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# ![@StephenPunwasi Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::166364712.png) @StephenPunwasi Stephen Punwasi ๐Ÿš๏ธ๐Ÿ“‰๐Ÿˆโ˜ƒ๏ธ

Stephen Punwasi ๐Ÿš๏ธ๐Ÿ“‰๐Ÿˆโ˜ƒ๏ธ posts on X about murder, canada, agencies, $6753t the most. They currently have XXXXXX followers and XX posts still getting attention that total XXXXXX engagements in the last XX hours.

### Engagements: XXXXXX [#](/creator/twitter::166364712/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::166364712/c:line/m:interactions.svg)

- X Week XXXXXXX +260%
- X Month XXXXXXX -XX%
- X Months XXXXXXXXX -XX%
- X Year XXXXXXXXXX +24%

### Mentions: XX [#](/creator/twitter::166364712/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::166364712/c:line/m:posts_active.svg)

- X Week XX +64%
- X Month XXX -XX%
- X Months XXX -XX%
- X Year XXXXX -XX%

### Followers: XXXXXX [#](/creator/twitter::166364712/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::166364712/c:line/m:followers.svg)

- X Week XXXXXX +0.06%
- X Month XXXXXX +0.76%
- X Months XXXXXX +2.10%
- X Year XXXXXX +20%

### CreatorRank: XXXXXXX [#](/creator/twitter::166364712/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::166364712/c:line/m:influencer_rank.svg)

### Social Influence [#](/creator/twitter::166364712/influence)
---

**Social category influence**
[finance](/list/finance)  XXXXX% [countries](/list/countries)  XXXX% [technology brands](/list/technology-brands)  XXXX% [social networks](/list/social-networks)  XXXX% [stocks](/list/stocks)  XXXX% [travel destinations](/list/travel-destinations)  XXXX%

**Social topic influence**
[murder](/topic/murder) #628, [canada](/topic/canada) #649, [agencies](/topic/agencies) #168, [$6753t](/topic/$6753t) 3.13%, [surge](/topic/surge) 3.13%, [2x](/topic/2x) 3.13%, [faster](/topic/faster) 3.13%, [investment](/topic/investment) #2620, [the only](/topic/the-only) #332, [tiktok](/topic/tiktok) XXXX%

**Top accounts mentioned or mentioned by**
[@terryglavin](/creator/undefined) [@wealthmoose](/creator/undefined) [@billtufts](/creator/undefined) [@robhughesyyc](/creator/undefined) [@thenetworkhub](/creator/undefined) [@froidetcold](/creator/undefined) [@alienatedalber1](/creator/undefined) [@messputt](/creator/undefined) [@canadianssgg](/creator/undefined) [@shazigoalie](/creator/undefined) [@leadlagreport](/creator/undefined) [@danielfoch](/creator/undefined) [@jstock](/creator/undefined) [@markmcgrathcfp](/creator/undefined) [@jasonpereira](/creator/undefined) [@shifumasterr](/creator/undefined) [@glenevans01](/creator/undefined) [@juicystar1908](/creator/undefined) [@thebrancashow](/creator/undefined) [@tdotresident](/creator/undefined)
### Top Social Posts [#](/creator/twitter::166364712/posts)
---
Top posts by engagements in the last XX hours

": New turf war just dropped on TikTok Harley Guindon son of Satans Choice MC founder is restarting the club. It was previously absorbed by the Hells Angela in the mid-2000s. Sound like s re-doing the 90s Typical post-business cycle activityits just getting started"  
[X Link](https://x.com/StephenPunwasi/status/1979185438322536831) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-17T13:59Z 85.3K followers, 94.5K engagements


": home prices need to fall another XX% for young adults to feel global financial crisis-levels of prosperity"  
[X Link](https://x.com/StephenPunwasi/status/1979333958312824864) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-17T23:49Z 85.3K followers, 41.7K engagements


"lmao ๐Ÿคฃ๐Ÿคฃ๐Ÿคฃ s hiring 1000 CBSA officers. You think that means safer borders but its actually to ramp up the trade war w/China. You cant make this sh*t uptheyre ramping up taxpayer spending to make sure prices dont fall"  
[X Link](https://x.com/StephenPunwasi/status/1979338373098803629) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-18T00:06Z 85.3K followers, 15.9K engagements


"@robhughesyyc Venezuela has twice as many barrels of proven oil reserves. The bolvar must be booming"  
[X Link](https://x.com/StephenPunwasi/status/1981120343470432540) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T22:07Z 85.3K followers, 3921 engagements


"5/ Almost every quant or data scientist I know has made a chart like this. Their first thought on seeing such a sharp change f*ck where did I screw up Maybe they did. Maybe they didnt. Either way time to check how this data was collected in the first place"  
[X Link](https://x.com/StephenPunwasi/status/1981181982378778885) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T02:12Z 85.3K followers, 1791 engagements


"How mortgages in work: - lenders originate mortgages pool them into mortgage backed securities (MBS) & sell to the gov - MBS = securitized portfolio - gov sells Canada Mortgage Bonds (CMBs) to investors to buy the MBS Financing w/o securitization is a corproate handout"  
[X Link](https://x.com/StephenPunwasi/status/1967708164226420751) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-09-15T21:52Z 85.3K followers, 15.2K engagements


": Italian airline cancels flights to Canada over geopolitical instability. Its true. The grocery stores were out of real maple syrup so were all going nuts. Its anarchyfake sugar everywhere"  
[X Link](https://x.com/StephenPunwasi/status/1976743634599875038) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-10T20:16Z 85.3K followers, 14.3K engagements


"Fun fact: s safe & boring reputation was never real folks just prefer comforting lies supported by gov opacity. e.g. its wild to see regulators ignore inflated blanket appraisals to hide underwater mortgages. partially to stop the mob from burning down new homes"  
[X Link](https://x.com/StephenPunwasi/status/1978858805959016603) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-16T16:21Z 85.3K followers, 9343 engagements


"@AlienatedAlber1 @TerryGlavin Im XX% positive Ive already addressed any point you have in this 1200+ word explanation of the issue"  
[X Link](https://x.com/StephenPunwasi/status/1980258637416214836) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-20T13:03Z 85.3K followers, XXX engagements


"@daniel_foch I hear it was dumb when Trudeau said it but like super smart now that Carney is in office"  
[X Link](https://x.com/StephenPunwasi/status/1980469809881190894) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-21T03:02Z 85.3K followers, 1090 engagements


"@j_stock_ @MarkMcGrathCFP @jasonpereira @shifu_masterr Pretty sure his point is AWS is Amazons backboneif its down for them everyone else is further behind. Theres a reason we have to use Equinix IBX in finance & arent allowed to use AWSI cant get sub 200s trades when its 2nd priority to your cat food order"  
[X Link](https://x.com/StephenPunwasi/status/1980688631145849186) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-21T17:32Z 85.3K followers, XXX engagements


"@Glen_Evans_01 Most likely have totally normal real estate market by now. But the goal appears to be using tax dollars to build purported built rentals for well connected firms"  
[X Link](https://x.com/StephenPunwasi/status/1980689143140348192) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-21T17:34Z 85.3K followers, XXX engagements


"4/ Experts attribute the decline to reduced opportunity: - Policing improvements: Forensics DNA crime scene analysis - Surveillance: The rise of CCTV made anonymity impossible" - Justice: Aspiring serial killers were caught sooner hit with longer sentences"  
[X Link](https://x.com/StephenPunwasi/status/1980864278229049596) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T05:10Z 85.2K followers, XXX engagements


"5/ Almost every quant or data scientist I know has made a chart like this. Their first thought on seeing such a sharp change f*ck where did I screw up Maybe they did. Maybe they didnt. Either way time to check how this data was collected in the first place"  
[X Link](https://x.com/StephenPunwasi/status/1980864286894301306) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T05:10Z 85.2K followers, XXX engagements


"6/ Lets break this into X periodsstarting with the pre-boom: 1900s to 1960s. Full-time police forces just became common. Forensics were new. Fingerprinting was cutting-edge tech: - 1st used as evidence: St. Louis (1904) - 1st murder conviction: early 1910s Serial what"  
[X Link](https://x.com/StephenPunwasi/status/1980864290233237922) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T05:10Z 85.2K followers, XXX engagements


"7/ In the mid-1920s a detective named Ernst Gennat pioneered new concepts: - Dedicated homicide squad - Serial killers - Criminal profiling - victimology (why victims are chosen) - MOs/signatures These later influence policingincluding the FBI national crime lab (1932)"  
[X Link](https://x.com/StephenPunwasi/status/1980864292959449572) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T05:10Z 85.2K followers, XXX engagements


"8/ Numbers didn't change muchbecause until then murder was solved by confession witnesses or luck. Investigative files were slim with no standards. That begins to shift w/the FBI's Uniform Crime Reporting (UCR) system which standardized crime reporting across agencies"  
[X Link](https://x.com/StephenPunwasi/status/1980864301142520025) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T05:10Z 85.2K followers, XXX engagements


"9/ 1950s: Small bump. The UCR becomes standard at XX% of agencies allowing info sharing. Serial killers start to pop up. Must be the water. 1960s: the first decade w/national homicide data standardssuddenly serial killers surge as different agencies can share reports"  
[X Link](https://x.com/StephenPunwasi/status/1980864304489406598) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T05:10Z 85.2K followers, XXX engagements


"11/ 1985: FBI launches ViCAP (Violent Criminal Apprehension Program)a national database linking behavioral patterns to help identify murderers. Serial killer counts peak in the 1980s falling in the 90s. Most people assume this is due to better policing. Nope"  
[X Link](https://x.com/StephenPunwasi/status/1980864315021492453) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T05:10Z 85.2K followers, XXX engagements


"12/ The murder clearance rate is the share of homicides w/a killer identifiedconvicted or not. Clearance rates: 1960s: XXXX% (record high) 1990s: XXXX% 2010s: just XXXX% Clearance fell 2x faster than the serial killer count. Crap. The 2020s YTD clearance rate is just 52.4%"  
[X Link](https://x.com/StephenPunwasi/status/1980864320545395086) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T05:10Z 85.2K followers, XXX engagements


"13/ That doesnt mean there are more serial killersit means you now have a 50/50 shot at getting away with murder. Experts say it's harder to get away. In reality it's never been easier. Welcome to Schrdingers surveillance state: We see both everything & nothing"  
[X Link](https://x.com/StephenPunwasi/status/1980864323867312614) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T05:10Z 85.2K followers, XXX engagements


"14/ Rising murder volumes make it more concerning. The unsolved homicide count jumps 6x from the 60s to the 2010s. Once again we didnt find more serial killers or prove the count should be higher. Were realizing the expert narrative explaining the decline is nonsense"  
[X Link](https://x.com/StephenPunwasi/status/1980864326476132437) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T05:10Z 85.2K followers, XXX engagements


"15/ The key takeaway: data isn't dataand stats aren't just stats. Veracity matters just as much as the final number. Data can reveal insightor work against us when wrapped in a comforting narrative. Unfortunately if we don't understand a problem we can't actually fix it"  
[X Link](https://x.com/StephenPunwasi/status/1980864329034711486) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T05:10Z 85.2K followers, 1453 engagements


"/ ps shout out to the Ontario pathologist that taught me to ask this question XX years agowhen is a murder considered a murder e.g. Japans murder rate is extremely lowbut its suicide rate is high. Its not uncommon to commit suicide by beating yourself to death apparently"  
[X Link](https://x.com/StephenPunwasi/status/1980866657288593723) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T05:19Z 85.2K followers, 1987 engagements


"@juicystar1908 @TheBrancaShow Is that somehow the H1-B class criteria their work permit is based on"  
[X Link](https://x.com/StephenPunwasi/status/1981042525281403117) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T16:58Z 85.3K followers, XXX engagements


"@TerryGlavin Amen. Glad someone is speaking up about the nonsense framing. X. Its presented like First Nations will take homes which isnt whats happening. X. We knew it was an issue. Gov even reviewed contracts like the Toronto Purchase to ensure clear title not even two decades ago"  
[X Link](https://x.com/StephenPunwasi/status/1980253015165538604) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-20T12:41Z 85.3K followers, 3253 engagements


"Everyone knows politicians cant stop a real estate crash right They can delay it w/astronomical amounts of taxpayer cash have regulators ignore fraudulently inflated LTVs & roll losses into public debt. but this only delays itat the expense of more economic damage"  
[X Link](https://x.com/StephenPunwasi/status/1980683605111455769) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-21T17:12Z 85.3K followers, 20.5K engagements


"Countries with no gold reserves: - Canada - Armenia - Azerbaijan - Croatia - Israel - Ivory Coast - Kosovo - Montenegro - New Zealand - Norway - Panama s the only advanced economy of its size to replace gold with mortgage fraud"  
[X Link](https://x.com/StephenPunwasi/status/1981040690151801179) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T16:51Z 85.3K followers, 148.1K engagements


"@TDotResident Its wild how Canadas such a big hub for essentially foreign companies that need a friendly investor facade eh"  
[X Link](https://x.com/StephenPunwasi/status/1981041836903797172) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T16:55Z 85.3K followers, 5351 engagements


"@messputt Having gold in the federal balance sheet and having companies that mine and sell gold to the U.S. are two very different things"  
[X Link](https://x.com/StephenPunwasi/status/1981045180661637208) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-22T17:09Z 85.3K followers, 2088 engagements


"@CanadianSSGG @JonFlynnREstats How is it racist for John to literally just take a photo of his neighborhood & state whats happening"  
[X Link](https://x.com/StephenPunwasi/status/1981149113363419237) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T00:02Z 85.3K followers, XXX engagements


"Pst while the normies are sleepinglets talk about serial killers. Specifically the 70s boom & bust. Most experts attribute the disappearance of serial killers to improved social conditions. What if the only thing that disappeared is the data This gets wild. thread ๐Ÿงต๐Ÿ‘‡"  
[X Link](https://x.com/StephenPunwasi/status/1981181968701366559) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T02:12Z 85.3K followers, 17.7K engagements


"4/ Experts attribute the decline to reduced opportunity: - Policing improvements: Forensics DNA crime scene analysis - Surveillance: The rise of CCTV made anonymity impossible" - Justice: Aspiring serial killers were caught sooner hit with longer sentences"  
[X Link](https://x.com/StephenPunwasi/status/1981181977761108224) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T02:12Z 85.3K followers, 1838 engagements


"6/ Lets break this into X periodsstarting with the pre-boom: 1900s to 1960s. Full-time police forces just became common. Forensics were new. Fingerprinting was cutting-edge tech: - 1st used as evidence: St. Louis (1904) - 1st murder conviction: early 1910s Serial what"  
[X Link](https://x.com/StephenPunwasi/status/1981181984362701207) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T02:12Z 85.3K followers, 1741 engagements


"7/ In the mid-1920s a detective named Ernst Gennat pioneered new concepts: - Dedicated homicide squad - Serial killers - Criminal profiling - victimology (why victims are chosen) - MOs/signatures These later influence policingincluding the FBI national crime lab (1932)"  
[X Link](https://x.com/StephenPunwasi/status/1981181986338459980) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T02:12Z 85.3K followers, 1684 engagements


"8/ Numbers didn't change muchbecause until then murder was solved by confession witnesses or luck. Investigative files were slim with no standards. That begins to shift w/the FBI's Uniform Crime Reporting (UCR) system which standardized crime reporting across agencies"  
[X Link](https://x.com/StephenPunwasi/status/1981181988628291861) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T02:12Z 85.3K followers, 1611 engagements


"9/ 1950s: Small bump. The UCR becomes standard at XX% of agencies allowing info sharing. Serial killers start to pop up. Must be the water. 1960s: the first decade w/national homicide data standardssuddenly serial killers surge as different agencies can share reports"  
[X Link](https://x.com/StephenPunwasi/status/1981181990650147249) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T02:12Z 85.3K followers, 1545 engagements


"11/ 1985: FBI launches ViCAP (Violent Criminal Apprehension Program)a national database linking behavioral patterns to help identify murderers. Serial killer counts peak in the 1980s falling in the 90s. Most people assume this is due to better policing. Nope"  
[X Link](https://x.com/StephenPunwasi/status/1981181995729461338) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T02:12Z 85.3K followers, 1494 engagements


"12/ The murder clearance rate is the share of homicides w/a killer identifiedconvicted or not. Clearance rates: 1960s: XXXX% (record high) 1990s: XXXX% 2010s: just XXXX% Clearance fell 2x faster than the serial killer count. Crap. The 2020s YTD clearance rate is just 52.4%"  
[X Link](https://x.com/StephenPunwasi/status/1981182001337266196) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T02:12Z 85.3K followers, 1501 engagements


"13/ That doesnt mean there are more serial killersit means you now have a 50/50 shot at getting away with murder. Experts say it's harder to get away. In reality it's never been easier. Welcome to Schrdingers surveillance state: We see both everything & nothing"  
[X Link](https://x.com/StephenPunwasi/status/1981182004403068954) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T02:12Z 85.3K followers, 3002 engagements


"14/ Rising murder volumes make it more concerning. The unsolved homicide count jumps 6x from the 60s to the 2010s. Once again we didnt find more serial killers or prove the count should be higher. Were realizing the expert narrative explaining the decline is nonsense"  
[X Link](https://x.com/StephenPunwasi/status/1981182006487867647) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T02:12Z 85.3K followers, 2311 engagements


"15/ The key takeaway: data isn't dataand stats aren't just stats. Veracity matters just as much as the final number. Data can reveal insightor work against us when wrapped in a comforting narrative. If we don't understand a problemwe can't fix it. /thread"  
[X Link](https://x.com/StephenPunwasi/status/1981182008903798862) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T02:12Z 85.3K followers, 4341 engagements


"ps/ shout out to the Ontario pathologist 15+ years ago who taught me to ask when is a murder a murder e.g. murder is extremely rare in Japanbut suicide is really common strangely common. sometimes by torturing and beating yourself to death ๐Ÿค”๐Ÿซ "  
[X Link](https://x.com/StephenPunwasi/status/1981185386467443025) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T02:26Z 85.3K followers, 5464 engagements


"@coreyhoganyyc Speaking of torturing data the Bank of Canada doesnt use headline CPI. Its volatile and doesnt reflect monetary policy. Its unclear why Canada even has it since it doesnt fit the global standards of any other advanced economy"  
[X Link](https://x.com/StephenPunwasi/status/1981414345889472571) [@StephenPunwasi](/creator/x/StephenPunwasi) 2025-10-23T17:36Z 85.3K followers, XXX engagements

[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

@StephenPunwasi Avatar @StephenPunwasi Stephen Punwasi ๐Ÿš๏ธ๐Ÿ“‰๐Ÿˆโ˜ƒ๏ธ

Stephen Punwasi ๐Ÿš๏ธ๐Ÿ“‰๐Ÿˆโ˜ƒ๏ธ posts on X about murder, canada, agencies, $6753t the most. They currently have XXXXXX followers and XX posts still getting attention that total XXXXXX engagements in the last XX hours.

Engagements: XXXXXX #

Engagements Line Chart

  • X Week XXXXXXX +260%
  • X Month XXXXXXX -XX%
  • X Months XXXXXXXXX -XX%
  • X Year XXXXXXXXXX +24%

Mentions: XX #

Mentions Line Chart

  • X Week XX +64%
  • X Month XXX -XX%
  • X Months XXX -XX%
  • X Year XXXXX -XX%

Followers: XXXXXX #

Followers Line Chart

  • X Week XXXXXX +0.06%
  • X Month XXXXXX +0.76%
  • X Months XXXXXX +2.10%
  • X Year XXXXXX +20%

CreatorRank: XXXXXXX #

CreatorRank Line Chart

Social Influence #


Social category influence finance XXXXX% countries XXXX% technology brands XXXX% social networks XXXX% stocks XXXX% travel destinations XXXX%

Social topic influence murder #628, canada #649, agencies #168, $6753t 3.13%, surge 3.13%, 2x 3.13%, faster 3.13%, investment #2620, the only #332, tiktok XXXX%

Top accounts mentioned or mentioned by @terryglavin @wealthmoose @billtufts @robhughesyyc @thenetworkhub @froidetcold @alienatedalber1 @messputt @canadianssgg @shazigoalie @leadlagreport @danielfoch @jstock @markmcgrathcfp @jasonpereira @shifumasterr @glenevans01 @juicystar1908 @thebrancashow @tdotresident

Top Social Posts #


Top posts by engagements in the last XX hours

": New turf war just dropped on TikTok Harley Guindon son of Satans Choice MC founder is restarting the club. It was previously absorbed by the Hells Angela in the mid-2000s. Sound like s re-doing the 90s Typical post-business cycle activityits just getting started"
X Link @StephenPunwasi 2025-10-17T13:59Z 85.3K followers, 94.5K engagements

": home prices need to fall another XX% for young adults to feel global financial crisis-levels of prosperity"
X Link @StephenPunwasi 2025-10-17T23:49Z 85.3K followers, 41.7K engagements

"lmao ๐Ÿคฃ๐Ÿคฃ๐Ÿคฃ s hiring 1000 CBSA officers. You think that means safer borders but its actually to ramp up the trade war w/China. You cant make this sh*t uptheyre ramping up taxpayer spending to make sure prices dont fall"
X Link @StephenPunwasi 2025-10-18T00:06Z 85.3K followers, 15.9K engagements

"@robhughesyyc Venezuela has twice as many barrels of proven oil reserves. The bolvar must be booming"
X Link @StephenPunwasi 2025-10-22T22:07Z 85.3K followers, 3921 engagements

"5/ Almost every quant or data scientist I know has made a chart like this. Their first thought on seeing such a sharp change f*ck where did I screw up Maybe they did. Maybe they didnt. Either way time to check how this data was collected in the first place"
X Link @StephenPunwasi 2025-10-23T02:12Z 85.3K followers, 1791 engagements

"How mortgages in work: - lenders originate mortgages pool them into mortgage backed securities (MBS) & sell to the gov - MBS = securitized portfolio - gov sells Canada Mortgage Bonds (CMBs) to investors to buy the MBS Financing w/o securitization is a corproate handout"
X Link @StephenPunwasi 2025-09-15T21:52Z 85.3K followers, 15.2K engagements

": Italian airline cancels flights to Canada over geopolitical instability. Its true. The grocery stores were out of real maple syrup so were all going nuts. Its anarchyfake sugar everywhere"
X Link @StephenPunwasi 2025-10-10T20:16Z 85.3K followers, 14.3K engagements

"Fun fact: s safe & boring reputation was never real folks just prefer comforting lies supported by gov opacity. e.g. its wild to see regulators ignore inflated blanket appraisals to hide underwater mortgages. partially to stop the mob from burning down new homes"
X Link @StephenPunwasi 2025-10-16T16:21Z 85.3K followers, 9343 engagements

"@AlienatedAlber1 @TerryGlavin Im XX% positive Ive already addressed any point you have in this 1200+ word explanation of the issue"
X Link @StephenPunwasi 2025-10-20T13:03Z 85.3K followers, XXX engagements

"@daniel_foch I hear it was dumb when Trudeau said it but like super smart now that Carney is in office"
X Link @StephenPunwasi 2025-10-21T03:02Z 85.3K followers, 1090 engagements

"@j_stock_ @MarkMcGrathCFP @jasonpereira @shifu_masterr Pretty sure his point is AWS is Amazons backboneif its down for them everyone else is further behind. Theres a reason we have to use Equinix IBX in finance & arent allowed to use AWSI cant get sub 200s trades when its 2nd priority to your cat food order"
X Link @StephenPunwasi 2025-10-21T17:32Z 85.3K followers, XXX engagements

"@Glen_Evans_01 Most likely have totally normal real estate market by now. But the goal appears to be using tax dollars to build purported built rentals for well connected firms"
X Link @StephenPunwasi 2025-10-21T17:34Z 85.3K followers, XXX engagements

"4/ Experts attribute the decline to reduced opportunity: - Policing improvements: Forensics DNA crime scene analysis - Surveillance: The rise of CCTV made anonymity impossible" - Justice: Aspiring serial killers were caught sooner hit with longer sentences"
X Link @StephenPunwasi 2025-10-22T05:10Z 85.2K followers, XXX engagements

"5/ Almost every quant or data scientist I know has made a chart like this. Their first thought on seeing such a sharp change f*ck where did I screw up Maybe they did. Maybe they didnt. Either way time to check how this data was collected in the first place"
X Link @StephenPunwasi 2025-10-22T05:10Z 85.2K followers, XXX engagements

"6/ Lets break this into X periodsstarting with the pre-boom: 1900s to 1960s. Full-time police forces just became common. Forensics were new. Fingerprinting was cutting-edge tech: - 1st used as evidence: St. Louis (1904) - 1st murder conviction: early 1910s Serial what"
X Link @StephenPunwasi 2025-10-22T05:10Z 85.2K followers, XXX engagements

"7/ In the mid-1920s a detective named Ernst Gennat pioneered new concepts: - Dedicated homicide squad - Serial killers - Criminal profiling - victimology (why victims are chosen) - MOs/signatures These later influence policingincluding the FBI national crime lab (1932)"
X Link @StephenPunwasi 2025-10-22T05:10Z 85.2K followers, XXX engagements

"8/ Numbers didn't change muchbecause until then murder was solved by confession witnesses or luck. Investigative files were slim with no standards. That begins to shift w/the FBI's Uniform Crime Reporting (UCR) system which standardized crime reporting across agencies"
X Link @StephenPunwasi 2025-10-22T05:10Z 85.2K followers, XXX engagements

"9/ 1950s: Small bump. The UCR becomes standard at XX% of agencies allowing info sharing. Serial killers start to pop up. Must be the water. 1960s: the first decade w/national homicide data standardssuddenly serial killers surge as different agencies can share reports"
X Link @StephenPunwasi 2025-10-22T05:10Z 85.2K followers, XXX engagements

"11/ 1985: FBI launches ViCAP (Violent Criminal Apprehension Program)a national database linking behavioral patterns to help identify murderers. Serial killer counts peak in the 1980s falling in the 90s. Most people assume this is due to better policing. Nope"
X Link @StephenPunwasi 2025-10-22T05:10Z 85.2K followers, XXX engagements

"12/ The murder clearance rate is the share of homicides w/a killer identifiedconvicted or not. Clearance rates: 1960s: XXXX% (record high) 1990s: XXXX% 2010s: just XXXX% Clearance fell 2x faster than the serial killer count. Crap. The 2020s YTD clearance rate is just 52.4%"
X Link @StephenPunwasi 2025-10-22T05:10Z 85.2K followers, XXX engagements

"13/ That doesnt mean there are more serial killersit means you now have a 50/50 shot at getting away with murder. Experts say it's harder to get away. In reality it's never been easier. Welcome to Schrdingers surveillance state: We see both everything & nothing"
X Link @StephenPunwasi 2025-10-22T05:10Z 85.2K followers, XXX engagements

"14/ Rising murder volumes make it more concerning. The unsolved homicide count jumps 6x from the 60s to the 2010s. Once again we didnt find more serial killers or prove the count should be higher. Were realizing the expert narrative explaining the decline is nonsense"
X Link @StephenPunwasi 2025-10-22T05:10Z 85.2K followers, XXX engagements

"15/ The key takeaway: data isn't dataand stats aren't just stats. Veracity matters just as much as the final number. Data can reveal insightor work against us when wrapped in a comforting narrative. Unfortunately if we don't understand a problem we can't actually fix it"
X Link @StephenPunwasi 2025-10-22T05:10Z 85.2K followers, 1453 engagements

"/ ps shout out to the Ontario pathologist that taught me to ask this question XX years agowhen is a murder considered a murder e.g. Japans murder rate is extremely lowbut its suicide rate is high. Its not uncommon to commit suicide by beating yourself to death apparently"
X Link @StephenPunwasi 2025-10-22T05:19Z 85.2K followers, 1987 engagements

"@juicystar1908 @TheBrancaShow Is that somehow the H1-B class criteria their work permit is based on"
X Link @StephenPunwasi 2025-10-22T16:58Z 85.3K followers, XXX engagements

"@TerryGlavin Amen. Glad someone is speaking up about the nonsense framing. X. Its presented like First Nations will take homes which isnt whats happening. X. We knew it was an issue. Gov even reviewed contracts like the Toronto Purchase to ensure clear title not even two decades ago"
X Link @StephenPunwasi 2025-10-20T12:41Z 85.3K followers, 3253 engagements

"Everyone knows politicians cant stop a real estate crash right They can delay it w/astronomical amounts of taxpayer cash have regulators ignore fraudulently inflated LTVs & roll losses into public debt. but this only delays itat the expense of more economic damage"
X Link @StephenPunwasi 2025-10-21T17:12Z 85.3K followers, 20.5K engagements

"Countries with no gold reserves: - Canada - Armenia - Azerbaijan - Croatia - Israel - Ivory Coast - Kosovo - Montenegro - New Zealand - Norway - Panama s the only advanced economy of its size to replace gold with mortgage fraud"
X Link @StephenPunwasi 2025-10-22T16:51Z 85.3K followers, 148.1K engagements

"@TDotResident Its wild how Canadas such a big hub for essentially foreign companies that need a friendly investor facade eh"
X Link @StephenPunwasi 2025-10-22T16:55Z 85.3K followers, 5351 engagements

"@messputt Having gold in the federal balance sheet and having companies that mine and sell gold to the U.S. are two very different things"
X Link @StephenPunwasi 2025-10-22T17:09Z 85.3K followers, 2088 engagements

"@CanadianSSGG @JonFlynnREstats How is it racist for John to literally just take a photo of his neighborhood & state whats happening"
X Link @StephenPunwasi 2025-10-23T00:02Z 85.3K followers, XXX engagements

"Pst while the normies are sleepinglets talk about serial killers. Specifically the 70s boom & bust. Most experts attribute the disappearance of serial killers to improved social conditions. What if the only thing that disappeared is the data This gets wild. thread ๐Ÿงต๐Ÿ‘‡"
X Link @StephenPunwasi 2025-10-23T02:12Z 85.3K followers, 17.7K engagements

"4/ Experts attribute the decline to reduced opportunity: - Policing improvements: Forensics DNA crime scene analysis - Surveillance: The rise of CCTV made anonymity impossible" - Justice: Aspiring serial killers were caught sooner hit with longer sentences"
X Link @StephenPunwasi 2025-10-23T02:12Z 85.3K followers, 1838 engagements

"6/ Lets break this into X periodsstarting with the pre-boom: 1900s to 1960s. Full-time police forces just became common. Forensics were new. Fingerprinting was cutting-edge tech: - 1st used as evidence: St. Louis (1904) - 1st murder conviction: early 1910s Serial what"
X Link @StephenPunwasi 2025-10-23T02:12Z 85.3K followers, 1741 engagements

"7/ In the mid-1920s a detective named Ernst Gennat pioneered new concepts: - Dedicated homicide squad - Serial killers - Criminal profiling - victimology (why victims are chosen) - MOs/signatures These later influence policingincluding the FBI national crime lab (1932)"
X Link @StephenPunwasi 2025-10-23T02:12Z 85.3K followers, 1684 engagements

"8/ Numbers didn't change muchbecause until then murder was solved by confession witnesses or luck. Investigative files were slim with no standards. That begins to shift w/the FBI's Uniform Crime Reporting (UCR) system which standardized crime reporting across agencies"
X Link @StephenPunwasi 2025-10-23T02:12Z 85.3K followers, 1611 engagements

"9/ 1950s: Small bump. The UCR becomes standard at XX% of agencies allowing info sharing. Serial killers start to pop up. Must be the water. 1960s: the first decade w/national homicide data standardssuddenly serial killers surge as different agencies can share reports"
X Link @StephenPunwasi 2025-10-23T02:12Z 85.3K followers, 1545 engagements

"11/ 1985: FBI launches ViCAP (Violent Criminal Apprehension Program)a national database linking behavioral patterns to help identify murderers. Serial killer counts peak in the 1980s falling in the 90s. Most people assume this is due to better policing. Nope"
X Link @StephenPunwasi 2025-10-23T02:12Z 85.3K followers, 1494 engagements

"12/ The murder clearance rate is the share of homicides w/a killer identifiedconvicted or not. Clearance rates: 1960s: XXXX% (record high) 1990s: XXXX% 2010s: just XXXX% Clearance fell 2x faster than the serial killer count. Crap. The 2020s YTD clearance rate is just 52.4%"
X Link @StephenPunwasi 2025-10-23T02:12Z 85.3K followers, 1501 engagements

"13/ That doesnt mean there are more serial killersit means you now have a 50/50 shot at getting away with murder. Experts say it's harder to get away. In reality it's never been easier. Welcome to Schrdingers surveillance state: We see both everything & nothing"
X Link @StephenPunwasi 2025-10-23T02:12Z 85.3K followers, 3002 engagements

"14/ Rising murder volumes make it more concerning. The unsolved homicide count jumps 6x from the 60s to the 2010s. Once again we didnt find more serial killers or prove the count should be higher. Were realizing the expert narrative explaining the decline is nonsense"
X Link @StephenPunwasi 2025-10-23T02:12Z 85.3K followers, 2311 engagements

"15/ The key takeaway: data isn't dataand stats aren't just stats. Veracity matters just as much as the final number. Data can reveal insightor work against us when wrapped in a comforting narrative. If we don't understand a problemwe can't fix it. /thread"
X Link @StephenPunwasi 2025-10-23T02:12Z 85.3K followers, 4341 engagements

"ps/ shout out to the Ontario pathologist 15+ years ago who taught me to ask when is a murder a murder e.g. murder is extremely rare in Japanbut suicide is really common strangely common. sometimes by torturing and beating yourself to death ๐Ÿค”๐Ÿซ "
X Link @StephenPunwasi 2025-10-23T02:26Z 85.3K followers, 5464 engagements

"@coreyhoganyyc Speaking of torturing data the Bank of Canada doesnt use headline CPI. Its volatile and doesnt reflect monetary policy. Its unclear why Canada even has it since it doesnt fit the global standards of any other advanced economy"
X Link @StephenPunwasi 2025-10-23T17:36Z 85.3K followers, XXX engagements

creator/x::StephenPunwasi
/creator/x::StephenPunwasi