Pennsylvania
ALL votes from Crawford County.
Precincts added in order of number of votes.
Voters: 32227 Precincts: 62 Average votes per precinct: 520 Votes in median precinct: 457Registered Republicans: 58.4% Registered Democrats: 41%  
Voting Machine: ES&S iVotronic DRE-Touchscreen
Data from: GitHub OpenElections Project
deltaM = -0.4%deltaMxV = -119
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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 TRUMP
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
Leftmost Digit of Vote Count - Frequency of Occurance
Benford's Law Distribution for CLINTON
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
Leftmost Digit of Vote Count - Frequency of Occurance
Show Data
Leftmost Digit | Expected Distribution | TRUMP | CLINTON |
1 | 30.1% | 22.6% | 32.3% |
2 | 17.6% | 16.1% | 19.4% |
3 | 12.5% | 17.7% | 11.3% |
4 | 9.7% | 14.5% | 3.2% |
5 | 7.9% | 11.3% | 11.3% |
6 | 6.7% | 11.3% | 6.5% |
7 | 5.8% | 1.6% | 4.8% |
8 | 5.1% | 3.2% | 6.5% |
9 | 4.6% | 1.6% | 4.8% |
Detailed Data
Download graph dataTRUMP (R): Percent of votes: 71.41%, Total votes: 23014 out of 32227
Data
Precinct | Total Votes |
Votes | Percent | Cumulative | Cumulative Total | Cumulative Pct | WOODCOCK Boro | 75 | 53 | 71% | 53 | 75 | 71% | CENTERVILLE Boro | 79 | 56 | 71% | 109 | 154 | 71% | TITUSVILLE City - W-5 | 90 | 54 | 60% | 163 | 244 | 67% | VENANGO Boro | 109 | 67 | 61% | 230 | 353 | 65% | TITUSVILLE City - W-3 | 115 | 80 | 70% | 310 | 468 | 66% | TOWNVILLE Boro | 132 | 107 | 81% | 417 | 600 | 70% | MEADVILLE City - W-4 | 127 | 60 | 47% | 477 | 727 | 66% | SPARTANSBURG Boro | 144 | 111 | 77% | 588 | 871 | 68% | MEADVILLE City - W-5 | 145 | 88 | 61% | 676 | 1016 | 67% | BLOOMING VALLEY Boro | 167 | 134 | 80% | 810 | 1183 | 68% | SPRINGBORO Boro | 179 | 108 | 60% | 918 | 1362 | 67% | TITUSVILLE City - W-4 | 193 | 102 | 53% | 1020 | 1555 | 66% | PINE Twp | 199 | 132 | 66% | 1152 | 1754 | 66% | WEST SHENANGO Twp | 204 | 147 | 72% | 1299 | 1958 | 66% | HYDETOWN Boro | 226 | 167 | 74% | 1466 | 2184 | 67% | WEST FALLOWFIELD Twp | 268 | 215 | 80% | 1681 | 2452 | 69% | CONNEAUT LAKE Boro | 267 | 186 | 70% | 1867 | 2719 | 69% | TITUSVILLE City - W-1 | 275 | 163 | 59% | 2030 | 2994 | 68% | BEAVER Twp | 288 | 214 | 74% | 2244 | 3282 | 68% | CONNEAUTVILLE Boro | 297 | 190 | 64% | 2434 | 3579 | 68% | ATHENS Twp | 324 | 274 | 85% | 2708 | 3903 | 69% | STEUBEN Twp | 336 | 269 | 80% | 2977 | 4239 | 70% | TITUSVILLE City - W-2 | 362 | 240 | 66% | 3217 | 4601 | 70% | SAEGERTOWN Boro | 371 | 266 | 72% | 3483 | 4972 | 70% | EAST FAIRFIELD Twp | 379 | 297 | 78% | 3780 | 5351 | 71% | UNION Twp | 418 | 331 | 79% | 4111 | 5769 | 71% | SPARTA Twp | 427 | 346 | 81% | 4457 | 6196 | 72% | LINESVILLE Boro | 429 | 298 | 69% | 4755 | 6625 | 72% | MEADVILLE City - W-3 | 440 | 208 | 47% | 4963 | 7065 | 70% | ROME Twp | 442 | 374 | 85% | 5337 | 7507 | 71% | EAST FALLOWFIELD Twp | 457 | 365 | 80% | 5702 | 7964 | 72% | FAIRFIELD Twp | 471 | 395 | 84% | 6097 | 8435 | 72% | TROY Twp | 486 | 379 | 78% | 6476 | 8921 | 73% | SUMMERHILL Twp | 482 | 353 | 73% | 6829 | 9403 | 73% | VENANGO Twp | 476 | 338 | 71% | 7167 | 9879 | 73% | ROCKDALE Twp | 523 | 364 | 70% | 7531 | 10402 | 72% | COCHRANTON Boro | 527 | 381 | 72% | 7912 | 10929 | 72% | CONNEAUT Twp | 567 | 427 | 75% | 8339 | 11496 | 73% | GREENWOOD Twp | 593 | 496 | 84% | 8835 | 12089 | 73% | VERNON Twp - D-1 | 590 | 415 | 70% | 9250 | 12679 | 73% | SPRING Twp | 613 | 416 | 68% | 9666 | 13292 | 73% | EAST MEAD Twp | 620 | 499 | 80% | 10165 | 13912 | 73% | NORTH SHENANGO Twp | 629 | 438 | 70% | 10603 | 14541 | 73% | CAMBRIDGE SPRINGS Boro | 616 | 408 | 66% | 11011 | 15157 | 73% | MEADVILLE City - W-2 | 643 | 356 | 55% | 11367 | 15800 | 72% | RICHMOND Twp | 663 | 496 | 75% | 11863 | 16463 | 72% | WAYNE Twp | 664 | 539 | 81% | 12402 | 17127 | 72% | CUSSEWAGO Twp | 719 | 538 | 75% | 12940 | 17846 | 73% | RANDOLPH Twp | 732 | 582 | 80% | 13522 | 18578 | 73% | MEADVILLE City - W-1 | 739 | 234 | 32% | 13756 | 19317 | 71% | CAMBRIDGE Twp | 761 | 485 | 64% | 14241 | 20078 | 71% | BLOOMFIELD Twp | 784 | 556 | 71% | 14797 | 20862 | 71% | OIL CREEK Twp | 796 | 639 | 80% | 15436 | 21658 | 71% | SUMMIT Twp | 875 | 644 | 74% | 16080 | 22533 | 71% | SOUTH SHENANGO Twp | 947 | 655 | 69% | 16735 | 23480 | 71% | VERNON Twp - D-2 | 964 | 641 | 66% | 17376 | 24444 | 71% | WEST MEAD Twp - D-2 | 1015 | 683 | 67% | 18059 | 25459 | 71% | VERNON Twp - D-3 | 1056 | 775 | 73% | 18834 | 26515 | 71% | WOODCOCK Twp | 1221 | 951 | 78% | 19785 | 27736 | 71% | HAYFIELD Twp | 1375 | 1057 | 77% | 20842 | 29111 | 72% | SADSBURY Twp | 1546 | 1108 | 72% | 21950 | 30657 | 72% | WEST MEAD Twp - D-1 | 1570 | 1064 | 68% | 23014 | 32227 | 71% |
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CLINTON (D): Percent of votes: 28.59%, Total votes: 9213 out of 32227
Data
Precinct | Total Votes |
Votes | Percent | Cumulative | Cumulative Total | Cumulative Pct | WOODCOCK Boro | 75 | 22 | 29% | 22 | 75 | 29% | CENTERVILLE Boro | 79 | 23 | 29% | 45 | 154 | 29% | TITUSVILLE City - W-5 | 90 | 36 | 40% | 81 | 244 | 33% | VENANGO Boro | 109 | 42 | 39% | 123 | 353 | 35% | TITUSVILLE City - W-3 | 115 | 35 | 30% | 158 | 468 | 34% | TOWNVILLE Boro | 132 | 25 | 19% | 183 | 600 | 31% | MEADVILLE City - W-4 | 127 | 67 | 53% | 250 | 727 | 34% | SPARTANSBURG Boro | 144 | 33 | 23% | 283 | 871 | 32% | MEADVILLE City - W-5 | 145 | 57 | 39% | 340 | 1016 | 33% | BLOOMING VALLEY Boro | 167 | 33 | 20% | 373 | 1183 | 32% | SPRINGBORO Boro | 179 | 71 | 40% | 444 | 1362 | 33% | TITUSVILLE City - W-4 | 193 | 91 | 47% | 535 | 1555 | 34% | PINE Twp | 199 | 67 | 34% | 602 | 1754 | 34% | WEST SHENANGO Twp | 204 | 57 | 28% | 659 | 1958 | 34% | HYDETOWN Boro | 226 | 59 | 26% | 718 | 2184 | 33% | WEST FALLOWFIELD Twp | 268 | 53 | 20% | 771 | 2452 | 31% | CONNEAUT LAKE Boro | 267 | 81 | 30% | 852 | 2719 | 31% | TITUSVILLE City - W-1 | 275 | 112 | 41% | 964 | 2994 | 32% | BEAVER Twp | 288 | 74 | 26% | 1038 | 3282 | 32% | CONNEAUTVILLE Boro | 297 | 107 | 36% | 1145 | 3579 | 32% | ATHENS Twp | 324 | 50 | 15% | 1195 | 3903 | 31% | STEUBEN Twp | 336 | 67 | 20% | 1262 | 4239 | 30% | TITUSVILLE City - W-2 | 362 | 122 | 34% | 1384 | 4601 | 30% | SAEGERTOWN Boro | 371 | 105 | 28% | 1489 | 4972 | 30% | EAST FAIRFIELD Twp | 379 | 82 | 22% | 1571 | 5351 | 29% | UNION Twp | 418 | 87 | 21% | 1658 | 5769 | 29% | SPARTA Twp | 427 | 81 | 19% | 1739 | 6196 | 28% | LINESVILLE Boro | 429 | 131 | 31% | 1870 | 6625 | 28% | MEADVILLE City - W-3 | 440 | 232 | 53% | 2102 | 7065 | 30% | ROME Twp | 442 | 68 | 15% | 2170 | 7507 | 29% | EAST FALLOWFIELD Twp | 457 | 92 | 20% | 2262 | 7964 | 28% | FAIRFIELD Twp | 471 | 76 | 16% | 2338 | 8435 | 28% | TROY Twp | 486 | 107 | 22% | 2445 | 8921 | 27% | SUMMERHILL Twp | 482 | 129 | 27% | 2574 | 9403 | 27% | VENANGO Twp | 476 | 138 | 29% | 2712 | 9879 | 27% | ROCKDALE Twp | 523 | 159 | 30% | 2871 | 10402 | 28% | COCHRANTON Boro | 527 | 146 | 28% | 3017 | 10929 | 28% | CONNEAUT Twp | 567 | 140 | 25% | 3157 | 11496 | 27% | GREENWOOD Twp | 593 | 97 | 16% | 3254 | 12089 | 27% | VERNON Twp - D-1 | 590 | 175 | 30% | 3429 | 12679 | 27% | SPRING Twp | 613 | 197 | 32% | 3626 | 13292 | 27% | EAST MEAD Twp | 620 | 121 | 20% | 3747 | 13912 | 27% | NORTH SHENANGO Twp | 629 | 191 | 30% | 3938 | 14541 | 27% | CAMBRIDGE SPRINGS Boro | 616 | 208 | 34% | 4146 | 15157 | 27% | MEADVILLE City - W-2 | 643 | 287 | 45% | 4433 | 15800 | 28% | RICHMOND Twp | 663 | 167 | 25% | 4600 | 16463 | 28% | WAYNE Twp | 664 | 125 | 19% | 4725 | 17127 | 28% | CUSSEWAGO Twp | 719 | 181 | 25% | 4906 | 17846 | 27% | RANDOLPH Twp | 732 | 150 | 20% | 5056 | 18578 | 27% | MEADVILLE City - W-1 | 739 | 505 | 68% | 5561 | 19317 | 29% | CAMBRIDGE Twp | 761 | 276 | 36% | 5837 | 20078 | 29% | BLOOMFIELD Twp | 784 | 228 | 29% | 6065 | 20862 | 29% | OIL CREEK Twp | 796 | 157 | 20% | 6222 | 21658 | 29% | SUMMIT Twp | 875 | 231 | 26% | 6453 | 22533 | 29% | SOUTH SHENANGO Twp | 947 | 292 | 31% | 6745 | 23480 | 29% | VERNON Twp - D-2 | 964 | 323 | 34% | 7068 | 24444 | 29% | WEST MEAD Twp - D-2 | 1015 | 332 | 33% | 7400 | 25459 | 29% | VERNON Twp - D-3 | 1056 | 281 | 27% | 7681 | 26515 | 29% | WOODCOCK Twp | 1221 | 270 | 22% | 7951 | 27736 | 29% | HAYFIELD Twp | 1375 | 318 | 23% | 8269 | 29111 | 28% | SADSBURY Twp | 1546 | 438 | 28% | 8707 | 30657 | 28% | WEST MEAD Twp - D-1 | 1570 | 506 | 32% | 9213 | 32227 | 29% |
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