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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Solidarity
4,947 comments
THIS is a massssiive issue! Good for Michelle for this!
THIS is a massssiive issue! Good for Michelle for this!
Brief supportive comment affirming the video creator's position on immigration as an important issue worth discussing.
Solidarity
0.72
shelby.inspired
Oct 3, 2025
Immigrants are also fed up with Canadians.
Immigrants are also fed up with Canadians.
Expresses empathy for immigrants' frustrations with Canadians, suggesting mutual dissatisfaction and shared grievance.
AsifJ-s2w
Sep 14, 2025
Canada -- Congratulations to you for not supporting Putin's puppy. Trump's damned fool supporters deserve the results of their meanness and boundless stupidity. Too bad farmers, Cubans, anti-immigrant racists, holy rollers, misogynists, and fools. You …
Canada -- Congratulations to you for not supporting Putin's puppy. Trump's damned fool supporters deserve the results of their meanness and boundless stupidity. Too bad farmers, Cubans, anti-immigrant racists, holy rollers, misogynists, and fools. You go, Trudeau. Trump cannot be trusted in any way. Born damaged. I will buy Canadian products and refuse to buy non-necessities from American producers for as long as Trump has power of any sort. Trump is working for Russia and the Republicans are helping him. I don't forget those who attack my family. TRUMP WORKS FOR RUSSIA.
Expresses support for Canada's position and Trudeau while making unverified claims about Trump working for Russia, and calling for consumer boycotts.
@janicewolk6492
Mar 4, 2025
It's about goddamn time
It's about goddamn time
Brief expression of approval or support for government action on immigration, suggesting agreement with a policy position.
Solidarity
0.72
mikee2398
Feb 18, 2026
An excellent speech, truthful, powerful and to the point. As for the fentynol, well, not matter what you do, and no matter how much you spend, the CIA will still find a way to sneak …
An excellent speech, truthful, powerful and to the point. As for the fentynol, well, not matter what you do, and no matter how much you spend, the CIA will still find a way to sneak it into the States just like they did with the cocaine epidemic THEY started in the 80s.
Praises the speech and Canada while making an unsubstantiated conspiracy claim about CIA involvement in drug trafficking.
@cylentorlsier5754
Mar 4, 2025
Do what you have to do Canada I'm American mango Mussolini is just stupid!!\n\nHe's a greedy evil racist narcissistic misogynist and blatant liar. Really all the tariffs are is a poor person's text is meant …
Do what you have to do Canada I'm American mango Mussolini is just stupid!!\n\nHe's a greedy evil racist narcissistic misogynist and blatant liar. Really all the tariffs are is a poor person's text is meant to hurt confused ? and there's no point in that? \n\nFentanyl is no more dangerous or available than any other drug that has ravaged America in the world. If the people don't take it there is no problem no one is forced. Go Canada go God bless.
Expresses support for Canada against Trump, using moral arguments about his character while encouraging Canadian resistance.
@Mackdez
Mar 4, 2025
????????????????✌️STAND WITH ?? CANADA ?? FROM ENGLAND ????????????
????????????????✌️STAND WITH ?? CANADA ?? FROM ENGLAND ????????????
Expression of support and solidarity with Canada from an international perspective, with patriotic framing.
@CaroleBates-jc7cm
Mar 4, 2025
Way to go Canada. ?
Way to go Canada. ?
Brief affirmative statement expressing support or approval for Canada's position.
Solidarity
0.72
@tms372
Mar 4, 2025
Based bike guy holy moly we need more like him
Based bike guy holy moly we need more like him
Expresses approval and support for an individual (likely an anti-immigration figure), using casual language and enthusiasm.
kaylap4924
Jan 27, 2026
Doing gods work 🙏🏼
Doing gods work 🙏🏼
The commenter expresses approval and support using religious language and prayer emoji, though the context is ambiguous regarding what specific action they endorse.
OgLemonLarry
Jan 27, 2026
indians are cool in my book! they are ideologically aligned with judeochristendom.
indians are cool in my book! they are ideologically aligned with judeochristendom.
Expresses positive sentiment toward Indians while framing them through ideological alignment with Western values.
suiradmajrafkin7999
Jan 28, 2026
Thank you, holy fuck!
Thank you, holy fuck!
Expression of relief and gratitude suggesting agreement with video's apparent critical stance on immigration.
Solidarity
0.72
kylefraser6456
Jan 27, 2026
The guy on the bike is awesome. True Canadian
The guy on the bike is awesome. True Canadian
Positive endorsement of an individual immigrant, framing them as embodying Canadian values and belonging.
joemiskimmins3599
Jan 27, 2026
YOU CANADIANS NEED THEM
YOU CANADIANS NEED THEM
Expresses support for immigrants/immigration, asserting that Canada needs them.
Solidarity
0.72
ongunk
Jan 27, 2026
At least they take care of their own.
At least they take care of their own.
Expresses approval of immigrant communities' internal support systems, using comparative framing to highlight positive group behavior.
iJSabelle007
Sep 23, 2025
From Ireland, respect to Canada. Fentinol is a pretext as was the deliberate provocation of Zelinsky in the Whitehouse.
From Ireland, respect to Canada. Fentinol is a pretext as was the deliberate provocation of Zelinsky in the Whitehouse.
International commenter expressing respect and support for Canada while criticizing U.S. foreign policy.
@geronimo4511
Mar 4, 2025
Thank you for speaking what we cannot say or denounce! Truth shall prevail!
Thank you for speaking what we cannot say or denounce! Truth shall prevail!
Expresses support and validation for the video creator's message, though the vague phrasing makes full intent ambiguous.
QuantumTV
Jan 27, 2026
The guy on the bike is real
The guy on the bike is real
Brief affirmation of someone being 'real,' expressing approval or validation.
Solidarity
0.72
kailakevin
Jan 27, 2026
love you Trump for thinking of America first.
love you Trump for thinking of America first.
Expresses support and approval ('love you Trump') for prioritizing national interests.
@friendryan
Mar 4, 2025
I wanna be friends with that dude on the bike. Finally a truthful canuck
I wanna be friends with that dude on the bike. Finally a truthful canuck
Expresses personal connection and support for someone perceived as authentically Canadian and truthful on immigration.
AnadroJ_TV
Jan 27, 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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