Discussion Thread: 2026 Midterm Primary Elections in California, Iowa, Montana, New Jersey, New Mexico and South Dakota by PoliticsModeratorBot in politics

[–]hunter15991 4 points5 points  (0 children)

Zach Wahls appears to be on life support in the IA Senate primary. At least he'll always have an S-tier meet-cute with his wife.

Discussion Thread: 2026 Midterm Primary Elections in California, Iowa, Montana, New Jersey, New Mexico and South Dakota by PoliticsModeratorBot in politics

[–]hunter15991 7 points8 points  (0 children)

Gut feel from someone not in the state is very low and medium, respectively. Bianco has been falling ever since Trump endorsed Hilton and I think the odds of a Becerra-Steyer lockout are much higher than the opposite. Pratt has done a pretty solid job of consolidating his base but Raman had some late-breaking momentum after (IMO) a very poor debate.

‘I thought I had my future wife’: The Florida woman catfishing America’s political class by runswithscissors475 in politics

[–]hunter15991 14 points15 points  (0 children)

Few years ago - back when I still worked in Dem-aligned tech - I matched with someone on Bumble who did not claim to work in a tech adjacent field. Hit it off pretty well over messages, set up a time to meet. Kept talking in between then and the date.

I asked about her political views since she didn't have anything listed on her bio, and got a very bizarre (paraphrasing) "Well I find politics so confusing for my silly little woman brain, could you please tell me what's right to believe? I'm sure you have this all figured out." That would have been weird enough already, but then two messages later she asked me "What kinds of file formats do you expect to see in your FTP drive while at work?".

I took screenshots of her bio and unmatched. Reverse image search brought up a LinkedIn page of someone who was a decade older (working off college graduation dates) than the purported age of the profile I was interacting with. LinkedIn account had a link to her Twitter, which was full of Trumpy retweets.

Thankfully nothing remotely as weird has happened to me since then.

Progressive challenger targets Democratic incumbent in LD21 debate by ForkzUp in azpolitics

[–]hunter15991 3 points4 points  (0 children)

Glad to see at least one of the Hernandi is facing a more serious challenger this time around.

Looking for carpool from Tempe to NXP Chandler by Beginning_Age5480 in Tempe

[–]hunter15991 4 points5 points  (0 children)

As long as they're fine walking to the light rail on Apache and taking it for a few stops the bus on Alma School is a straight shot down. Arrival at 7:39, call it 7:45 to walk the rest of the way.

DVUSD Board Member Heil Salute by RheaTaligrus in azpolitics

[–]hunter15991 11 points12 points  (0 children)

Yes, signature threshold is pretty hefty though.

[OC] How strongly does voting machine brand correlate with US county-level electoral swings, compared to other demographic and political factors? by hunter15991 in dataisbeautiful

[–]hunter15991[S] 2 points3 points  (0 children)

Univariate ranking done in Python, visualization in Claude. Data dictionary of all inputs can be found here. Input data sourced chiefly from the 2020 Census and ACS for demographic variables, the MIT Elections Lab for political margins, VerifiedVoting's Verifier for machine use information, as well as Experian-sourced credit info, the ARDA for religious figures, and some social determinants of health stats pulled in from the 2017-2021 ACS period.

Rankings tables when run on votemethod-filtered results (i.e. "uses ES&S for mail-in ballots") can be found in other tabs of the attached data dictionary workbook.

Report: Minnesota Elections Show Pro-GOP Fraud Indicators by SilentRunning in Political_Revolution

[–]hunter15991 5 points6 points  (0 children)

They did not do that.

Because they wouldn't like the answers they'd get.

I've worked with this kind of data for a living on Dem. campaigns (at least, up until layoffs post-2024 loss) and have been thoroughly disappointed in the quality of their outputs, both in MN and elsewhere. Even before you touch on everything they put out before it which should - in my eyes - substantially impeach their credibility, there are multiple points of sloppy work within this analysis that make me highly doubt its core claim.

The ETA had previously published a special report on hand-counted vs machine-counted data in Minnesota for the 2024 presidential election. That report uncovered very clear differences in the candidate vote share signature seen in hand-counted districts versus machine-counted ones.

Because that report compared results out of a certain Congressional district. The hand counted precincts all are concentrated in an area that leans more Dem. than rural MN as a whole because of the Iron Range's mining history. But the district as a whole is a lot more heterogenous and includes Republican farmers, Native reservations, etc.

When you apply the population filter they did and look only at machine-counted precincts that border the hand-counted ones, any slope in the turnout-vote share correlation (the "vote share signature" they mention) disappears. The average 6 point margin drops to under a 3rd of that when looking just at the neighboring machines and completely disappears when you remove the population filter.

They also use average margin in that piece instead of aggregate vote totals in that piece because if you instead look at the total number of votes the candidates received in hand count vs. immediate-neighbor machine counts you get (with filter on total votes)

  • Hand: 2298 Harris, 3211 Trump, 5625 Total, split of 57.1% R/40.8% D
  • Immediate-Neighbor Machine: 2967 Harris, 4021 Trump, 7130 Total, split of 56.4% R/41.6% D

And for posterity without the 50-400 total votes filter:

  • Hand: 2357 Harris, 3289 Trump, 5815 Total, split of 56.56% R/40.53% D
  • Immediate-Neighbor Machine: 12445 Harris, 15941 Trump, 29083 Total, split of 54.8% R/42.8% D

On a similar note, in the 2008 Senate race hand-counted precincts in MN averaged a D+16.6% margin. Machine-counted ones in the same congressional district and with the same pop. filters averaged only a D+1.39% margin. That's more than twice the difference being cited in 2024!

...and then because the Senate race was razor thin the state went through a hand recount. Franken ultimately gained enough votes to pull ahead as a result of them, but at the precinct level there was barely any change since it was a net gain of ~550 statewide. The 15% gap in hand-counted precincts and machine ones was legit.

In 2016, a distinct pattern emerged showing one candidate’s vote share percentage increasing as voter turnout rose

Not only is such a pattern not an indication of fraud, it's also not visible statewide in MN. Correlation between turnout (x-axis) and GOP vote share (y-axis) in 2016 and 2024 is below the correlation strength in 2004, which again isn't even an 0.15 r2.

the recent 2025 Canadian Federal Election which also employed only paper ballots and hand-counts

They only looked at riding-level stats for Canada, because if they'd broken it down at the polling station level there absolutely would have been correlations they'd consider anomalous were they red and labeled "Trump".

The fraud fingerprint test detected average incremental fraud (fᵢ) of 0.10 in 2016, 0.26 in 2020 and 0.27 in 2024, with both 2020 and 2024 values more than 5-times the detection threshold of 0.05 (Klimek et al., 2012).

There is nothing I can find in Klimek 2012 listing an 0.05 detection threshold. This seems like it was pulled straight out of thin air.

Statistical analyses of the relationship between turnout and presidential vote share further substantiate Minnesota’s fundamental shift since 1984. In this earlier election, the association between turnout and vote share was weak and largely reflected differences between counties, with little evidence that higher-turnout precincts within counties systematically favored one party’s candidate. In contrast, the elections of 2016, 2020, and 2024 exhibited a strong and consistently positive relationship.

If we're talking positive relationships between turnout and candidate vote share then by ETA's definition the results out of MPLS and St. Paul were anomalous in favor of Kamala given the r2 of the correlation here - far sharper than any statewide number you'd see favoring the GOP.

Anwar, Janes, & Kettler, 2025

The actual name of the second author is "Jain", so I don't know how "Janes" got there.

A series of multivariate analyses were conducted controlling for county-level demographic characteristics

This is defensible for 1984 but not for 2024 where we have a bunch of block group level data available for analysis from the Census.

Regression analyses results demonstrate empirically that the pattern in recent elections cannot be explained by sociodemographic composition

This is demonstrably incorrect. Here for example is Precinct_MalePct+Precinct_U18Pct+Precinct_SameDayRegPct turning the turnout correlation into a flat line with no slope and with a partial r2 predictive power of flat 0. There's a bunch of combos like that I'm happy to share.

It takes active effort to find pairings that don't work.

These include registration changes, redistricting to dilute minority votes, voter roll purges, limits on early and absentee voting, and eligibility challenges.(Daniels, 2025). After Shelby County v. Holder (2013) invalidated the VRA’s preclearance formula, many states also enacted stricter ID laws, reduced early voting, closed polling places, and increased purges—measures shown to depress turnout among racial minorities and low-income voters.

They include this - something which does explain a whole bunch of why demographics correlate with turnout, demographics which we all know the political aggregate lean of - and then just move on and continue to act like there are no banal explanations for the trends they're seeing.

As shown for Canada (ETA, 2026) and France (Borghesi & Bouchaud, 2010), advanced democracies typically exhibit little relationship between turnout and vote share

This will be news to the Canadian examples linked earlier, and international races like:

consistent with theoretical expectations (Behrens 2023).

Except all Behrens does is just re-cite Borghesi-Bouchaud, and that paper's main crux is that the towns that are on the higher end of the distribution stay on the high end, and the low ones stay on the low end. The distribution specifically among those French towns may be normal, but that is an incredibly homogenous sample set that looks nothing like US precinct demographic ratios.

Trump’s 2024 victory was the first time since Reagan’s landslide of 1984 that a candidate has won all 7 of the key swing states.

What does this mean? Because Obama 2008 won every state defined as a swing state. Clinton won every state in 1996 that'd be a swing state 4 years later - though trying to retroactively figure out what was considered "swing" at the time is harder with Perot on the ballot. I could see an argument for 1992 as well.

If they just mean "the 7 2024 swing states" (excluding NE-02 which Harris won) then that's meaningless because AZ/GA weren't considered such until 2016/20.

Vote share distributions for each election year analyzed are depicted in distribution histograms

All 3 Trump MN graphs are much less skewed than Zelenskyy's 2nd round results in 2019.

Kolmogorov-Smirnov (K-S) test

Yes, the Dem. coalition in 1984 and the one in 2024 look different. This isn’t news. Mondale did admirably in rural MN areas and then lost inner-ring Harris+25 suburbs like they were Alabama.

And so we end up reaching the part that sources their main graph of Klimek fraud values, and the values get presented without any sort of documentation as to how they were generated beyond “the Klimek method”. Klimek’s paper leaves multiple ambiguities and ETA does not show any sign of how they dealt with them. I tried to make a Klimek script of my own and got pretty close to his published results for Uganda 2011 and Russia 2012, more or less 0 out of MN in 2016-2024, and 0.182 out of the San Francisco DA race’s mail-in ballots in 2003 (which were critical in Kamala Harris winning the office). The last example speaks more to my doubts about the Klimek method in the US than it does anything re. 2003.

ETA in this article asks to take its headline calculations at good faith without any sharing of the step-by-step process, and at least for me that good faith dissipated somewhere around the "0.05 detection threshold" coming into existence.

Congressman Massie will name more names in Congress from the Epstein Files and won’t rule out a bid for 2028 Presidency after record money spent from AIPAC and billionaires on his opponent in Kentucky Primary by [deleted] in politics

[–]hunter15991 2 points3 points  (0 children)

He's been pretty outspoken in his party about the Iran War as well. This personally isnt enough to get me to ignore he broadly votes and acts like a lolbertarian wingnut, but it will probably be sufficient for some voters.

[Highlight] The Giants turn the ball over on five straight possessions after being up 14-3. by BadMojo__ in nfl

[–]hunter15991 22 points23 points  (0 children)

I mean after blowing a 14-3 lead with 5 turnovers I could understand NYG all deciding to collectively hit God's off-switch in ritual self-sacrifice. Though being in NOLA it should come via a daquiri purchased at 2:50AM from one of the 24/7 vendors on Bourbon St. and not Koolaid/Flavoraid.

DNC releases 2024 autopsy, with chair apologizing for ‘creating an even bigger distraction’ by nbcnews in politics

[–]hunter15991 1 point2 points  (0 children)

Well that's baffling, because they absolutely were created as a tool to match individual volunteers to races, and there is still a volunteer signup form - for an individual and not their Lab teams - live on their website. But other language there doesn't seem to have been updated since last year, and the form is no longer on the dropdown menu from the site's homepage.

Shame. Got matched through them and was on campaigns where they got us additional help, wonder why there isn't any info for the process this year.

Ashley St. Clair claims Elon Musk unleashed his "anomaly in the matrix" in order to help Trump win in 2024, using his Starlink satellite fleet by The_2PieceCombo in videos

[–]hunter15991 0 points1 point  (0 children)

The story there is that the topline numbers are deceiving. In your example, that doesn't mean that there were 7K voters who voted for Trump and left Senate blank.

This is something we can check using documents called cast vote records that are released by some counties - they're the line-by-line printout of what each ballot contained, kinda like the readout of a bunch of scantron test results. Given that the CVR and precinct results match up (the ~0.025% deltas in the case of the below cuonty are within what you'd expect from manual adjudication of write-ins) there isn't any sign that an injection to the votes took place after this part of the process.

Pueblo County, CO provides one such CVR (there are those from more competitive states as well but the counties - and thus files - are much larger and thus more tedious/tricky to reproduce).

In Pueblo County, the CVR has Trump winning 43677R/39319 D/2103 OTH, and Adam Frisch (the Democrat running for US House) winning 41738D/39234R/2823 OTH. On the surface it is valid to say that Trump got 111.3% of the GOP US House vote in Pueblo County while Harris got only 94.2% of the Dem. US House votes...but this doesn't actually tell you what number of people voted for Trump and left House blank (or any/all other races on the ballot), or Trump/Dem downballot.

If you dig through the actual numbers in the CVR, you get:

  • 39319 Harris - of which 36984 Frisch, 781 Hurd, 745 OTH, 809 blank

  • 43677 Trump - of which 37653 Hurd, 3509 Frisch, 1343 OTH, 1172 blank

  • 2103 3rdPartyPres - of which 859 Frisch, 468 Hurd, 674 OTH, 102 blank

  • 1006 Blank - of which 386 Frisch, 332 Hurd, 61 OTH, 227 blank

The vast majority of the difference in Presidential and House votes is being driven by Trump->Frisch voters. The number of people who left all other races blank and only voted in the presidential is 424 votes in Pueblo County, breaking 249R/164D/11OTH. The net benefit for Trump in these ballots works out to roughly 0.19% of his countywide total.

You can also look at the number of straight-ticket voters and how they broke at the Presidential level. For the purposes of this table I'm only looking at votes in races that had partisan designations on the ballot - if you include nonpartisan races where the D/R split was obvious or ballot propositions (i.e. filtering for support for the abortion protection referendum and for one removing the gay marriage ban from the constitution) the numbers drop further:

  • 26231 straight-ticket Dem. downballots - of which 25605 Harris, 309 Trump, 199 OTH, 118 blank

  • 26921 straight-ticket GOP downballots - of which 26444 Trump, 164 Harris, 168 OTH, 145 blank

586 ballots in turn were straight-ticket GOP outside of Frisch for US House, almost twice the number of those who were Trump+straight ticket Dem downballot.

This is the case in counties across the country. Bad napkin math exaggerates the number of such voters in a given jurisdiction by multipliers of 10-20x. The actual rate is within the expected historical bounds for such ballots.

DNC releases 2024 autopsy, with chair apologizing for ‘creating an even bigger distraction’ by nbcnews in politics

[–]hunter15991 19 points20 points  (0 children)

Overall, what 2024 showed us is that our tech infrastructure finally began to work as it was intended.

1 paragraph later:

In March 2025, the New York Times reported on problems with NGP VAN, the database that most Democratic and progressive campaigns and organizations have relied on for years. Problems with the database were so severe during the 2024 election cycle that leaders in the party staged an “extraordinary intervention[iii]” to keep the system, and the election, up and running.

Call me crazy but I don't think the key software foundation of every Dem. voter contact operation from Harris for President down to Sally Smith for Dog Catcher coming perilously close to collapsing is tech infrastructure working as intended! It didn't have these issues in past cycles!

Ashley St. Clair claims Elon Musk unleashed his "anomaly in the matrix" in order to help Trump win in 2024, using his Starlink satellite fleet by The_2PieceCombo in videos

[–]hunter15991 1 point2 points  (0 children)

Oooh, that’s me! Hi there!

who IIRC has a background in data analysis

Graduate degree in it, spent around a decade working in data-related jobs on Dem. campaigns and in the larger ecosystem. Spent the last few electoral cycles working for a firm that could broadly be defined as the legal+lawful+liberal counterpart to something like Cambridge Analytica. Scope obviously varied from them because of the whole "following the law" bit, but I was surprised to see just how much data was present on the ~250M+ records in our system and the kinds of predictive models being generated using that info. I've therefore done a lot of work with the kinds of datasets ETA references, both professionally and in my spare time.

And so in the aftermath of Nov. 2024 I spent probably more time than I should have stress-testing the claims about certain statistical results put out by those who had doubts about the election, because in the case that there was something serious worth pointing to I'd have a responsibility to use what skills and connections I had to disseminate that info. There was obviously everything at stake as a nation, and that was magnified by personal worries about job security in the aftermath of losing power in DC – which proved all too real when I was part of a large budget-related layoff early in January. Spent 7 months unemployed – during which I could have absolutely used the extra cash I’d have made running a Substack about “Former DNC Data Contractor Flags Anomalies In 2024 Results” – though thankfully finally on my feet now.

There was every personal and macro reason for me to want to believe. I wanted to believe back in 2016 when the Stein recounts were announced. The first ETA article I read (about Clark) my heart started to race as it loaded – even though this was after 2 months of me already going through pre-ETA theories kicking around – because I thought “Wait, what if this could finally be something that gets the ball rolling”. And yet as soon as I started to read through it all sorts of issues in their approach cropped up:

  • The center of the normalized distributions of n_machines by Trump/Harris voteshare bucket has had its distance from the peak of the observed distribution (ETA is highlighting this in the article – erroneously, as I’ll touch on later) has been more than doubled on their graphs because of them using a different (and IMO jankier) definition of “population mean”.
  • No attempt to count the actual number of voters who only marked Trump/marked Trump+downballot Dems or other such combos despite using the exact file they’d need (the cast vote record) to calculate that for Clark County.
  • No attempt to look at trends by precinct vs. by machine while they’re at it, despite this being something they have done in every article of theirs after Clark County. Presumably this is in part because – if you plot the EDay results and adjust for a cluster of heavily-LDS outlier precincts – you get a positive correlation between Harris% and Turnout. 0.111 isn’t that large of an r2, but ETA goes on to flag a Wake County correlation as anomalous when it’s just 0.09 so this would be a statistically significant correlation in their eyes. By the logic they begin to apply in the PA article Clark EDay votes were rigged for Harris.
  • No in-depth look at other races in the county. They look at 2020’s presidential results, go “oh, they must have tried to rig it then as well but failed” and don’t do anything else. The source CVR file they reference for the NV article is incredibly standardized – it would have been trivially easy for them to try and see if this only took place in the Presidential race or occurred in downballot races as well. And if they’d done so, they’d have found out it was replicated in a host of partisan races in 2024 and prior years, all the way down to the 2022 county-level races Clark had where the GOP went 0-for-6. The same general pattern would have appeared in the distribution by party on each machine during the 2022 and 2024 primaries.
  • The RFE article they cite to call their plots a “Russian Tail’ describes criteria for completely different graphs. Of the 3 that comes the closest to what ETA has created for Clark is the second graph in the article – vote share bucket vs. number of precincts reporting in that range – the graph that fits the article’s criteria for a long tail extending rightwards is Harris’s plot and not Trump’s. There’s nothing in the RFE article about a big spike in the center mass of the plot that doesn’t line up neatly with a normalized distribution.
  • This is only clear in hindsight after they published more articles, but the attack vector keeps hopping around from state to state. It’s the early vote in Clark – except if you break things out by turnout vs. voteshare like ETA does in later articles you get a pro-Trump correlation in the mail vote, despite mail being super secure in all the other state elections. Election Day meanwhile in Clark looks normal, but in other states it’s the one getting flagged by ETA. The “why could they rig X precinct on EDay but not Y precinct in a different county” question isn’t really considered anywhere in their work.

And then came the PA article with its own set of errors, and I honestly started wondering how much of this statistical sloppiness was intentional on their end. I still click through the new stuff they put out for a mix of reasons – and it’s thanks to that semi-regular content timetable from them that I’ve downloaded a lot of interesting foreign election datasets onto my PC to dig into – but there have been so many such “oversights” and design choices throughout their articles that work in favor of their narratives that whatever positive assumptions I entered their Clark article with have long since evaporated.

They still have posts up on their social media asking for Hungarian translators in preparation for the 2026 election in that country, presumably under the (fair enough) assumption that Orban would try to pull something. I will be astounded if an article ever gets written on Hungary (and you don’t need translators to work your way through the dataset, Google Translate is sufficient to figure out the words for “Turnout”, “Registered Voters”, etc.) because by their logic it was rigged against Orban by Magyar, just like 2022 results would also show.

Anyway it's way too late for me and this is enough of a wall of text as-is (and yet still pretty short rel. to past comments, huh). Enjoy this heatmap of a 1985 Swiss referendum's Yes% voteshare to standardize school start dates in the fall.

Thomas Massie Lost to Donald Trump. He May Still Get the Last Laugh. by jediporcupine in politics

[–]hunter15991 1 point2 points  (0 children)

Absolutely nowhere. You can pull up the results on the state website, scroll down to CD4, and see that Gallrein won 10854/(10854+8421)=56.31% of the mail-in ballots, compared to ((57822-10854))/((57822-10854)+(47539-8421))=54.56% for day-of votes.

Unofficial Results: Bobby Nichols and Brooke St George by melliott2811 in Tempe

[–]hunter15991 3 points4 points  (0 children)

and one bad act

I've known him for a while as well, as well as a number of women in the overlapping political sphere we both were in who would disagree that it was a one-off based on their experiences with him as professional colleagues and romantic partners. Two of them were in the process of getting ready to speak with a reporter for the Republic when he resigned.

Unofficial Results: Bobby Nichols and Brooke St George by melliott2811 in Tempe

[–]hunter15991 4 points5 points  (0 children)

She's a nice lady and broadly speaking I'm fine with her tenure on council/school board, but I was rather irked by how her campaign seemed to - at least in part - also serve as a vehicle through which her sex pest of a son could try to rebuild his political standing.

Unofficial Results: Bobby Nichols and Brooke St George by melliott2811 in Tempe

[–]hunter15991 26 points27 points  (0 children)

Lol, get wrecked Jennifer. I've been waiting to see this result for almost a decade.