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
Focus on the military !!! and securing our border from the USA. Try doing something useful for a change before it's too late.
Focus on the military !!! and securing our border from the USA. Try doing something useful for a change before it's too late.
Urges government action on military and border security while criticizing current policy priorities.
codyprudhomme2949
Jan 5, 2026
I thought he was stepping down. We need an election today
I thought he was stepping down. We need an election today
Expresses desire for immediate political action (election) while questioning Trudeau's resignation status.
@andrewveltri7248
Mar 4, 2025
People have the right idea of talking to trump directly and make it clear that he just took sides with Russia over his allies in democracy and freedom,something that no other president would do allow …
People have the right idea of talking to trump directly and make it clear that he just took sides with Russia over his allies in democracy and freedom,something that no other president would do allow a dictator to invade a country and blackmail the country that is being invaded just for it mineral and don’t have a statement of giving help. I don’t respect trump or his family they are standing by his side as he destroys the country what kind of people are they are they that corrupt the whole family is willing let their father or let her husband do what he doing without saying anything to stop the corruption.
Urges people to communicate with Trump about his Russia alignment while making moral arguments about democracy and corruption.
@jamesadams8595
Mar 4, 2025
Canada will need a Revolution, Canadians vs. Liberals, to fix this country.
Canada will need a Revolution, Canadians vs. Liberals, to fix this country.
Calls for revolutionary action against the government while expressing existential threat to the country.
JamesMorse54
Jan 5, 2026
Don't buy arms from either USA or Russia. Worls will be peaceful.
Don't buy arms from either USA or Russia. Worls will be peaceful.
Directive urging action (don't buy arms) framed as moral imperative for global peace.
@basavarajnandargi4204
Mar 4, 2025
America has a incompedent toddler as leader!! Impeach!!!
America has a incompedent toddler as leader!! Impeach!!!
Criticizes Trump's competence and explicitly calls for impeachment as a political action.
@veenacriddle1207
Mar 4, 2025
The truly sad thing is, we've sat through this dumbass movie before and so we already know it doesn't end well. My question is, why the hell are we watching it again??!! Republican party should …
The truly sad thing is, we've sat through this dumbass movie before and so we already know it doesn't end well. My question is, why the hell are we watching it again??!! Republican party should not be allowed to vote again ever.
Expresses frustration with political cycles and calls for exclusionary action against Republicans, combining policy criticism with a demand for political consequences.
@larpsim
Mar 4, 2025
Heres an idea...a fence
Heres an idea...a fence
Proposes physical border barrier as solution to immigration, presented with minimal elaboration suggesting either serious policy suggestion or light sarcasm.
ELIAS-v3y
Jan 5, 2026
You guys fall for anything. Do research, stop believing headlines and emotional speeches. America will remain on top.
You guys fall for anything. Do research, stop believing headlines and emotional speeches. America will remain on top.
Commenter urges others to do independent research rather than believe headlines, while asserting American superiority.
@matthaynes914
Mar 4, 2025
maybe if the police pointed them back instead of assisting with their bags they would stop coming
maybe if the police pointed them back instead of assisting with their bags they would stop coming
Sarcastically proposes police should refuse assistance to migrants to deter immigration, urging policy change through implied action.
erikkorhonen
Jan 5, 2026
Someone needs to remove this dangerous idiot. He lies about everything and blows jagmeet Singh
Someone needs to remove this dangerous idiot. He lies about everything and blows jagmeet Singh
Calls for removal of Trump while making moral accusations about dishonesty, though the comment ends abruptly.
@brycejohnson3273
Mar 4, 2025
Send them back enough is enough
Send them back enough is enough
Imperative statement urging deportation of immigrants, combining demand for action with implicit threat/anxiety framing.
justicewarrior9166
Jan 5, 2026
About time you had a food school program that was permanent the hells wrong with you - willy 0
About time you had a food school program that was permanent the hells wrong with you - willy 0
Demands permanent food school programs while criticizing government inaction, with a signature suggesting direct address.
RunningOutofideas-y5q
Jan 11, 2026
All those asked to be Americans and supporting Ukraine in endless war, why don't you all move to Canada or go fight for Ukraine. If you're not ready, just shut up with your bs, because …
All those asked to be Americans and supporting Ukraine in endless war, why don't you all move to Canada or go fight for Ukraine. If you're not ready, just shut up with your bs, because all you do is talk and take no action.
Urges critics to either relocate, enlist, or stop complaining; combines moral judgment with action-oriented demands.
@kamilasalamonova9711
Mar 4, 2025
I hope the whole world tariffs the U.S. so that they will stop being a cancer to us all.
I hope the whole world tariffs the U.S. so that they will stop being a cancer to us all.
Calls for international tariffs against the US while framing the country as a threat to global wellbeing.
@drin5656
Mar 4, 2025
Trump says he needs nothing Canada to offer…..yet oil and gas tariffs are only 10%.\nHmmm….\nI say shut off the taps to America, flip off the switch for electricity and make him come crawling back. Because …
Trump says he needs nothing Canada to offer…..yet oil and gas tariffs are only 10%.\nHmmm….\nI say shut off the taps to America, flip off the switch for electricity and make him come crawling back. Because that’s the only way American voters will understand what he is doing. America needs to revolt and end his reign of stupidity, because this is just the beginning of his\ntyrannical dictatorship.
Urges aggressive economic retaliation and calls for American citizens to revolt against their leader.
@richardmichael59
Mar 4, 2025
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Calls for replacing current politicians with an alternative leader, combining political critique with a demand for action.
robd003
Jan 27, 2026
F**k all Liberials
F**k all Liberials
Expresses strong opposition to Liberals, implicitly urging political action or change.
Call to Action
0.75
Sierra0011
Feb 28, 2026
@TylerOliveria stop being racist
@TylerOliveria stop being racist
Direct accusation and demand directed at another commenter to stop racist behavior.
MthobisiMeander-gc9tm
Jan 27, 2026
Canada should teach a lesson by increasing tarrif on electricity which it supplies to Idiot Musk and Trump country.
Canada should teach a lesson by increasing tarrif on electricity which it supplies to Idiot Musk and Trump country.
Urges Canada to retaliate against the US by increasing tariffs on electricity exports, combining economic argument with a call for action.
@AShu-ey9zu
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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