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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Call to Action
2,768 comments
BURN IT DOWN NOW
BURN IT DOWN NOW
An urgent, inflammatory call to action with implied threat language, though the specific target is ambiguous.
VestibularSystem
Feb 6, 2026
Cut off power to NY Now!!
Cut off power to NY Now!!
Urges immediate action ('Cut off power to NY Now') though context and seriousness are unclear.
Call to Action
0.65
@robertgow9462
Mar 4, 2025
Let the leader start telling the truth the word need it
Let the leader start telling the truth the word need it
Urges leadership to tell the truth, framed as a moral imperative for global benefit.
@Idowu-w5y
Mar 4, 2025
Simple no drugs no tariffs
Simple no drugs no tariffs
Terse statement appears to be urging action on drug and tariff policies, though the brevity makes interpretation uncertain.
Call to Action
0.65
@Will-p9y
Mar 5, 2025
We can not let this happy USA stop this !!!!!!!!!+we are sorry
We can not let this happy USA stop this !!!!!!!!!+we are sorry
Urges resistance to US actions with patriotic framing, though the comment is fragmented and unclear.
@cynthiacahoon8907
Mar 4, 2025
Of all these people in this comment section, are you guys gonna leave or you guys sit here and take this ???
Of all these people in this comment section, are you guys gonna leave or you guys sit here and take this ???
Rhetorical question urging people to take action (leave or resist) in response to perceived injustice, with implicit threat framing.
@drodriguez3935
Mar 4, 2025
SUSAN RICE FOR PRESIDENT 2028!!!
SUSAN RICE FOR PRESIDENT 2028!!!
Off-topic call for US political candidate, appears to be spam or misplaced comment unrelated to Canadian immigration discussion.
@gregoryM8105
Mar 4, 2025
You to talk to your people Trump win the election and one of the promises and we American agree to protect our borders ,God bless president Trump and God bless America ??.
You to talk to your people Trump win the election and one of the promises and we American agree to protect our borders ,God bless president Trump and God bless America ??.
Urges Trump to address border security and expresses support for nationalist immigration policy.
@Levinbless
Mar 4, 2025
Justin please don't quit
Justin please don't quit
Direct plea urging a political figure to continue in office.
Call to Action
0.65
@jefferyderkinderen5451
Mar 4, 2025
Do your stuff Trudeau
Do your stuff Trudeau
Vague exhortation to Trudeau to take action, though the specific action desired is unclear.
Call to Action
0.65
@teresalawson4894
Mar 4, 2025
If you want to avoid tariffs, become the 51st state! You won’t win this war!!! Unite for the benefit of the world!
If you want to avoid tariffs, become the 51st state! You won’t win this war!!! Unite for the benefit of the world!
Sarcastically urges Canada to become a U.S. state to avoid tariffs, combining ironic commentary with a provocative suggestion framed as action.
@americanagsolutions
Mar 4, 2025
No one believes the fentanyl lies the American Nazis in the Whitehouse tell NO ONE!!! they should have already been dragged out and took to the gilotin CANADA is our loyal family and we have …
No one believes the fentanyl lies the American Nazis in the Whitehouse tell NO ONE!!! they should have already been dragged out and took to the gilotin CANADA is our loyal family and we have attacked our own familyand the tariffs are on US!! he has lied on Canada to steal from all of us to give more and more to the billionaires THE OLIGARDS OF AMERICA!!! the elderly of America will starve the children of America will starve and our children of America will be working the jobs the immigrants work to support their families and that is the plan it's in their 2025 plan and everyone who voted for it knew it !!! NOW only knowing they are doing everything in their power to fight this is the only way they will be shown any sympathy!!! everyone who supports these Nazis should be exposed every business from the billionaires to the hotdog stand should be boycotted the real Americans need to support each other now ! what people need now is constant information on who is helping and who is not!! and if the media is going to support the people then we must not support them !! and the commercials on media that show any support to these aggressors or works to suppresses the truth should noted and boycotted .we must boycott them all we cannot give them a penny and take any penny we can we must get our country back let's all go AMERICA NOW!!! we must save america
Combines conspiracy-like claims about hidden plans, violent rhetoric, and repeated calls to boycott and take action against perceived enemies.
@lisaperkins473
Mar 4, 2025
WELL DONALD....YOUR MOVE.
WELL DONALD....YOUR MOVE.
Appears to be urging Trump to respond or take action in response to Trudeau's speech.
Call to Action
0.65
@RidersInBlack
Mar 4, 2025
I’d be egging that giant statue everyday.
I’d be egging that giant statue everyday.
Expresses intent to take repeated disruptive action against a statue, framed as a call to vandalism.
Call to Action
0.65
travislagerwerf4174
Jan 28, 2026
This man is being supported by democrats and now he says he don’t want this \n\nNo more help !!!
This man is being supported by democrats and now he says he don’t want this \n\nNo more help !!!
Makes an unsubstantiated claim about Democratic support and calls for withdrawal of aid, though context is unclear.
@rafealrafeal6716
Mar 4, 2025
Canada can pony up!!!!!!!! TRUMP??????
Canada can pony up!!!!!!!! TRUMP??????
Urges Canada to take action ('pony up') in response to Trump, with nationalist undertones about Canadian identity.
@eby2257
Mar 4, 2025
51 needs to happen. USA USA
51 needs to happen. USA USA
Cryptic reference to '51' (likely US statehood) with patriotic exclamation, appears to be calling for political/territorial action.
Call to Action
0.65
Theboarscompany
Jan 27, 2026
We need the guy on the bike as our prime minister
We need the guy on the bike as our prime minister
Sarcastically or seriously suggests replacing the prime minister, likely in response to immigration policy disagreement.
tommycooper3292
Jan 27, 2026
Free canada
Free canada
Brief slogan-like call for national liberation or political action, though ambiguous in specific intent.
Call to Action
0.65
Gogobinks46
Jan 27, 2026
You tell him. However the Orange BEAST will not hear you?!
You tell him. However the Orange BEAST will not hear you?!
Encourages agreement with a speaker while expressing doubt about reaching a political opponent, mixing solidarity with skepticism.
@karensteffy8698
Mar 4, 2025
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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)