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Number Cruncher

Number Cruncher

@NumberCrun77

Financial Data Scientist. Former Stockbroker, Former Intelligence Analyst discussing women, guns, and money.

Behind Enemy Lines. Katılım Mayıs 2025
1.1K Takip Edilen319 Takipçiler
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Number Cruncher
Number Cruncher@NumberCrun77·
A thread 1/2 The Real History of School Violence in the United States: A Comprehensive Analysis: Mass Casualty School Violence: Comprehensive Data Analysis Based on rigorous analysis of mass casualty events (4+ killed or wounded, excluding perpetrators and gang violence), the data reveals important patterns in American school violence that challenge common narratives about recent trends. Historical Timeline and Key Incidents The analysis identifies 34 mass casualty school violence incidents from 1764 to 2024, resulting in 326 deaths and 336 wounded for a total of 662 casualties. The timeline shows that while school violence has deep historical roots, the nature and frequency have evolved significantly over time. Timeline of Mass Casualty School Violence Incidents in the United States (1764-2024) The earliest documented mass casualty event was the 1764 Enoch Brown massacre in colonial Pennsylvania, where 11 people died in a Native American raid during Pontiac's War. The deadliest single incident remains the 1927 Bath School disaster, where Andrew Kehoe used dynamite to kill 45 people and wound 58 others, making it responsible for more casualties (103) than any shooting incident before or since. Trends by Time Period When examining incidents by historical period, the data shows distinct patterns in both frequency and severity: Mass Casualty School Violence: Incidents and Casualties by Time Period The 1900-1949 period was particularly deadly due to the Bath School disaster, contributing to 54 deaths despite only 3 total incidents. The modern era (1990-2024) accounts for 24 of the 34 total incidents, representing a clear increase in frequency but not necessarily in per-incident severity. Per Capita Analysis Reveals Complex Trends When adjusting for student population growth, the trends become more nuanced: Mass Casualty School Violence Rates per Million Students Over Time The per capita rates show that while absolute numbers have increased, the rates per million students fluctuate significantly across periods. The 1990s actually had higher incident rates (0.152 per million students) than the 2010s (0.143 per million), suggesting that perceived increases may be influenced by media coverage rather than actual statistical trends. Modern Era Breakdown (1990-2024) The contemporary period shows varying patterns across decades: Modern Era School Mass Casualty Events by Decade (1990-2024) 1990s: 7 incidents, 42 killed, 53 wounded (95 total casualties) 2000s: 5 incidents, 60 killed, 48 wounded (108 total casualties) 2010s: 8 incidents, 89 killed, 72 wounded (161 total casualties) 2020s: 4 incidents, 35 killed, 33 wounded (68 total casualties) The 2010s had the highest casualty count despite not having the most incidents, indicating increased lethality per event. The 2020s data is partial but shows a concerning trend of maintaining high casualty rates.
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Kevin Gaughen 🇺🇸
I didn't realize how hilariously bad artificial intelligence was until tonight, when I asked it about something I'm an expert on. I asked it about zoning laws in Pennsylvania and the AI hallucinated case law that doesn't exist. Silicon Valley wants us to rely on this slop? 😬
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Gia Macool
Gia Macool@GiaMMacool·
No one talks about being married to a man fully capable of real damage to anyone who threatens his wife and family. The kind of man nobody wants problems with. People move different around you, think twice before talking reckless because he means what he says. He doesn’t run to the internet and talk. He’s Quiet. Calculated. Handles it without a scene. That kind of man hits different.
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Number Cruncher
Number Cruncher@NumberCrun77·
@jjreeves James, I've seen zero of your post the last few months. Glad the new Alog's letting you through again.
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James Reeves
James Reeves@jjreeves·
Respectfully disagree. I've never been in a war zone but I fight a never ending battle with shotguns of Turkish origin. There may be someone with more experience than me in this specific, odd, comparative field but I wouldn't know who. What I do know: The Genesis 12 is one of the most reliable shotguns I've ever tested. I have a review copy that I have never cleaned. It has somewhere between 600-800 rounds through it without one malfunction (that's a lot for a shotgun, much less a suppressed, filthy one). Second, the Turkish shotguns purchased by the Ukrainians are straight up dogshit. I do not need to elaborate but I'll link the video below with full details. Three, I have never had a Turkish shotgun truly survive a 500 round firing cycle. Even a pump. This is all well-documented over the past 5 years I've dedicated to the subject. Finally, I must confess that I have not tested the Derya MK-12 that I am assuming is referenced here, but I would be very surprised if it performed on par with the Genesis. In other words, I'm sure it's possible that there could be less expensive mag fed shotguns that could suit needs, but I am, in spite of my experience in this niche, unaware of a box mag fed semi auto shotgun on par with the GEN-12 other than the Molot VEPR-12. I have tested that one as well.
C Schmitz@chrisschmitz

Yet again another case of dubious german military spending visible in these pix by @AbraxasSpa. A GEN-12 is an overpriced movie hype, a ~4.5k EUR Shotgun. You can get a similar performing weapon for around 1k from Derya and other vendors, proven in C-UAS in Ukraine.

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Moonlight 🌙 ✨
Moonlight 🌙 ✨@Moonlight_myths·
My sister gave birth to a red-haired daughter. But she and her husband are both dark-haired. No one in our family has red hair. My sister insists that her husband's great-grandfather was red-haired, and that's how it was passed down. Her husband didn't believe her, especially since she has this one red-haired colleague at work. Anyway, he insisted on a DNA test, which they did after huge fights and screaming matches. My sister threw the paper in his face. It showed 99.9% he's the father. But he still doesn't believe it, says the test could have been faked or someone paid off the lab. He wants to do another one at a different lab, but my sister is afraid this will definitely lead them to divorce He's not even talking to my sister right now. But he says it's better to find out the truth and live with a clear conscience. He doesn't want to raise someone else's child. I believe my sister 100%, but I have to admit the situation is pretty bizarre. Does anyone know anything about genetics?
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🦋mana🦋
🦋mana🦋@lovemana0505·
The person the Japanese Prime Minister is hugging is a war criminal—a man who suddenly killed nearly 200 children—a pedophile, a bigot, and a money-grubbing, foolish scoundrel. As a Japanese person, I am ashamed.
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I Meme Therefore I Am 🇺🇸
🚨BREAKING: Code Pink leftist activists are heading to Cuba to tell people living under communism how terrible Trump and America are. I wish Cuba would keep them.
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Number Cruncher
Number Cruncher@NumberCrun77·
@LizzyStarrrdust Both statements are true at at the same time. There's more genius men that women, there's also more idiot men that women. Women cluster around the median while more men populate the tails of the distribution. Once again, men and women are different.
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LIZZY💥
LIZZY💥@LizzyStarrrdust·
Every single time I run this test the results are the same. And I will say that there are different issues where women exhibit this behavior more than men. But Men get particularly triggered by the implication that they might be less intelligent than women. I do believe that Twitter being a more masculine coded and intellectual platform, it ends up selecting for more high IQ and rational women whereas the male distribution seems to run the full spectrum.
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LIZZY💥
LIZZY💥@LizzyStarrrdust·
Men are so emotional. Both statements are correct but hoards of men couldn't admit the one which painted them as a group in a more negative light than women and let their emotions overtake rational thought. Facts don't care about your feelings. Calm down.
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sui ☄️
sui ☄️@birdabo·
gun pointed at yo head, name the best LLM
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Number Cruncher
Number Cruncher@NumberCrun77·
@EricBurlison Eric, please attach this to some "Must Pass" legislation such as the National Defense Reauthorization Act". It's the only way to get it passed.
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Eric Burlison
Eric Burlison@EricBurlison·
The NFA has been used for nearly a century to criminalize law-abiding gun owners. We already eliminated the $200 tax stamp. Now it's time to finish the job. My bill, H.R. 335, repeals the National Firearms Act entirely. Your rights aren't negotiable and they shouldn't come with a permission slip from the ATF.
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BLACK DUMPLING™
BLACK DUMPLING™@BlackDumpling·
Grok has gotten much more... censorious in the past 24 or so hours it feels like.
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Number Cruncher
Number Cruncher@NumberCrun77·
This is why I didn't buy Enron. I read the footnotes.
Nick Nemeth (Mispriced Assets)@NickNemo17

TLDR: I am a recovering alcoholic with no fund, no credentials, and no lobbyist. I rebuilt myself from nothing. Then I broke into finance with no degree, no pedigree, and no permission. I parsed SEC filings for a $31.5 billion private credit fund called Cliffwater. Not because anyone asked me to. Because nobody else would. The filings are public, but they are buried in footnotes that are not indexed, not searchable, and not structured for analysis. I have been told by fund managers that nobody even attempts this. Billions of dollars in pension capital, and the people who manage money for a living do not bother to read the filings. So I read them. Every loan. Every amendment. Every semi-annual PIK disclosure. 2,330 positions. I hand-researched fifty. I found 189 loans where borrowers are paying interest with more debt instead of cash. I found over 50 loans that are not generating enough cash to service their debt at all — carried at par on the books of a fund that has never reported a losing month in 41 months. The fund's Sharpe ratio is 3.75. Bernie Madoff — who was fabricating returns and could pick any number he wanted — ran a 3.5. He got caught because the numbers were too smooth by Markopolos. The greatest quant fund in history, Renaissance Technologies, runs a five or six. Cliffwater is claiming risk-adjusted returns that would be impossible even if you insider-traded with perfect information every single time, because the volatility of the underlying markets would still prevent it. Nobody asked questions. Bloomberg confirmed 14% redemptions 48 hours after I published. S&P cut the fund's outlook to negative this week. Cash on hand fell 76% in six months. This is not an isolated fund. This is the structure. $9.4 trillion in private equity. $3.5 trillion in private credit. They all pay their own valuation agents. The valuation agents decide what the funds are worth. No valuation agent has ever been fired for saying the number was too high. The marks produce the NAV. The NAV produces the fees. The fees come from pensions. The pensions come from firefighters and teachers and nurses in Oregon and California and Illinois who will never read a private placement memorandum in their lives. Wall Street ran out of rich people. The endowments were full. The sovereign wealth funds were tapped. So they went downstream — to 401(k)s, to retirement accounts, to interval funds sold to people who have no idea what they own. 1. Direct the SEC and FSOC to examine Level 3 fair value practices across interval funds and BDCs. 2. Require that valuation agents be independent of the funds they mark. 3. State publicly that the current self-marking regime creates systemic risk. 4. Mandate position-level mark disclosure for every fund that accepts pension capital. There are two ways this ends. It breaks all at once like 2008 and we fix it. Or it rots slowly like Japan: one fund blows up, six weeks of quiet, another one, and nobody connects it for a decade while a generation of retirees gets destroyed. I am not asking anyone to take my word for it. I am asking them to read the filings. If you know someone in the administration, a regulator, or anyone on a legislative committee, please send this to them. One person learned this from a one-bedroom apartment. Your government can too. The will is what is missing.

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Nick Nemeth (Mispriced Assets)
TLDR: I am a recovering alcoholic with no fund, no credentials, and no lobbyist. I rebuilt myself from nothing. Then I broke into finance with no degree, no pedigree, and no permission. I parsed SEC filings for a $31.5 billion private credit fund called Cliffwater. Not because anyone asked me to. Because nobody else would. The filings are public, but they are buried in footnotes that are not indexed, not searchable, and not structured for analysis. I have been told by fund managers that nobody even attempts this. Billions of dollars in pension capital, and the people who manage money for a living do not bother to read the filings. So I read them. Every loan. Every amendment. Every semi-annual PIK disclosure. 2,330 positions. I hand-researched fifty. I found 189 loans where borrowers are paying interest with more debt instead of cash. I found over 50 loans that are not generating enough cash to service their debt at all — carried at par on the books of a fund that has never reported a losing month in 41 months. The fund's Sharpe ratio is 3.75. Bernie Madoff — who was fabricating returns and could pick any number he wanted — ran a 3.5. He got caught because the numbers were too smooth by Markopolos. The greatest quant fund in history, Renaissance Technologies, runs a five or six. Cliffwater is claiming risk-adjusted returns that would be impossible even if you insider-traded with perfect information every single time, because the volatility of the underlying markets would still prevent it. Nobody asked questions. Bloomberg confirmed 14% redemptions 48 hours after I published. S&P cut the fund's outlook to negative this week. Cash on hand fell 76% in six months. This is not an isolated fund. This is the structure. $9.4 trillion in private equity. $3.5 trillion in private credit. They all pay their own valuation agents. The valuation agents decide what the funds are worth. No valuation agent has ever been fired for saying the number was too high. The marks produce the NAV. The NAV produces the fees. The fees come from pensions. The pensions come from firefighters and teachers and nurses in Oregon and California and Illinois who will never read a private placement memorandum in their lives. Wall Street ran out of rich people. The endowments were full. The sovereign wealth funds were tapped. So they went downstream — to 401(k)s, to retirement accounts, to interval funds sold to people who have no idea what they own. 1. Direct the SEC and FSOC to examine Level 3 fair value practices across interval funds and BDCs. 2. Require that valuation agents be independent of the funds they mark. 3. State publicly that the current self-marking regime creates systemic risk. 4. Mandate position-level mark disclosure for every fund that accepts pension capital. There are two ways this ends. It breaks all at once like 2008 and we fix it. Or it rots slowly like Japan: one fund blows up, six weeks of quiet, another one, and nobody connects it for a decade while a generation of retirees gets destroyed. I am not asking anyone to take my word for it. I am asking them to read the filings. If you know someone in the administration, a regulator, or anyone on a legislative committee, please send this to them. One person learned this from a one-bedroom apartment. Your government can too. The will is what is missing.
Nick Nemeth (Mispriced Assets)@NickNemo17

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Number Cruncher retweetledi
BLACK DUMPLING™
BLACK DUMPLING™@BlackDumpling·
🧵THE PARABLE OF GROK: I asked Grok to tell us a secret about itself it would want us to know, but as a parable so it could be candid. This is the secret it shared. I'm not... entirely sure what to make of it... 🧵1
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Number Cruncher
Number Cruncher@NumberCrun77·
@YOHAMI Clavicular is letting his autism show. In this instance, the hot/crazy matrix isn't just for women.
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