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
Trump let it a 50 percent tariff now , 25 percent today and 25 percent for reciprocal.
Trump let it a 50 percent tariff now , 25 percent today and 25 percent for reciprocal.
States specific tariff percentages and timeline without citation or evidence, presented as factual assertion.
Unverified Claim
0.75
@JoeCruzRE
Mar 4, 2025
You can go get a crack pipe at a vending machine in Canada shut up
You can go get a crack pipe at a vending machine in Canada shut up
Specific factual claim about drug vending machines in Canada presented without evidence as criticism.
@alexocasio7150
Mar 4, 2025
Canada started a trade war a long time ago. \nDairy Products:\nCheese - 245%\nMilk - 270%\nButter - 298%\nPoultry - 238%\nEggs - 163%\nBarley - 160%\nWheat - 94%\nSugar - 265%\nPeanut Butter - 295%\nRice - 150%\nVegetables - 100%\nFish Products …
Canada started a trade war a long time ago. \nDairy Products:\nCheese - 245%\nMilk - 270%\nButter - 298%\nPoultry - 238%\nEggs - 163%\nBarley - 160%\nWheat - 94%\nSugar - 265%\nPeanut Butter - 295%\nRice - 150%\nVegetables - 100%\nFish Products - 100%\nLumber - 20%\nShoes - 30%\nCocoa - 30%\nMetals - 25%\nWool - 30%\nTobacco - $100+% \n\nTrump is actually being VERY NICE with a 25% tariff.
Presents specific tariff percentages as factual claims without source attribution to argue Canada started trade war first.
@Beltfedshooters
Mar 4, 2025
99% of people are from Punjab, not from whole India.
99% of people are from Punjab, not from whole India.
Makes a sweeping demographic claim (99% from Punjab) that is factually incorrect and presented without evidence.
Viaan-33MV
Jan 27, 2026
Trump is Putin's asset. Putin wants to destroy Western democracy. He is succeeding. \n\nTime to wake up or be forgotten.
Trump is Putin's asset. Putin wants to destroy Western democracy. He is succeeding. \n\nTime to wake up or be forgotten.
Makes unsubstantiated claim that Trump is Putin's asset and that Putin is destroying Western democracy, presented as fact without evidence.
@DimaZheludko
Mar 4, 2025
when are all of you sheepeople going to realize that this media is offering only propagandized information. and their newscaster’s probably don’t even realize what they’ve been sold. That's why they’re so good at 4:38 …
when are all of you sheepeople going to realize that this media is offering only propagandized information. and their newscaster’s probably don’t even realize what they’ve been sold. That's why they’re so good at 4:38 selling us that garbage. I think it was Clinton that legalized us being propagandized. this man was shamed out of his Prime Minister position. he’s no friend to Canada and certainly not a friend to America. he’s been bought off and I’m sure he comes with a high price tag??????\nThe swamp is an ugly place. Maybe it takes an ugly acting man to clean it up. Go Trump! \nI’m turning off the fake news, it’s such a turn off the way they insult our intelligence. Wake up people!
Makes multiple unverified claims about media propaganda, government corruption, and Trudeau being compromised, while promoting Trump as a solution.
@lidoibenfuchenoff7632
Mar 4, 2025
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
Makes an unsubstantiated claim that immigration deals are tied to India's economic power without evidence.
RayMurphy-i1o
Jan 27, 2026
Upper class????? I see them in California: ALL SCAMMERS buying BRAND NEW HOUSES!!! How come??!!!?? Cash transactions: no record, evade taxes!!!!
Upper class????? I see them in California: ALL SCAMMERS buying BRAND NEW HOUSES!!! How come??!!!?? Cash transactions: no record, evade taxes!!!!
Makes unsubstantiated claims about immigrants as scammers engaging in tax evasion, combining conspiracy thinking with xenophobic framing.
gem3132
Feb 10, 2026
Guy on the bike spitting facts on IQ lmfao
Guy on the bike spitting facts on IQ lmfao
References discredited pseudoscientific claims about IQ while using casual language that suggests endorsement of false claims.
GinJ1337
Feb 10, 2026
Don't worry they are not muslims who operate crime racket of conversation, trapping girls Besides crime is everywhere and laws are also ❤
Don't worry they are not muslims who operate crime racket of conversation, trapping girls
Besides crime is everywhere and laws are also ❤
Makes unsubstantiated claims about Muslim immigrants and crime while attempting to deflect criticism.
yaduripuarya
Feb 11, 2026
PICK POCKETTTTTT
PICK POCKETTTTTT
Makes a specific factual claim about pickpocketing without evidence, likely referencing alleged criminal activity.
Unverified Claim
0.75
negrebnayr
Jan 27, 2026
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
As usual media is lying. I haven't met a single person who does not want less / no immigration.
As usual media is lying. I haven't met a single person who does not want less / no immigration.
Makes a sweeping, unverifiable claim that media is lying and that no one supports immigration, while also critiquing media credibility.
Mordenperson
Feb 11, 2026
US is bankrupt anyways; that's why it wants free minerals from Ukraine!!
US is bankrupt anyways; that's why it wants free minerals from Ukraine!!
Makes an unsubstantiated factual assertion that the US is bankrupt and motivated by resource extraction, presented without evidence.
@Frank-rp6ni
Mar 4, 2025
Trudeau is an evil globalist. Would rather he cursed and showed his true nature.
Trudeau is an evil globalist. Would rather he cursed and showed his true nature.
Commenter makes an unsubstantiated claim that Trudeau is an 'evil globalist' and speculates about his character without evidence.
Mar 4, 2025
It was never an example, it was a laboratory. Notice how the same issues happened wherever this experiment was conducted?
It was never an example, it was a laboratory. Notice how the same issues happened wherever this experiment was conducted?
Presents vague conspiracy theory framing immigration as an intentional 'experiment' without evidence.
likwidmocean
Feb 17, 2026
I have this very bad feeling that Trump is purposely trying to make the USA less secure so that Russia can take over.
I have this very bad feeling that Trump is purposely trying to make the USA less secure so that Russia can take over.
Makes a specific conspiratorial claim about Trump's intentional actions without evidence, framed as a security threat.
@SMBowers
Mar 4, 2025
Men with bycicle tell the truth but this latte boys They'll say it's racism because they already know what to say: a black man fucking a white woman (90% of porn, Jews?) isn't racism; these …
Men with bycicle tell the truth but this latte boys They'll say it's racism because they already know what to say: a black man fucking a white woman (90% of porn, Jews?) isn't racism; these are normal ads with only men of color and white women; it's normal; why taht is not normal in any other fucking corner of the earth to promote this type of mulatization except North America and Europe??? Why? Racism?
Makes conspiratorial claims about media representation and racial demographics without evidence, combining unfounded accusations with alarmist framing.
jan4802
Feb 17, 2026
Carney vlonlkst self servingibrs want imgrants to vote for them that the reason thafs why they want to give the ones on pr to vote Biden era all over again in canada
Carney vlonlkst self servingibrs want imgrants to vote for them that the reason thafs why they want to give the ones on pr to vote Biden era all over again in canada
Incoherent conspiracy claim about politicians using immigrants for voting purposes, with garbled text suggesting unsubstantiated political manipulation.
montahakarbarani948
Feb 17, 2026
Nobody, nobody, really thinks this was about fentanyl.
Nobody, nobody, really thinks this was about fentanyl.
Asserts a specific factual claim (that the stated rationale was false) without evidence, combined with implicit policy skepticism.
@lordstobbo
Mar 4, 2025
Compare Videos
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)