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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 123 of 162
People have very short memories, this guy is a globalist shill...
People have very short memories, this guy is a globalist shill...
Makes an unsubstantiated character claim ('globalist shill') without evidence, combining conspiracy-adjacent language with criticism.
@PeteLogan101 Mar 4, 2025
So this means we will have 2.9 illegals running around.
So this means we will have 2.9 illegals running around.
Makes a specific numerical claim about illegal immigrants without evidence, presented as a factual assertion.
ImOverThis2 Jan 15, 2026
This clown was sending safe garbage in the Philippines those trash were hazardous mr Duterte's told him to get them back to Canadian soil the trash is back in Canada
This clown was sending safe garbage in the Philippines those trash were hazardous mr Duterte's told him to get them back to Canadian soil the trash is back in Canada
References a specific incident about hazardous waste shipment presented as fact without evidence, though details are vague and potentially fabricated.
@kidmanila2160 Mar 4, 2025
Is Trump a Russian agent?
Is Trump a Russian agent?
Presents a specific factual claim (Trump being a Russian agent) without evidence, though phrased as a question.
@Qstastron Mar 4, 2025
Donald Trump and his gangsters are preparing for the biggest heist in the history of the world , they will deplete Americans of all they have,....and after that they will look for asylum in Russia.
Donald Trump and his gangsters are preparing for the biggest heist in the history of the world , they will deplete Americans of all they have,....and after that they will look for asylum in Russia.
Makes specific unfounded claims about Trump planning a 'heist' and fleeing to Russia without evidence, combining conspiracy thinking with alarmism.
@ANVAL125 Mar 4, 2025
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick off the hindu nationalidt govt in power). I know some folks, including my neighbour, who immigrated to Canada right after high School — they take services of immigration agents who have contacts with diploma mills there, get a student visa citing enrollment in a sham educational degree, join a minimum wage job and rig the whole process to attain PR & then citizenship — essentially giving low skilled, poorly assimilated labour the citizenship in Canada under guise of skilled or educated immigration. Even as an Indian, the whole situation is insane and astounding to say the least. Hindu Nationalism has spread its roots & conducts marches in Canada within the Indian Hindu areas like they do here in India and people have started performing river aartis as well (communal prayers to worship rivers) — all kinds of pernicious identitarianism is festering there. A ton of Indian immigrants now see Canada merely as a source to better life & resources, but relate to, & are patriotic towards India or assert their rawer religious Sikh or Hindu identity due to lack of any assimilatory pressure & absence of a well defined Canadian identity. Funniest part is Indians, esp Hindus, who vote for hindu nationalists ushering majoritarian policies in India, cheer for persecution of minorities and justify caste system, suddenly co-opt liberalism & decietfully use its talking points to defend their position as a minority in places they migrate to (they do not believe in so, and don't apply the same standards to themselves). If you wish to blame someone, blame the govt of Canada and its elites. At the end of the day, they wanted cheap manual labour, and opened the gates without much consideration.
Makes multiple specific factual claims (communal riots, government assassinations, immigration fraud schemes, religious nationalism) presented without evidence, alongside broader critique of immigration and identity issues.
LSP124 Jan 27, 2026
Trump is breaking his own trade deal his administration previously negotiated! Someone is on the Russian payroll here and it’s pretty obvious who!
Trump is breaking his own trade deal his administration previously negotiated! Someone is on the Russian payroll here and it’s pretty obvious who!
Makes specific factual claim about Trump breaking trade deals and unsubstantiated allegation about Russian payroll without evidence.
@PhilLevesque-g6u Mar 4, 2025
Trump sold American out to Russia.
Trump sold American out to Russia.
Makes a specific factual claim about Trump's alleged collusion with Russia without supporting evidence.
@Nomorehate24 Mar 4, 2025
??? Canada is hurting ..De dollarisation script in play..US doesn’t have extra money at all
??? Canada is hurting ..De dollarisation script in play..US doesn’t have extra money at all
Makes unsubstantiated claims about de-dollarization and U.S. financial capacity without evidence.
@AshishBagade-hv4el Mar 4, 2025
You wont see or hear for them because Trump and JD are hiding now !
You wont see or hear for them because Trump and JD are hiding now !
Makes a specific factual assertion about Trump and JD hiding without evidence, presented as conspiracy-like claim.
@michelehansen1653 Mar 4, 2025
Trump isn't worried about the cost of living. He's on Elon's payroll.
Trump isn't worried about the cost of living. He's on Elon's payroll.
Makes an unsubstantiated claim that Trump is on Elon's payroll, framed as a factual assertion without evidence.
@suzannahirwin7165 Mar 4, 2025
Trudumb, a friend dose not take and never return generosity. The current administration is just demonstrating how much of the American tax dollars go to Canada. About $300B, sounds like you all get more than …
Trudumb, a friend dose not take and never return generosity. The current administration is just demonstrating how much of the American tax dollars go to Canada. About $300B, sounds like you all get more than any US state. \n\nFYI: Canada has the best fence in the world…it’s called the United States of America!!!
Makes specific unsupported claim about $300B in US tax dollars going to Canada without evidence, while also comparing nations and asserting identity through nationalist humor.
@bradb799 Mar 4, 2025
You wont find such good criminals 😂 Indians dont have a criminal mindset or personality but are always keen on making quick easy money via scams or loopholes
You wont find such good criminals 😂 Indians dont have a criminal mindset or personality but are always keen on making quick easy money via scams or loopholes
Makes a stereotypical claim about a specific ethnic group's criminal behavior and financial practices, presented with sarcasm/dark humor but still asserting unverified claims.
ManvSinghJamwal Jan 27, 2026
Trudeau is a puppet just like Zelensky
Trudeau is a puppet just like Zelensky
Makes an unsubstantiated claim that Trudeau is a puppet without evidence, framing political opposition.
@shaneprice6084 Mar 4, 2025
Just a note on the Khalistanis in Canada. After the Khalistani insurgency in India in the 80s, many Khalistani terrorists moved to Canada after they assassinated the Indian Prime Minister Indira Gandhi. The Canadian government …
Just a note on the Khalistanis in Canada. After the Khalistani insurgency in India in the 80s, many Khalistani terrorists moved to Canada after they assassinated the Indian Prime Minister Indira Gandhi. The Canadian government has been keeping the movement alive in order to mobilize their community for votes. This has caused many diplomatic fallouts with India lately since terrorists from Canada have been causing a resurgence in the movement in India and no one in India wants to deal with this. So essentially, you can't put the Indians and Khalistanis in the same bucket for this video.
Makes specific factual claims about Khalistani terrorists, Canadian government motives, and diplomatic incidents without evidence, while also asserting group distinctions.
angryowl5972 Jan 27, 2026
what did russia ever help US with? ahh election maby?
what did russia ever help US with? ahh election maby?
Presents a speculative factual claim about Russian involvement in US elections without substantiation, framed as a question.
@danielson101 Mar 4, 2025
Nothing happens \nWhen illegals took over US cities Nothing you all did
Nothing happens \nWhen illegals took over US cities Nothing you all did
Makes a specific factual claim ('illegals took over US cities') without evidence, presenting it as established fact.
@Peace-q3k Mar 4, 2025
Trump would loose if election were held today
Trump would loose if election were held today
Makes a specific factual assertion about electoral outcomes without evidence or source.
@stephenmarcus9601 Mar 4, 2025
Donald is not smart, he's a dumb shit. Why do people keep talking nice to him or about him? He's an uneducated todler that got everything he has from his daddy. History will show that …
Donald is not smart, he's a dumb shit. Why do people keep talking nice to him or about him? He's an uneducated todler that got everything he has from his daddy. History will show that he was bankrupt in 2015. All this is happening because a felon tried to stay out of jail. And he was willing to sell everything in the world to whomever in the world, just to stay out of jail. Same with Elon Musk, it was getting harder and harder to sell fantasy technology to people. So why not buy a felon, and destroy USA for Chinesse and Russian money?
Makes specific factual claims about Trump's bankruptcy and alleged corruption without evidence, framed as moral condemnation.
@Velatos1 Mar 4, 2025
Mr Trudeau, trump talking about Fentanol is a lie, simply take a look, if that drug is so dangerous, why in China ?? there is nothing noticed about that Fentanol, no drugs records, no drugged …
Mr Trudeau, trump talking about Fentanol is a lie, simply take a look, if that drug is so dangerous, why in China ?? there is nothing noticed about that Fentanol, no drugs records, no drugged chinese people on streets, like in usa drugged nation .. \nusa is deadly scared of Chinese ?? development .. so please take proper side of that usa BS ..
Makes unsubstantiated claims about fentanyl prevalence in China versus the U.S. while comparing nations and dismissing U.S. concerns.
@zorabixun Mar 4, 2025
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Discourse Taxonomy

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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)