Ohio
ALL votes from Allen County.
Precincts added in order of number of votes.
Voters: 43,781 Precincts (polling places): 88 Average voters per precinct: 498 Votes in median precinct: 498Voting Machine:
deltaM = 10.9%deltaMxV = 4,751
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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% | 14.8% | 54.5% |
2 | 17.6% | 9.1% | 20.5% |
3 | 12.5% | 42% | 5.7% |
4 | 9.7% | 23.9% | 3.4% |
5 | 7.9% | 4.5% | 3.4% |
6 | 6.7% | 5.7% | 3.4% |
7 | 5.8% | 0% | 1.1% |
8 | 5.1% | 0% | 2.3% |
9 | 4.6% | 0% | 5.7% |
Detailed Data
Download graph dataDonald J. Trump (R): Percent of votes: 69.64%, Total votes: 30487 out of 43781
Data
Precinct | Total Votes |
Votes | Percent | Turnout | Cumulative | Cumulative Total | Cumulative Pct | BEAVERDAM - AFE | 133 | 121 | 91% | 58% | 121 | 133 | 91% | LAFAYETTE - AEO | 157 | 131 | 83% | 68% | 252 | 290 | 87% | HARROD - ADU | 184 | 162 | 88% | 69% | 414 | 474 | 87% | DELPHOS 2B - AAG | 205 | 167 | 81% | 49% | 581 | 679 | 86% | CAIRO - AEW | 238 | 181 | 76% | 69% | 762 | 917 | 83% | LIMA 5A - ABP | 269 | 110 | 41% | 38% | 872 | 1186 | 74% | LIMA 5B - ABQ | 277 | 65 | 23% | 36% | 937 | 1463 | 64% | LIMA 3B - AAX | 310 | 111 | 36% | 31% | 1048 | 1773 | 59% | BATH E - AEC | 333 | 218 | 65% | 45% | 1266 | 2106 | 60% | LIMA 5C - ABR | 367 | 51 | 14% | 47% | 1317 | 2473 | 53% | PERRY B - AFC | 382 | 252 | 66% | 54% | 1569 | 2855 | 55% | AMANDA N - ACU | 385 | 329 | 85% | 77% | 1898 | 3240 | 59% | LIMA 5D - ABT | 393 | 149 | 38% | 49% | 2047 | 3633 | 56% | SPENCERVILLE B - AGL | 398 | 336 | 84% | 63% | 2383 | 4031 | 59% | MONROE W - AEY | 403 | 356 | 88% | 75% | 2739 | 4434 | 62% | SPENCER A - AGI | 413 | 355 | 86% | 73% | 3094 | 4847 | 64% | AMERICAN E - ADA | 415 | 260 | 63% | 59% | 3354 | 5262 | 64% | BATH I - AEG | 413 | 312 | 76% | 56% | 3666 | 5675 | 65% | LIMA 1C - AAK | 406 | 204 | 50% | 44% | 3870 | 6081 | 64% | SPENCERVILLE A - AGK | 411 | 351 | 85% | 59% | 4221 | 6492 | 65% | SHAWNEE C - AFP | 421 | 322 | 76% | 64% | 4543 | 6913 | 66% | AMERICAN F - ADB | 439 | 293 | 67% | 77% | 4836 | 7352 | 66% | LIMA 4B - ABF | 438 | 177 | 40% | 49% | 5013 | 7790 | 64% | BATH C - AEA | 432 | 366 | 85% | 73% | 5379 | 8222 | 65% | LIMA 3C - AAY | 440 | 245 | 56% | 46% | 5624 | 8662 | 65% | LIMA 3A - AAW | 432 | 163 | 38% | 43% | 5787 | 9094 | 64% | AMERICAN D - ACZ | 455 | 187 | 41% | 57% | 5974 | 9549 | 63% | DELPHOS 1B - AAC | 456 | 351 | 77% | 77% | 6325 | 10005 | 63% | LIMA 4C - ABH | 453 | 283 | 62% | 60% | 6608 | 10458 | 63% | LIMA 6C - ABZ | 463 | 30 | 6% | 42% | 6638 | 10921 | 61% | LIMA 6B - ABX | 454 | 148 | 33% | 44% | 6786 | 11375 | 60% | MONROE E - AEX | 461 | 416 | 90% | 77% | 7202 | 11836 | 61% | AMERICAN K - ADG | 462 | 313 | 68% | 63% | 7515 | 12298 | 61% | BATH F - AED | 471 | 380 | 81% | 75% | 7895 | 12769 | 62% | DELPHOS 2A - AAE | 469 | 350 | 75% | 58% | 8245 | 13238 | 62% | AMERICAN C - ACY | 475 | 343 | 72% | 64% | 8588 | 13713 | 63% | BATH D - AEB | 477 | 396 | 83% | 63% | 8984 | 14190 | 63% | ELIDA A - ADQ | 478 | 378 | 79% | 71% | 9362 | 14668 | 64% | BATH A - ADY | 481 | 389 | 81% | 74% | 9751 | 15149 | 64% | AMERICAN B - ACX | 477 | 328 | 69% | 64% | 10079 | 15626 | 65% | AMERICAN L - ADI | 478 | 303 | 63% | 67% | 10382 | 16104 | 64% | LIMA 6A - ABW | 492 | 192 | 39% | 48% | 10574 | 16596 | 64% | SHAWNEE E - AFR | 497 | 356 | 72% | 71% | 10930 | 17093 | 64% | PERRY A - AFB | 498 | 365 | 73% | 65% | 11295 | 17591 | 64% | AUGLAIZE A - ADT | 512 | 434 | 85% | 74% | 11729 | 18103 | 65% | DELPHOS 1A - AAA | 509 | 385 | 76% | 67% | 12114 | 18612 | 65% | RICHLAND A - AFF | 505 | 391 | 77% | 74% | 12505 | 19117 | 65% | SHAWNEE D - AFQ | 509 | 379 | 74% | 71% | 12884 | 19626 | 66% | AMERICAN I - ADE | 521 | 416 | 80% | 76% | 13300 | 20147 | 66% | SHAWNEE L - AGD | 513 | 413 | 81% | 64% | 13713 | 20660 | 66% | SHAWNEE B - AFO | 516 | 367 | 71% | 74% | 14080 | 21176 | 66% | ELIDA B - ADR | 532 | 428 | 80% | 79% | 14508 | 21708 | 67% | RICHLAND B - AFG | 532 | 427 | 80% | 76% | 14935 | 22240 | 67% | LIMA 1B - AAJ | 527 | 328 | 62% | 55% | 15263 | 22767 | 67% | AMERICAN J - ADF | 539 | 421 | 78% | 74% | 15684 | 23306 | 67% | SHAWNEE H - AFU | 524 | 400 | 76% | 70% | 16084 | 23830 | 67% | SHAWNEE A - AFN | 548 | 418 | 76% | 75% | 16502 | 24378 | 68% | BATH B - ADZ | 567 | 477 | 84% | 77% | 16979 | 24945 | 68% | SHAWNEE I - AFV | 564 | 450 | 80% | 76% | 17429 | 25509 | 68% | AMERICAN A - ACW | 729 | 469 | 64% | 95% | 17898 | 26238 | 68% | LIMA 1A - AAH | 394 | 294 | 75% | 40% | 18192 | 26632 | 68% | BLUFFTON C - AFK | 553 | 381 | 69% | 70% | 18573 | 27185 | 68% | BLUFFTON B - AFJ | 563 | 319 | 57% | 68% | 18892 | 27748 | 68% | BATH H - AEF | 574 | 430 | 75% | 77% | 19322 | 28322 | 68% | SHAWNEE K - AGC | 565 | 430 | 76% | 67% | 19752 | 28887 | 68% | LIMA 7B - ACE | 568 | 324 | 57% | 57% | 20076 | 29455 | 68% | PERRY C - AEZ | 580 | 491 | 85% | 73% | 20567 | 30035 | 68% | AMERICAN H - ADD | 584 | 452 | 77% | 75% | 21019 | 30619 | 69% | SHAWNEE G - AFT | 593 | 455 | 77% | 75% | 21474 | 31212 | 69% | SHAWNEE F - AFS | 705 | 440 | 62% | 88% | 21914 | 31917 | 69% | LIMA 2A - AAO | 510 | 333 | 65% | 46% | 22247 | 32427 | 69% | AMERICAN G - ADC | 613 | 487 | 79% | 70% | 22734 | 33040 | 69% | BATH G - AEE | 607 | 431 | 71% | 72% | 23165 | 33647 | 69% | SHAWNEE J - AGB | 605 | 444 | 73% | 72% | 23609 | 34252 | 69% | SUGAR CREEK - AGN | 636 | 536 | 84% | 73% | 24145 | 34888 | 69% | LIMA 2C - AAQ | 632 | 385 | 61% | 60% | 24530 | 35520 | 69% | AUGLAIZE B - ADW | 645 | 530 | 82% | 73% | 25060 | 36165 | 69% | LIMA 7C - ACG | 651 | 397 | 61% | 65% | 25457 | 36816 | 69% | LIMA 4D - ABI | 645 | 351 | 54% | 68% | 25808 | 37461 | 69% | LIMA 4A - ABE | 652 | 399 | 61% | 72% | 26207 | 38113 | 69% | LIMA 2B - AAP | 660 | 393 | 60% | 63% | 26600 | 38773 | 69% | BLUFFTON A - AFI | 669 | 392 | 59% | 79% | 26992 | 39442 | 68% | LIMA 7A - ACD | 679 | 361 | 53% | 61% | 27353 | 40121 | 68% | MARION B - AET | 696 | 580 | 83% | 80% | 27933 | 40817 | 68% | MARION A - AES | 717 | 615 | 86% | 74% | 28548 | 41534 | 69% | JACKSON B - AEQ | 729 | 639 | 88% | 75% | 29187 | 42263 | 69% | AMANDA E - ACT | 736 | 621 | 84% | 77% | 29808 | 42999 | 69% | JACKSON A - AEN | 782 | 679 | 87% | 80% | 30487 | 43781 | 70% |
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Hillary Clinton (D): Percent of votes: 30.36%, Total votes: 13294 out of 43781
Data
Precinct | Total Votes |
Votes | Percent | Turnout | Cumulative | Cumulative Total | Cumulative Pct | BEAVERDAM - AFE | 133 | 12 | 9% | 58% | 12 | 133 | 9% | LAFAYETTE - AEO | 157 | 26 | 17% | 68% | 38 | 290 | 13% | HARROD - ADU | 184 | 22 | 12% | 69% | 60 | 474 | 13% | DELPHOS 2B - AAG | 205 | 38 | 19% | 49% | 98 | 679 | 14% | CAIRO - AEW | 238 | 57 | 24% | 69% | 155 | 917 | 17% | LIMA 5A - ABP | 269 | 159 | 59% | 38% | 314 | 1186 | 26% | LIMA 5B - ABQ | 277 | 212 | 77% | 36% | 526 | 1463 | 36% | LIMA 3B - AAX | 310 | 199 | 64% | 31% | 725 | 1773 | 41% | BATH E - AEC | 333 | 115 | 35% | 45% | 840 | 2106 | 40% | LIMA 5C - ABR | 367 | 316 | 86% | 47% | 1156 | 2473 | 47% | PERRY B - AFC | 382 | 130 | 34% | 54% | 1286 | 2855 | 45% | AMANDA N - ACU | 385 | 56 | 15% | 77% | 1342 | 3240 | 41% | LIMA 5D - ABT | 393 | 244 | 62% | 49% | 1586 | 3633 | 44% | SPENCERVILLE B - AGL | 398 | 62 | 16% | 63% | 1648 | 4031 | 41% | MONROE W - AEY | 403 | 47 | 12% | 75% | 1695 | 4434 | 38% | SPENCER A - AGI | 413 | 58 | 14% | 73% | 1753 | 4847 | 36% | AMERICAN E - ADA | 415 | 155 | 37% | 59% | 1908 | 5262 | 36% | BATH I - AEG | 413 | 101 | 24% | 56% | 2009 | 5675 | 35% | LIMA 1C - AAK | 406 | 202 | 50% | 44% | 2211 | 6081 | 36% | SPENCERVILLE A - AGK | 411 | 60 | 15% | 59% | 2271 | 6492 | 35% | SHAWNEE C - AFP | 421 | 99 | 24% | 64% | 2370 | 6913 | 34% | AMERICAN F - ADB | 439 | 146 | 33% | 77% | 2516 | 7352 | 34% | LIMA 4B - ABF | 438 | 261 | 60% | 49% | 2777 | 7790 | 36% | BATH C - AEA | 432 | 66 | 15% | 73% | 2843 | 8222 | 35% | LIMA 3C - AAY | 440 | 195 | 44% | 46% | 3038 | 8662 | 35% | LIMA 3A - AAW | 432 | 269 | 62% | 43% | 3307 | 9094 | 36% | AMERICAN D - ACZ | 455 | 268 | 59% | 57% | 3575 | 9549 | 37% | DELPHOS 1B - AAC | 456 | 105 | 23% | 77% | 3680 | 10005 | 37% | LIMA 4C - ABH | 453 | 170 | 38% | 60% | 3850 | 10458 | 37% | LIMA 6C - ABZ | 463 | 433 | 94% | 42% | 4283 | 10921 | 39% | LIMA 6B - ABX | 454 | 306 | 67% | 44% | 4589 | 11375 | 40% | MONROE E - AEX | 461 | 45 | 10% | 77% | 4634 | 11836 | 39% | AMERICAN K - ADG | 462 | 149 | 32% | 63% | 4783 | 12298 | 39% | BATH F - AED | 471 | 91 | 19% | 75% | 4874 | 12769 | 38% | DELPHOS 2A - AAE | 469 | 119 | 25% | 58% | 4993 | 13238 | 38% | AMERICAN C - ACY | 475 | 132 | 28% | 64% | 5125 | 13713 | 37% | BATH D - AEB | 477 | 81 | 17% | 63% | 5206 | 14190 | 37% | ELIDA A - ADQ | 478 | 100 | 21% | 71% | 5306 | 14668 | 36% | BATH A - ADY | 481 | 92 | 19% | 74% | 5398 | 15149 | 36% | AMERICAN B - ACX | 477 | 149 | 31% | 64% | 5547 | 15626 | 35% | AMERICAN L - ADI | 478 | 175 | 37% | 67% | 5722 | 16104 | 36% | LIMA 6A - ABW | 492 | 300 | 61% | 48% | 6022 | 16596 | 36% | SHAWNEE E - AFR | 497 | 141 | 28% | 71% | 6163 | 17093 | 36% | PERRY A - AFB | 498 | 133 | 27% | 65% | 6296 | 17591 | 36% | AUGLAIZE A - ADT | 512 | 78 | 15% | 74% | 6374 | 18103 | 35% | DELPHOS 1A - AAA | 509 | 124 | 24% | 67% | 6498 | 18612 | 35% | RICHLAND A - AFF | 505 | 114 | 23% | 74% | 6612 | 19117 | 35% | SHAWNEE D - AFQ | 509 | 130 | 26% | 71% | 6742 | 19626 | 34% | SHAWNEE L - AGD | 521 | 105 | 20% | 65% | 6847 | 20147 | 34% | AMERICAN I - ADE | 513 | 100 | 19% | 75% | 6947 | 20660 | 34% | SHAWNEE B - AFO | 516 | 149 | 29% | 74% | 7096 | 21176 | 34% | ELIDA B - ADR | 532 | 104 | 20% | 79% | 7200 | 21708 | 33% | RICHLAND B - AFG | 532 | 105 | 20% | 76% | 7305 | 22240 | 33% | LIMA 1B - AAJ | 527 | 199 | 38% | 55% | 7504 | 22767 | 33% | AMERICAN J - ADF | 539 | 118 | 22% | 74% | 7622 | 23306 | 33% | SHAWNEE H - AFU | 524 | 124 | 24% | 70% | 7746 | 23830 | 33% | SHAWNEE A - AFN | 548 | 130 | 24% | 75% | 7876 | 24378 | 32% | BATH B - ADZ | 567 | 90 | 16% | 77% | 7966 | 24945 | 32% | SHAWNEE I - AFV | 564 | 114 | 20% | 76% | 8080 | 25509 | 32% | LIMA 1A - AAH | 729 | 260 | 36% | 74% | 8340 | 26238 | 32% | AMERICAN A - ACW | 394 | 100 | 25% | 52% | 8440 | 26632 | 32% | BLUFFTON C - AFK | 553 | 172 | 31% | 70% | 8612 | 27185 | 32% | BLUFFTON B - AFJ | 563 | 244 | 43% | 68% | 8856 | 27748 | 32% | BATH H - AEF | 574 | 144 | 25% | 77% | 9000 | 28322 | 32% | SHAWNEE K - AGC | 565 | 135 | 24% | 67% | 9135 | 28887 | 32% | LIMA 7B - ACE | 568 | 244 | 43% | 57% | 9379 | 29455 | 32% | PERRY C - AEZ | 580 | 89 | 15% | 73% | 9468 | 30035 | 32% | AMERICAN H - ADD | 584 | 132 | 23% | 75% | 9600 | 30619 | 31% | SHAWNEE G - AFT | 593 | 138 | 23% | 75% | 9738 | 31212 | 31% | LIMA 2A - AAO | 705 | 265 | 38% | 64% | 10003 | 31917 | 31% | SHAWNEE F - AFS | 510 | 177 | 35% | 63% | 10180 | 32427 | 31% | AMERICAN G - ADC | 613 | 126 | 21% | 70% | 10306 | 33040 | 31% | BATH G - AEE | 607 | 176 | 29% | 72% | 10482 | 33647 | 31% | SHAWNEE J - AGB | 605 | 161 | 27% | 72% | 10643 | 34252 | 31% | SUGAR CREEK - AGN | 636 | 100 | 16% | 73% | 10743 | 34888 | 31% | LIMA 2C - AAQ | 632 | 247 | 39% | 60% | 10990 | 35520 | 31% | AUGLAIZE B - ADW | 645 | 115 | 18% | 73% | 11105 | 36165 | 31% | LIMA 7C - ACG | 651 | 254 | 39% | 65% | 11359 | 36816 | 31% | LIMA 4D - ABI | 645 | 294 | 46% | 68% | 11653 | 37461 | 31% | LIMA 4A - ABE | 652 | 253 | 39% | 72% | 11906 | 38113 | 31% | LIMA 2B - AAP | 660 | 267 | 40% | 63% | 12173 | 38773 | 31% | BLUFFTON A - AFI | 669 | 277 | 41% | 79% | 12450 | 39442 | 32% | LIMA 7A - ACD | 679 | 318 | 47% | 61% | 12768 | 40121 | 32% | MARION B - AET | 696 | 116 | 17% | 80% | 12884 | 40817 | 32% | MARION A - AES | 717 | 102 | 14% | 74% | 12986 | 41534 | 31% | JACKSON B - AEQ | 729 | 90 | 12% | 75% | 13076 | 42263 | 31% | AMANDA E - ACT | 736 | 115 | 16% | 77% | 13191 | 42999 | 31% | JACKSON A - AEN | 782 | 103 | 13% | 80% | 13294 | 43781 | 30% |
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