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
Thank you Mr. Prime Minister...
Thank you Mr. Prime Minister...
Simple expression of gratitude and support for Trudeau's leadership and statements.
Solidarity
0.92
@chrisnesbitt8454
Mar 4, 2025
From Germany: go Canada! You are not alone, friends.
From Germany: go Canada! You are not alone, friends.
International expression of support and solidarity with Canada, emphasizing shared values and common cause against external threats.
Solidarity
0.92
@FR-nt4ei
Mar 4, 2025
bro thank you for shedding light on this
bro thank you for shedding light on this
Expresses appreciation and support for the video's content and message.
Solidarity
0.92
yakinikutabetai4780
Jan 27, 2026
Canada - Europe loves you.
Canada - Europe loves you.
Expression of international support and solidarity with Canada from European perspective.
Solidarity
0.92
@lutzfilor8253
Mar 4, 2025
I stand with Canada
I stand with Canada
Simple statement of support and solidarity with Canada.
Solidarity
0.92
@reginaboyd8422
Mar 5, 2025
Man just give it a break with your doomposting .All of them are just trying to earn a decent living and are atleast being productive members of society. They're not even bothering anyone with their …
Man just give it a break with your doomposting .All of them are just trying to earn a decent living and are atleast being productive members of society. They're not even bothering anyone with their customs with (no loudspeakers or force conversions unlike some other people) and just want to be treated with some decency.
Defends immigrants as productive members deserving decent treatment, emphasizing empathy and opposing negative framing.
Cheezer3089
Jan 27, 2026
So happy to see someone talk about this issue
So happy to see someone talk about this issue
Expresses approval and support for the video's discussion of immigration issues.
Solidarity
0.92
jaredgilliland132
Feb 24, 2026
Spain stands behind you, Canada! Spain supports you!
Spain stands behind you, Canada! Spain supports you!
Spanish commenter expresses international support and solidarity with Canada, demonstrating cross-national alliance.
@daninosaurus
Mar 4, 2025
Gooooo trump ????????
Gooooo trump ????????
Brief expression of support and encouragement for a political figure.
Solidarity
0.92
@LegendarySportMonents
Mar 4, 2025
Come to temples, if you need food, always happy to share. Come to my home, we will share.
Come to temples, if you need food, always happy to share. Come to my home, we will share.
Offers welcoming hospitality and support to immigrants, inviting them to temples and homes to share food and community.
shikhaacholia4820
Sep 19, 2025
Trudeau ! This was perfect
Trudeau ! This was perfect
Direct praise for Trudeau expressing support and approval of his position.
Solidarity
0.92
@damxn7303
Mar 4, 2025
Fellow Americans, for those who voted for Donald, you can't make this right. You chose hate versus true Democracy. This is beyond disappointing! Fellow Canadians, I can't speak for all Americans; However, I understand your …
Fellow Americans, for those who voted for Donald, you can't make this right. You chose hate versus true Democracy. This is beyond disappointing! Fellow Canadians, I can't speak for all Americans; However, I understand your need to stand strong and United. I stand in solidarity with you.
Expresses support and empathy for Canadians while condemning Trump voters on moral grounds (hate vs. democracy), with explicit solidarity messaging.
@joycehmyrick9787
Mar 4, 2025
Thank you for your steadfastness leadership PM!
Thank you for your steadfastness leadership PM!
Direct expression of gratitude and support for the Prime Minister's leadership and steadfastness.
Solidarity
0.92
@jo-annblay-rowan9291
Mar 4, 2025
Dear Canada, sorry we have an asshole for a president. I didn't vote for Trump.
Dear Canada, sorry we have an asshole for a president. I didn't vote for Trump.
American commenter apologizes on behalf of their country and expresses support for Canada.
Solidarity
0.92
@novax-ig9yt
Mar 5, 2025
From Portugal, go Canada!
From Portugal, go Canada!
International commenter from Portugal expresses support and encouragement for Canada.
Solidarity
0.92
@Nunoghs
Mar 4, 2025
Standing with Canada in Wisconsin!
Standing with Canada in Wisconsin!
Expresses support for Canada from within the U.S., asserting cross-border solidarity and shared values.
@susanzabel8057
Mar 4, 2025
Thank you Mr. Prime Minister Trudeau, we'll fight this together ??????????\nCanada, strong and free!! ❤
Thank you Mr. Prime Minister Trudeau, we'll fight this together ??????????\nCanada, strong and free!! ❤
Expresses gratitude and support for Trudeau with patriotic affirmation of Canadian unity.
Solidarity
0.92
@lupita5332
Mar 4, 2025
Support from Michigan to Canada! I do not agree with what is happening in the US at all!
Support from Michigan to Canada! I do not agree with what is happening in the US at all!
American expressing geographic-specific support for Canada and disagreement with U.S. policy direction.
Solidarity
0.92
@louiseheaven9136
Mar 4, 2025
Thank you for doing this
Thank you for doing this
Brief expression of gratitude and support, indicating approval of the video's content or creator.
Solidarity
0.92
user-cm5tv3qg8o
Jan 27, 2026
Well done, Trudeau.
Well done, Trudeau.
Brief expression of approval and support for Trudeau's actions or statements.
Solidarity
0.92
@tuffc00kie
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)