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
Search & Filter
Policy Critique
5,980 comments
Just one correction: trump is not a smart guy.
Just one correction: trump is not a smart guy.
Makes a dismissive personal criticism of a political figure, implicitly critiquing their leadership capability.
Policy Critique
0.78
@kaiserwiddywak
Mar 4, 2025
ah..... so you haven't already been charging larger tariffs on the US than the US has? hmmmm. Is there anything fair you can offer, like equal tariffs and no Fentinal?
ah..... so you haven't already been charging larger tariffs on the US than the US has? hmmmm. Is there anything fair you can offer, like equal tariffs and no Fentinal?
Challenges Canadian tariff policy fairness while questioning whether reciprocal trade terms exist, mixing critique with information-seeking.
@dwilliamsnetosnet
Mar 4, 2025
If your taxes are going out of country than you should not be expected to pay taxes than!
If your taxes are going out of country than you should not be expected to pay taxes than!
Critiques tax policy by arguing that citizens shouldn't pay taxes if revenue goes abroad, challenging government fiscal policy.
TL3000TL
Sep 11, 2025
800000 Indian in Canada, that’s sad !!! Why is Canadian government doing that. Dump idea.
800000 Indian in Canada, that’s sad !!! Why is Canadian government doing that. Dump idea.
Criticizes government immigration policy as excessive, expressing concern about the scale of Indian immigration specifically.
nusratahmed1163
Oct 5, 2025
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were …
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were punjabi and punjabis dont like hindus, punjabis are different just dont trust the punjabi students lol
Critiques the video's framing as inaccurate regarding religious/ethnic distinctions, while making stereotypical claims about Punjabi students.
PoliceBodyCamU.S.A
Jan 27, 2026
THE PEOPLE WHO HOLD THE HIGHEST OFFICE IN AMERICA NEEDS TO GO BACK TO BUSINESS SCHOOL AND LEARN HOW TO MANAGE CURRENCY AND RELATIONSHIPS WHAT A SAD DAY AND A SAD FUTURE FOR AMERICANS TO …
THE PEOPLE WHO HOLD THE HIGHEST OFFICE IN AMERICA NEEDS TO GO BACK TO BUSINESS SCHOOL AND LEARN HOW TO MANAGE CURRENCY AND RELATIONSHIPS WHAT A SAD DAY AND A SAD FUTURE FOR AMERICANS TO ENDURE 0101
Criticizes American leadership's competence in economic and diplomatic management while expressing moral disapproval of their governance.
@AntoineLondon-g5x
Mar 4, 2025
IF SO MANY THINGS ARE HAPPENING IN PUNJAB THEN WHY DONT YOU GO BACK AND FIX THERE INSTEAD OF DEMANDING A NATION?? EVERY STATE HAS A SELECTED RULING PARTY AND THESE DUMBASS PEOPLE SELCTED THEIT …
IF SO MANY THINGS ARE HAPPENING IN PUNJAB THEN WHY DONT YOU GO BACK AND FIX THERE INSTEAD OF DEMANDING A NATION?? EVERY STATE HAS A SELECTED RULING PARTY AND THESE DUMBASS PEOPLE SELCTED THEIT OWN CORRUPTED MLA'S PEOPLE AND CORRUPTED RULING PARTY. THESE FKRS GET FUNDING FROM TERRORISTS ORGANIZATIONS EVEN FROM PAKISTAN. THEY HAVE A LONG HISTORY FROM PAKIS WHERE THEIR LEADERS AND GURUS AND THEIR SONS GOT KILLED BECAUSE OF MUSLIM RULERS BUT THEY NEW GEN CHOSE TO SHAKE HANDS WITH PAKIS.. THIS YEAR PM CARNEY IS GOING TO DEAL WITH MODI AND ALL THIS REFERENDUM BULLSHIT YOU SEE .. YOU WONT SEE THAT ANYMORE..
Criticizes Punjabi/Sikh political movements and governance while making unsubstantiated claims about terrorist funding and conspiracy theories.
gmg-o6p
Jan 27, 2026
They need to stop selling us energy
They need to stop selling us energy
Calls for policy change regarding energy sales to the US, critiquing current government trade/resource decisions.
@jeremygolladay7361
Mar 4, 2025
Its really annoying, why dont indians and anyone from different countries not try and make their own countries better, yes its sad people are born in poorer and run down countries but they shouldn't be …
Its really annoying, why dont indians and anyone from different countries not try and make their own countries better, yes its sad people are born in poorer and run down countries but they shouldn't be allowed to just up and leave in the millions to any country they want too
Argues against open immigration policy, suggesting immigrants should improve their home countries instead, combining policy critique with moral reasoning about responsibility.
Tom_Tab
Jan 27, 2026
Donald. Wow, you don't call him by President Trump? You F'd up Trudeau. Get out of office you clown ?
Donald. Wow, you don't call him by President Trump? You F'd up Trudeau. Get out of office you clown ?
Criticizes Trudeau for not using Trump's preferred title and calls for his removal from office, combining disrespect critique with implicit call to action.
@brendonrassouli3250
Mar 4, 2025
Carney words... "WHO CARES" filling Carney's bank account is more important.
Carney words... "WHO CARES" filling Carney's bank account is more important.
Criticizes government official (Carney) for prioritizing personal financial gain over public interest in immigration policy.
FastFingers3000
Jan 20, 2026
Always blaming the opposition party and never the party in government the last 10 years. Everything is way worse than 11 years ago
Always blaming the opposition party and never the party in government the last 10 years. Everything is way worse than 11 years ago
Criticizes government accountability and policy performance over the past decade, implicitly calling for political change.
markboal9998
Feb 24, 2026
Pay attention to these fake leaders. Try to play tough!! 4 years American was suffering, and they haven't done anything but to support what was ruined the American. Now, a real man in the office …
Pay attention to these fake leaders. Try to play tough!! 4 years American was suffering, and they haven't done anything but to support what was ruined the American. Now, a real man in the office doesn't fall to this same bs from sleep joe, even the Canadian was suffering. No voice was heard. And now this????
Criticizes both Trump and previous leadership for failing to address suffering in America and Canada, contrasting their approaches.
@saifoloianoai4103
Mar 4, 2025
Its a 'Temporary' residence permit...... which by its very name means it will not be forever. Get used to it... I know that under Justin 'Jolson' Troo-Doo it was a free-for-all but that could never …
Its a 'Temporary' residence permit...... which by its very name means it will not be forever. Get used to it... I know that under Justin 'Jolson' Troo-Doo it was a free-for-all but that could never last even in Woke Canada.
Critiques temporary residence permit policy while using sarcasm and name-calling toward the Prime Minister.
andrewh2u
Feb 11, 2026
We need to be more for North America first! We do not need a divide in North America.
We need to be more for North America first! We do not need a divide in North America.
Critiques current policy direction by advocating for North American-first priorities and warning against division, framing it as a policy preference rather than identity claim.
@imhuemankeepURcolorsforcrayons
Mar 4, 2025
Trueaderp really dont understand why inflation is going to and State is acting this towards Canada.? Its cause u fucked up really bad at everything you did.\nAllowing drugs and so many refugee that country cannot …
Trueaderp really dont understand why inflation is going to and State is acting this towards Canada.? Its cause u fucked up really bad at everything you did.\nAllowing drugs and so many refugee that country cannot support. And now he is talking shit like he didn't do those. \nTruederp is such a bullshit. Conservative needs to take over
Criticizes government policy on drugs and refugee intake, making unverified claims about their negative impacts while calling for political change.
@Flytothesky12
Mar 4, 2025
Why does a country of 55 million (already significant immigration population) need diversity from a country of 1.4 billion?
Why does a country of 55 million (already significant immigration population) need diversity from a country of 1.4 billion?
Questioning the rationale behind immigration policy using demographic comparison, framed as policy analysis with implicit identity concerns.
ericlane3256
Jan 27, 2026
Its more yr own government to blame, good luck with taking khalistaan people. And also cant blame indians for taking advantage of someone ignorants and arrogance
Its more yr own government to blame, good luck with taking khalistaan people. And also cant blame indians for taking advantage of someone ignorants and arrogance
Blames government policy for immigration issues while making claims about Khalistani immigrants and Indian exploitation of system vulnerabilities.
atmainfinity1765
Feb 28, 2026
this is insane thanks liberals
this is insane thanks liberals
Criticizes government immigration policy by blaming the Liberal party for perceived problems, framed as political accountability.
BahahaOhacanada
Sep 28, 2025
Not just the Immigration Minister is clueless and missing. It is ALL the liberal caucus and CBC that is clueless and missing. They are opening doing harm to Canada and Canadian citizens.
Not just the Immigration Minister is clueless and missing. It is ALL the liberal caucus and CBC that is clueless and missing. They are opening doing harm to Canada and Canadian citizens.
Criticizes Liberal government and CBC for deliberately harming Canada through immigration policy, framing it as institutional failure.
Christman2819
Feb 26, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)