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Election Data Analysis Election Forensics Election Integrity Interesting programming technical

New WI 2020 Election Fingerprints, rev 2.0

Shortly after posting some updated WI data analysis (here) I got pointed to an even better set of data to use for generating the fingerprints. This updated dataset uses the registration numbers as of Nov 3 and the per ward vote tallies provided on the https://elections.wi.gov/ site.

I also made some code modifications in order to compute an idealized model of what the Fingerprint “should” look like, similar to what was done in the original National Academy of Sciences paper. The ideal model is based on a 2D Gaussian Mixture Model fit to the locations of top histogram bins that are >= 70% of the max histogram value. The model uses a shared covariance matrix for all of the components based off of the sample covariance of the data. In the statewide plot below the Election Fingerprint is in the top right, with the ideal model in the bottom left. On the bottom right and top left are the sums of the Election Fingerprint image across the different dimensions.

Statewide Election Fingerprint, per Ward group

We see what looks like two (or even three) superimposed lobes around the 90% turnout and 40% per Biden bin, which is consistent with my earlier low-res version, and we have a lot more detail as to the upward kurtotic smear off the main distribution. There also are a few Ward Groupings that have exceptionally high % for Biden (rarely, if ever, does a candidate receive near 100% vote share), and there are Ward Groupings that are near/over the 100% turnout marker, with the addition that some of those are ALSO either 100% Biden or 0% Biden (all big red flags)!

As discussed in the National Academy of Sciences paper that all of this work is based on, an idealized Election Fingerprint should look like a 2D Gaussian (or a multi-variate normal distribution). Or maybe, in an extremely divided populace, 2 overlapping Gaussian distributions. Deviations from this are, by definition, irregular and an indication that there might be an issue with the election. Distinct linear or non-linear features sloping away from the central lobes(s) could indicate voter manipulation or “ballot stuffing”; isolated regions at high turnout +/or very high vote percentage for one candidate could be an indication of extreme manipulation or vote substitution. Now, its true that no real Election Fingerprint will look perfectly Gaussian due to the realities of how elections operate, data errors, etc … but they should at least be close!

Testing specific Wards to check for outliers

Just like before, I went through each individual counties data to make individual county specific Fingerprints. I also used the model to find a set of “interesting” wards by testing how well the ward fit against the probability density function (pdf) of the model. Wards are deemed outliers from the model if the ward group entry had (over 25 votes total) AND (it had over 97% turnout OR it had over 97% votes for Biden OR it had an evaluated pdf of < 1E-9 against the GMM Model). The complete list of outliers according to this model is below, along with the sums for the outlier wards.

BidenVotesTrumpVotesTotalVotesRegisteredVotes
Sum 213312139381359130446866
LocalityBidenVotesTrumpVotesTotalVotesRegisteredVotersTurnoutBidenPctTrumpPctModel Probability
ASHLAND COUNTY TOWN OF LA POINTE WARD 12365229432490.740740740740780.272108843537417.6870748299321.92477676888761E-12
ASHLAND COUNTY TOWN OF SANBORN WARDS 1-24428553070575.17730496453983.396226415094316.03773584905666.11329669551507E-18
BARRON COUNTY CITY OF BARRON WARDS 1-76838371532196378.043810494141644.582245430809454.63446475195825.63608603904006E-10
BAYFIELD COUNTY CITY OF BAYFIELD WARDS 1-43145737345482.1585903083784.182305630026815.28150134048261.02971568650162E-21
BAYFIELD COUNTY CITY OF WASHBURN WARDS 1-49443201283149385.93436034829273.577552611067824.94154325798914.1581192007984E-12
BAYFIELD COUNTY TOWN OF BAYFIELD WARD 139915856464088.12570.744680851063828.01418439716316.44035024538831E-10
BAYFIELD COUNTY TOWN OF RUSSELL WARDS 1-26019169991276.644736842105385.979971387696713.01859799713887.1789626891056E-28
BROWN COUNTY TOWN OF MORRISON WARDS 1-2196768979111288.039568345323720.020429009193178.44739530132795.20055002328544E-11
COLUMBIA COUNTY TOWN OF RANDOLPH WARD 19237147052689.353612167300419.574468085106478.9361702127661.49308448006707E-12
DANE COUNTY CITY OF MADISON WARD 1277713929398.924731182795783.69565217391314.13043478260876.39561194230751E-06
DANE COUNTY CITY OF MADISON WARD 140378464797.872340425531980.434782608695717.39130434782612.44340709557608E-05
DANE COUNTY CITY OF MADISON WARD 48659148819142657.433380084151580.463980463980518.07081807081813.52762840567405E-10
DANE COUNTY CITY OF MADISON WARD 4919684232427422757.41660752306681.087762669962917.42892459826953.68273621333911E-10
DANE COUNTY CITY OF MADISON WARD 5014622381741307456.636304489264883.974727168294113.67030442274551.25242937905889E-10
DANE COUNTY CITY OF MADISON WARD 542336830463747.72370486656276.644736842105322.36842105263165.70258703816946E-18
DANE COUNTY CITY OF MADISON WARD 5513462701649293956.107519564477781.625227410551816.37355973317165.509685735556E-11
DANE COUNTY CITY OF MADISON WARD 56655195866179948.137854363535375.63510392609722.51732101616639.6228505281742E-18
DANE COUNTY CITY OF MADISON WARD 57750156923179151.53545505304381.256771397616516.90140845070422.47205132607457E-14
DANE COUNTY CITY OF MADISON WARD 583415840676053.421052631578983.990147783251214.28571428571437.30999920891661E-13
DANE COUNTY CITY OF MADISON WARD 593657745293048.602150537634480.752212389380517.03539823008858.17744524385459E-17
DANE COUNTY CITY OF SUN PRAIRIE WARDS 20-22,24-25,281757725625899.224806201550468.35937530.0781250.000158078462324593
DOUGLAS COUNTY CITY OF SUPERIOR WARDS 17-19,30-3211736201856252873.417721518987363.200431034482833.40517241379313.37051056052282E-11
DOUGLAS COUNTY TOWN OF DAIRYLAND WARD 12510112915384.313725490196119.379844961240378.29457364341082.75440521379353E-13
DUNN COUNTY CITY OF MENOMONIE WARD 635325762083174.608904933814756.935483870967741.45161290322584.75782477468469E-10
DUNN COUNTY CITY OF MENOMONIE WARDS 3-4523369919156858.60969387755156.909684439608340.15233949945591.08064146240878E-21
DUNN COUNTY CITY OF MENOMONIE WARDS 5,7361279673127652.742946708463953.640416047548341.45616641901938.60680131606536E-27
DUNN COUNTY CITY OF MENOMONIE WARDS 8-97515281308179073.07262569832457.415902140672840.36697247706425.1671988172534E-11
EAU CLAIRE COUNTY CITY OF ALTOONA WARDS 12-1616112726103.84615384615459.259259259259340.74074074074077.25926716445429E-07
EAU CLAIRE COUNTY CITY OF EAU CLAIRE WARD 20360215596124647.833065810593960.402684563758436.07382550335576.79322707506469E-21
EAU CLAIRE COUNTY CITY OF EAU CLAIRE WARD 5451209679125554.103585657370566.421207658321130.7805596465393.54653273188261E-16
EAU CLAIRE COUNTY CITY OF EAU CLAIRE WARD 6535186743116963.558597091531272.005383580080725.03364737550475.48820883152761E-11
EAU CLAIRE COUNTY TOWN OF FAIRCHILD WARD 13513517419589.230769230769220.114942528735677.58620689655179.210877887475E-13
EAU CLAIRE COUNTY TOWN OF WILSON WARD 14917222325786.770428015564221.973094170403677.13004484304931.18540801589859E-11
FOND DU LAC COUNTY CITY OF FOND DU LAC WARD 136042478898879.757085020242945.685279187817353.80710659898486.79364522819134E-11
FOND DU LAC COUNTY CITY OF FOND DU LAC WARD 1131029861881076.296296296296350.161812297734648.22006472491912.55555808340175E-16
FOND DU LAC COUNTY CITY OF FOND DU LAC WARD 1330932264980980.222496909765147.611710323574749.61479198767331.11701213986908E-11
FOND DU LAC COUNTY CITY OF FOND DU LAC WARD 1633835169883084.096385542168748.424068767908350.28653295128942.97370363102557E-10
FOND DU LAC COUNTY CITY OF FOND DU LAC WARD 1711410422226284.732824427480951.351351351351346.84684684684685.93415306364651E-12
FOND DU LAC COUNTY CITY OF FOND DU LAC WARD 1933637172187982.025028441410746.601941747572851.45631067961164.52742910745579E-10
FOND DU LAC COUNTY CITY OF FOND DU LAC WARD 232931665983079.397590361445849.924127465857447.95144157814871.15316292964617E-13
FOND DU LAC COUNTY CITY OF FOND DU LAC WARD 56836611378162684.747847478474849.564586357039247.96806966618299.37767055176873E-11
FOND DU LAC COUNTY CITY OF FOND DU LAC WARD 934132667988576.723163841807950.22091310751148.01178203240065.66905415025079E-16
FOND DU LAC COUNTY CITY OF RIPON WARDS 4-6415403829108576.405529953917150.060313630880648.61278648974673.75104914617071E-16
FOND DU LAC COUNTY CITY OF RIPON WARDS 9-115405921152139682.521489971346746.87551.38888888888895.52488291943727E-10
FOREST COUNTY TOWN OF NASHVILLE WARD 21315418625074.470.430107526881729.03225806451615.58741907395928E-23
GRANT COUNTY CITY OF PLATTEVILLE WARDS 5-6335294662114957.61531766753750.604229607250844.41087613293053.46889241295325E-26
GRANT COUNTY CITY OF PLATTEVILLE WARDS 7-98556251547212972.663222170032955.268261150614140.40077569489331.43548705444654E-10
GRANT COUNTY VILLAGE OF WOODMAN WARD 11235476968.115942028985525.53191489361774.4680851063831.82801386794522E-13
JACKSON COUNTY TOWN OF BEAR BLUFF WARD 1118910010892.592592592592611891.36352878176187E-10
JACKSON COUNTY TOWN OF KOMENSKY WARD 11463017622279.279279279279382.954545454545517.04545454545451.32889222362522E-25
JEFFERSON COUNTY CITY OF WHITEWATER WARD 121158720550140.918163672654756.097560975609842.43902439024392.12872002012183E-42
JEFFERSON COUNTY CITY OF WHITEWATER WARDS 10-1135122359075877.836411609498759.491525423728837.79661016949152.13791245784257E-10
JEFFERSON COUNTY VILLAGE OF CAMBRIDGE WARD 14420657487.837837837837867.692307692307730.76923076923088.22755433390597E-15
KENOSHA COUNTY CITY OF KENOSHA WARD 1029111341361966.720516962843370.460048426150127.36077481840192.06776570315375E-10
KENOSHA COUNTY CITY OF KENOSHA WARD 31626023053043.396226415094370.434782608695726.08695652173913.43956135655265E-34
KENOSHA COUNTY CITY OF KENOSHA WARD 33233263378.787878787878888.461538461538511.53846153846155.42133845876956E-13
KENOSHA COUNTY CITY OF KENOSHA WARD 72739437455767.145421903052172.994652406417125.13368983957226.87529928579931E-11
KEWAUNEE COUNTY CITY OF ALGOMA WARDS 1-68258191685198085.101010101010148.961424332344248.60534124629089.13667635453448E-11
LA CROSSE COUNTY CITY OF LA CROSSE WARD 1120014434961456.840390879478857.306590257879741.26074498567344.45768797779824E-11
LA CROSSE COUNTY CITY OF LA CROSSE WARD 8518398936203545.99508599508655.341880341880342.52136752136753.353166809769E-20
LANGLADE COUNTY CITY OF ANTIGO WARD 420120340649781.690140845070449.5073891625616506.0338889427495E-11
LANGLADE COUNTY CITY OF ANTIGO WARD 512817130741174.695863746958641.693811074918655.7003257328994.05169423409582E-10
MANITOWOC COUNTY CITY OF MANITOWOC WARDS 5-68076781520184282.519001085776353.092105263157944.60526315789473.74295368009036E-12
MANITOWOC COUNTY CITY OF MANITOWOC WARDS 7-84985401061137177.388767323121846.936852026390250.89538171536292.85889433338131E-12
MARATHON COUNTY CITY OF WAUSAU WARD 631519653169176.845151953690359.322033898305136.91148775894542.35008171069057E-11
MARATHON COUNTY CITY OF WAUSAU WARD 827920850071270.224719101123655.841.61.41787361998521E-14
MILWAUKEE COUNTY CITY OF CUDAHY WARDS 1-312257291984243381.545417180435761.743951612903236.74395161290327.55840876244649E-16
MILWAUKEE COUNTY CITY OF CUDAHY WARDS 10-129639361924237481.04465037910750.05197505197548.64864864864871.74595382047536E-23
MILWAUKEE COUNTY CITY OF CUDAHY WARDS 13-15111810502189263383.137105962780151.073549566011947.96710826861581.04744228724223E-23
MILWAUKEE COUNTY CITY OF CUDAHY WARDS 4-69837971819229579.259259259259354.04068169323843.81528312259489.06241072063201E-20
MILWAUKEE COUNTY CITY OF CUDAHY WARDS 7-98577151595210275.880114176974353.73040752351144.82758620689668.54298236281862E-19
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 1024219744648192.723492723492754.260089686098744.17040358744391.46465970777214E-27
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 115406531203135488.847858197932144.887780548628454.28096425602664.20290665007461E-32
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 1233750284998186.544342507645339.693757361601959.12838633686692.24476659505987E-35
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 135526351200134489.28571428571434652.91666666666671.90914119352679E-31
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 144945281033114989.904264577893847.821878025169451.11326234269122.33294864294759E-30
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 15A20933054365083.538461538461538.489871086556260.77348066298347.5447895506994E-35
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 15B17720739045086.666666666666745.384615384615453.07692307692312.80359406780404E-30
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 165286921239138789.329488103821242.615012106537555.85149313962871.90956073819003E-34
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 1739635075783990.226460071513752.311756935270846.23513870541614.20442722572625E-27
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 1821225647251791.295938104448744.915254237288154.23728813559328.35213158350655E-34
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 195577121279144188.757807078417843.549648162627155.66849100860053.21836172741495E-33
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 26318781531166891.786570743405341.214892227302457.34813847158721.68975552016341E-37
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 2032933967777287.694300518134748.596750369276250.07385524372232.97205717497328E-28
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 2117412731140277.36318407960255.948553054662440.83601286173639.56678900628984E-18
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 22A31739671880389.414694894146944.15041782729855.15320334261843.93357547643516E-33
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 22B28038667773991.610284167794341.358936484490457.01624815361893.12040163864428E-37
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 234937631275141090.425531914893638.666666666666759.8431372549026.22957831868089E-39
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 37518231598177490.078917700112746.996245306633351.50187734668343.68125386891159E-31
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 432147079895183.911671924290240.225563909774458.89724310776942.2686537468804E-33
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 528636965972091.527777777777843.399089529590355.99393019726862.60219138859018E-35
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 64955821093122289.44353518821645.28819762122653.24794144556273.67278895928314E-32
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 76507771437157391.354100445009545.233124565066154.07098121085591.42346954750186E-33
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 85534281002117285.494880546075155.18962075848342.71457085828345.12738299716137E-22
MILWAUKEE COUNTY CITY OF FRANKLIN WARD 95224691003115486.915077989601452.043868394815646.75972083748754.17082445761439E-25
MILWAUKEE COUNTY CITY OF GLENDALE WARD 835617252959289.358108108108167.29678638941432.51417769376181.89068769493298E-17
MILWAUKEE COUNTY CITY OF GLENDALE WARDS 1,79843471363155587.652733118971172.193690388848125.45854732208363.16744713268672E-14
MILWAUKEE COUNTY CITY OF GLENDALE WARDS 2,8S712212935107686.895910780669276.149732620320822.67379679144392.28904788740795E-12
MILWAUKEE COUNTY CITY OF GLENDALE WARDS 3,910534591546176487.641723356009168.11125485122929.68952134540756.14813246126453E-16
MILWAUKEE COUNTY CITY OF GLENDALE WARDS 4,1011724681657185489.374325782092870.730235365117728.24381412190716.02930527494358E-16
MILWAUKEE COUNTY CITY OF GLENDALE WARDS 5,119343571312148088.648648648648771.189024390243927.21036585365852.86273338591949E-15
MILWAUKEE COUNTY CITY OF GLENDALE WARDS 6,128662701153134985.47071905114975.108412836079823.4171725932357.42416867151683E-12
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 15764381035126182.077716098334655.652173913043542.31884057971016.75719273960832E-20
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 105655181102129784.965304548959151.270417422867547.0054446460981.54815447380789E-24
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 116196891323145790.803019903912246.787603930461152.07860922146647.49110216197986E-32
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 126097671392157688.324873096446743.7555.10057471264379.38170717809966E-33
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 1335231767578086.538461538461552.148148148148146.9629629629638.46101282137081E-25
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 14469428910112480.960854092526751.538461538461547.0329670329672.5923776457702E-22
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 15431467912108683.977900552486247.258771929824651.20614035087723.64452002818065E-27
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 1618220038547581.052631578947447.272727272727351.94805194805191.03185649345929E-25
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 1746134681599282.157258064516156.564417177914142.45398773006132.52239916433965E-19
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 18426448888101487.573964497041447.97297297297350.45045045045041.11207447361166E-28
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 197645251298150886.074270557029258.859784283513140.44684129429895.85375850169128E-20
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 2445447903106884.550561797752849.280177187153949.50166112956817.65010167785277E-26
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 206856651364159085.786163522012650.219941348973648.75366568914968.26628576102177E-26
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 21450372838102781.596884128529753.699284009546544.39140811455855.02825498303287E-21
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 3495343852107179.551820728291358.098591549295840.25821596244133.60103037564101E-17
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 4516306832110075.636363636363662.019230769230836.77884615384621.96038822277719E-13
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 5520439972121180.264244426094153.497942386831345.16460905349791.42770280944536E-20
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 6448530996114387.139107611548644.979919678714953.21285140562256.42641640780174E-31
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 76296431296151885.375494071146248.533950617283949.61419753086426.70730734893469E-27
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 86125041127136182.806759735488654.303460514640644.72049689440993.49143853336436E-21
MILWAUKEE COUNTY CITY OF GREENFIELD WARD 95504991065124485.610932475884351.643192488262946.85446009389671.26351449266701E-24
MILWAUKEE COUNTY CITY OF MILWAUKEE WARD 1075881060490966.446644664466497.35099337748341.655629139072850.00607290997487753
MILWAUKEE COUNTY CITY OF MILWAUKEE WARD 1163951040766361.387631975867397.0515970515972.457002457002460.00442900875815082
MILWAUKEE COUNTY CITY OF MILWAUKEE WARD 1302677835292837.931034482758675.852272727272722.15909090909095.06449448879178E-16
MILWAUKEE COUNTY CITY OF MILWAUKEE WARD 13212553591633196982.93550025393676.85241886099221.98407838334356.22621280143243E-10
MILWAUKEE COUNTY CITY OF MILWAUKEE WARD 144334634455961.538461538461597.09302325581391.744186046511630.0045609717682438
MILWAUKEE COUNTY CITY OF MILWAUKEE WARD 1553521876892183.387622149837169.661458333333328.38541666666678.50493764715297E-13
MILWAUKEE COUNTY CITY OF MILWAUKEE WARD 18617956962541327177.682665851421670.641479732388827.39079102715476.8232933072707E-10
MILWAUKEE COUNTY CITY OF MILWAUKEE WARD 191399141550120445.681063122923672.545454545454525.63636363636363.99914771473777E-12
MILWAUKEE COUNTY CITY OF MILWAUKEE WARD 20557219779296582.072538860103672.222222222222224.87373737373744.24373565136365E-11
MILWAUKEE COUNTY CITY OF MILWAUKEE WARD 20647916365475786.393659180977673.241590214067324.92354740061164.72113232055249E-13
MILWAUKEE COUNTY CITY OF MILWAUKEE WARD 20744627073092878.663793103448361.095890410958936.9863013698635.36175276901475E-15
MILWAUKEE COUNTY CITY OF MILWAUKEE WARD 208512302834102781.20740019474261.390887290167936.211031175066.79004252066778E-16
MILWAUKEE COUNTY CITY OF MILWAUKEE WARD 20945329576290784.01323042998959.448818897637838.71391076115491.95546986299735E-18
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MILWAUKEE COUNTY VILLAGE OF HALES CORNERS WARDS 7-97637721552176388.031764038570649.162371134020649.74226804123715.09051745202475E-28
MILWAUKEE COUNTY VILLAGE OF RIVER HILLS WARDS 1-37155351259141389.10120311394256.79110405083442.49404289118353.34151147982707E-23
MILWAUKEE COUNTY VILLAGE OF SHOREWOOD WARDS 1-428516063509407986.025986761461181.248218865773717.26987745796521.82789251970963E-10
MILWAUKEE COUNTY VILLAGE OF SHOREWOOD WARDS 5-824604352939336587.340267459138283.70193943518214.80095270500179.12181429933463E-11
MILWAUKEE COUNTY VILLAGE OF SHOREWOOD WARDS 9-1223894192845323687.917181705809683.971880492091414.72759226713534.38025974823043E-11
MILWAUKEE COUNTY VILLAGE OF WEST MILWAUKEE WARDS 1-2,5519249781107572.651162790697766.453265044814331.88220230473752.45436618393263E-10
MILWAUKEE COUNTY VILLAGE OF WEST MILWAUKEE WARDS 3-4,6611290920116878.767123287671266.413043478260931.52173913043483.38065145202773E-12
MILWAUKEE COUNTY VILLAGE OF WHITEFISH BAY WARD 12667310997108491.974169741697466.90070210631931.09327983951861.58783909593186E-19
MILWAUKEE COUNTY VILLAGE OF WHITEFISH BAY WARD 761420883394288.428874734607273.709483793517424.96998799519813.64155504598521E-14
MILWAUKEE COUNTY VILLAGE OF WHITEFISH BAY WARDS 1-210445501614178790.318970341354264.684014869888534.07682775712522.05819451025194E-19
MILWAUKEE COUNTY VILLAGE OF WHITEFISH BAY WARDS 3-410524371508167490.083632019115969.761273209549128.97877984084887.59867496717096E-17
MILWAUKEE COUNTY VILLAGE OF WHITEFISH BAY WARDS 5-611485011668187588.9668.824940047961630.03597122302161.76565509275726E-16
MILWAUKEE COUNTY VILLAGE OF WHITEFISH BAY WARDS 8,1013444831844206489.341085271317872.88503253796126.19305856832974.439862753817E-15
MILWAUKEE COUNTY VILLAGE OF WHITEFISH BAY WARDS 9,1112113781615187186.317477284874474.98452012383923.4055727554182.1467920231762E-12
MONROE COUNTY VILLAGE OF WILTON WARD 112312224731179.421221864951849.797570850202449.39271255060731.20704010552853E-10
OUTAGAMIE COUNTY CITY OF APPLETON WARD 8663144820141557.950530035335780.853658536585417.56097560975611.45780801269311E-21
OZAUKEE COUNTY TOWN OF FREDONIA WARDS 1-428410731380154289.494163424124520.579710144927577.75362318840581.38655200184393E-14
OZAUKEE COUNTY VILLAGE OF BAYSIDE WARD 65933939498.93617021276663.440860215053835.48387096774192.00129596830969E-11
OZAUKEE COUNTY VILLAGE OF NEWBURG WARD 3946556091.666666666666716.363636363636483.63636363636365.63503296502046E-19
PIERCE COUNTY CITY OF RIVER FALLS WARDS 12-149327241712222377.013045434098154.439252336448642.28971962616825.61509915169131E-11
PIERCE COUNTY CITY OF RIVER FALLS WARDS 6-812607702092261380.061232300038360.229445506692236.80688336520085.8496683463879E-13
PIERCE COUNTY CITY OF RIVER FALLS WARDS 9-116655371264192365.73062922516952.610759493670942.48417721518991.09797839673096E-20
POLK COUNTY CITY OF ST. CROIX FALLS WARDS 1-46356211278156081.923076923076949.687010954616648.59154929577464.87553890759147E-10
PORTAGE COUNTY CITY OF STEVENS POINT WARDS 1-37183061065143574.216027874564567.417840375586928.73239436619725.75731642041891E-16
PORTAGE COUNTY CITY OF STEVENS POINT WARDS 10-127073751113140479.273504273504363.522012578616333.69272237196773.13559487680873E-11
PORTAGE COUNTY CITY OF STEVENS POINT WARDS 13-158203931252154980.826339573918765.495207667731631.38977635782751.05043079569372E-11
PORTAGE COUNTY CITY OF STEVENS POINT WARDS 31-33474244747111267.176258992805863.453815261044232.66398929049533.85556315207787E-19
PORTAGE COUNTY CITY OF STEVENS POINT WARDS 4-6569245841124867.387820512820567.657550535077329.13198573127232.78068480164296E-21
PORTAGE COUNTY CITY OF STEVENS POINT WARDS 7-9512207743114964.664926022628468.909825033647427.86002691790041.19090420839269E-24
RACINE COUNTY CITY OF RACINE WARD 183253536359660.906040268456489.53168044077149.641873278236911.61620200534854E-18
RACINE COUNTY CITY OF RACINE WARD 192694732152261.494252873563283.800623052959514.64174454828661.45532182383773E-15
RACINE COUNTY CITY OF RACINE WARD 253698644100763.952333664349583.229813664596315.21739130434781.42908976350886E-13
RACINE COUNTY CITY OF RACINE WARD 45164956985966.239813736903490.68541300527248.61159929701232.22596252082422E-15
RACINE COUNTY CITY OF RACINE WARD 54144346366469.728915662650689.41684665226789.287257019438456.42199163428323E-13
RACINE COUNTY CITY OF RACINE WARD 73857447068468.713450292397781.914893617021315.74468085106382.65763243490565E-10
RACINE COUNTY CITY OF RACINE WARD 849210660488768.094701240135381.456953642384117.54966887417221.8659463263179E-10
ROCK COUNTY CITY OF BELOIT WARD 133507643866066.363636363636479.908675799086817.3515981735163.86795309941425E-11
ROCK COUNTY CITY OF BELOIT WARD 1442212155284465.402843601895776.449275362318821.92028985507255.01839456532688E-10
ROCK COUNTY CITY OF BELOIT WARD 16454117579118848.737373737373778.411053540587220.20725388601045.60799598953891E-24
ROCK COUNTY CITY OF BELOIT WARD 8348437259.722222222222279.069767441860518.60465116279071.58318773614765E-14
SHAWANO COUNTY TOWN OF BARTELME WARD 12608835445477.973568281938373.446327683615824.85875706214698.27419151174227E-30
SHAWANO COUNTY TOWN OF RED SPRINGS WARDS 1-232821054062885.987261146496860.740740740740738.88888888888899.12515507152146E-16
ST. CROIX COUNTY CITY OF HUDSON WARDS 1-25535381117140279.671897289586349.507609668755648.164726947183.01168489100185E-10
ST. CROIX COUNTY CITY OF HUDSON WARDS 9-108235121371162184.577421344848960.029175784099237.3450036469734.66935435278649E-13
TAYLOR COUNTY TOWN OF MAPLEHURST WARD 136179218199109.54773869346716.513761467889982.11009174311931.08923188875317E-14
TAYLOR COUNTY TOWN OF PERSHING WARD 13452881008838.636363636363659.09090909090914.20619321566663E-10
VILAS COUNTY TOWN OF LAC DU FLAMBEAU WARDS 1-79776341624219174.121405750798760.160098522167539.03940886699512.71781088739366E-22
WALWORTH COUNTY CITY OF WHITEWATER WARD 714711126759744.723618090452355.056179775280941.57303370786524.20346919413067E-28
WALWORTH COUNTY CITY OF WHITEWATER WARD 91949629657651.388888888888965.540540540540532.43243243243241.08258816705731E-25
WALWORTH COUNTY CITY OF WHITEWATER WARDS 3-4547305875124270.45088566827762.514285714285734.85714285714291.21363190304917E-11
WALWORTH COUNTY CITY OF WHITEWATER WARDS 8,13923512925650.39062571.317829457364327.13178294573646.78349828881846E-30
WAUKESHA COUNTY CITY OF WAUKESHA WARD 2533029064186873.847926267281151.482059282371345.24180967238695.93869651342477E-10
WAUKESHA COUNTY CITY OF WAUKESHA WARD 2753328911974.789915966386659.550561797752835.95505617977535.34798400477303E-12
WAUKESHA COUNTY VILLAGE OF MERTON WARDS 5-62071929497.872340425531921.739130434782677.17391304347834.6967624756401E-11
WAUPACA COUNTY CITY OF WAUPACA WARDS 1-13140915573030367682.426550598476646.501650165016551.38613861386141.098732231727E-10
WINNEBAGO COUNTY CITY OF OSHKOSH WARD 319313733990337.541528239202756.932153392330440.41297935103241.12053944116867E-30
WINNEBAGO COUNTY CITY OF OSHKOSH WARD 4312203525102851.070038910505859.428571428571438.66666666666676.31136222801884E-17
WOOD COUNTY CITY OF MARSHFIELD WARDS 4,145715531138134284.798807749627450.175746924428848.59402460456946.46363645172154E-10

Per County Election Fingerprints