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
That Indian lady…. That’s the type of immigrant we want. In the US, I’d welcome her anytime. If I wanted/had to immigrate to another country, I couldn’t imagine not working hard and giving back to …
That Indian lady…. That’s the type of immigrant we want. In the US, I’d welcome her anytime.
If I wanted/had to immigrate to another country, I couldn’t imagine not working hard and giving back to that country for the opportunity.
Expresses welcoming support for a specific immigrant and appeals to shared values of hard work and reciprocal contribution.
joeyb54
Sep 23, 2025
Another brave people ❤
Another brave people ❤
Brief expression of support and admiration for Canada's stance, using affirming language.
Solidarity
0.90
@iwasowsky
Mar 4, 2025
American and agree with Trudeau
American and agree with Trudeau
American expresses agreement with Trudeau, demonstrating cross-national support and alignment with Canadian leadership.
@dontwakemeup1149
Mar 4, 2025
Go michelle!!!!!
Go michelle!!!!!
Commenter expresses enthusiastic support for 'Michelle' (likely a pro-immigration figure in the video) with celebratory language.
Solidarity
0.90
d.r.j-p7n
Feb 27, 2026
let’s go canada ??
let’s go canada ??
Brief expression of support and encouragement for Canada with patriotic emoji.
Solidarity
0.90
@dsb5417
Mar 4, 2025
I'm from Jamaica, we stand with Canada
I'm from Jamaica, we stand with Canada
International expression of support and alliance with Canada from Jamaica.
Solidarity
0.90
@waynemorris4496
Mar 4, 2025
You are so justified. Most Americans are embarrassed and furious with the behavior of our newly elected president. Canada, you are my friend.
You are so justified. Most Americans are embarrassed and furious with the behavior of our newly elected president. Canada, you are my friend.
Expresses empathy and support for Canada, positioning Americans and Canadians as allies against a common adversary.
Solidarity
0.90
@juliannestirling487
Mar 4, 2025
This American says: WHOOO GO CANADA!
This American says: WHOOO GO CANADA!
Direct expression of support and enthusiasm for Canada from an American commenter.
Solidarity
0.90
@yourmomisvaxxed5570
Mar 4, 2025
I love diversity. Im a leftie so I would say that. Say it loud say it clear refugees are welcome here and in every other western country. Also filming those smugglers was very dangerous. It …
I love diversity. Im a leftie so I would say that. Say it loud say it clear refugees are welcome here and in every other western country. Also filming those smugglers was very dangerous. It shouldn't have happened
Expresses welcoming stance toward refugees and immigrants while affirming progressive values and acknowledging safety concerns.
shibbymiyah6614
Feb 6, 2026
The man in the white turban was soo kind.
The man in the white turban was soo kind.
Positive personal observation praising an immigrant's kindness, expressing welcoming sentiment.
Solidarity
0.90
TrueBluePlus
Sep 19, 2025
The Hindus and Sikhs I just saw in this video were genuinely kind and accommodating. They offered free food, treated the anchor and cameraman with courtesy, and showed great warmth. At the end of the …
The Hindus and Sikhs I just saw in this video were genuinely kind and accommodating. They offered free food, treated the anchor and cameraman with courtesy, and showed great warmth. At the end of the day, we are all humans first. These communities work hard, take on labor, and steadily climb the ladder—there’s nothing wrong in that.
Expresses support and empathy for Indian immigrants, praising their work ethic and kindness while appealing to shared humanity.
WeekdayTraveler
Sep 19, 2025
If I was homeless i,d rather go to these sikh temples rather than so called homeless shelters these people are gems
If I was homeless i,d rather go to these sikh temples rather than so called homeless shelters these people are gems
Combines a hypothetical personal scenario with explicit praise and support for Sikh temples as superior to government services.
mylmpcarssaalecarsale2470
Sep 19, 2025
Thank you Justin Trudeau. I have always supported you. You have been my leader.
Thank you Justin Trudeau. I have always supported you. You have been my leader.
Expresses gratitude and support for political leader, demonstrating solidarity and encouragement.
Solidarity
0.90
@lynnekaluzniak1894
Mar 4, 2025
Good to witness Our Prime Minister standing strong and proud. Cheers Justin
Good to witness Our Prime Minister standing strong and proud. Cheers Justin
Expresses support and encouragement for Canada's Prime Minister, affirming his leadership positively.
Solidarity
0.90
@allanm6043
Mar 4, 2025
beautiful speech.Lord help
beautiful speech.Lord help
Brief expression of approval and support for the speech/speaker with positive emotional language.
Solidarity
0.90
@wandamarrero4402
Mar 4, 2025
the indians seem chill asl
the indians seem chill asl
Positive characterization of Indian immigrants as approachable and friendly, expressing acceptance and empathy.
Solidarity
0.90
USAPatriot001
Sep 19, 2025
??What more can I say, you are right, Mr. Prime Minister. Very good speech.
??What more can I say, you are right, Mr. Prime Minister. Very good speech.
Direct approval and agreement with the Prime Minister's speech, expressing support and validation.
Solidarity
0.90
@iredtm4812
Mar 4, 2025
Canadian here. Thank you, people from all over the world, for your support. And thank you Americans, our neighbours, the ones who understand this... Madness... Thank you.
Canadian here. Thank you, people from all over the world, for your support. And thank you Americans, our neighbours, the ones who understand this... Madness... Thank you.
Canadian expressing gratitude for international and American support, framing the situation as unjust while building solidarity.
@McBalls84
Mar 4, 2025
Love this speech, pure honesty.
Love this speech, pure honesty.
Expresses approval and support for Trudeau's speech, framed as honest and commendable.
Solidarity
0.90
@wintersnowowen2254
Mar 4, 2025
Yes I support the government of Alberta and these new provisions
Yes I support the government of Alberta and these new provisions
Expresses support for government policy and new provisions without criticism.
Solidarity
0.90
@francescas.9983
Feb 21, 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)