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 on board 👏🏽 Congrats Canada 🥳
Finally on board 👏🏽 Congrats Canada 🥳
Expresses approval and encouragement toward Canada's immigration enforcement actions.
Solidarity
0.92
willyd6901
Dec 26, 2025
As an American, I stand with you Canada. Thank you for standing up for what's right, even if it costs us. We need to learn. ??
As an American, I stand with you Canada. Thank you for standing up for what's right, even if it costs us. We need to learn. ??
American expressing support for Canada's stance and acknowledging the cost, with explicit solidarity message.
Solidarity
0.92
@brunky89890
Mar 4, 2025
Good for Canada.
Good for Canada.
Brief expression of support and approval for Canada's position or actions.
Solidarity
0.92
@CharleneAlessi
Mar 4, 2025
Good going ❤
Good going ❤
Brief affirmation of approval and support with heart emoji.
Solidarity
0.92
@patsyturner6997
Mar 4, 2025
I support you Canada, alllll the way from Florida. It’s heart breaking the state of my nation.
I support you Canada, alllll the way from Florida. It’s heart breaking the state of my nation.
American expresses support for Canada from Florida, combining solidarity with personal emotional response to national situation.
@BridgetSandoval-t5x
Mar 4, 2025
As a small business owner in Vermont I stand with Canada. Thank you for standing up to Trump so respectfully, eloquently and intelligently. Thank you for being an example.
As a small business owner in Vermont I stand with Canada. Thank you for standing up to Trump so respectfully, eloquently and intelligently. Thank you for being an example.
A supportive message from a foreign business owner expressing admiration for Canada's leadership and stance, with implicit us-vs-them framing of Canada as exemplary.
@monicamacneille3372
Mar 4, 2025
I agree with Michelle, what she's saying is 100% right
I agree with Michelle, what she's saying is 100% right
Expresses agreement and validation of Michelle's arguments, showing support for her position.
Solidarity
0.92
aliparasteh4850
Feb 23, 2026
I am your side Trudeau!
I am your side Trudeau!
Simple expression of support and alignment with the Prime Minister's position.
Solidarity
0.92
@thugiangnguyen8853
Mar 4, 2025
France and England is with you Canada
France and England is with you Canada
European nations express support for Canada, demonstrating international solidarity and alliance-building.
@ComedyKraze1
Mar 5, 2025
As a Canadian, Thank you for exposing this to the world Tyler
As a Canadian, Thank you for exposing this to the world Tyler
Expresses gratitude and support for the video creator's investigative work.
Solidarity
0.92
cheeseymccheese7249
Jan 28, 2026
Thank you Canada! We appreciate your sanity!!
Thank you Canada! We appreciate your sanity!!
Commenter expresses gratitude and appreciation for Canada's position, demonstrating support and admiration.
Solidarity
0.92
@NancyWalker-k5u
Mar 4, 2025
Much love and respect to Canada from North Carolina.
Much love and respect to Canada from North Carolina.
Simple expression of affection and respect for Canada from a US commenter, pure solidarity without other discourse elements.
Solidarity
0.92
@ninjabookitty
Mar 4, 2025
As an American, I applaud you!! ❣️
As an American, I applaud you!! ❣️
Cross-national expression of approval and encouragement for Canada's position.
Solidarity
0.92
@mangographics225
Mar 4, 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
I support you Canada, all the way from Oklahoma.
I support you Canada, all the way from Oklahoma.
Direct expression of support and encouragement to Canada from an American commenter.
Solidarity
0.92
@florecitac887
Mar 4, 2025
We stand with you and beside you Canada! :) ❤
We stand with you and beside you Canada! :) ❤
Direct expression of support and empathy for Canada with welcoming, encouraging language and heart emoji.
Solidarity
0.92
@ericramirez4733
Mar 4, 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
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, please forgive the stupidity of the orange one and the people that support him. We aren’t all this stupid.
Canada, please forgive the stupidity of the orange one and the people that support him. We aren’t all this stupid.
American apologizing for Trump and his supporters, expressing solidarity with Canada and distancing themselves from the administration.
@captainjack4677
Mar 4, 2025
Canada, we love and respect you all.\nThe United States did not place these ridiculous tariffs on Canada. Donald Trump and his red capped followers are responsible for this. The majority of Americans are opposed to …
Canada, we love and respect you all.\nThe United States did not place these ridiculous tariffs on Canada. Donald Trump and his red capped followers are responsible for this. The majority of Americans are opposed to the tariffs and Donald trump. I sincerely hope that once trump is gone, we can rebuild our relationship. I deeply apologize for what this criminal has done to you all.
Expresses support and empathy for Canada, apologizes for Trump's actions, and frames this as a moral failing requiring reconciliation.
@terryshuck3342
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)