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
Fine speech for a CCP sympathizer. Get the Chinese drug lords out of Canada
Fine speech for a CCP sympathizer. Get the Chinese drug lords out of Canada
Criticizes a political figure as sympathetic to China and calls for removal of 'Chinese drug lords,' combining policy critique with identity-based framing.
@brianh2421
Mar 4, 2025
Trump just looking for a scapegoat for his incapability to fix the domestic American problem of drug addiction eventually he will tell his Mega ppl that the drug problem is bec of Mexico, Canada and …
Trump just looking for a scapegoat for his incapability to fix the domestic American problem of drug addiction eventually he will tell his Mega ppl that the drug problem is bec of Mexico, Canada and china
Critiques Trump's strategy as scapegoating while making an unverified claim about his future blame-shifting tactics.
@spybuxx5435
Mar 4, 2025
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all of punjab look like this, with that logic i can show you probably dirtier steet than this in Toronto. first he made poop festival video which are unknown from 99.99% of indian and painted as it is celebrated like holi and Diwali, i can also give the weirdest festival around the global that you never imagined and why did he made video about poop tasting and throwing festival that are celebrated in texas because he wil not get the clout, there are hundreds of thousands of video about white guy pooping on road,street and randomly showed up at seven 11 store pooped and left, and we love you canada so much why millions of Canadian come india for health checkup and medical treatment. Whites are born hypocrites for centuries they colonies india and other part of world snatch their resources for themselves that time they were enjoying and now other peoples came their country and contributing to their economy for that they are crying
Critiques selective negative framing of India while defending Indian immigrants and blaming Canadian government/media bias, with historical comparative context.
RajveerSingh-q9r7l
Jan 28, 2026
Maybe Canada should say thank you for the trade and the US regime would be happy..
Maybe Canada should say thank you for the trade and the US regime would be happy..
Suggests Canadian policy adjustment regarding US trade relations, implying criticism of current approach while comparing bilateral dynamics.
@zzguyy9421
Mar 4, 2025
Trudeau pity talk to Americans.
Trudeau pity talk to Americans.
Criticizes Trudeau's diplomatic approach to Americans as inadequate or ineffective.
Policy Critique
0.75
@Research-Answers
Mar 4, 2025
Close the border, 1% of 20 million is to many
Close the border, 1% of 20 million is to many
Advocates for border closure based on an unspecified statistical claim about problematic immigrants.
@michaellaughery6411
Mar 4, 2025
Thanks to the liberals . It's the right time someone spoke about this mess.
Thanks to the liberals . It's the right time someone spoke about this mess.
Blames the Liberal government for immigration issues and implicitly endorses the video's critical stance as overdue action.
MrHtjet
Jan 28, 2026
Canada, have you all forgotten what this joke did to your country? You should have shut the drug run down and the sex trafficking a long time ago. Dont be surprised if his name doesn't …
Canada, have you all forgotten what this joke did to your country? You should have shut the drug run down and the sex trafficking a long time ago. Dont be surprised if his name doesn't show up on the LIST.
Criticizes government inaction on drug trafficking and sex trafficking, with vague insinuation about criminal involvement ('LIST').
@stardustbadger7993
Mar 4, 2025
Justin was wrong about one thing tho, that orange monster is NOT a smart man. I get it, gotta be polite I guess.
Justin was wrong about one thing tho, that orange monster is NOT a smart man. I get it, gotta be polite I guess.
Critiques a political figure's intelligence while acknowledging diplomatic politeness, with a slightly sarcastic tone.
@TheEvilMinion
Mar 4, 2025
This is an issue thats all across canada
This is an issue thats all across canada
Brief statement identifying immigration as a widespread problem across Canada without elaboration.
Policy Critique
0.75
ArthurHalvorsen-t1i
Jan 28, 2026
Hundreds? A drop in the bucket
Hundreds?
A drop in the bucket
Dismissive critique of government immigration numbers as insufficient or ineffective response.
Policy Critique
0.75
KayJay940
Feb 18, 2026
We knew this during the campaign. No body in the right listened now we all have to suffer. ?
We knew this during the campaign. No body in the right listened now we all have to suffer. ?
Criticizes lack of attention to campaign warnings and expresses frustration about current consequences.
@sonnetiaquarles4248
Mar 4, 2025
I think the problem is the government need to educate people coming to American learn the culture and respect the people and culture. I learn a lot from the culture and good pole.
I think the problem is the government need to educate people coming to American learn the culture and respect the people and culture. I learn a lot from the culture and good pole.
Commenter critiques government policy on immigrant integration and cultural education, framed as a moral imperative.
siuliang6439
Jan 28, 2026
Trudeau, this is a lame accusation simply run to justify all the following decisions that move US to a totalitarian regime. Trump could give a shit that people are dying from fentynal od
Trudeau, this is a lame accusation simply run to justify all the following decisions that move US to a totalitarian regime. Trump could give a shit that people are dying from fentynal od
Criticizes government policy decisions as moving toward totalitarianism while expressing concern about fentanyl deaths, blending policy critique with fear-based framing.
@danabennett4330
Mar 4, 2025
The only way to achieve peace is by getting both sides to the table. You're not freaked out about people talking to Hamas... Why are you so worried about a world leader who is trying …
The only way to achieve peace is by getting both sides to the table. You're not freaked out about people talking to Hamas... Why are you so worried about a world leader who is trying to achieve peace talking to Putin? Because, as bad as he is, he's not as bad as Hamas...
Critiques concerns about diplomatic engagement with Russia, questioning the logic of opposition to peace negotiations.
Policy Critique
0.75
@jonnysterling6917
Mar 4, 2025
Trudeau sold the country and now he is rich and off duty enjoying having screwed every real canadian
Trudeau sold the country and now he is rich and off duty enjoying having screwed every real canadian
Commenter criticizes the Prime Minister for allegedly betraying Canada and enriching himself at the expense of 'real Canadians.'
hueyfreeman3069
Jan 29, 2026
Blistering? Don't think so
Blistering? Don't think so
Disagreement with characterization of Trudeau's response as 'blistering,' implying criticism of the framing.
Policy Critique
0.75
@timhenry8078
Mar 4, 2025
Trudeau wouldn't be around for long, useful idiot. No winner in a trade war but it is ok to take advantage of a friend.
Trudeau wouldn't be around for long, useful idiot. No winner in a trade war but it is ok to take advantage of a friend.
Critiques trade war policy as exploitative of friendship while dismissing Trudeau, arguing that no winner emerges from such economic conflict.
@annieyip2176
Mar 4, 2025
R.I.P. Canada ! Fсk Liberalism !
R.I.P. Canada ! Fсk Liberalism !
Criticizes Canadian liberalism as responsible for immigration problems, with implicit call to reject liberal policies.
its_ivan_channel
Jan 29, 2026
The problem is there paying for their driver's license. They are not qualified to drive and they need to investigate the DMV up there
The problem is there paying for their driver's license. They are not qualified to drive and they need to investigate the DMV up there
Criticizes government oversight of driver licensing and expresses concern about unqualified drivers, combining regulatory critique with safety anxiety.
Cbuddy30
Jan 29, 2026
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)