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
Canada and Canadians first stop are enemies and send them packing now com on prime minister
Canada and Canadians first stop are enemies and send them packing now com on prime minister
Directly urges the Prime Minister to deport immigrants characterized as enemies and threats to Canada.
AaronChapman-y3t
Sep 4, 2025
Dear Americans! We love you! Please come out to the street and protest against “Dictator and Bully Donald Trump”. He will be the reason for the THIRD WORLD WAR!
Dear Americans! We love you! Please come out to the street and protest against “Dictator and Bully Donald Trump”. He will be the reason for the THIRD WORLD WAR!
Urges Americans to protest against Trump while expressing existential threat concerns about war.
@DipKD
Mar 4, 2025
Enjoy multiculturalism, Canadians. If you don't like it, stop voting for Lefties.
Enjoy multiculturalism, Canadians. If you don't like it, stop voting for Lefties.
Urges voters to change their voting behavior while framing multiculturalism as a negative outcome of left-wing politics.
KB24601
Aug 31, 2025
Unbelievable 😮 please share this ! Canadians that believe in the Liberals government NEED to WAKE UP !!
Unbelievable 😮 please share this ! Canadians that believe in the Liberals government NEED to WAKE UP !!
Urges others to share content and 'wake up' to reject the Liberal government, framing it as a call to political action.
brendabeland8806
Aug 28, 2025
You people dont get it. Trump wants to piss people off. Being polite wont change the outcome. Best you can do is take the megalomaniac trump head on and empower the resistance here in america.
You people dont get it. Trump wants to piss people off. Being polite wont change the outcome. Best you can do is take the megalomaniac trump head on and empower the resistance here in america.
Urges confrontational resistance against Trump rather than politeness, framing it as strategic action.
@EveryoneIsAmelak
Mar 4, 2025
It's about time we wake up , remove them NOW 🤬
It's about time we wake up , remove them NOW 🤬
Urges immediate removal of immigrants with emotional intensity, combining a direct call to action with expressions of alarm.
PaulBurley-m2d
Aug 28, 2025
Dont talk if you want canada we should go revolution. Stupid Trudeau
Dont talk if you want canada we should go revolution. Stupid Trudeau
Calls for revolutionary action against the government and criticizes Prime Minister Trudeau's immigration policies.
esthermattar4912
Aug 28, 2025
I don't care if someone thinks of me as racist. Grow up people. If you want to get away with something call it racist. Canadians need to toughen up and put their foot down and …
I don't care if someone thinks of me as racist. Grow up people. If you want to get away with something call it racist. Canadians need to toughen up and put their foot down and get rid of migrants. This birth thing is a lie. People are going to be loosing jobs like crazy because of robots and AI. I'd coming soon.
Calls for removal of migrants while citing economic concerns about job displacement from automation.
ramonalee1832
Aug 26, 2025
The government needs to do something about it or we should do something about it we need a change fast
The government needs to do something about it or we should do something about it we need a change fast
Urges government action or public action to address problems, emphasizing urgency for change.
wisshez5961
Aug 27, 2025
Take back your country. Immigrants dont give a shit about yall. 🚨☝️
Take back your country. Immigrants dont give a shit about yall. 🚨☝️
Urges Canadians to reclaim their country with dismissive characterization of immigrants' commitment, combining action call with identity framing.
samfoster4463
Aug 26, 2025
I have no problem saying it.....SEND THEM BACK!.
I have no problem saying it.....SEND THEM BACK!.
Direct imperative urging deportation of immigrants, framed as a policy action to take.
bisaiah9797
Aug 26, 2025
Canada First! Enough is enough!
Canada First! Enough is enough!
Nationalist slogan ('Canada First') paired with imperative ('Enough is enough') urging action to prioritize national interests over immigration.
007D3VIN
Aug 26, 2025
Trucker freedom convoy are persecuted. Dont you think all the political leaders who we elected should be held accountable for this mess?
Trucker freedom convoy are persecuted. Dont you think all the political leaders who we elected should be held accountable for this mess?
Urges accountability for political leaders and frames a specific group (truckers) as persecuted, combining demands for action with identity-based framing.
varkeyabraham-gz9uk
Aug 26, 2025
I just shared this all over X. Hopefully, some of the sheep that don't understand why life is so difficult might wake up 😊
I just shared this all over X. Hopefully, some of the sheep that don't understand why life is so difficult might wake up 😊
Urges others to share content and 'wake up' the uninformed, with dismissive framing of those who disagree ('sheep').
terilynn_from_canada
Aug 26, 2025
Canadians need more of you sensible immigrants to speak up and call out these disrespectful new Gimme Grints! Patition our so-called leaders groveling for these votes
Canadians need more of you sensible immigrants to speak up and call out these disrespectful new Gimme Grints! Patition our so-called leaders groveling for these votes
Urges immigrants to speak up and calls for petitioning leaders, framing some immigrants as 'disrespectful' and undeserving.
darrenbaillie98
Aug 26, 2025
Shut the borders
Shut the borders
A direct imperative calling for border closure, functioning as a demand for policy change.
frankclivio5464
Aug 25, 2025
We were one election away from from total collapse in the US. I'm glad to see the Canadian people wake up and take their beautiful country back
We were one election away from from total collapse in the US. I'm glad to see the Canadian people wake up and take their beautiful country back
Compares Canada to the US and urges citizens to vote for change to restore the country.
jerrywalls-q8i
Aug 25, 2025
Yup! It's time to fight back and not let it get to the point the UK found themselves in before they finally clued in.
Yup! It's time to fight back and not let it get to the point the UK found themselves in before they finally clued in.
Urges action against immigration by referencing UK's experience, framing it as a cautionary tale requiring preventive 'fight back' response.
IsabelleKislig
Aug 25, 2025
Go ahead keep talking about it while it happens; it will take a revolution for change, do you have the belly for it?
Go ahead keep talking about it while it happens; it will take a revolution for change, do you have the belly for it?
Urges others to take drastic action ('revolution') while criticizing inaction, combining alarmism about the severity of the situation with a call to mobilize.
Krizzz-p1z
Aug 26, 2025
You voted for Liberals, even after ten years of them flooding immigrant into Canada. Stop voting Liberal Grow a Fking brain.
You voted for Liberals, even after ten years of them flooding immigrant into Canada. Stop voting Liberal Grow a Fking brain.
Urges voters to stop supporting Liberals and implicitly vote differently, framed as a call to action.
danielprice7521
Aug 25, 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)