Ohio
ALL votes from Muskingum County.
Precincts added in order of number of votes.
Voters: 35,179 Precincts (polling places): 68 Average voters per precinct: 517 Votes in median precinct: 529Voting Machine:
deltaM = -2.5%deltaMxV = -884
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Note: X/Y graph display only works for all votes, sorted by precinct size (number of votes)
These graphs show each candidate's CUMULATIVE percent of the vote for all points to the left of and including each precinct. As you move to the right, the results from more and more precincts are included. If you choose "ALL" votes, the points at the far right of the graph represent the outcome of the election.
In order to get a sense of what might be expected if there is no strong correlation between precinct size and political leaning, select "Count votes: In random order". Each time you redraw the graph you will see cumulative totals for randomly sorted precincts.
Benford's Law Analysis
This analysis compares the expected statistical distribution of the left-most digit of the vote count of each precinct to what would be expected for randomly distributed vote counts. It is a method used by forensic accountants to detect possible fraud. There is controversy about whether this law can be applied to elections, but we thought we would have a look at it anyway. Read more here.
NOTE: We show this analysis when there are 50 or more precincts in the set. Some argue that this analysis is best used with sets containing approximately 500 data points or more. Additionally, it is likely to fail if there are a great many precincts of approximately the same size.
NOTE: We show this analysis when there are 50 or more precincts in the set. Some argue that this analysis is best used with sets containing approximately 500 data points or more. Additionally, it is likely to fail if there are a great many precincts of approximately the same size.
Expected Benford's Law Distribution
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
Leftmost Digit of Vote Count - Frequency of Occurrence
Benford's Law Distribution for Donald J. Trump
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
Leftmost Digit of Vote Count - Frequency of Occurance
Benford's Law Distribution for Hillary Clinton
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
Leftmost Digit of Vote Count - Frequency of Occurance
Show Data
Leftmost Digit | Expected Distribution | Donald J. Trump | Hillary Clinton |
1 | 30.1% | 8.8% | 48.5% |
2 | 17.6% | 23.5% | 30.9% |
3 | 12.5% | 26.5% | 5.9% |
4 | 9.7% | 26.5% | 1.5% |
5 | 7.9% | 10.3% | 1.5% |
6 | 6.7% | 2.9% | 2.9% |
7 | 5.8% | 0% | 4.4% |
8 | 5.1% | 1.5% | 0% |
9 | 4.6% | 0% | 4.4% |
Detailed Data
Download graph dataDonald J. Trump (R): Percent of votes: 68.38%, Total votes: 24056 out of 35179
Data
Precinct | Total Votes |
Votes | Percent | Turnout | Cumulative | Cumulative Total | Cumulative Pct | PRECINCT MEIGS - ACA | 95 | 89 | 94% | 77% | 89 | 95 | 94% | PRECINCT ADAMS - AAX | 166 | 137 | 83% | 67% | 226 | 261 | 87% | PRECINCT MADISON - ABZ | 178 | 143 | 80% | 64% | 369 | 439 | 84% | PRECINCT MONROE - ACB | 201 | 173 | 86% | 71% | 542 | 640 | 85% | PRECINCT IRONSPOT - ACG | 210 | 157 | 75% | 65% | 699 | 850 | 82% | PRECINCT RICH HILL - ACM | 269 | 228 | 85% | 80% | 927 | 1119 | 83% | PRECINCT BLUE ROCK - AAY | 314 | 238 | 76% | 71% | 1165 | 1433 | 81% | PRECINCT CLAY - ABC | 342 | 227 | 66% | 61% | 1392 | 1775 | 78% | PRECINCT SPRINGFIELD C - ACR | 353 | 285 | 81% | 72% | 1677 | 2128 | 79% | PRECINCT FALLS H - ABM | 363 | 221 | 61% | 74% | 1898 | 2491 | 76% | PRECINCT FULTONHAM - ACF | 371 | 261 | 70% | 60% | 2159 | 2862 | 75% | PRECINCT UNION - ACW | 372 | 280 | 75% | 77% | 2439 | 3234 | 75% | PRECINCT DRESDEN SOUTH - ABW | 376 | 276 | 73% | 69% | 2715 | 3610 | 75% | PRECINCT WAYNE A - ADE | 386 | 254 | 66% | 63% | 2969 | 3996 | 74% | PRECINCT FALLS G - ABJ | 392 | 299 | 76% | 69% | 3268 | 4388 | 74% | PRECINCT ZANESVILLE 5-B - AAQ | 400 | 213 | 53% | 49% | 3481 | 4788 | 73% | PRECINCT DRESDEN NORTH - ABV | 398 | 303 | 76% | 65% | 3784 | 5186 | 73% | PRECINCT FALLS C - ABF | 401 | 258 | 64% | 61% | 4042 | 5587 | 72% | PRECINCT SALEM - ACN | 399 | 325 | 81% | 71% | 4367 | 5986 | 73% | PRECINCT HIGHLAND - ABP | 436 | 361 | 83% | 77% | 4728 | 6422 | 74% | PRECINCT ZANESVILLE 3-B - AAJ | 437 | 124 | 28% | 38% | 4852 | 6859 | 71% | PRECINCT ZANESVILLE 1-A - AAA | 437 | 237 | 54% | 43% | 5089 | 7296 | 70% | PRECINCT HOPEWELL A - ABQ | 447 | 341 | 76% | 72% | 5430 | 7743 | 70% | PRECINCT BRUSH CREEK - AAZ | 517 | 357 | 69% | 66% | 5787 | 8260 | 70% | PRECINCT FALLS F - ABL | 435 | 310 | 71% | 69% | 6097 | 8695 | 70% | PRECINCT ZANESVILLE 2-B - AAF | 461 | 204 | 44% | 40% | 6301 | 9156 | 69% | PRECINCT FRAZEYSBURG - ABT | 488 | 363 | 74% | 61% | 6664 | 9644 | 69% | PRECINCT HOPEWELL B - ABR | 512 | 367 | 72% | 71% | 7031 | 10156 | 69% | PRECINCT MOXAHALA - ACH | 497 | 359 | 72% | 62% | 7390 | 10653 | 69% | PRECINCT ZANESVILLE 3-A - AAI | 507 | 251 | 50% | 46% | 7641 | 11160 | 68% | PRECINCT SPRINGFIELD A - ACP | 517 | 350 | 68% | 71% | 7991 | 11677 | 68% | PRECINCT PERRY NORTH - ACK | 519 | 408 | 79% | 73% | 8399 | 12196 | 69% | PRECINCT JACKSON - ABU | 525 | 423 | 81% | 74% | 8822 | 12721 | 69% | PRECINCT SALT CREEK - ACO | 529 | 405 | 77% | 76% | 9227 | 13250 | 70% | PRECINCT WASHINGTON B - ADA | 527 | 392 | 74% | 71% | 9619 | 13777 | 70% | PRECINCT WHITE COTTAGE - ACJ | 532 | 427 | 80% | 71% | 10046 | 14309 | 70% | PRECINCT ZANESVILLE 4-A - AAL | 523 | 173 | 33% | 42% | 10219 | 14832 | 69% | PRECINCT ZANESVILLE 6-A - AAS | 532 | 304 | 57% | 62% | 10523 | 15364 | 68% | PRECINCT ZANESVILLE 1-B - AAB | 525 | 296 | 56% | 45% | 10819 | 15889 | 68% | PRECINCT HOPEWELL C - ABS | 558 | 435 | 78% | 78% | 11254 | 16447 | 68% | PRECINCT ZANESVILLE 6-C - AAU | 543 | 324 | 60% | 59% | 11578 | 16990 | 68% | PRECINCT NORWICH - ACV | 567 | 438 | 77% | 76% | 12016 | 17557 | 68% | PRECINCT FALLS A - ABD | 572 | 395 | 69% | 77% | 12411 | 18129 | 68% | PRECINCT ROLLING PLAINS - ACI | 571 | 406 | 71% | 68% | 12817 | 18700 | 69% | PRECINCT WASHINGTON A - ACZ | 588 | 439 | 75% | 71% | 13256 | 19288 | 69% | PRECINCT LICKING B - ABY | 575 | 412 | 72% | 68% | 13668 | 19863 | 69% | PRECINCT LICKING A - ABX | 588 | 468 | 80% | 75% | 14136 | 20451 | 69% | PRECINCT SOUTH ZANESVILLE - ACT | 593 | 372 | 63% | 56% | 14508 | 21044 | 69% | PRECINCT WASHINGTON C - ADB | 606 | 439 | 72% | 63% | 14947 | 21650 | 69% | PRECINCT HARRISON - ABN | 622 | 463 | 74% | 67% | 15410 | 22272 | 69% | PRECINCT ZANESVILLE 6-B - AAT | 624 | 342 | 55% | 68% | 15752 | 22896 | 69% | PRECINCT DUNCAN FALLS - ADD | 628 | 429 | 68% | 72% | 16181 | 23524 | 69% | PRECINCT ZANESVILLE 5-A - AAO | 638 | 382 | 60% | 69% | 16563 | 24162 | 69% | PRECINCT WAYNE C - ADG | 666 | 516 | 77% | 76% | 17079 | 24828 | 69% | PRECINCT FALLS E - ABH | 681 | 412 | 60% | 78% | 17491 | 25509 | 69% | PRECINCT WAYNE B - ADF | 686 | 504 | 73% | 80% | 17995 | 26195 | 69% | PRECINCT ZANESVILLE 4-B - AAN | 670 | 383 | 57% | 57% | 18378 | 26865 | 68% | PRECINCT ZANESVILLE 2-A - AAE | 691 | 401 | 58% | 59% | 18779 | 27556 | 68% | PRECINCT FALLS B - ABE | 694 | 473 | 68% | 74% | 19252 | 28250 | 68% | PRECINCT MUSKINGUM B - ACD | 701 | 477 | 68% | 66% | 19729 | 28951 | 68% | PRECINCT NEW CONCORD - ACX | 701 | 402 | 57% | 67% | 20131 | 29652 | 68% | PRECINCT MUSKINGUM C - ACE | 727 | 568 | 78% | 71% | 20699 | 30379 | 68% | PRECINCT CASS - ABB | 736 | 560 | 76% | 69% | 21259 | 31115 | 68% | PRECINCT MUSKINGUM A - ACC | 757 | 543 | 72% | 71% | 21802 | 31872 | 68% | PRECINCT SPRINGFIELD B - ACQ | 758 | 509 | 67% | 68% | 22311 | 32630 | 68% | PRECINCT PERRY SOUTH - ACL | 821 | 621 | 76% | 75% | 22932 | 33451 | 69% | PRECINCT FALLS D - ABG | 857 | 612 | 71% | 73% | 23544 | 34308 | 69% | PRECINCT ZANESVILLE 5-C - ADH | 871 | 512 | 59% | 67% | 24056 | 35179 | 68% |
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Hillary Clinton (D): Percent of votes: 31.62%, Total votes: 11123 out of 35179
Data
Precinct | Total Votes |
Votes | Percent | Turnout | Cumulative | Cumulative Total | Cumulative Pct | PRECINCT MEIGS - ACA | 95 | 6 | 6% | 77% | 6 | 95 | 6% | PRECINCT ADAMS - AAX | 166 | 29 | 17% | 67% | 35 | 261 | 13% | PRECINCT MADISON - ABZ | 178 | 35 | 20% | 64% | 70 | 439 | 16% | PRECINCT MONROE - ACB | 201 | 28 | 14% | 71% | 98 | 640 | 15% | PRECINCT IRONSPOT - ACG | 210 | 53 | 25% | 65% | 151 | 850 | 18% | PRECINCT RICH HILL - ACM | 269 | 41 | 15% | 80% | 192 | 1119 | 17% | PRECINCT BLUE ROCK - AAY | 314 | 76 | 24% | 71% | 268 | 1433 | 19% | PRECINCT CLAY - ABC | 342 | 115 | 34% | 61% | 383 | 1775 | 22% | PRECINCT SPRINGFIELD C - ACR | 353 | 68 | 19% | 72% | 451 | 2128 | 21% | PRECINCT FALLS H - ABM | 363 | 142 | 39% | 74% | 593 | 2491 | 24% | PRECINCT FULTONHAM - ACF | 371 | 110 | 30% | 60% | 703 | 2862 | 25% | PRECINCT UNION - ACW | 372 | 92 | 25% | 77% | 795 | 3234 | 25% | PRECINCT DRESDEN SOUTH - ABW | 376 | 100 | 27% | 69% | 895 | 3610 | 25% | PRECINCT WAYNE A - ADE | 386 | 132 | 34% | 63% | 1027 | 3996 | 26% | PRECINCT FALLS G - ABJ | 392 | 93 | 24% | 69% | 1120 | 4388 | 26% | PRECINCT ZANESVILLE 5-B - AAQ | 400 | 187 | 47% | 49% | 1307 | 4788 | 27% | PRECINCT DRESDEN NORTH - ABV | 398 | 95 | 24% | 65% | 1402 | 5186 | 27% | PRECINCT FALLS C - ABF | 401 | 143 | 36% | 61% | 1545 | 5587 | 28% | PRECINCT SALEM - ACN | 399 | 74 | 19% | 71% | 1619 | 5986 | 27% | PRECINCT HIGHLAND - ABP | 436 | 75 | 17% | 77% | 1694 | 6422 | 26% | PRECINCT ZANESVILLE 3-B - AAJ | 437 | 313 | 72% | 38% | 2007 | 6859 | 29% | PRECINCT ZANESVILLE 1-A - AAA | 437 | 200 | 46% | 43% | 2207 | 7296 | 30% | PRECINCT HOPEWELL A - ABQ | 447 | 106 | 24% | 72% | 2313 | 7743 | 30% | PRECINCT FALLS F - ABL | 517 | 160 | 31% | 82% | 2473 | 8260 | 30% | PRECINCT BRUSH CREEK - AAZ | 435 | 125 | 29% | 55% | 2598 | 8695 | 30% | PRECINCT ZANESVILLE 2-B - AAF | 461 | 257 | 56% | 40% | 2855 | 9156 | 31% | PRECINCT FRAZEYSBURG - ABT | 488 | 125 | 26% | 61% | 2980 | 9644 | 31% | PRECINCT HOPEWELL B - ABR | 512 | 145 | 28% | 71% | 3125 | 10156 | 31% | PRECINCT MOXAHALA - ACH | 497 | 138 | 28% | 62% | 3263 | 10653 | 31% | PRECINCT ZANESVILLE 3-A - AAI | 507 | 256 | 50% | 46% | 3519 | 11160 | 32% | PRECINCT SPRINGFIELD A - ACP | 517 | 167 | 32% | 71% | 3686 | 11677 | 32% | PRECINCT PERRY NORTH - ACK | 519 | 111 | 21% | 73% | 3797 | 12196 | 31% | PRECINCT JACKSON - ABU | 525 | 102 | 19% | 74% | 3899 | 12721 | 31% | PRECINCT SALT CREEK - ACO | 529 | 124 | 23% | 76% | 4023 | 13250 | 30% | PRECINCT WASHINGTON B - ADA | 527 | 135 | 26% | 71% | 4158 | 13777 | 30% | PRECINCT WHITE COTTAGE - ACJ | 532 | 105 | 20% | 71% | 4263 | 14309 | 30% | PRECINCT ZANESVILLE 4-A - AAL | 523 | 350 | 67% | 42% | 4613 | 14832 | 31% | PRECINCT ZANESVILLE 6-A - AAS | 532 | 228 | 43% | 62% | 4841 | 15364 | 32% | PRECINCT ZANESVILLE 1-B - AAB | 525 | 229 | 44% | 45% | 5070 | 15889 | 32% | PRECINCT HOPEWELL C - ABS | 558 | 123 | 22% | 78% | 5193 | 16447 | 32% | PRECINCT ZANESVILLE 6-C - AAU | 543 | 219 | 40% | 59% | 5412 | 16990 | 32% | PRECINCT NORWICH - ACV | 567 | 129 | 23% | 76% | 5541 | 17557 | 32% | PRECINCT FALLS A - ABD | 572 | 177 | 31% | 77% | 5718 | 18129 | 32% | PRECINCT ROLLING PLAINS - ACI | 571 | 165 | 29% | 68% | 5883 | 18700 | 31% | PRECINCT WASHINGTON A - ACZ | 588 | 149 | 25% | 71% | 6032 | 19288 | 31% | PRECINCT LICKING B - ABY | 575 | 163 | 28% | 68% | 6195 | 19863 | 31% | PRECINCT LICKING A - ABX | 588 | 120 | 20% | 75% | 6315 | 20451 | 31% | PRECINCT SOUTH ZANESVILLE - ACT | 593 | 221 | 37% | 56% | 6536 | 21044 | 31% | PRECINCT WASHINGTON C - ADB | 606 | 167 | 28% | 63% | 6703 | 21650 | 31% | PRECINCT HARRISON - ABN | 622 | 159 | 26% | 67% | 6862 | 22272 | 31% | PRECINCT ZANESVILLE 6-B - AAT | 624 | 282 | 45% | 68% | 7144 | 22896 | 31% | PRECINCT DUNCAN FALLS - ADD | 628 | 199 | 32% | 72% | 7343 | 23524 | 31% | PRECINCT ZANESVILLE 5-A - AAO | 638 | 256 | 40% | 69% | 7599 | 24162 | 31% | PRECINCT WAYNE C - ADG | 666 | 150 | 23% | 76% | 7749 | 24828 | 31% | PRECINCT FALLS E - ABH | 681 | 269 | 40% | 78% | 8018 | 25509 | 31% | PRECINCT WAYNE B - ADF | 686 | 182 | 27% | 80% | 8200 | 26195 | 31% | PRECINCT ZANESVILLE 4-B - AAN | 670 | 287 | 43% | 57% | 8487 | 26865 | 32% | PRECINCT ZANESVILLE 2-A - AAE | 691 | 290 | 42% | 59% | 8777 | 27556 | 32% | PRECINCT FALLS B - ABE | 694 | 221 | 32% | 74% | 8998 | 28250 | 32% | PRECINCT MUSKINGUM B - ACD | 701 | 224 | 32% | 66% | 9222 | 28951 | 32% | PRECINCT NEW CONCORD - ACX | 701 | 299 | 43% | 67% | 9521 | 29652 | 32% | PRECINCT MUSKINGUM C - ACE | 727 | 159 | 22% | 71% | 9680 | 30379 | 32% | PRECINCT CASS - ABB | 736 | 176 | 24% | 69% | 9856 | 31115 | 32% | PRECINCT MUSKINGUM A - ACC | 757 | 214 | 28% | 71% | 10070 | 31872 | 32% | PRECINCT SPRINGFIELD B - ACQ | 758 | 249 | 33% | 68% | 10319 | 32630 | 32% | PRECINCT PERRY SOUTH - ACL | 821 | 200 | 24% | 75% | 10519 | 33451 | 31% | PRECINCT FALLS D - ABG | 857 | 245 | 29% | 73% | 10764 | 34308 | 31% | PRECINCT ZANESVILLE 5-C - ADH | 871 | 359 | 41% | 67% | 11123 | 35179 | 32% |
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