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
How come he avoided the ports in BC where the fentynol comes in on shipping containers, Trudeau is China's friend and family
How come he avoided the ports in BC where the fentynol comes in on shipping containers, Trudeau is China's friend and family
Makes specific factual claims about Trudeau avoiding BC ports and having ties to China without evidence, presenting conspiracy-adjacent assertions.
@kirkvantornhout1881
Mar 4, 2025
Is the NEW Immigrants ( Refugees Claimants, asylum seekers, foreign workers and foreign students abusing of the GOB. Benefits and liying with the legal documents. And taking away are JOBS.😡 We don't need MORE New …
Is the NEW Immigrants ( Refugees Claimants, asylum seekers, foreign workers and foreign students abusing of the GOB. Benefits and liying with the legal documents. And taking away are JOBS.😡 We don't need MORE New Immigrants We are enough with are CANADIENSE citizens🇨🇦.
Makes specific unverified claims about immigrants abusing benefits, lying on documents, and taking jobs, presented as factual assertions without evidence.
RobMa-e8j
Apr 16, 2025
I worked with the liberals in 2017 and this was orchestrated. Trudeau plan 400 was the name of it and he claimed it was to build relationships with india and Pakistan for free trade. That …
I worked with the liberals in 2017 and this was orchestrated. Trudeau plan 400 was the name of it and he claimed it was to build relationships with india and Pakistan for free trade. That was a lie.......
Trudeau's libs were financially strapped when ndp and conservatives dominated the previous election.
Trudeau got funding in the hundreds of millions by Indian investors in return the liberals configured the laws so these investors could make payday off all the Indians. Fake schools were huge, and trapped these indians into ridiculous housing arrangements.
Then the liberals went too far by creating ridiculous visas for indiand for them to enter Canada like the nanny Visa called something else but they can take care of their own healthy family just to enter the country. Student visas allowed to work which turns into full time employment at liberal party hotspots like tim hortons and Amazon. They hire only Indians because the government pays half there salary
Racism is extremely high and many communities have boycotted indian run establishments like in mine 2 groups went out of biz.
It's a mess but Indians will slowly deteriorate. Will take time.
Makes unsubstantiated conspiracy claims about Trudeau's immigration plan being orchestrated for financial gain, mixing policy critique with demonstrably false allegations and demographic anxiety.
brandonlewis5135
Jan 27, 2026
People forget more than half of Canada hates this man
People forget more than half of Canada hates this man
Makes an unverified statistical claim ('more than half of Canada hates this man') presented as fact without evidence.
@michaelleddy1578
Mar 4, 2025
He’s not American. He’s Russian.
He’s not American. He’s Russian.
Makes an unsubstantiated factual claim about someone's nationality without evidence.
Unverified Claim
0.80
@normajeanromero4237
Mar 4, 2025
Canada people can't buy Food
Canada people can't buy Food
Makes a specific factual assertion ('Canada people can't buy Food') without evidence or context.
Unverified Claim
0.80
@donaldmason9584
Mar 4, 2025
Indians believe in a 6 arm demon.
Indians believe in a 6 arm demon.
Makes a derogatory and inaccurate generalization about Indian religious beliefs, combining stereotyping with false characterization.
rudyperez7680
Jan 27, 2026
Canada's government been compromised by immigrants and illegal immigrants anchor babies. Now the immigrants there speaking as if they're natives of Canada therefore blame that government heavy.
Canada's government been compromised by immigrants and illegal immigrants anchor babies. Now the immigrants there speaking as if they're natives of Canada therefore blame that government heavy.
Makes unsubstantiated claims about government compromise by immigrants without evidence, framing them as illegitimate.
ec021pgo2
Aug 25, 2025
"Rape is not against their culture" how much of his life did he spend in Africa!? Africa is 54 nation states all kinds of tribes, cultures, climate, land scapes religions how was he able to …
"Rape is not against their culture" how much of his life did he spend in Africa!? Africa is 54 nation states all kinds of tribes, cultures, climate, land scapes religions how was he able to condemn all in such a short sentence!? Is he even mentally sound!?
Challenges a sweeping generalization about African culture and rape, questioning the speaker's credibility and knowledge.
sareeyemanusqaame8723
Jan 27, 2026
Please, here are just some historic tariffs Canada hits America with. \n\nMilk: 270%\nCheese: 245%\nButter: 298%\nChicken: 238%\nSausages: 69.9%\nBarley seed: 57.8%\nBovine/meat: 26.5%\nCars: 25%\nHVAC: 45%\nVacuums: 35%\nCable boxes: 35%\nTVs: 45%\nSteel: 25%\nAluminum: 45%\nCopper: 48%\n\nTake a guess how much financial aide …
Please, here are just some historic tariffs Canada hits America with. \n\nMilk: 270%\nCheese: 245%\nButter: 298%\nChicken: 238%\nSausages: 69.9%\nBarley seed: 57.8%\nBovine/meat: 26.5%\nCars: 25%\nHVAC: 45%\nVacuums: 35%\nCable boxes: 35%\nTVs: 45%\nSteel: 25%\nAluminum: 45%\nCopper: 48%\n\nTake a guess how much financial aide the U.S. sends Canada EVERY YEAR and how much military defense $$$$ we provide?
Presents specific tariff percentages and claims about U.S. financial aid without evidence, framed as a comparison between countries.
@Anna-ww4pv
Mar 4, 2025
15:10, The liberal government is facilitating a social invasion to remain in power. They provide benefits to certain groups and say, "We, the liberals, did this for you. Vote for us, or you'll lose everything." …
15:10, The liberal government is facilitating a social invasion to remain in power. They provide benefits to certain groups and say, "We, the liberals, did this for you. Vote for us, or you'll lose everything." This initiative began in 2015 under the leadership of Justin Trudeau, who is often perceived as a puppet of the World Economic Forum (WEF). Your vote is overshadowed by the large cities that are controlled by liberals. If you want a glimpse of Canada, look at what's happening in England right now. If nothing changes, that could be the future of this country!💯
Makes unsubstantiated claims about government conspiracy (WEF puppet, social invasion) while critiquing Liberal policy and comparing to England.
CFDoutdoors
Sep 8, 2025
Indians and their love for poop💩 😂
Indians and their love for poop💩 😂
Uses a dehumanizing stereotype and emoji to mock Indian people, presenting a false and offensive generalization as humor.
NeioM
Jan 27, 2026
Lots of these people are causing crimes as well.
Lots of these people are causing crimes as well.
Makes a specific factual claim about immigrant criminality without evidence, presented as assertion.
bettylyons9746
Aug 30, 2025
do any Canadians remember this very low IQ Governor allowed his government to Seize your bank accounts for protesting an experimental jabbb and lockdown... now he calls the U President dumb.?? Y'all are about to …
do any Canadians remember this very low IQ Governor allowed his government to Seize your bank accounts for protesting an experimental jabbb and lockdown... now he calls the U President dumb.?? Y'all are about to find out really quickly why this person crosses his legs like a chick... he has no balls and will lose this fight.
Makes specific unverified claims about government seizure of bank accounts and questions leader's competence with inflammatory language.
@remygaz
Mar 4, 2025
The immigrants have absolutely no respect for Canadian people and most of them are here illegally and need to get deported back to their own country and get out of Canada.
The immigrants have absolutely no respect for Canadian people and most of them are here illegally and need to get deported back to their own country and get out of Canada.
Makes unsubstantiated claims about immigrant disrespect and illegal status, combined with deportation demand.
louisegibson2288
Aug 30, 2025
The guy on the bike was straight up ly ing. Indians don't e at p oop, that was just one man and one village. Indians are also well known for their intelligence.
The guy on the bike was straight up ly ing. Indians don't e at p oop, that was just one man and one village. Indians are also well known for their intelligence.
Defends against a false stereotype while asserting positive claims about Indian intelligence, mixing fact-checking with identity assertion.
mangopudding5979
Jan 27, 2026
Don't forget that these Indians attempted to assassinate a political opponet.
Don't forget that these Indians attempted to assassinate a political opponet.
Makes a serious allegation about assassination attempts without context or evidence, spreading potentially false claims.
DemonicVodNic
Jan 27, 2026
17:09 did he make you shit in the street before you entered Canada
17:09 did he make you shit in the street before you entered Canada
Offensive stereotype presented as crude humor, referencing false claims about sanitation practices in India.
neoclassic09
Jan 27, 2026
Wow he seems so convincing- Shame he's so full of it... Just a crybaby crying his last before he leaves...\nYou think he will follow in the footsteps of his fellow elitist and good friend, Joe …
Wow he seems so convincing- Shame he's so full of it... Just a crybaby crying his last before he leaves...\nYou think he will follow in the footsteps of his fellow elitist and good friend, Joe Biden, and finish his term of 'service' with corruption? I mean, Biden did completely pardon Fauci, Hunter and so many others of crimes we know they committed, but I wouldn't put it beyond this piece of evil sweet-mouthing doodoo to do something similar...\nStay awake folks.
Makes specific factual claims about Biden pardoning Fauci and Hunter without evidence, and predicts Trump will commit similar corruption.
@JonathanParsons.
Mar 4, 2025
Federal government quietly approving PR to many of them with low CRS scores.
Federal government quietly approving PR to many of them with low CRS scores.
Makes a specific factual allegation about government approval of low-scoring PR applications without evidence.
shem4753
Jan 15, 2026
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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)