Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Unverified Claim
3,221 comments
Nothing Trump does makes sense until you accept the reality that Trump serves only at the pleasure of Vladimir Putin. Nothing about trade wars and tariffs makes sense. Nothing about pulling out of NATO makes …
Nothing Trump does makes sense until you accept the reality that Trump serves only at the pleasure of Vladimir Putin. Nothing about trade wars and tariffs makes sense. Nothing about pulling out of NATO makes sense. Nothing about threats of invading our allies makes sense. Nothing about gutting our Federal government makes sense. Nothing about giving Elon Musk every American's personal information makes sense. Nothing about sharing intelligence and giving Russia access to sensitive national security material makes sense. Only when you consider what benefits Vladimir Putin does Donald Trump and MAGA make sense. JD Vance is now threatening Ukraine, demanding payback for American aid. There are no longer any checks and balances. We've been betrayed.
Presents multiple specific factual claims (Trump serves Putin, sharing intelligence with Russia, Musk given personal data) without evidence as explanatory framework.
@jonmars9559
Mar 4, 2025
Desi breeds like rabbits. New few years population will be triplex
Desi breeds like rabbits. New few years population will be triplex
Makes an unsubstantiated demographic claim about a specific ethnic group's reproduction rates and future population impact.
sonysony-lv8zk
Jan 11, 2026
I dians collect pensions, helathcare and benefits but live 6 months out if the year in India.
I dians collect pensions, helathcare and benefits but live 6 months out if the year in India.
Makes a specific factual claim about Indian immigrants collecting benefits while living abroad without evidence, framed as identity-based criticism.
JackStone-t5d
Jan 3, 2026
And crime has sky-rocked.
And crime has sky-rocked.
Asserts a specific factual claim ('crime has sky-rocked') without evidence, which is a hallmark of unverified claims in immigration discourse.
VMX1.
Jan 3, 2026
Has anyone noticed how all the fake paid profiles are working overtime? On YouTube, Facebook, Yahoo, TikTok.....Get ready, the real war is coming soon. Make sure you pick the right side.
Has anyone noticed how all the fake paid profiles are working overtime? On YouTube, Facebook, Yahoo, TikTok.....Get ready, the real war is coming soon. Make sure you pick the right side.
Makes unsubstantiated claims about coordinated disinformation campaigns across platforms and predicts imminent conflict without evidence.
@williamreichold1545
Mar 4, 2025
Does Trump have a deal with Putin, that if he sells out to Ukraine, and ends the huge costs to Russia of waging the war, Trump gets quid pro quo in new resorts set up …
Does Trump have a deal with Putin, that if he sells out to Ukraine, and ends the huge costs to Russia of waging the war, Trump gets quid pro quo in new resorts set up under Trump in Russia with umpteen billions going back to Trump as under the table kick-backs? These are the sort of deals you would expect from a man convicted of so many felonies... What other explanation could there be for Trump selling us all out to one of our most dangerous enemies...? The dictionary definition of treason...!
Presents multiple unsubstantiated conspiracy theories about Trump's alleged secret dealings with Putin and financial kickbacks without evidence.
@garymaclean6903
Mar 4, 2025
Crazy how they're literally handing out citizenships through instagram
Crazy how they're literally handing out citizenships through instagram
Makes a demonstrably false claim about citizenship distribution via social media, presenting it as factual criticism of immigration policy.
redcucumber1
Jan 27, 2026
There has to be NGOs funding this shit on purpose to allow so many Indians. We are supposed to be diverse, but yet it's only Indians coming in.
There has to be NGOs funding this shit on purpose to allow so many Indians. We are supposed to be diverse, but yet it's only Indians coming in.
Presents unsubstantiated conspiracy theory about NGO funding and makes false claims about immigration patterns.
Vanguard87
Jan 27, 2026
Agent Krasnov is the most effective KGB project of all times. He is now deployed to destroy America from within.
Agent Krasnov is the most effective KGB project of all times. He is now deployed to destroy America from within.
Makes a specific unfounded conspiracy claim that Trudeau is a KGB agent deployed to destroy America without evidence.
@SomeOne-jz7cn
Mar 4, 2025
1.5 Million Indian Immigrants (90% scammed the visa system) entered Canada in 5 years, 1400 deported, WHAT DOES IT TELL US? The government wants us to hear they are doing their JOB. Are they doing …
1.5 Million Indian Immigrants (90% scammed the visa system) entered Canada in 5 years, 1400 deported, WHAT DOES IT TELL US?
The government wants us to hear they are doing their JOB. Are they doing enough?
The majority of Immigrants came from INDIA (65%), the Philippines (20%), and Nigeria (10%). What do these numbers tell us?
Makes specific factual claims about visa fraud rates and demographic percentages without evidence, questioning government effectiveness.
MashMellowMa
Jan 1, 2026
There are two parts to this story and it's truth. There are people that came to Canada for a true life but there are many more that came to Canada because there is a system. …
There are two parts to this story and it's truth. There are people that came to Canada for a true life but there are many more that came to Canada because there is a system. Most people don't even know, unless you listen to the many that are in shelters and on social media, most have been told that Canada is a country which will pay you and cover all your housing. There is a code of silence which does not always come from inside Canada. It's the code on how to take advantage of a countries blindness by abusing it's Government financial Immigration and Refugee programs.
1. Make a claim, any claim as it will take years before Canada figures out your claim is false. If all does not go well, have a baby on the land. This way you can't be deported and the Canadian government will give you more money because you have a child.
There are many more but I will not write them to place them into the open world but there are many more tactics of abuse, Student Visa is but one of them, the next is Migrants.
If you are not near the system but you listen closely to the stories, you will hear the real truth and you will also hear the underground truth which people speak about behind closed doors.
Makes specific factual claims about a system of abuse (false claims, strategic childbirth, visa exploitation) presented without evidence, combined with policy criticism and demographic anxiety.
davidestate
Dec 24, 2025
Trump wants Ukraine to bow to Russia so Russia can access its resources, thereby giving America Access to these resources, wherein Russia and America will become separate and independent joint super Powers. I cry and …
Trump wants Ukraine to bow to Russia so Russia can access its resources, thereby giving America Access to these resources, wherein Russia and America will become separate and independent joint super Powers. I cry and pray for the world.
Presents an unsubstantiated conspiracy theory about Trump, Ukraine, Russia, and resource access without evidence.
@kse7en496
Mar 4, 2025
These morons in Canada legalized fentanyl!!
These morons in Canada legalized fentanyl!!
Makes a specific factual claim about Canadian drug policy ('legalized fentanyl') without evidence, combined with dismissive language toward policymakers.
@adamlessard5591
Mar 4, 2025
Lies, there’s still thousands of criminals who aren’t citizens still here committing crimes especially in Toronto and CBSA is aware!!!
Lies, there’s still thousands of criminals who aren’t citizens still here committing crimes especially in Toronto and CBSA is aware!!!
Makes specific factual claim about 'thousands of criminals' without evidence, combined with security concern framing.
bobbiedylan9758
Dec 26, 2025
All fake refugee cases, criminal background student visas …. Deport Deport Deport
All fake refugee cases, criminal background student visas …. Deport Deport Deport
Makes specific factual claims about 'fake refugee cases' and 'criminal background student visas' without evidence, paired with a call for deportation.
Mark-d4q3r
Dec 25, 2025
70 % of them never worked and never paid tax...in Canada we have big part of India, Bangladesh, Syria, Somalia, Pakistan, Afghanistan, Ghana, Egypt, Palestine, Libya BUT WHERE IS CANADA FOR CANADIANS..
70 % of them never worked and never paid tax...in Canada we have big part of India, Bangladesh, Syria, Somalia, Pakistan, Afghanistan, Ghana, Egypt, Palestine, Libya BUT WHERE IS CANADA FOR CANADIANS..
Makes an unsubstantiated statistical claim about immigrant employment/taxation, combined with identity-based framing of national belonging.
melikgibsson5539
Dec 29, 2025
By 2050, 99% of Canada's pop will be Jeets. Mark my words
By 2050, 99% of Canada's pop will be Jeets. Mark my words
Makes a specific demographic prediction (99% by 2050) presented as fact without evidence, combined with identity anxiety about demographic change.
SneedDrinker
Dec 27, 2025
Dude, you guys should see the business entities they apply for, these Indians/Pakistanis commit so much business fraud, it would make you sick. Horrible people and compulsive liars.
Dude, you guys should see the business entities they apply for, these Indians/Pakistanis commit so much business fraud, it would make you sick.
Horrible people and compulsive liars.
Makes unsubstantiated claims about business fraud by specific ethnic groups and uses dehumanizing language, combining false allegations with stereotyping.
PoliticalFlagellant
Jan 27, 2026
Angry streetshitters incoming
Angry streetshitters incoming
Uses a dehumanizing slur and fabricated stereotype to spread xenophobic misinformation about immigrants.
FinalCrusad3
Jan 27, 2026
Trump is a Russian agent ... that is why he is cutting all ties with previous allies ,, this is a coup from the highest office in the US ,,,
Trump is a Russian agent ... that is why he is cutting all ties with previous allies ,, this is a coup from the highest office in the US ,,,
Presents specific factual claims (Trump is a Russian agent, orchestrating a coup) without evidence, characteristic of conspiracy theory framing.
@justlooking772
Mar 4, 2025
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Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)