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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
Page 85 of 162
Trump and Vance are not to be trusted, taking their marching orders from the Kremlin, following the Putin playbook.
Trump and Vance are not to be trusted, taking their marching orders from the Kremlin, following the Putin playbook.
Makes unfounded claims about Trump and Vance taking orders from the Kremlin and following Putin's playbook without evidence.
@robertjmillerma1059 Mar 4, 2025
70% of TTC new hires, year after year are Indian.
70% of TTC new hires, year after year are Indian.
An unverified statistical claim about TTC hiring patterns that appears designed to support an identity-based grievance narrative.
Lunarwarrior411 Feb 25, 2026
CNN, stop spreading nonsense, everyone knows that Trump does not care about border crossings and fentanyl otherwise he would work WITH Mexico/Canada. This is about him doing Russia’s bidding so we they have the climate …
CNN, stop spreading nonsense, everyone knows that Trump does not care about border crossings and fentanyl otherwise he would work WITH Mexico/Canada. This is about him doing Russia’s bidding so we they have the climate for favorable business dealings with the USA. It is all for Mother Russia!!
Presents conspiracy theory about Trump serving Russia's interests without evidence, framed as explanation for border policy.
@Doug-mu2ev Mar 4, 2025
East Indian people paint their houses with cow dung. They believe that because “Krishna” was the highest manifestation of God who was a “cow herd” loved cows. That’s where the term “sacred cow” comes from. …
East Indian people paint their houses with cow dung. They believe that because “Krishna” was the highest manifestation of God who was a “cow herd” loved cows. That’s where the term “sacred cow” comes from. Krishna is the Indian God of love. Hindus have taken this belief to the extreme by consuming cow dung,…
Makes specific unsubstantiated claims about Hindu practices (cow dung consumption) presented as fact without evidence.
wildmanken1236 Jan 27, 2026
8:52 their god looks like a Monkey
8:52 their god looks like a Monkey
Offensive, dehumanizing stereotype presented as fact, referencing a specific timestamp in the video.
NoahMyers Jan 28, 2026
no wonder young immigrates do so much crime, parents have no cutler on what the west is like because every place suits them.
no wonder young immigrates do so much crime, parents have no cutler on what the west is like because every place suits them.
Unsubstantiated causal claim linking immigrant parenting to crime, expressing demographic anxiety.
CherryNecessary Jan 28, 2026
Liberal Government Incompetence? No, Think.... Diabolical. Our historically successful immigration program, and the entire Carbon Tax/Credit/Capture system of values "is being abused'' to promote economic STAGFLATION in our nation, by WEF Great Reset Agenda influenced, …
Liberal Government Incompetence? No, Think.... Diabolical. Our historically successful immigration program, and the entire Carbon Tax/Credit/Capture system of values "is being abused'' to promote economic STAGFLATION in our nation, by WEF Great Reset Agenda influenced, Carney/Liberal government design.
Combines conspiracy theories (WEF Great Reset) with policy criticism, making unsubstantiated claims about deliberate economic sabotage.
TerryConspiracy420 Mar 2, 2026
The only reason Donny is siding with the russians is because putin and his people have something on Donny and Donny Trump doesn't want it to come out because its going to be truly embarassing …
The only reason Donny is siding with the russians is because putin and his people have something on Donny and Donny Trump doesn't want it to come out because its going to be truly embarassing for Donny, his family and the american people. Mark my words we'll all find out someday.\nReally. They probably have video tape of him
Makes specific unsubstantiated claims about blackmail and compromising material without evidence, framed as conspiracy theory.
@robl.2047 Mar 4, 2025
I work for northern health, they only hire East indians
I work for northern health, they only hire East indians
Presents a specific factual claim about hiring discrimination without evidence.
lorrainecollins6686 Aug 25, 2025
AMERICA (USA) ECONOMY WILL BE CRIPPLE WHITING 3 MONTHS
AMERICA (USA) ECONOMY WILL BE CRIPPLE WHITING 3 MONTHS
Specific factual prediction about US economy collapse presented without evidence.
@quamtica7247 Mar 4, 2025
They are friends behind closed doors! \nWake up people your being played its how they stay in power and wealth and you stay in poverty and hardship fear and worry.\nSeriously guys are you really that …
They are friends behind closed doors! \nWake up people your being played its how they stay in power and wealth and you stay in poverty and hardship fear and worry.\nSeriously guys are you really that stupid to believe the nonsense you see on the tv and radio,
Presents unsubstantiated conspiracy theory that leaders are secretly allied to maintain power and wealth inequality.
@drewred5744 Mar 4, 2025
EATING POO IS CRAZY BS MAN learn about indian culture and ig maybe you should move and calling yourselfs highter is crazy
EATING POO IS CRAZY BS MAN learn about indian culture and ig maybe you should move and calling yourselfs highter is crazy
Makes false claims about Indian cultural practices and uses derogatory language to assert cultural superiority.
Jospehsiju Jan 29, 2026
Same problem in Panjab....all Panjabis move to Canada...in panjab is a great replacement...Panjab is filled with baye...aka southern biharis...
Same problem in Panjab....all Panjabis move to Canada...in panjab is a great replacement...Panjab is filled with baye...aka southern biharis...
Invokes 'great replacement' conspiracy theory and makes unsubstantiated claims about demographic change in Punjab.
GuyBuddy-i6q Sep 20, 2025
Worst things is that quite a bit of them smell like BO, and they nepo-hire each other in every business.
Worst things is that quite a bit of them smell like BO, and they nepo-hire each other in every business.
Contains stereotypical and unsubstantiated claims about immigrant groups' hygiene and hiring practices.
Xemphas Mar 3, 2026
CNN ,you didn't mention the real real that Trudeau believes the Trump administration has put terrifs is that they want to cripple the Canadian economy to be able to annex Canada as a 51st state!!!
CNN ,you didn't mention the real real that Trudeau believes the Trump administration has put terrifs is that they want to cripple the Canadian economy to be able to annex Canada as a 51st state!!!
Presents an unsubstantiated conspiracy theory that Trump's tariffs aim to annex Canada as a 51st state.
@suebishop5485 Mar 4, 2025
They all come here because they're Master scammers. Do you think for one second they came here without fraudulent documentation or fraudulent means to actually stay here? They come here because we are fools that …
They all come here because they're Master scammers. Do you think for one second they came here without fraudulent documentation or fraudulent means to actually stay here? They come here because we are fools that allow them to abuse our system!
Makes sweeping, unsubstantiated claims that all immigrants are scammers using fraudulent documentation.
kylerowley9722 Jan 28, 2026
Usa intellegent agencies are well know for dealing spred and manufacturing new kind of drugs to finance covert operations and coups all over the world and their own country
Usa intellegent agencies are well know for dealing spred and manufacturing new kind of drugs to finance covert operations and coups all over the world and their own country
Presents specific conspiracy claims about US intelligence agencies manufacturing drugs without evidence.
@sufifusa Mar 4, 2025
2:40 typical pawarphull Poojeet💩👌
2:40 typical pawarphull Poojeet💩👌
Uses dehumanizing ethnic slur and stereotypical characterization without factual basis, combining misinformation with identity-based disparagement.
saadraza5702 Jan 27, 2026
March 2nd. When Carney was in India. They asked Carney if they could send 60 million Indians to Canada.😮😂
March 2nd. When Carney was in India. They asked Carney if they could send 60 million Indians to Canada.😮😂
Presents an implausible claim about mass immigration proposal with alarmist tone and emoji.
evawade3005 Mar 2, 2026
US propaganda mechine is very active in spreading fake news.
US propaganda mechine is very active in spreading fake news.
Makes a specific factual claim about US propaganda and fake news without providing evidence.
@sathim11 Mar 4, 2025
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Category Distribution

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Classifier Confidence

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)