1 63.73 1.73 0.04 22.18 71453 24.04 297219 63480 13.09 484890 41330 7.16 577619 35819 6.04 592612 -11.16 63.14 -34.89 19.12 -13.33 2.60 -49.87 99.39 0.4692 46.92 36.7 18 66.4
39051 Ohio FULTON 1480 1528 49.2 50.8 34 80 12 1680 7 28 4578 205 9 2944 0.36 0.84 0.13 17.54 0.07 0.29 47.8 2.14 0.09 30.74 5298 53.28 9943 7977 51.85 15385 8338 46.14 18073 6189 40.74 15192 50.57 54.73 4.53 17.47 -25.77 -15.94 16.82 52.79 0.4291 42.91 16.7 12 90
39053 Ohio GALLIA 945 966 49.45 50.55 39 90 13 910 1 34 2087 161 4 2900 0.63 1.44 0.21 14.59 0.02 0.54 33.45 2.58 0.06 46.48 837 14.29 5857 850 10.81 7860 634 6.33 10011 576 6.28 9177 1.55 34.20 -25.41 27.37 -9.15 -8.33 -31.18 56.68 0.4669 46.69 14.7 19.9 94
39055 Ohio GEAUGA 4171 3516 54.26 45.74 74 184 29 2690 54 56 12034 616 16 8101 0.31 0.77 0.12 11.28 0.23 0.23 50.45 2.58 0.07 33.96 5352 46.46 11519 7805 34.90 22361 9252 29.70 31154 7093 24.08 29461 45.83 94.12 18.54 39.32 -23.34 -5.43 32.53 155.76 0.4499 44.99 36 7.9 95.9
39057 Ohio GREENE 6672 6759 49.68 50.32 69 229 34 4965 26 72 17070 816 21 13137 0.19 0.63 0.09 13.63 0.07 0.2 46.85 2.24 0.06 36.05 3364 21.27 15814 4148 13.19 31458 3753 7.84 47882 3335 7.18 46433 23.31 98.93 -9.52 52.21 -11.14 -3.03 -0.86 193.62 0.4462 44.62 36.9 14.3 84.7
39059 Ohio GUERNSEY 1440 1228 53.97 46.03 23 53 7 949 7 22 2661 164 4 3029 0.33 0.77 0.1 13.72 0.1 0.32 38.46 2.37 0.06 43.78 4671 43.21 10810 2803 27.25 10288 3145 25.61 12280 2881 22.09 13040 -39.99 -4.83 12.20 19.36 -8.39 6.19 -38.32 20.63 0.4362 43.62 13.2 18.7 95.2
39061 Ohio HAMILTON 57687 38956 59.69 40.31 410 919 212 15122 199 267 67510 3121 90 40951 0.32 0.71 0.16 11.74 0.15 0.21 52.41 2.42 0.07 31.79 134527 37.09 362707 105966 22.42 472743 56867 12.23 464846 47814 10.64 449178 -21.23 30.34 -46.33 -1.67 -15.92 -3.37 -64.46 23.84 0.5067 50.67 34.3 18.4 67.1
39063 Ohio HANCOCK 2062 2490 45.3 54.7 52 176 23 3037 9 41 8496 439 13 5744 0.29 0.98 0.13 16.84 0.05 0.23 47.12 2.43 0.07 31.86 6759 36.41 18563 12049 37.92 31771 11415 29.41 38807 11977 29.74 40268 78.27 71.15 -5.26 22.15 4.92 3.76 77.20 116.93 0.4312 43.12 24.9 14.8 90.4
39065 Ohio HARDIN 771 669 53.54 46.46 20 53 6 917 15 24 2265 107 4 1953 0.37 0.99 0.11 17.1 0.28 0.45 42.23 1.99 0.07 36.41 3071 47.97 6402 2071 33.86 6117 2206 32.95 6696 1967 28.69 6855 -32.56 -4.45 6.52 9.47 -10.83 2.37 -35.95 7.08 0.4194 41.94 14.5 18.9 95.6
39067 Ohio HARRISON 818 674 54.83 45.17 9 29 6 405 2 12 801 66 1 1424 0.33 1.05 0.22 14.7 0.07 0.44 29.07 2.4 0.04 51.69 1006 16.64 6044 870 29.13 2987 668 23.84 2802 357 10.77 3314 -13.52 -50.58 -23.22 -6.19 -46.56 18.27 -64.51 -45.17 0.4282 42.82 9.5 17.9 95.3
39069 Ohio HENRY 977 952 50.65 49.35 37 83 11 948 5 20 3499 156 5 1981 0.55 1.23 0.16 14.05 0.07 0.3 51.88 2.31 0.07 29.37 3662 50.11 7308 4487 48.64 9225 3533 37.69 9375 3098 34.44 8996 22.53 26.23 -21.26 1.63 -12.31 -4.04 -15.40 23.10 0.3907 39.07 14.8 12.7 91.1
39071 Ohio HIGHLAND 1119 873 56.17 43.83 35 77 8 1101 5 26 2619 176 5 3831 0.44 0.98 0.1 13.97 0.06 0.33 33.22 2.23 0.06 48.6 2817 50.06 5627 2701 36.36 7429 2407 27.00 8915 2081 26.41 7880 -4.12 32.02 -10.88 20.00 -13.54 -11.61 -26.13 40.04 0.4113 41.13 11.2 20.3 95.9
39073 Ohio HOCKING 1204 1060 53.18 46.82 13 38 6 894 2 13 1782 91 2 2007 0.27 0.78 0.12 18.44 0.04 0.27 36.76 1.88 0.04 41.4 2230 50.72 4397 2251 45.70 4926 1039 20.13 5161 870 18.49 4705 0.94 12.03 -53.84 4.77 -16.27 -8.84 -60.99 7.00 0.4184 41.84 13.7 16.8 96.8
39075 Ohio HOLMES 561 558 50.13 49.87 16 94 4 1245 4 30 2347 120 3 1845 0.28 1.65 0.07 21.81 0.07 0.53 41.12 2.1 0.05 32.32 2130 47.22 4511 5042 48.02 10499 6228 40.15 15510 6863 41.68 16467 136.71 132.74 23.52 47.73 10.20 6.17 222.21 265.04 0.3965 39.65 7.8 14.4 98
39077 Ohio HURON 2036 1907 51.64 48.36 40 92 11 1464 13 35 4019 227 9 3789 0.41 0.95 0.11 15.09 0.13 0.36 41.44 2.34 0.09 39.07 7137 48.18 14813 9798 45.88 21356 7369 36.28 20311 5703 32.39 17606 37.28 44.17 -24.79 -4.89 -22.61 -13.32 -20.09 18.86 0.3964 39.64 13.1 13.9 91.1
39079 Ohio JACKSON 1010 694 59.27 40.73 27 82 20 673 4 32 1963 164 4 3018 0.45 1.37 0.33 11.24 0.07 0.53 32.79 2.74 0.07 50.41 2474 45.58 5428 3358 39.54 8493 3852 38.42 10026 3241 36.71 8828 35.73 56.47 14.71 18.05 -15.86 -11.95 31.00 62.64 0.4443 44.43 17.3 23.6 96.3
39081 Ohio JEFFERSON 4328 3353 56.35 43.65 33 96 19 1483 16 34 3273 291 19 5942 0.29 0.86 0.17 13.23 0.14 0.3 29.21 2.6 0.17 53.03 8257 32.57 25348 4515 21.44 21063 2878 13.17 21855 1067 6.00 17774 -45.32 -16.90 -36.26 3.76 -62.93 -18.67 -87.08 -29.88 0.4483 44.83 15.2 17.5 90.8
39083 Ohio KNOX 1902 1987 48.91 51.09 40 107 18 2972 11 40 5523 248 9 4100 0.31 0.82 0.14 22.74 0.08 0.31 42.26 1.9 0.07 31.37 3179 35.55 8943 4188 31.18 13433 4642 28.03 16561 4746 27.22 17437 31.74 50.21 10.84 23.29 2.24 5.29 49.29 94.98 0.4357 43.57 21.4 15.5 95.7
39085 Ohio LAKE 12506 10351 54.71 45.29 85 225 34 4421 36 62 20556 1074 31 17306 0.19 0.51 0.08 10.09 0.08 0.14 46.9 2.45 0.07 39.48 24528 48.67 50396 24039 31.41 76533 21642 24.37 88790 20913 25.25 82826 -1.99 51.86 -9.97 16.02 -3.37 -6.72 -14.74 64.35 0.4175 41.75 26 9.2 90
39087 Ohio LAWRENCE 2654 1994 57.1 42.9 90 146 28 1921 16 70 3692 457 8 5764 0.74 1.2 0.23 15.76 0.13 0.57 30.28 3.75 0.07 47.28 2962 36.04 8218 2227 23.83 9344 686 7.14 9608 614 6.38 9620 -24.81 13.70 -69.20 2.83 -10.50 0.12 -79.27 17.06 0.4352 43.52 14.8 17.4 95
39089 Ohio LICKING 6785 5849 53.7 46.3 60 178 32 5476 29 59 17357 570 9 10932 0.17 0.51 0.09 15.78 0.08 0.17 50.02 1.64 0.03 31.5 10192 39.63 25716 9946 26.18 37993 7968 17.20 46318 6729 15.12 44517 -2.41 47.74 -19.89 21.91 -15.55 -3.89 -33.98 73.11 0.4275 42.75 22.6 12.4 91.9
39091 Ohio LOGAN 1012 998 50.35 49.65 46 97 15 1914 10 44 3931 262 8 4064 0.44 0.93 0.14 18.42 0.1 0.42 37.83 2.52 0.08 39.11 3076 39.78 7733 4616 35.03 13176 6049 33.79 17901 5076 29.68 17105 50.07 70.39 31.04 35.86 -16.09 -4.45 65.02 121.19 0.4165 41.65 14.8 16.9 94.3
39093 Ohio LORAIN 21144 16154 56.69 43.31 97 230 39 4956 40 73 21544 1071 27 16286 0.22 0.52 0.09 11.17 0.09 0.16 48.56 2.41 0.06 36.71 36408 50.89 71538 29555 35.97 82163 19646 23.51 83581 17323 21.50 80562 -18.82 14.85 -33.53 1.73 -11.82 -3.61 -52.42 12.61 0.4335 43.35 22.3 14.6 79.7
39095 Ohio LUCAS 32137 24111 57.13 42.87 109 274 56 7821 52 70 24633 1216 44 17403 0.21 0.53 0.11 15.13 0.1 0.14 47.67 2.35 0.09 33.68 54883 33.61 163293 35894 18.83 190577 23878 12.40 192631 22696 12.73 178321 -34.60 16.71 -33.48 1.08 -4.95 -7.43 -58.65 9.20 0.4847 48.47 24.2 21.1 70.3
39097 Ohio MADISON 1225 923 57.03 42.97 22 54 10 1311 6 24 3935 143 4 2566 0.27 0.67 0.12 16.24 0.07 0.3 48.73 1.77 0.05 31.78 1316 33.22 3961 2381 30.77 7737 2877 27.07 10627 3468 29.50 11756 80.93 95.33 20.83 37.35 20.54 10.62 163.53 196.79 0.4168 41.68 15.7 11.6 89.5
39099 Ohio MAHONING 21000 14066 59.89 40.11 72 269 61 2725 37 74 12669 794 24 17139 0.21 0.79 0.18 8.05 0.11 0.22 37.41 2.34 0.07 50.61 34716 38.20 90875 12058 13.65 88351 10289 11.45 89864 9245 10.91 84739 -65.27 -2.78 -14.67 1.71 -10.15 -5.70 -73.37 -6.75 0.4553 45.53 21.5 17.9 77.1
39101 Ohio MARION 2585 1909 57.52 42.48 35 70 10 1976 6 32 4494 201 4 4091 0.32 0.64 0.09 18.1 0.05 0.29 41.16 1.84 0.04 37.47 9877 46.86 21078 6845 32.19 21266 7316 33.14 22075 5940 29.71 19992 -30.70 0.89 6.88 3.80 -18.81 -9.44 -39.86 -5.15 0.4283 42.83 12.5 19.1 89.3
39103 Ohio MEDINA 7913 6888 53.46 46.54 73 190 22 4571 29 72 18572 849 13 13552 0.19 0.5 0.06 12.05 0.08 0.19 48.95 2.24 0.03 35.72 6638 35.24 18839 8921 24.99 35705 10016 18.81 53260 8740 16.86 51826 34.39 89.53 12.27 49.17 -12.74 -2.69 31.67 175.10 0.4037 40.37 29.9 7.5 94.4
39105 Ohio MEIGS 800 757 51.38 48.62 42 90 13 650 8 28 1647 149 5 2378 0.84 1.8 0.26 12.97 0.16 0.56 32.87 2.97 0.1 47.47 382 9.93 3847 194 5.64 3440 109 4.17 2616 158 6.49 2435 -49.21 -10.58 -43.81 -23.95 44.95 -6.92 -58.64 -36.70 0.4236 42.36 11.9 23 97.1
39107 Ohio MERCER 1037 860 54.67 45.33 31 87 20 2008 5 28 4488 217 10 3530 0.3 0.83 0.19 19.26 0.05 0.27 43.05 2.08 0.1 33.86 4388 45.68 9605 5382 42.69 12607 5048 34.68 14557 6158 38.08 16171 22.65 31.25 -6.21 15.47 21.99 11.09 40.34 68.36 0.3913 39.13 15.9 8.8 96.3
39109 Ohio MIAMI 3155 2706 53.83 46.17 89 223 39 3664 43 98 11050 588 12 10848 0.33 0.84 0.15 13.75 0.16 0.37 41.46 2.21 0.05 40.7 13289 55.61 23898 14289 40.22 35525 9968 27.64 36061 9952 28.25 35225 7.53 48.65 -30.24 1.51 -0.16 -2.32 -25.11 47.40 0.4037 40.37 19.7 12.8 93.3
39111 Ohio MONROE 1191 1138 51.14 48.86 7 25 4 370 2 16 489 85 2 1037 0.34 1.23 0.2 18.16 0.1 0.79 24.01 4.17 0.1 50.91 2081 53.36 3900 2461 62.24 3954 1052 36.86 2854 67 2.88 2323 18.26 1.38 -57.25 -27.82 -93.63 -18.61 -96.78 -40.44 0.4199 41.99 10.3 18.8 97.7
39113 Ohio MONTGOMERY 33352 22538 59.67 40.33 145 501 82 10390 71 184 39682 1701 44 35239 0.16 0.57 0.09 11.8 0.08 0.21 45.07 1.93 0.05 40.03 81770 39.88 205018 62869 25.12 250316 36013 15.34 234735 25546 11.88 214950 -23.11 22.09 -42.72 -6.22 -29.06 -8.43 -68.76 4.84 0.4619 46.19 24.8 18.5 72.2
39117 Ohio MORROW 1164 1035 52.93 47.07 31 73 9 2078 8 27 3440 139 6 2969 0.35 0.83 0.1 23.67 0.09 0.31 39.18 1.58 0.07 33.82 1103 39.58 2787 1637 39.79 4114 1194 30.01 3979 883 26.85 3289 48.41 47.61 -27.06 -3.28 -26.05 -17.34 -19.95 18.01 0.3872 38.72 13.8 13.4 96.5
39119 Ohio MUSKINGUM 3066 2299 57.15 42.85 57 133 18 1836 14 42 6599 362 11 6112 0.38 0.88 0.12 12.09 0.09 0.28 43.46 2.38 0.07 40.25 8497 38.31 22178 9083 30.23 30045 4904 16.81 29171 2791 10.43 26769 6.90 35.47 -46.01 -2.91 -43.09 -8.23 -67.15 20.70 0.4269 42.69 14.6 19.2 92.1
39121 Ohio NOBLE 522 404 56.37 43.63 22 28 7 349 3 15 846 65 4 1183 0.87 1.11 0.28 13.84 0.12 0.59 33.54 2.58 0.16 46.91 658 38.75 1698 544 28.83 1887 486 22.57 2153 209 9.00 2323 -17.33 11.13 -10.66 14.10 -57.00 7.90 -68.24 36.81 0.4235 42.35 9.5 13.7 91.4
39123 Ohio OTTAWA 2566 2012 56.05 43.95 20 57 25 1079 6 20 3287 189 8 2968 0.26 0.74 0.33 14.09 0.08 0.26 42.92 2.47 0.1 38.75 3084 36.15 8531 2621 22.58 11609 2406 20.11 11963 2227 19.41 11475 -15.01 36.08 -8.20 3.05 -7.44 -4.08 -27.79 34.51 0.4067 40.67 21.4 10.3 92.8
39125 Ohio PAULDING 723 540 57.24 42.76 22 45 5 872 9 17 1657 141 5 1313 0.54 1.1 0.12 21.34 0.22 0.42 40.55 3.45 0.12 32.13 1284 48.82 2630 1652 43.17 3827 1766 42.53 4152 1391 37.77 3683 28.66 45.51 6.90 8.49 -21.23 -11.30 8.33 40.04 0.4255 42.55 12.7 14 92.9
39127 Ohio PERRY 1465 1070 57.79 42.21 16 30 8 933 6 19 2158 120 5 2539 0.27 0.51 0.14 15.99 0.1 0.33 36.99 2.06 0.09 43.52 1272 34.41 3697 1406 30.44 4619 896 21.51 4165 753 17.47 4311 10.53 24.94 -36.27 -9.83 -15.96 3.51 -40.80 16.61 0.412 41.2 11 18.8 97.3
39129 Ohio PICKAWAY 2097 1631 56.25 43.75 19 49 10 1985 6 19 4885 194 3 3515 0.18 0.46 0.09 18.58 0.06 0.18 45.72 1.82 0.03 32.9 4476 56.78 7883 4995 44.12 11322 2450 23.51 10422 2436 24.88 9792 11.60 43.63 -50.95 -7.95 -0.57 -6.04 -45.58 24.22 0.4084 40.84 16.4 12.8 93.4
39131 Ohio PIKE 1336 949 58.47 41.53 14 42 8 558 4 22 1205 107 3 1711 0.38 1.14 0.22 15.19 0.11 0.6 32.8 2.91 0.08 46.57 2827 66.94 4223 3847 53.59 7179 3124 39.02 8006 727 9.54 7620 36.08 70.00 -18.79 11.52 -76.73 -4.82 -74.28 80.44 0.4463 44.63 11.4 24.2 95.8
39133 Ohio PORTAGE 8665 8877 49.4 50.6 53 152 30 2699 23 62 10921 544 17 10795 0.21 0.6 0.12 10.67 0.09 0.25 43.17 2.15 0.07 42.67 8970 42.95 20884 10423 31.91 32666 11802 28.46 41476 10028 23.74 42237 16.20 56.42 13.23 26.97 -15.03 1.83 11.79 102.25 0.4289 42.89 25.5 16 90.7
39135 Ohio PREBLE 1176 1046 52.93 47.07 34 81 18 1563 9 37 3419 194 7 5019 0.33 0.78 0.17 15.06 0.09 0.36 32.94 1.87 0.07 48.35 1707 36.51 4676 3099 40.13 7723 3257 35.47 9182 3067 35.75 8579 81.55 65.16 5.10 18.89 -5.83 -6.57 79.67 83.47 0.4109 41.09 12.2 12.8 97
39137 Ohio PUTNAM 811 936 46.42 53.58 48 100 18 2246 9 22 5024 288 15 2778 0.46 0.95 0.17 21.29 0.09 0.21 47.63 2.73 0.14 26.34 2700 52.42 5151 3443 42.24 8152 3141 32.67 9615 3475 35.50 9788 27.52 58.26 -8.77 17.95 10.63 1.80 28.70 90.02 0.3653 36.53 20.2 6.7 93.1
39139 Ohio RICHLAND 5225 4080 56.15 43.85 65 248 30 5742 18 64 8994 516 13 8829 0.27 1.01 0.12 23.42 0.07 0.26 36.68 2.1 0.05 36.01 19426 45.28 42905 16448 32.00 51400 12480 26.25 47549 9484 21.92 43268 -15.33 19.80 -24.12 -7.49 -24.01 -9.00 -51.18 0.85 0.4306 43.06 15.9 16.3 86.4
39141 Ohio ROSS 3582 2595 57.99 42.01 45 112 17 1927 13 36 4918 319 7 4743 0.37 0.92 0.14 15.88 0.11 0.3 40.52 2.63 0.06 39.08 4691 38.09 12317 5293 29.31 18060 4153 20.29 20472 4374 20.94 20885 12.83 46.63 -21.54 13.36 5.32 2.02 -6.76 69.56 0.439 43.9 15 19.4 90
39143 Ohio SANDUSKY 2866 2456 53.85 46.15 61 130 20 1941 27 46 5064 332 15 4159 0.52 1.1 0.17 16.46 0.23 0.39 42.93 2.81 0.13 35.26 8094 52.00 15565 9699 43.83 22127 8951 38.44 23284 8664 38.58 22458 19.83 42.16 -7.71 5.23 -3.21 -3.55 7.04 44.29 0.4088 40.88 14.1 14.7 85.6
39145 Ohio SCIOTO 3499 2903 54.65 45.35 37 123 14 1440 10 42 3653 369 8 5729 0.32 1.08 0.12 12.6 0.09 0.37 31.97 3.23 0.07 50.14 4465 31.02 14394 2560 15.04 17025 1962 10.49 18696 1498 8.22 18215 -42.67 18.28 -23.36 9.81 -23.65 -2.57 -66.45 26.55 0.4671 46.71 14.4 24.5 93.7
39147 Ohio SENECA 2081 2064 50.21 49.79 49 114 18 1529 21 37 4709 266 23 3570 0.47 1.1 0.17 14.79 0.2 0.36 45.56 2.57 0.22 34.54 10251 54.38 18850 6421 34.17 18791 5198 28.83 18028 3933 24.93 15776 -37.36 -0.31 -19.05 -4.06 -24.34 -12.49 -61.63 -16.31 0.419 41.9 14.7 17.1 90.8
39149 Ohio SHELBY 1284 1110 53.63 46.37 39 97 13 1864 8 28 4693 282 6 4556 0.34 0.84 0.11 16.09 0.07 0.24 40.51 2.43 0.05 39.32 8044 65.39 12302 12463 58.92 21154 13719 48.89 28063 11669 48.96 23836 54.94 71.96 10.08 32.66 -14.94 -15.06 45.06 93.76 0.4262 42.62 15.6 11.4 93.6
39151 Ohio STARK 21515 16235 56.99 43.01 164 607 75 7293 60 190 33297 1462 46 26047 0.24 0.88 0.11 10.53 0.09 0.27 48.09 2.11 0.07 37.62 54633 44.98 121471 42043 30.31 138732 29333 20.52 142972 26649 19.06 139819 -23.04 14.21 -30.23 3.06 -9.15 -2.21 -51.22 15.10 0.4412 44.12 21.5 15 87.4
39153 Ohio SUMMIT 38874 29451 56.9 43.1 190 531 114 7808 117 205 39458 1777 45 27805 0.24 0.68 0.15 10 0.15 0.26 50.55 2.28 0.06 35.62 75382 41.72 180665 52159 24.73 210917 34957 14.43 242182 29564 12.76 231754 -30.81 16.74 -32.98 14.82 -15.43 -4.31 -60.78 28.28 0.4663 46.63 29.9 14.7 79
39155 Ohio TRUMBULL 17903 14726 54.87 45.13 70 207 45 2711 35 66 9792 659 32 15125 0.24 0.72 0.16 9.43 0.12 0.23 34.07 2.29 0.11 52.62 46092 58.30 79056 33932 41.80 81174 16630 24.04 69168 12672 21.23 59689 -26.38 2.68 -50.99 -14.79 -23.80 -13.70 -72.51 -24.50 0.4253 42.53 17.4 17.3 87.8
39157 Ohio TUSCARAWAS 4479 4019 52.71 47.29 42 167 22 2276 9 52 5598 403 13 6025 0.29 1.14 0.15 15.58 0.06 0.36 38.32 2.76 0.09 41.25 9123 43.52 20964 8208 29.10 28203 8173 25.98 31461 7540 24.18 31187 -10.03 34.53 -0.43 11.55 -7.75 -0.87 -17.35 48.76 0.4156 41.56 14.7 14.3 95.4
39159 Ohio UNION 1580 1501 51.28 48.72 25 66 6 2195 9 13 6835 231 3 3652 0.19 0.51 0.05 16.84 0.07 0.1 52.44 1.77 0.02 28.02 3296 54.20 6081 9810 61.64 15916 10057 42.68 23564 8678 32.46 26732 197.63 161.73 2.52 48.05 -13.71 13.44 163.29 339.60 0.4193 41.93 26 7.9 91.6
39161 Ohio VAN WERT 710 621 53.34 46.66 55 115 13 1429 9 43 2688 283 6 2426 0.78 1.63 0.18 20.22 0.13 0.61 38.04 4 0.08 34.33 3463 47.20 7337 4350 44.64 9744 3695 37.14 9950 3007 32.37 9290 25.61 32.81 -15.06 2.11 -18.62 -6.63 -13.17 26.62 0.4164 41.64 15.4 13.3 94.9
39163 Ohio VINTON 515 496 50.94 49.06 7 30 9 348 4 7 623 61 0 1023 0.33 1.42 0.43 16.48 0.19 0.33 29.5 2.89 0 48.44 565 48.62 1162 654 40.75 1605 560 34.33 1631 460 29.08 1582 15.75 38.12 -14.37 1.62 -17.86 -3.00 -18.58 36.14 0.4039 40.39 8.7 22.7 97.2
39165 Ohio WARREN 6970 6054 53.52 46.48 159 444 83 7965 70 172 22870 1369 26 20244 0.3 0.83 0.16 14.92 0.13 0.32 42.83 2.56 0.05 37.91 3062 26.25 11666 8770 26.41 33203 13510 19.76 68360 11095 15.11 73406 186.41 184.61 54.05 105.89 -17.88 7.38 262.34 529.23 0.4121 41.21 38.7 5.8 88.2
39167 Ohio WASHINGTON 2557 2411 51.47 48.53 56 146 18 1997 14 61 5023 353 14 5048 0.44 1.15 0.14 15.69 0.11 0.48 39.46 2.77 0.11 39.65 5905 40.45 14597 5127 26.64 19244 4208 19.16 21965 3346 15.42 21700 -13.18 31.84 -17.92 14.14 -20.48 -1.21 -43.34 48.66 0.4495 44.95 16.6 16.6 95.5
39169 Ohio WAYNE 3448 3225 51.67 48.33 71 185 31 3587 21 63 10533 390 20 6496 0.33 0.86 0.14 16.76 0.1 0.29 49.23 1.82 0.09 30.36 11509 47.98 23987 14974 42.62 35133 12947 32.57 39752 13025 34.16 38127 30.11 46.47 -13.54 13.15 0.60 -4.09 13.17 58.95 0.4126 41.26 20.2 13.4 94.4
39171 Ohio WILLIAMS 1007 1156 46.56 53.44 44 137 23 1314 19 62 3943 236 8 2806 0.51 1.59 0.27 15.29 0.22 0.72 45.89 2.75 0.09 32.66 6093 58.94 10338 8278 49.96 16570 6978 48.19 14479 6573 44.96 14620 35.86 60.28 -15.70 -12.62 -5.80 0.97 7.88 41.42 0.3969 39.69 13.7 14.5 93.4
39173 Ohio WOOD 6108 7165 46.02 53.98 74 190 31 3718 27 49 10968 638 16 6911 0.33 0.84 0.14 16.44 0.12 0.22 48.48 2.82 0.07 30.55 10684 48.00 22257 11457 32.37 35394 13215 27.51 48030 13409 26.03 51523 7.24 59.02 15.34 35.70 1.47 7.27 25.51 131.49 0.4445 44.45 30.8 14.8 89.3
39175 Ohio WYANDOT 661 647 50.54 49.46 20 37 4 781 6 15 1896 108 2 1720 0.44 0.81 0.09 17.02 0.13 0.33 41.32 2.35 0.04 37.48 2248 45.34 4958 3555 48.33 7356 2885 37.59 7675 3083 41.84 7368 58.14 48.37 -18.85 4.34 6.86 -4.00 37.14 48.61 0.3908 39.08 13 11.3 95.6
counties = read.csv("data.csv", header = TRUE)
# Kitchen sink
fit = lm(trump_percentage ~ X1975_to_2014_manufacturing + X1975_to_1993_manufacturing + X1993_to_2007_manufacturing + X2007_to_2014_manufacturing + poverty_level + college_or_higher + percent_white_alone, data=counties, weight=trump_raw)
summary(fit)
fit = lm(sanders_percent ~ X1975_to_2014_manufacturing + X1975_to_1993_manufacturing + X1993_to_2007_manufacturing + X2007_to_2014_manufacturing + poverty_level + college_or_higher + percent_white_alone, data=counties, weight=sanders_raw)
summary(fit)
fit = lm(clinton_percent ~ X1975_to_2014_manufacturing + X1975_to_1993_manufacturing + X1993_to_2007_manufacturing + X2007_to_2014_manufacturing + poverty_level + college_or_higher + percent_white_alone, data=counties, weight=clinton_raw)
summary(fit)
# Inequality / Gini
fit = lm(trump_percentage ~ gini_adjusted , data=counties, weight=trump_raw)
summary(fit)
fit = lm(clinton_percent ~ gini_adjusted , data=counties, weight=clinton_raw)
summary(fit)
fit = lm(sanders_percent ~ gini_adjusted , data=counties, weight=sanders_raw)
summary(fit)
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment