Ohio
ALL votes from Lawrence County.
Precincts added in order of number of votes.
Voters: 25,663 Precincts (polling places): 84 Average voters per precinct: 306 Votes in median precinct: 290Voting Machine:
deltaM = 8.2%deltaMxV = 2,117
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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% | 23.8% | 26.2% |
2 | 17.6% | 27.4% | 4.8% |
3 | 12.5% | 19% | 8.3% |
4 | 9.7% | 7.1% | 9.5% |
5 | 7.9% | 4.8% | 10.7% |
6 | 6.7% | 3.6% | 3.6% |
7 | 5.8% | 3.6% | 9.5% |
8 | 5.1% | 7.1% | 13.1% |
9 | 4.6% | 3.6% | 14.3% |
Detailed Data
Download graph dataDonald J. Trump (R): Percent of votes: 72.82%, Total votes: 18689 out of 25663
Data
Precinct | Total Votes |
Votes | Percent | Turnout | Cumulative | Cumulative Total | Cumulative Pct | PRECINCT IRONTON 3C - AAM | 52 | 30 | 58% | 35% | 30 | 52 | 58% | PRECINCT WASHINGTON - ADD | 74 | 56 | 76% | 59% | 86 | 126 | 68% | PRECINCT IRONTON 2B - AAH | 82 | 59 | 72% | 43% | 145 | 208 | 70% | PRECINCT IRONTON 1D - AAD | 106 | 71 | 67% | 44% | 216 | 314 | 69% | PRECINCT IRONTON 3A - AAK | 109 | 69 | 63% | 49% | 285 | 423 | 67% | PRECINCT IRONTON 3D - AAN | 116 | 62 | 53% | 49% | 347 | 539 | 64% | PRECINCT CHESAPEAKE A - ACU | 122 | 89 | 73% | 59% | 436 | 661 | 66% | PRECINCT ATHALIA - ACC | 127 | 93 | 73% | 63% | 529 | 788 | 67% | PRECINCT AID 2 - ABA | 128 | 101 | 79% | 72% | 630 | 916 | 69% | PRECINCT IRONTON 1C - AAC | 129 | 85 | 66% | 47% | 715 | 1045 | 68% | PRECINCT IRONTON 4A - AAP | 123 | 78 | 63% | 47% | 793 | 1168 | 68% | PRECINCT IRONTON 2C - AAI | 140 | 90 | 64% | 68% | 883 | 1308 | 68% | PRECINCT HANGING ROCK - ABP | 121 | 85 | 70% | 64% | 968 | 1429 | 68% | PRECINCT IRONTON 2A - AAG | 135 | 81 | 60% | 45% | 1049 | 1564 | 67% | PRECINCT IRONTON 1B - AAB | 138 | 87 | 63% | 51% | 1136 | 1702 | 67% | PRECINCT IRONTON 4H - AAW | 142 | 86 | 61% | 64% | 1222 | 1844 | 66% | PRECINCT IRONTON 3B - AAL | 144 | 58 | 40% | 42% | 1280 | 1988 | 64% | PRECINCT IRONTON 4B - AAQ | 158 | 108 | 68% | 66% | 1388 | 2146 | 65% | PRECINCT COAL GROVE A - ADA | 159 | 126 | 79% | 34% | 1514 | 2305 | 66% | PRECINCT IRONTON 4C - AAR | 174 | 130 | 75% | 64% | 1644 | 2479 | 66% | PRECINCT MASON 2 - ABU | 176 | 146 | 83% | 55% | 1790 | 2655 | 67% | PRECINCT IRONTON 2D - AAJ | 185 | 77 | 42% | 44% | 1867 | 2840 | 66% | PRECINCT UPPER 1 - ACW | 188 | 138 | 73% | 53% | 2005 | 3028 | 66% | PRECINCT IRONTON 3E - AAO | 184 | 92 | 50% | 59% | 2097 | 3212 | 65% | PRECINCT IRONTON 4G - AAV | 198 | 111 | 56% | 48% | 2208 | 3410 | 65% | PRECINCT IRONTON 4D - AAS | 175 | 108 | 62% | 50% | 2316 | 3585 | 65% | PRECINCT CHESAPEAKE B - ACV | 230 | 137 | 60% | 56% | 2453 | 3815 | 64% | PRECINCT SYMMES - ACL | 210 | 172 | 82% | 52% | 2625 | 4025 | 65% | PRECINCT SOUTH POINT 4 - ACA | 213 | 162 | 76% | 55% | 2787 | 4238 | 66% | PRECINCT IRONTON 4I - AAX | 219 | 134 | 61% | 60% | 2921 | 4457 | 66% | PRECINCT PROCTORVILLE - ACT | 231 | 160 | 69% | 53% | 3081 | 4688 | 66% | PRECINCT FAYETTE 2 - ABG | 241 | 190 | 79% | 57% | 3271 | 4929 | 66% | PRECINCT ELIZABETH 3 - ABE | 231 | 169 | 73% | 54% | 3440 | 5160 | 67% | PRECINCT MASON 1 - ABT | 243 | 201 | 83% | 52% | 3641 | 5403 | 67% | PRECINCT PERRY 3 - ABX | 251 | 211 | 84% | 61% | 3852 | 5654 | 68% | PRECINCT BRADRICK 2 - ACN | 249 | 203 | 82% | 57% | 4055 | 5903 | 69% | PRECINCT IRONTON 4E - AAT | 258 | 180 | 70% | 65% | 4235 | 6161 | 69% | PRECINCT IRONTON 5A - AAY | 260 | 184 | 71% | 71% | 4419 | 6421 | 69% | PRECINCT IRONTON 1A - AAA | 261 | 154 | 59% | 65% | 4573 | 6682 | 68% | PRECINCT UPPER 4 - ACZ | 260 | 177 | 68% | 64% | 4750 | 6942 | 68% | PRECINCT SOUTH POINT 1 - ABI | 260 | 182 | 70% | 55% | 4932 | 7202 | 68% | PRECINCT IRONTON 4F - AAU | 290 | 215 | 74% | 68% | 5147 | 7492 | 69% | PRECINCT DECATUR - ABB | 289 | 229 | 79% | 53% | 5376 | 7781 | 69% | PRECINCT LABELLE 7 - ACJ | 304 | 221 | 73% | 65% | 5597 | 8085 | 69% | PRECINCT AID 1 - AAZ | 308 | 263 | 85% | 68% | 5860 | 8393 | 70% | PRECINCT HAMILTON - ABO | 310 | 221 | 71% | 58% | 6081 | 8703 | 70% | PRECINCT COAL GROVE C - ADC | 320 | 240 | 75% | 54% | 6321 | 9023 | 70% | PRECINCT BRADRICK 1 - ACM | 332 | 258 | 78% | 56% | 6579 | 9355 | 70% | PRECINCT IRONTON 1E - AAE | 326 | 210 | 64% | 69% | 6789 | 9681 | 70% | PRECINCT LABELLE 5 - ACH | 337 | 238 | 71% | 62% | 7027 | 10018 | 70% | PRECINCT UPPER 2 - ACX | 328 | 242 | 74% | 62% | 7269 | 10346 | 70% | PRECINCT SOUTH POINT 3 - ABK | 342 | 249 | 73% | 65% | 7518 | 10688 | 70% | PRECINCT LAWRENCE 2 - ABR | 347 | 255 | 73% | 74% | 7773 | 11035 | 70% | PRECINCT LABELLE 3 - ACF | 350 | 256 | 73% | 57% | 8029 | 11385 | 71% | PRECINCT COAL GROVE B - ADB | 355 | 265 | 75% | 50% | 8294 | 11740 | 71% | PRECINCT WINDSOR 1 - ADE | 350 | 277 | 79% | 60% | 8571 | 12090 | 71% | PRECINCT ELIZABETH 1 - ABC | 357 | 259 | 73% | 55% | 8830 | 12447 | 71% | PRECINCT LABELLE 1 - ACD | 361 | 273 | 76% | 61% | 9103 | 12808 | 71% | PRECINCT IRONTON 1F - AAF | 376 | 226 | 60% | 61% | 9329 | 13184 | 71% | PRECINCT LAWRENCE 1 - ABQ | 380 | 302 | 79% | 62% | 9631 | 13564 | 71% | PRECINCT UNION 5 - ACS | 400 | 301 | 75% | 65% | 9932 | 13964 | 71% | PRECINCT FAYETTE 3 - ABH | 389 | 309 | 79% | 59% | 10241 | 14353 | 71% | PRECINCT SOUTH POINT 5 - ACB | 404 | 271 | 67% | 66% | 10512 | 14757 | 71% | PRECINCT UNION 2 - ACP | 458 | 302 | 66% | 56% | 10814 | 15215 | 71% | PRECINCT BURLINGTON 1 - ABL | 355 | 249 | 70% | 40% | 11063 | 15570 | 71% | PRECINCT UPPER 3 - ACY | 412 | 322 | 78% | 61% | 11385 | 15982 | 71% | PRECINCT PERRY 1 - ABV | 432 | 307 | 71% | 60% | 11692 | 16414 | 71% | PRECINCT SHERIDAN 1 - ABY | 444 | 336 | 76% | 44% | 12028 | 16858 | 71% | PRECINCT FAYETTE 1 - ABF | 466 | 372 | 80% | 64% | 12400 | 17324 | 72% | PRECINCT LAWRENCE 3 - ABS | 471 | 385 | 82% | 71% | 12785 | 17795 | 72% | PRECINCT PERRY 2 - ABW | 478 | 382 | 80% | 73% | 13167 | 18273 | 72% | PRECINCT BURLINGTON 3 - ABN | 471 | 309 | 66% | 55% | 13476 | 18744 | 72% | PRECINCT SHERIDAN 2 - ABZ | 483 | 327 | 68% | 46% | 13803 | 19227 | 72% | PRECINCT BURLINGTON 2 - ABM | 509 | 362 | 71% | 56% | 14165 | 19736 | 72% | PRECINCT UNION 3 - ACQ | 527 | 398 | 76% | 64% | 14563 | 20263 | 72% | PRECINCT ELIZABETH 2 - ABD | 531 | 408 | 77% | 54% | 14971 | 20794 | 72% | PRECINCT SOUTH POINT 2 - ABJ | 531 | 403 | 76% | 63% | 15374 | 21325 | 72% | PRECINCT LABELLE 4 - ACG | 553 | 399 | 72% | 60% | 15773 | 21878 | 72% | PRECINCT UNION 4 - ACR | 561 | 428 | 76% | 56% | 16201 | 22439 | 72% | PRECINCT MILLER - ACK | 576 | 445 | 77% | 62% | 16646 | 23015 | 72% | PRECINCT UNION 1 - ACO | 570 | 457 | 80% | 64% | 17103 | 23585 | 73% | PRECINCT WINDSOR 2 - ADF | 590 | 459 | 78% | 61% | 17562 | 24175 | 73% | PRECINCT LABELLE 6 - ACI | 645 | 500 | 78% | 63% | 18062 | 24820 | 73% | PRECINCT LABELLE 2 - ACE | 843 | 627 | 74% | 69% | 18689 | 25663 | 73% |
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Hillary Clinton (D): Percent of votes: 27.18%, Total votes: 6974 out of 25663
Data
Precinct | Total Votes |
Votes | Percent | Turnout | Cumulative | Cumulative Total | Cumulative Pct | PRECINCT IRONTON 3C - AAM | 52 | 22 | 42% | 35% | 22 | 52 | 42% | PRECINCT WASHINGTON - ADD | 74 | 18 | 24% | 59% | 40 | 126 | 32% | PRECINCT IRONTON 2B - AAH | 82 | 23 | 28% | 43% | 63 | 208 | 30% | PRECINCT IRONTON 1D - AAD | 106 | 35 | 33% | 44% | 98 | 314 | 31% | PRECINCT IRONTON 3A - AAK | 109 | 40 | 37% | 49% | 138 | 423 | 33% | PRECINCT IRONTON 3D - AAN | 116 | 54 | 47% | 49% | 192 | 539 | 36% | PRECINCT CHESAPEAKE A - ACU | 122 | 33 | 27% | 59% | 225 | 661 | 34% | PRECINCT ATHALIA - ACC | 127 | 34 | 27% | 63% | 259 | 788 | 33% | PRECINCT AID 2 - ABA | 128 | 27 | 21% | 72% | 286 | 916 | 31% | PRECINCT IRONTON 1C - AAC | 129 | 44 | 34% | 47% | 330 | 1045 | 32% | PRECINCT HANGING ROCK - ABP | 123 | 45 | 37% | 65% | 375 | 1168 | 32% | PRECINCT IRONTON 4A - AAP | 140 | 50 | 36% | 54% | 425 | 1308 | 32% | PRECINCT IRONTON 2C - AAI | 121 | 36 | 30% | 59% | 461 | 1429 | 32% | PRECINCT IRONTON 2A - AAG | 135 | 54 | 40% | 45% | 515 | 1564 | 33% | PRECINCT IRONTON 1B - AAB | 138 | 51 | 37% | 51% | 566 | 1702 | 33% | PRECINCT IRONTON 4H - AAW | 142 | 56 | 39% | 64% | 622 | 1844 | 34% | PRECINCT IRONTON 3B - AAL | 144 | 86 | 60% | 42% | 708 | 1988 | 36% | PRECINCT IRONTON 4B - AAQ | 158 | 50 | 32% | 66% | 758 | 2146 | 35% | PRECINCT COAL GROVE A - ADA | 159 | 33 | 21% | 34% | 791 | 2305 | 34% | PRECINCT IRONTON 4C - AAR | 174 | 44 | 25% | 64% | 835 | 2479 | 34% | PRECINCT MASON 2 - ABU | 176 | 30 | 17% | 55% | 865 | 2655 | 33% | PRECINCT IRONTON 2D - AAJ | 185 | 108 | 58% | 44% | 973 | 2840 | 34% | PRECINCT UPPER 1 - ACW | 188 | 50 | 27% | 53% | 1023 | 3028 | 34% | PRECINCT IRONTON 3E - AAO | 184 | 92 | 50% | 59% | 1115 | 3212 | 35% | PRECINCT IRONTON 4G - AAV | 198 | 87 | 44% | 48% | 1202 | 3410 | 35% | PRECINCT CHESAPEAKE B - ACV | 175 | 67 | 38% | 43% | 1269 | 3585 | 35% | PRECINCT IRONTON 4D - AAS | 230 | 93 | 40% | 66% | 1362 | 3815 | 36% | PRECINCT SYMMES - ACL | 210 | 38 | 18% | 52% | 1400 | 4025 | 35% | PRECINCT SOUTH POINT 4 - ACA | 213 | 51 | 24% | 55% | 1451 | 4238 | 34% | PRECINCT IRONTON 4I - AAX | 219 | 85 | 39% | 60% | 1536 | 4457 | 34% | PRECINCT PROCTORVILLE - ACT | 231 | 71 | 31% | 53% | 1607 | 4688 | 34% | PRECINCT FAYETTE 2 - ABG | 241 | 51 | 21% | 57% | 1658 | 4929 | 34% | PRECINCT ELIZABETH 3 - ABE | 231 | 62 | 27% | 54% | 1720 | 5160 | 33% | PRECINCT MASON 1 - ABT | 243 | 42 | 17% | 52% | 1762 | 5403 | 33% | PRECINCT PERRY 3 - ABX | 251 | 40 | 16% | 61% | 1802 | 5654 | 32% | PRECINCT BRADRICK 2 - ACN | 249 | 46 | 18% | 57% | 1848 | 5903 | 31% | PRECINCT IRONTON 4E - AAT | 258 | 78 | 30% | 65% | 1926 | 6161 | 31% | PRECINCT IRONTON 5A - AAY | 260 | 76 | 29% | 71% | 2002 | 6421 | 31% | PRECINCT IRONTON 1A - AAA | 261 | 107 | 41% | 65% | 2109 | 6682 | 32% | PRECINCT UPPER 4 - ACZ | 260 | 83 | 32% | 64% | 2192 | 6942 | 32% | PRECINCT SOUTH POINT 1 - ABI | 260 | 78 | 30% | 55% | 2270 | 7202 | 32% | PRECINCT IRONTON 4F - AAU | 290 | 75 | 26% | 68% | 2345 | 7492 | 31% | PRECINCT DECATUR - ABB | 289 | 60 | 21% | 53% | 2405 | 7781 | 31% | PRECINCT LABELLE 7 - ACJ | 304 | 83 | 27% | 65% | 2488 | 8085 | 31% | PRECINCT AID 1 - AAZ | 308 | 45 | 15% | 68% | 2533 | 8393 | 30% | PRECINCT HAMILTON - ABO | 310 | 89 | 29% | 58% | 2622 | 8703 | 30% | PRECINCT COAL GROVE C - ADC | 320 | 80 | 25% | 54% | 2702 | 9023 | 30% | PRECINCT BRADRICK 1 - ACM | 332 | 74 | 22% | 56% | 2776 | 9355 | 30% | PRECINCT IRONTON 1E - AAE | 326 | 116 | 36% | 69% | 2892 | 9681 | 30% | PRECINCT LABELLE 5 - ACH | 337 | 99 | 29% | 62% | 2991 | 10018 | 30% | PRECINCT UPPER 2 - ACX | 328 | 86 | 26% | 62% | 3077 | 10346 | 30% | PRECINCT SOUTH POINT 3 - ABK | 342 | 93 | 27% | 65% | 3170 | 10688 | 30% | PRECINCT LAWRENCE 2 - ABR | 347 | 92 | 27% | 74% | 3262 | 11035 | 30% | PRECINCT LABELLE 3 - ACF | 350 | 94 | 27% | 57% | 3356 | 11385 | 29% | PRECINCT COAL GROVE B - ADB | 355 | 90 | 25% | 50% | 3446 | 11740 | 29% | PRECINCT WINDSOR 1 - ADE | 350 | 73 | 21% | 60% | 3519 | 12090 | 29% | PRECINCT ELIZABETH 1 - ABC | 357 | 98 | 27% | 55% | 3617 | 12447 | 29% | PRECINCT LABELLE 1 - ACD | 361 | 88 | 24% | 61% | 3705 | 12808 | 29% | PRECINCT IRONTON 1F - AAF | 376 | 150 | 40% | 61% | 3855 | 13184 | 29% | PRECINCT LAWRENCE 1 - ABQ | 380 | 78 | 21% | 62% | 3933 | 13564 | 29% | PRECINCT UNION 5 - ACS | 400 | 99 | 25% | 65% | 4032 | 13964 | 29% | PRECINCT FAYETTE 3 - ABH | 389 | 80 | 21% | 59% | 4112 | 14353 | 29% | PRECINCT SOUTH POINT 5 - ACB | 404 | 133 | 33% | 66% | 4245 | 14757 | 29% | PRECINCT BURLINGTON 1 - ABL | 458 | 156 | 34% | 52% | 4401 | 15215 | 29% | PRECINCT UNION 2 - ACP | 355 | 106 | 30% | 43% | 4507 | 15570 | 29% | PRECINCT UPPER 3 - ACY | 412 | 90 | 22% | 61% | 4597 | 15982 | 29% | PRECINCT PERRY 1 - ABV | 432 | 125 | 29% | 60% | 4722 | 16414 | 29% | PRECINCT SHERIDAN 1 - ABY | 444 | 108 | 24% | 44% | 4830 | 16858 | 29% | PRECINCT FAYETTE 1 - ABF | 466 | 94 | 20% | 64% | 4924 | 17324 | 28% | PRECINCT LAWRENCE 3 - ABS | 471 | 86 | 18% | 71% | 5010 | 17795 | 28% | PRECINCT PERRY 2 - ABW | 478 | 96 | 20% | 73% | 5106 | 18273 | 28% | PRECINCT BURLINGTON 3 - ABN | 471 | 162 | 34% | 55% | 5268 | 18744 | 28% | PRECINCT SHERIDAN 2 - ABZ | 483 | 156 | 32% | 46% | 5424 | 19227 | 28% | PRECINCT BURLINGTON 2 - ABM | 509 | 147 | 29% | 56% | 5571 | 19736 | 28% | PRECINCT UNION 3 - ACQ | 527 | 129 | 24% | 64% | 5700 | 20263 | 28% | PRECINCT ELIZABETH 2 - ABD | 531 | 123 | 23% | 54% | 5823 | 20794 | 28% | PRECINCT SOUTH POINT 2 - ABJ | 531 | 128 | 24% | 63% | 5951 | 21325 | 28% | PRECINCT LABELLE 4 - ACG | 553 | 154 | 28% | 60% | 6105 | 21878 | 28% | PRECINCT UNION 4 - ACR | 561 | 133 | 24% | 56% | 6238 | 22439 | 28% | PRECINCT MILLER - ACK | 576 | 131 | 23% | 62% | 6369 | 23015 | 28% | PRECINCT UNION 1 - ACO | 570 | 113 | 20% | 64% | 6482 | 23585 | 27% | PRECINCT WINDSOR 2 - ADF | 590 | 131 | 22% | 61% | 6613 | 24175 | 27% | PRECINCT LABELLE 6 - ACI | 645 | 145 | 22% | 63% | 6758 | 24820 | 27% | PRECINCT LABELLE 2 - ACE | 843 | 216 | 26% | 69% | 6974 | 25663 | 27% |
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