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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Policy Critique
5,980 comments
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the …
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the system. The guy in bicycle has no clue about India. What nonsense rape is in their culture, rubbish crap video.
Critiques immigration screening and fraud detection systems, though includes stereotyping and unsubstantiated cultural claims.
RashmiThakrat
Feb 3, 2026
Am I the only one who finds it hard to accept that Tredeau is harsh? He speaks assertively, but that's not harsh at all. Considering how Trump speaks to other leaders.
Am I the only one who finds it hard to accept that Tredeau is harsh? He speaks assertively, but that's not harsh at all. Considering how Trump speaks to other leaders.
Questions characterization of PM's leadership style while comparing to another leader's approach, defending against criticism.
@Cruiser110388
Mar 4, 2025
Remind me again why Trudeau was forced to resign? Even NY Times investigative journalists recently explained how NAFTA worked against US interests and killed so much of our industry decades ago; almost the opposite of …
Remind me again why Trudeau was forced to resign? Even NY Times investigative journalists recently explained how NAFTA worked against US interests and killed so much of our industry decades ago; almost the opposite of what was intended. Trade needs to be reformed across the board. It's also insulting the way other world leaders are now speaking directly to the American Public and lying to them as if they have our best interest in mind. World leaders are elected to defend the interests of their own people, many times they just look out for their own personal interest, but they are definitely not looking out for American interest. It is up to us. The world stage is a complicated transaction of this for that. That's life. Have you all forgot playing United Nations in high school? Trade needs to be renegotiated from significantly benefiting every other country but USA. Trump is trying to do that.
Critiques trade policy (NAFTA) and international relations, arguing for renegotiation to prioritize American economic interests over other nations.
@jamesmaggard1710
Mar 4, 2025
Trudeau is a clown
Trudeau is a clown
Dismissive characterization of a political leader, expressing disapproval of leadership.
Policy Critique
0.75
@someone12-2
Mar 4, 2025
That P.C. should’ve resigned\nNobody would have a problem, tariffs just because of him (Trudeau) is the dictator!!!\nLook what he done to his people during the Covid and he want to lecture us Americans. I can …
That P.C. should’ve resigned\nNobody would have a problem, tariffs just because of him (Trudeau) is the dictator!!!\nLook what he done to his people during the Covid and he want to lecture us Americans. I can live with 25% tariffs.\nI feel bad for Canadians, not their government. There is no democracy.
Criticizes Trudeau's governance and COVID policies while expressing sympathy for Canadian citizens, framing government as undemocratic.
@NickolasVazemiller
Mar 4, 2025
Everything in this video is flee information and fear monger ing
Everything in this video is flee information and fear monger ing
Accuses the video of spreading false information and fear-mongering, critiquing its content and approach.
NIDASARMOUR
Feb 5, 2026
The government allows it because they want to exploit people
The government allows it because they want to exploit people
Critiques government immigration policy as intentionally exploitative, combining policy analysis with a conspiracy-like claim about government motives.
Zanebadur420
Feb 8, 2026
I wish they'd put money in Emigration.
I wish they'd put money in Emigration.
Critiques government spending priorities, suggesting resources should fund emigration rather than immigration programs.
Policy Critique
0.75
jamesneveaux4892
Feb 28, 2026
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means.
However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada.
I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences.
Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up.
African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent.
Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70.
LOSERS!
Critiques video content and makes comparative claims about immigrant groups' credentials and contributions, mixing legitimate critique with inflammatory racial stereotyping.
e-commerceforminoritiesike940
Feb 9, 2026
Fake news! It's not dividing the country, it is stopping those who stand to make millions off of the backs of Canadians. Full STOP!
Fake news! It's not dividing the country, it is stopping those who stand to make millions off of the backs of Canadians. Full STOP!
Dismisses claims as 'fake news' while critiquing policy as benefiting wealthy interests over Canadians, combining misinformation framing with economic policy critique.
lregey
Feb 11, 2026
Trump is doing what he said he would do,nothing new,he is cutting off the parasites.
Trump is doing what he said he would do,nothing new,he is cutting off the parasites.
Defends Trump's policy approach while using dehumanizing language ('parasites') toward immigrants.
@binojacob8685
Mar 4, 2025
It is a complete lie to say that you can't find Canadians who are willing to work as tire installers!!!!
It is a complete lie to say that you can't find Canadians who are willing to work as tire installers!!!!
Commenter disputes the claim that Canadian workers are unavailable for certain jobs, challenging the justification for immigration policy.
andrewwest1045
Feb 11, 2026
Khalistan is opposed by the Indian government too but when the government demanded to arrest them, the Canadian government protected them for votes.
Khalistan is opposed by the Indian government too but when the government demanded to arrest them, the Canadian government protected them for votes.
Alleges government favoritism toward specific groups for political gain, mixing critique with unverified claims.
dreamaway2
Feb 12, 2026
so, if trump decides to take tariffs of Canada will it go back to as before and forget countries that stood by you because that's trumps plan showing his ugly side, so he is accepted …
so, if trump decides to take tariffs of Canada will it go back to as before and forget countries that stood by you because that's trumps plan showing his ugly side, so he is accepted when he offers a crumb of bread
Critiques Trump's inconsistency and strategic manipulation regarding tariffs, expressing concern about abandonment of allied nations.
@joinfero
Mar 4, 2025
That’s right but he never play fair!
That’s right but he never play fair!
Brief criticism of unfair negotiating practices, though vague in specifics.
Policy Critique
0.75
@AshSmith-bc2rr
Mar 4, 2025
Workers not available locally is a lie.
Workers not available locally is a lie.
Challenges the justification for immigration (labor shortages) as false, critiquing the reasoning behind policy rather than policy itself.
MrSudeepantony
Feb 16, 2026
Kenney has absolutely no credibility after he scewed the Dog during the Covid hoax
Kenney has absolutely no credibility after he scewed the Dog during the Covid hoax
Attacks Kenney's credibility over COVID policy while using dismissive language ('hoax') that suggests misinformation.
berniemoore9077
Feb 17, 2026
This clown hates Canada. Shuts down our democracy, and calls Putin a Dictator. Meawhile Zelensky term is up and will not host election. FUKRAINE!!!!! GO RUSSIA!
This clown hates Canada. Shuts down our democracy, and calls Putin a Dictator. Meawhile Zelensky term is up and will not host election. FUKRAINE!!!!! GO RUSSIA!
Criticizes Trudeau for shutting down democracy and hypocrisy regarding Putin, while making unsubstantiated claims about Ukraine and Russia.
@JeanClaudeBeaucage
Mar 4, 2025
Come on. Stop blaming everything on Putin. Trump is just dump and crazy all on his own.
Come on. Stop blaming everything on Putin. Trump is just dump and crazy all on his own.
Critiques the tendency to blame Putin for Trump's actions, arguing Trump bears personal responsibility for his behavior.
Policy Critique
0.75
@deborah3783
Mar 4, 2025
Coddling the enemy while ?ng on allies. Disheartening
Coddling the enemy while ?ng on allies. Disheartening
Criticizes Trudeau's approach as appeasing enemies while abandoning allies, expressing concern about strategic direction.
@twizzle8993
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)