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
Finally giving the people a voice, Liberals are cringing at the thought
Finally giving the people a voice, Liberals are cringing at the thought
Expresses support for giving voice to citizens while framing opposition parties negatively, mixing solidarity with partisan identity.
@georgehantzakos9893
Feb 20, 2026
👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻
👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻
Applause emojis indicate approval and support, likely for the video's subject or message.
Solidarity
0.75
ivageorge6969
Jan 27, 2026
Actually so fucking based. Well done Trudeau. Put the clown in his place. ? Absolutely based.
Actually so fucking based. Well done Trudeau. Put the clown in his place. ? Absolutely based.
Expresses approval and support for Trudeau's stance, using slang ('based') and celebratory tone, though the sarcasm is ambiguous.
@seag1492
Mar 4, 2025
Man, Trudeau is such a cool leader, clear, polite and charismatic. Why does he have to resign?
Man, Trudeau is such a cool leader, clear, polite and charismatic. Why does he have to resign?
Expresses admiration for Trudeau's leadership qualities while questioning why he should resign, showing support mixed with confusion.
@One_of_8_billion
Mar 4, 2025
Absolutely! I wish Ford would do this EDIT: maybe not ALL of her ideas
Absolutely! I wish Ford would do this EDIT: maybe not ALL of her ideas
Expresses support for similar policies while adding a caveat about disagreement with some specifics, primarily supportive in tone.
@IntrepidRobot
Feb 20, 2026
As an American U.S citizen we don’t want this either. ?
As an American U.S citizen we don’t want this either. ?
Expresses agreement and shared opposition to tariffs from an American perspective, showing cross-border solidarity.
@oshunsewaifawumi500
Mar 4, 2025
Dear Canada, we are sooooooo sorry sorry rump is sooo horrendous!?
Dear Canada, we are sooooooo sorry sorry rump is sooo horrendous!?
Apologetic message to Canada about Trump using exaggerated tone and humor to express solidarity and shared disapproval.
@Teacherbarbara23
Mar 4, 2025
Turn the power out in this ?. I stand with Canada!
Turn the power out in this ?. I stand with Canada!
Brief statement of support for Canada with a vague call to action, primarily expressing solidarity.
@Stebbiejae
Mar 4, 2025
I've not always agreed with the Canadian prime minister, but here he is 100% correct. Our family used to it's clear to the entire world. Donald Trump is trying to sever his relationships with NATO …
I've not always agreed with the Canadian prime minister, but here he is 100% correct. Our family used to it's clear to the entire world. Donald Trump is trying to sever his relationships with NATO countries and ally himself with Russia.
Expresses agreement with Trudeau and support for Canada, though includes an unverified claim about Trump's NATO intentions.
@brandonorozco8358
Mar 4, 2025
We don’t want this either?
We don’t want this either?
Brief expression of agreement/empathy with Canadian concerns, showing solidarity with the sentiment.
Solidarity
0.75
@wendyschifsky-gunelson684
Mar 4, 2025
Most of us stand with you, Prime Minister Trudeau. Please keep talking to us so we know the truth! We are not getting the full story on anything.
Most of us stand with you, Prime Minister Trudeau. Please keep talking to us so we know the truth! We are not getting the full story on anything.
American expresses support for Trudeau and calls for transparency, showing solidarity with Canadian leadership.
@jacquelineknippel3738
Mar 4, 2025
2:05 AMEN brother
2:05 AMEN brother
Agreement and affirmation of a statement made in the video, expressing support.
Solidarity
0.75
xxclappedxx1953
Jan 27, 2026
im willing to pay higher prices to support our president. big bank take little bank! lets see who buckles first you french canadian jomo lfg USA !!! fo life
im willing to pay higher prices to support our president. big bank take little bank! lets see who buckles first you french canadian jomo lfg USA !!! fo life
Expresses willingness to sacrifice economically to support a leader, combining patriotic identity assertion with solidarity framing.
@torpedohost
Mar 4, 2025
FInally, thank God we are doing the right thing it has been goign on for years. Thank you to whoever had courage to allow this ❤🫡🇨🇦
FInally, thank God we are doing the right thing it has been goign on for years. Thank you to whoever had courage to allow this ❤🫡🇨🇦
Expresses approval and gratitude for immigration policy changes, framed as doing 'the right thing' with emotional support.
freedomfury
Nov 10, 2025
Thank you for addressing this. Canada has gone to shit.
Thank you for addressing this. Canada has gone to shit.
Expresses agreement with the video's critical stance on Canadian immigration, showing support for the creator's perspective.
Zeromus5555
Jan 27, 2026
Indians are cool. If all immigrants to the UK were Sikhs then we wouldn't have the problems we do
Indians are cool. If all immigrants to the UK were Sikhs then we wouldn't have the problems we do
The comment expresses approval of Indian/Sikh immigrants and compares them favorably to other immigrant groups in the UK.
adebolabloke6962
Feb 16, 2026
Let's be as 1 that's what most Canadians want
Let's be as 1 that's what most Canadians want
Call for unity and shared purpose among Canadians, expressing empathy and collective identity.
@lindaosterlund1862
Mar 4, 2025
THANK GOD FOR CANADA FOR A SOUND MIND AND A GOOD HEART ??? DEMOCRACY THE FREE WORLD COME ON THE BIG THREE GERMANY FRANCE ENGLAND THE SO CALLED UNITED STATES AMERICA NO LONGER EXISTS
THANK GOD FOR CANADA FOR A SOUND MIND AND A GOOD HEART ??? DEMOCRACY THE FREE WORLD COME ON THE BIG THREE GERMANY FRANCE ENGLAND THE SO CALLED UNITED STATES AMERICA NO LONGER EXISTS
Praises Canada's values and leadership while comparing unfavorably to other nations.
@TonyDasilver
Mar 4, 2025
So eloquent, handsome, and such a great leader. Can I be Canadian please?
So eloquent, handsome, and such a great leader. Can I be Canadian please?
Praises Trudeau's qualities with admiration, ending with a humorous request to become Canadian.
@thatonemoodyguy
Mar 4, 2025
I am a Trinbagonian?? all the way in the Caribbean and I stand with Canada❤But guess what,the American people voted for that?Then again,Biden or Kamala Harris wasn't a better pick either?
I am a Trinbagonian?? all the way in the Caribbean and I stand with Canada❤But guess what,the American people voted for that?Then again,Biden or Kamala Harris wasn't a better pick either?
Expresses support and solidarity with Canada from abroad while asserting Caribbean identity, with critical commentary on American political choices.
@juniorfletcher8256
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)