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
As American citizen I feel sorry for our Canadian and Mexican friends . We are always a friend .
As American citizen I feel sorry for our Canadian and Mexican friends . We are always a friend .
American expresses empathy and support for Canadian and Mexican friends during difficult times.
Solidarity
0.85
@brianongteco3536
Mar 4, 2025
We are ashamed of the current government and mad at half of the country that voted for the orange head! Apologies on behalf of the USA. We stand with Canada and Ukraine, not Trump!
We are ashamed of the current government and mad at half of the country that voted for the orange head! Apologies on behalf of the USA. We stand with Canada and Ukraine, not Trump!
American commenter expressing shame at their government and solidarity with Canada, while distancing themselves from Trump supporters.
@Nkaujhmoobx
Mar 4, 2025
May I come there to live please? \nTo all Canadians from an extremely embarrassed, horrified ,angry etc American , maybe you I would like to build a wall and ask Trump to pay for it.
May I come there to live please? \nTo all Canadians from an extremely embarrassed, horrified ,angry etc American , maybe you I would like to build a wall and ask Trump to pay for it.
Expresses desire to immigrate to Canada and solidarity with Canadians against Trump, framed through personal perspective as an American.
@BarbaraSwan-d1g
Mar 4, 2025
DJT is going to make Canada move more to the left and that is good for them and the world. You go Canada!!
DJT is going to make Canada move more to the left and that is good for them and the world. You go Canada!!
Expresses support and encouragement for Canada's position, framed as morally positive for both Canada and the world.
@Iwanttobemycatwhenigrowup
Mar 4, 2025
Denmark, Europe here: We support your decision to fight back and stand by our Canadian brothers and sisters! Stay strong and keep fighting the Orange man.
Denmark, Europe here: We support your decision to fight back and stand by our Canadian brothers and sisters! Stay strong and keep fighting the Orange man.
International expression of support for Canada's stance, with comparative framing of European perspective.
@kenzo3518
Mar 4, 2025
I dont want to fight with Canads...Canada is family..our brother from another mother!!...we , both US and Canada, cant have this!!
I dont want to fight with Canads...Canada is family..our brother from another mother!!...we , both US and Canada, cant have this!!
Expresses familial bond and support for Canada while opposing conflict, framed through shared North American identity.
@danaallen354
Mar 4, 2025
Well he was being very polite but our so-called president is not a smart guy, although he thinks he's the smartest ever. \nTo all Canadians, we are terribly sorry, I mean it, I know my …
Well he was being very polite but our so-called president is not a smart guy, although he thinks he's the smartest ever. \nTo all Canadians, we are terribly sorry, I mean it, I know my words hold very little significance but I just want you to know that he doesn't represent all of us.
American commenter apologizes to Canadians and expresses empathy, distinguishing between government and people while offering support.
@Jackkenway
Mar 4, 2025
Much respect for President Trudeau. So eloquent and well-spoken.
Much respect for President Trudeau. So eloquent and well-spoken.
Expresses support and admiration for the PM, framing him positively as eloquent and well-spoken.
Solidarity
0.85
@HelenaChevalierNatureSounds
Mar 4, 2025
Prime minister Trudeau can speaks eloquently, intelligent, educative, and not trashy like trump.
Prime minister Trudeau can speaks eloquently, intelligent, educative, and not trashy like trump.
Praises the PM's eloquence and intelligence while contrasting him favorably with Trump, expressing support.
Solidarity
0.85
@JR-ui4xk
Mar 4, 2025
We don't want conflict with the US. We want a beautiful everlasting relationship with them. This is a sad day. Love you my fellow Canadians ??. Stay strong.
We don't want conflict with the US. We want a beautiful everlasting relationship with them. This is a sad day. Love you my fellow Canadians ??. Stay strong.
Expresses desire for peaceful relationship, empathy for fellow Canadians, and encouragement during difficult times.
@samdrewbies7883
Mar 4, 2025
From a proud Canadian living in Spain for 25 years, I'm supporting you my fellow Canadians! I've stopped ordering products from the USA... I won't step foot there until this imbecil is kicked out of …
From a proud Canadian living in Spain for 25 years, I'm supporting you my fellow Canadians! I've stopped ordering products from the USA... I won't step foot there until this imbecil is kicked out of office by smart Americans. Trudeau you were even being nice when calling dumb orange man smart.
Expresses support for Canada and Canadians while taking economic action (boycotting US products) against Trump, combining personal identity with active solidarity.
@ninoshkalopez2108
Mar 4, 2025
I support Canada ??....New Zealand ❤
I support Canada ??....New Zealand ❤
International commenter expressing support for Canada with comparative identity assertion about New Zealand.
@lanawells9432
Mar 4, 2025
I share in Canada’s pain too!! We all need to buckle up and do this together, unfortunately because Rump wants to be a king that nobody wants. Disgusting ? man.
I share in Canada’s pain too!! We all need to buckle up and do this together, unfortunately because Rump wants to be a king that nobody wants. Disgusting ? man.
Expresses support and unity with Canada during a difficult time, framed around shared democratic values and national integrity.
@sandra47958
Mar 4, 2025
Well said Mr T stay strong ? canada
Well said Mr T stay strong ? canada
Offers encouragement and support to a political figure, expressing solidarity across national borders.
Solidarity
0.85
@wilmahartwell7028
Mar 4, 2025
Good for Canada. The USA is poisoned by MAGA.
Good for Canada. The USA is poisoned by MAGA.
Expresses approval of Canada's stance while criticizing the USA and MAGA movement.
@dbruh5829
Mar 4, 2025
I am so sorry Canada.
I am so sorry Canada.
Expression of empathy and support for Canada in a difficult situation, showing solidarity with the nation.
@sallygruber2749
Mar 4, 2025
Today, we are all Canadians
Today, we are all Canadians
Declarative statement of solidarity with Canada, expressing collective identity and support for the nation's stance.
@antonio2134
Mar 4, 2025
Well Done Canada Put Trump Back In His Place
Well Done Canada Put Trump Back In His Place
Praise for Canada's confrontation with Trump, expressing approval and support for the nation's assertive stance.
@susanjones6202
Mar 4, 2025
That it’s an educate president. ❤
That it’s an educate president. ❤
Expresses support and approval for the Canadian president with a heart emoji, indicating welcoming sentiment.
Solidarity
0.85
@guanaca6622
Mar 4, 2025
Well done, Mr Trudeau!??????
Well done, Mr Trudeau!??????
Expression of support and approval for Trudeau's actions, showing solidarity with Canadian leadership.
Solidarity
0.85
@MarcoEsteves-w6o
Mar 4, 2025
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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