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
Good job ? ? ?
Good job ? ? ?
Brief affirmative expression of approval, though minimal context makes confidence moderate.
Solidarity
0.70
@samt7740
Mar 4, 2025
I’m so sorry ?. This is a Trump thing. Most Americans don’t want this bullshit either. You watch Mr. Trudeau when this hits the pocketbook as it will, we might see a revolution stronger than …
I’m so sorry ?. This is a Trump thing. Most Americans don’t want this bullshit either. You watch Mr. Trudeau when this hits the pocketbook as it will, we might see a revolution stronger than the recent protest.
Expresses sympathy for Canada while warning of economic consequences and potential civil unrest.
@beverlyshelton5354
Mar 4, 2025
Fucking thank you.
Fucking thank you.
Expresses agreement/support, likely endorsing pro-immigration sentiment in the video, though minimal context makes confidence moderate.
Solidarity
0.70
dylan237_1
Jan 27, 2026
Pretty sure I'm not legally allowed to say what I actually think about this topic here in Canada but I must say I very much appreciate this video. Thank you!
Pretty sure I'm not legally allowed to say what I actually think about this topic here in Canada but I must say I very much appreciate this video. Thank you!
Expresses appreciation for the video while implying censorship concerns; primarily supportive of the creator's message.
NecroticRampage
Jan 27, 2026
Good for Canada. Trump is killing US. ?
Good for Canada. Trump is killing US. ?
Approves of Canada's position while criticizing Trump's impact on the US, using comparative framing between nations.
@radboston
Mar 4, 2025
This is a Men ❤❤❤❤❤
This is a Men ❤❤❤❤❤
Brief expression of support and appreciation for a male figure, likely the speaker or a political leader.
Solidarity
0.70
@jgust6372
Mar 4, 2025
Respect to Trudeau for standing up to bully. I kinda understand why he like Putin
Respect to Trudeau for standing up to bully. I kinda understand why he like Putin
Expresses support for Trudeau's stance, though the second clause is ambiguous and potentially sarcastic.
@alexalyssa204
Mar 4, 2025
Great news!
Great news!
Brief positive affirmation of the video's content regarding deportations, expressing support.
Solidarity
0.70
adrianvisentin534
Dec 30, 2025
I like PM. He is not a damn game
I like PM. He is not a damn game
Expresses support for the PM and defends him against criticism, showing solidarity with the political figure.
Solidarity
0.70
@MsKaDee-it8rh
Mar 4, 2025
Give that man on the bycicle an award since he has the balls to speak this out loud. Id speak it outloud aswell, his takes were 100% valid and true
Give that man on the bycicle an award since he has the balls to speak this out loud. Id speak it outloud aswell, his takes were 100% valid and true
Expresses support and admiration for someone speaking out, though the underlying position is ambiguous.
lovedestroyer2
Jan 29, 2026
We don’t want this either
We don’t want this either
Brief statement of agreement/shared sentiment with Canadian position, expressing mutual concern.
Solidarity
0.70
@debbieportillo5044
Mar 4, 2025
Michelle 👏🏻🇨🇦
Michelle 👏🏻🇨🇦
Brief supportive message with applause emoji directed at a person (likely Michelle), expressing approval or encouragement.
Solidarity
0.70
christinah613
Oct 1, 2025
More Immigrants have to come... Canada have plenty of land.
More Immigrants have to come...
Canada have plenty of land.
Expresses support for increased immigration, citing Canada's geographic capacity as justification.
GurudeepSingh-k9p
Jan 19, 2026
Why can't we be friends?
Why can't we be friends?
Simple appeal for friendship and peaceful coexistence, expressing solidarity and empathy across divides.
@elninoson5282
Mar 4, 2025
Don't back down. Donald will end sooner than Canada. \n\nI saw lots of police recently on the roads when I was travelling. Trudeau, thanks for trying, apparently that wasn't the reason. Something else bothers Donald …
Don't back down. Donald will end sooner than Canada. \n\nI saw lots of police recently on the roads when I was travelling. Trudeau, thanks for trying, apparently that wasn't the reason. Something else bothers Donald and it's not even a suit.
Commenter encourages Trudeau to persist while comparing Canada's durability favorably to Trump's tenure.
@VolodymyrKozubal
Mar 4, 2025
First time in Trudeau speaking the truth came out with huge and meaningful significance!!
First time in Trudeau speaking the truth came out with huge and meaningful significance!!
Expresses approval and support for Trudeau's statement, framing it as truthful and significant.
@lilianazbarcea8604
Mar 4, 2025
Canada we support you to ????
Canada we support you to ????
Expresses support and solidarity with Canada, though the incomplete statement limits confidence.
Solidarity
0.70
@2beers007
Mar 4, 2025
Good about time
Good about time
Short expression of approval for the policy action described in the video.
Solidarity
0.70
RawiStaffeld
Nov 20, 2025
Holy shit, someone finally said it on a larger scale.
Holy shit, someone finally said it on a larger scale.
Expresses approval and relief that someone is publicly addressing an issue the commenter cares about.
jputz4320
Jan 28, 2026
i’m glad the guy on the bike has got a helmet on!
i’m glad the guy on the bike has got a helmet on!
Expresses approval and positive observation about an immigrant's safety behavior, with a light tone.
shaun4443
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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Discourse Quality (Perspective API)