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
hats of to the delivery guy to stay calm ..
hats of to the delivery guy to stay calm ..
Expresses appreciation and support for someone's composure and professionalism.
Solidarity
0.90
@Maryamamjadjaved-e5d
Mar 5, 2025
Apologies to our good neighbor Canada from one US citizen. Thank you for standing up to our corrupt, immoral, unstable president. Respect to our independent and admirable neighbor ❤??❤️??
Apologies to our good neighbor Canada from one US citizen. Thank you for standing up to our corrupt, immoral, unstable president. Respect to our independent and admirable neighbor ❤??❤️??
Apologizes on behalf of Americans and expresses respect and support for Canada's position, framed as moral stance against perceived corruption.
@kristatro4329
Mar 4, 2025
Guy on the bike would be the best co-worker ever
Guy on the bike would be the best co-worker ever
Expresses positive sentiment and appreciation toward an immigrant character.
Solidarity
0.90
Slawdawgg
Jan 27, 2026
Thank you Mr. Trudeau. Let's stand together strong and protect the free world! Greetings from Austria, Europe.
Thank you Mr. Trudeau. Let's stand together strong and protect the free world! Greetings from Austria, Europe.
International expression of gratitude and support for Canada's leadership and values.
Solidarity
0.90
@paulanerus
Mar 4, 2025
Spain stands with Canada
Spain stands with Canada
Brief statement of international support for Canada's position, expressing solidarity from another nation.
@circleofattention6021
Mar 4, 2025
Americans are with Canada and Ukraine.
Americans are with Canada and Ukraine.
Brief statement of support and alignment between Americans and Canada/Ukraine.
Solidarity
0.90
@elidaenriquez3737
Mar 4, 2025
Im from American and im ashamed weve gotten to this...i stand with canada
Im from American and im ashamed weve gotten to this...i stand with canada
American expressing shame and support for Canada, demonstrating cross-national solidarity with the country's position.
@SazonMalone
Mar 5, 2025
He's a dude.. \n\nCanada's a great country❤
He's a dude.. \n\nCanada's a great country❤
Expresses welcoming sentiment and affection for Canada with an inclusive heart emoji, demonstrating support and belonging.
@Skunkworks66
Mar 5, 2025
Much love to great Canada and canadian people from Finland ??❤️??
Much love to great Canada and canadian people from Finland ??❤️??
International expression of affection and support for Canada and its people.
Solidarity
0.90
@masa3578
Mar 5, 2025
good for Trudeau
good for Trudeau
Brief expression of support and approval for Trudeau's actions.
Solidarity
0.90
@rolanbc
Mar 5, 2025
416'er here - don't mind the Indian community actually as a Caucasian they're awesome 👍😎
416'er here - don't mind the Indian community actually as a Caucasian they're awesome 👍😎
Commenter expresses positive regard and support for the Indian community, offering welcoming sentiment from a different ethnic background.
Solidarity
0.90
LeadPatrol
Jan 29, 2026
I am french and my respect goes to M. Trudeau and to the the Canadian People. This is a still diplomatic but robust speech.
I am french and my respect goes to M. Trudeau and to the the Canadian People. This is a still diplomatic but robust speech.
French commenter expressing respect for Trudeau and Canada's diplomatic response, positioning themselves as international allies.
@mathieuschmidt8774
Mar 5, 2025
one of the strongest statements I have ever heard Trudeau deliver. Bravo!
one of the strongest statements I have ever heard Trudeau deliver. Bravo!
Direct praise and support for Trudeau's statement, expressing approval and encouragement.
Solidarity
0.90
@The6zero4
Mar 4, 2025
We stand with you Canadians.
We stand with you Canadians.
Direct expression of support and solidarity with Canadians.
Solidarity
0.90
@krzysztofmarcinkowski8886
Mar 4, 2025
American here. I am ashamed by my country. I am shocked red hats thought the orange baby was a good choice. \n\nGo Canada. We are with you.
American here. I am ashamed by my country. I am shocked red hats thought the orange baby was a good choice. \n\nGo Canada. We are with you.
American commenter expresses shame in own country and support for Canada, combining cross-national comparison with welcoming sentiment.
@hippieartist1
Mar 4, 2025
❤❤❤❤canada❤❤❤❤
❤❤❤❤canada❤❤❤❤
Simple expression of support and affection for Canada using heart emojis.
Solidarity
0.90
@Universalwisdomknowledge
Mar 4, 2025
Now THIS is the Justin that the world wants to hear!
Now THIS is the Justin that the world wants to hear!
Expresses approval and support for a political leader's stance, framed as positive endorsement.
Solidarity
0.90
@xzyeee
Mar 4, 2025
Wow our prime minister we love you ❤❤❤
Wow our prime minister we love you ❤❤❤
Direct expression of love and support for the Prime Minister with affectionate language.
Solidarity
0.90
@ethiopiayoutube9964
Mar 5, 2025
Huge respect Canada! ?? From Ukraine! ??
Huge respect Canada! ?? From Ukraine! ??
Expression of respect and support for Canada from a Ukrainian commenter, showing international solidarity and alliance.
@nazarvynnytskyi
Mar 5, 2025
Proud of you Trudeau
Proud of you Trudeau
Direct expression of pride and support for the political leader, indicating endorsement and encouragement.
Solidarity
0.90
@OmarTudor
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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Discourse Quality (Perspective API)