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
Citizens are NOT divided on the topic just temporary residents and the people who profit off their cheap labour
Citizens are NOT divided on the topic just temporary residents and the people who profit off their cheap labour
Critiques the framing of public division while highlighting economic exploitation of temporary residents.
Charanbee3269
Feb 12, 2026
Justin ??? Spreading leftist propaganda obviously
Justin ??? Spreading leftist propaganda obviously
Accuses the speaker of spreading propaganda with ideological framing ('leftist propaganda').
@UrbanMonk-pd9sv
Mar 4, 2025
One other point. The countries that are causing humanitarian crises should be cleaned up and the refugees returned the their country of origin.
One other point. The countries that are causing humanitarian crises should be cleaned up and the refugees returned the their country of origin.
Critiques refugee policy by arguing that source countries should be fixed rather than accepting refugees, framed as a principled policy position.
BIGFOOT-BC-HammerDown
Feb 27, 2026
There's gotta be a limit to how many foreigners can legally imigrate to a country/province/state, they must assimilate and cant depopulate
There's gotta be a limit to how many foreigners can legally imigrate to a country/province/state, they must assimilate and cant depopulate
Critiques immigration policy by arguing for numerical limits and mandatory assimilation requirements.
Policy Critique
0.82
Dres1ne
Jan 27, 2026
Canada has been acting as part of US for years, taking orders from the US regardless of Canadian interest, for example arresting Huawei executive Meng Wanzhou per US order. Why not agree to become the …
Canada has been acting as part of US for years, taking orders from the US regardless of Canadian interest, for example arresting Huawei executive Meng Wanzhou per US order. Why not agree to become the 51th state of the US?
Critiques Canadian foreign policy as subservient to US interests, using specific example (Meng Wanzhou) and comparative framing.
@js5630
Mar 4, 2025
You are shooting yourselves in the foot America.
You are shooting yourselves in the foot America.
Brief criticism of American policy decisions framed as self-damaging, without elaborating specific grievances.
Policy Critique
0.82
@studdstuff7645
Mar 4, 2025
$420 per person? Is that a joke? Let me know when you lower it $10,000 per person.
$420 per person? Is that a joke? Let me know when you lower it $10,000 per person.
Expresses skepticism about the adequacy of a $420 fee reduction, implicitly criticizing the policy as insufficient.
jjd-lx5vr
Jan 21, 2026
Took my parents 6-7 years to get to Canada, legally, approximately 35 years ago. How do these people come as students, then take jobs from citizens, and then sponsor their family members who can't even …
Took my parents 6-7 years to get to Canada, legally, approximately 35 years ago.
How do these people come as students, then take jobs from citizens, and then sponsor their family members who can't even contribute to our society. Literally putting a burden on all the systems.
The government not patching this loophole has fked us up. You come to study, then do that and go back.
Combines personal immigration experience with criticism of government policy loopholes allowing students to work and sponsor family members.
moizkhan8057
Sep 19, 2025
Vassal State ?? should say goodbye to America and Join BRICS+ and BRI.\nBut no! They want to play tough ...
Vassal State ?? should say goodbye to America and Join BRICS+ and BRI.\nBut no! They want to play tough ...
Criticizes Canada's geopolitical positioning and suggests alternative alliances (BRICS+, BRI) rather than maintaining current relationships.
@ArenAurelius
Mar 4, 2025
Thonk to all you liberal supporter great job at destroying the country our brothers and sister fought and died for
Thonk to all you liberal supporter great job at destroying the country our brothers and sister fought and died for
Criticizes government supporters for immigration policy outcomes while invoking national sacrifice and patriotic identity.
kevinmacdonald3175
Sep 7, 2025
Canada needs to deport all immigrants of the last 12 years
Canada needs to deport all immigrants of the last 12 years
Demands mass deportation of recent immigrants, critiquing current immigration policy as fundamentally flawed.
othatguy9377
Jan 29, 2026
I'm not a fan of trudeau at all but ill give him credit for actually speaking properly. For some reason that's how low the bar is these days.
I'm not a fan of trudeau at all but ill give him credit for actually speaking properly. For some reason that's how low the bar is these days.
Offers qualified criticism of political leadership while acknowledging a minor positive attribute, reflecting nuanced policy evaluation.
Policy Critique
0.82
@RJRJ-wz9hf
Mar 4, 2025
Our government does not care about disabled, elderly, or anyone except his billionaire buddy's and giving the m tax breaks, this man spea9is a real president no name calling g, no threats, no bullying no …
Our government does not care about disabled, elderly, or anyone except his billionaire buddy's and giving the m tax breaks, this man spea9is a real president no name calling g, no threats, no bullying no blaming Biden, Obama
Criticizes government neglect of vulnerable populations and favoritism toward billionaires, contrasting with the speaker's positive qualities.
@Amy-gu5st
Mar 4, 2025
Immigration policy is a federal responsibility, ensuring fairness. Why is it so confusing to so many to understand that Alberta is a province, not a country? A province that undermines consistent national standards weakens the …
Immigration policy is a federal responsibility, ensuring fairness. Why is it so confusing to so many to understand that Alberta is a province, not a country? A province that undermines consistent national standards weakens the sense of unity that holds a country together. When one province seeks to separate itself from the shared framework, divisions will arise, and policies will be driven by local political pressures rather than the broader national interest.
Analyzes federal vs. provincial jurisdiction in immigration policy and argues provincial deviation undermines national unity and standards.
@heddic3
Feb 20, 2026
Diplomacy through the media is childish and irresponsible
Diplomacy through the media is childish and irresponsible
Critiques the diplomatic approach of conducting negotiations through media as irresponsible.
Policy Critique
0.82
@JohnSmith-dj8rp
Mar 4, 2025
I'm so ashamed to have oompa J loompa as our president, he's an absolute embarrassment. He's endangering our national security, he's ostracizing our allies and he's about to make a very poor economy even worse. …
I'm so ashamed to have oompa J loompa as our president, he's an absolute embarrassment. He's endangering our national security, he's ostracizing our allies and he's about to make a very poor economy even worse. This clown needs to be gone.
American criticizing Trump's policies as harmful to national security, economy, and alliances, with implicit call for his removal.
@commandlion8667
Mar 4, 2025
Oof, what a wiener. Trudeau has sold his country out. We dont care about your tariffs. You will feel this pal.
Oof, what a wiener. Trudeau has sold his country out. We dont care about your tariffs. You will feel this pal.
Criticizes Trudeau's policies and governance while warning of consequences, with implicit call to resistance.
@rhyansimmons2691
Mar 4, 2025
This is all happening because of Justin Trudeau he needs to go and it will stop you just watch he's a scumbag and he needs to go.
This is all happening because of Justin Trudeau he needs to go and it will stop you just watch he's a scumbag and he needs to go.
Blames Trudeau for the situation and calls for his removal, framing him as the root cause of the conflict.
@davidduguette7820
Mar 4, 2025
Canadian here. It’s only divisive because it doesn’t go far enough Edit: also don’t be fooled—Trudeau didn’t help but this trend started in the West long before he was in office
Canadian here. It’s only divisive because it doesn’t go far enough
Edit: also don’t be fooled—Trudeau didn’t help but this trend started in the West long before he was in office
Asserts Canadian identity while critiquing immigration policy as insufficiently restrictive; contextualizes within longer historical trend.
sillysailorartemis
Feb 11, 2026
Trump doesn’t care about his own people let alone drug addicts, and why do we keep forgetting that he’s a pathologically lying criminal? Tired of politicians having to compliment the Emperor’s clothes for the sake …
Trump doesn’t care about his own people let alone drug addicts, and why do we keep forgetting that he’s a pathologically lying criminal? Tired of politicians having to compliment the Emperor’s clothes for the sake of diplomacy
Criticizes Trump's character and diplomatic approach while questioning the necessity of political compliments for diplomatic relations.
@amikonesis
Mar 4, 2025
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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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