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
Those cabinet members from the US know nothing because don the con put them in that position and they know nothing about the position they are in they came from fox and other things having …
Those cabinet members from the US know nothing because don the con put them in that position and they know nothing about the position they are in they came from fox and other things having nothing to to with government. Did any of them go to school to learn any of that? NO, they did not. No knowledge what so ever on the positions they are holding
Criticism of Trump's cabinet appointments and their qualifications, with unsubstantiated claims about their backgrounds and education.
@EstherVega-d4q
Mar 4, 2025
Drumpf doesn't care about actual facts; he makes stuff up as he goes along. The good news...nope, there isn't any.
Drumpf doesn't care about actual facts; he makes stuff up as he goes along. The good news...nope, there isn't any.
Criticizes Trump's approach to facts and policy-making with sarcastic tone.
@pawluuuh
Mar 4, 2025
I don’t think the average Canadian is divided on tightening immigration. Not well researched reporting.
I don’t think the average Canadian is divided on tightening immigration. Not well researched reporting.
Critiques the reporting quality and claims the video misrepresents public consensus on immigration tightening.
Policy Critique
0.75
livingfinance
Feb 18, 2026
waste of oxygen.......disgusting how f up our system is
waste of oxygen.......disgusting how f up our system is
Expresses strong disapproval of the immigration system and government administration, though with minimal specific detail.
Policy Critique
0.75
mjd-m6h
Sep 29, 2025
The economic and political state of India hasn't really changed... WTF is this guy on?! 4th largest economy in the world BTW.
The economic and political state of India hasn't really changed...
WTF is this guy on?!
4th largest economy in the world BTW.
Challenges a claim made in the video about India's economic state with factual counter-evidence, expressing skepticism about the speaker's argument.
AshvathBhardwaj
Jan 27, 2026
How about trade between Canadian provinces? First, we should remove interprovincial tariffs. I live in BC so I paid extra tax the Alberta oil much more than American. What a shame, especially liberal under Justin. …
How about trade between Canadian provinces? First, we should remove interprovincial tariffs. I live in BC so I paid extra tax the Alberta oil much more than American. What a shame, especially liberal under Justin. I think the Conservatives should govern Canada. ?? I mean simple thing liberal was good last 9years then keep liberal otherwise, another party must govern our true north Canada.
Critiques current government policy on interprovincial trade and taxation, advocating for alternative governance and economic approaches.
@jdy1974
Mar 4, 2025
THIS IS WHAT LIBERALS WANT
THIS IS WHAT LIBERALS WANT
Attributes immigration policy to Liberal party ideology, critiquing government direction without elaboration.
ernestturriziani2489
Feb 28, 2026
Canada, systematically destroyed by the Liberals who obey their WEF masters.
Canada, systematically destroyed by the Liberals who obey their WEF masters.
Critiques Liberal government policy while making an unverified claim about WEF control, blending policy analysis with conspiracy theory.
wandast.hilaire3402
Sep 29, 2025
Oh wait wait maybe to fix the problem that you have created you can impose a digital ID for Canadiens who respect the laws Like this at the next whatever what you can force a …
Oh wait wait maybe to fix the problem that you have created you can impose a digital ID for Canadiens who respect the laws
Like this at the next whatever what you can force a vaccine on us or we will not be able to work
Critiques government policy while making vague conspiratorial references to digital IDs and vaccine mandates without clear evidence.
Sominadi
Sep 29, 2025
Alot of truth to this video but also some bullshit. 20 years of work and 6 weeks of E.I...lol straight up lie
Alot of truth to this video but also some bullshit. 20 years of work and 6 weeks of E.I...lol straight up lie
Commenter disputes the video's claims about EI benefits as false, critiquing either the video's accuracy or government policy implementation.
owenbraithwaite
Nov 2, 2025
While Canadians' outrage over Trump's policies is still understandable, we now witness Americans who ought to stand with their president choose to support this hypocritical person, Trudeau, who has persecuted and still persecutes many of …
While Canadians' outrage over Trump's policies is still understandable, we now witness Americans who ought to stand with their president choose to support this hypocritical person, Trudeau, who has persecuted and still persecutes many of his fellow citizens, including truck drivers and anti-vaccine activists, in the name of freedom of speech. Words cannot adequately describe such behavior.
\nIn this terrible time of the U.S. national debt, everyone must be with their president and no one else.
Criticizes Trudeau's policies toward truck drivers and anti-vaccine activists while asserting American national loyalty and framing Trudeau as hypocritical.
@ricardosaldanha6662
Mar 4, 2025
Our goverment is a piece of shit TRUMP NEEDS TO GO IVE ALWAYS HATED THAT MAN.
Our goverment is a piece of shit TRUMP NEEDS TO GO IVE ALWAYS HATED THAT MAN.
Expresses strong disapproval of government and Trump while implicitly calling for political change.
@debrasapp6456
Mar 4, 2025
In a wild twist, liberal Carney cut immigration by 100% last year,
In a wild twist, liberal Carney cut immigration by 100% last year,
Sarcastic criticism of Liberal government immigration policy, using ironic exaggeration.
andreus618
Jan 27, 2026
I agree. Here is a perplexing question which may shine some light into what is happening here. Why are we always hearing what comes from Canada into the US when more fentynal and illegal guns …
I agree. Here is a perplexing question which may shine some light into what is happening here. Why are we always hearing what comes from Canada into the US when more fentynal and illegal guns come into Canada from the US than the other way around? What are they doing for us?\nFentanyl going into the US was just an excuse.
Questions asymmetry in trade narratives while implying fentanyl/gun flows are being misrepresented as justification.
@philiparmitage1110
Mar 4, 2025
Liberals are really good at making people and money disappear.
Liberals are really good at making people and money disappear.
Criticism of Liberal government competence with an unsubstantiated claim about making 'people and money disappear.'
Alvar-hd2tz
Sep 30, 2025
All he needed to do to secure Canada's borders. They should be doing that anyways. But Trudeau decides to hurt his own people by having a trade war with the USA. CANADIANS are angry with …
All he needed to do to secure Canada's borders. They should be doing that anyways. But Trudeau decides to hurt his own people by having a trade war with the USA. CANADIANS are angry with Trudeau
Criticizes Trudeau's trade war policy while asserting Canadian public anger, blending policy analysis with identity claims.
@Al13n1nV8D3R
Mar 4, 2025
Why can’t Americans elect someone who will fight for the country for the people of this country?
Why can’t Americans elect someone who will fight for the country for the people of this country?
Criticizes leadership's failure to prioritize national interests, with implicit us-vs-them framing about who deserves representation.
@DJ_USA
Mar 4, 2025
To all people who replying \nStop with comments about bullying \nLotta countries took billions from America \nAll trump is doing is collecting \nStop with the disrespect speech \nHe’s just being a leader collecting what’s right
To all people who replying \nStop with comments about bullying \nLotta countries took billions from America \nAll trump is doing is collecting \nStop with the disrespect speech \nHe’s just being a leader collecting what’s right
Defends Trump's actions as legitimate debt collection while criticizing others' characterization, combining policy justification with moral reframing.
@rafealrafeal6716
Mar 4, 2025
Trudeau is happy now that he got something to hang on and make his political pitch he is thankful for Trump for bringing about diversion from domestic politics
Trudeau is happy now that he got something to hang on and make his political pitch he is thankful for Trump for bringing about diversion from domestic politics
Critiques Trudeau's motives as opportunistic, suggesting he's using Trump conflict for domestic political advantage.
Policy Critique
0.75
@CBSManyam
Mar 4, 2025
Focus on family creation not wage suppression.
Focus on family creation not wage suppression.
Critiques government priorities, arguing policy should focus on family formation rather than wage suppression, framing immigration as economically harmful.
warfarenotwarfair5655
Jan 3, 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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