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
He is not the President he need to be impeached right away for being a traitor to the American People.
He is not the President he need to be impeached right away for being a traitor to the American People.
Calls for impeachment while framing the target as a traitor, combining action-oriented language with moral condemnation.
@michaelrichardson8692
Mar 4, 2025
GET…TF…OUT!!
GET…TF…OUT!!
Emphatic demand for removal using aggressive language, functioning as a direct call for deportation action.
Luvacanuck
Feb 18, 2026
Not fast enough....that number should be 100 000 a day...all those that have invaded canada in pass 20 yrs.
Not fast enough....that number should be 100 000 a day...all those that have invaded canada in pass 20 yrs.
Demand for mass deportations with 'invasion' framing that asserts national boundary protection as identity issue.
kraken1569
Dec 27, 2025
Reimmigration now or Canada will fall like England
Reimmigration now or Canada will fall like England
Calls for reimmigration policy while invoking fear of national decline and comparing Canada to England.
Legohistorynerd
Jan 28, 2026
This is both heart breaking and infuriating! Hey hey, ho ho, Trump needs to *GO!*
This is both heart breaking and infuriating! Hey hey, ho ho, Trump needs to *GO!*
Expresses emotional response and explicitly calls for Trump's removal through protest-style chant.
@justmyopinion2
Mar 4, 2025
Next Zionism and the influence/ control of our government
Next Zionism and the influence/ control of our government
Requests the creator produce content on a specific topic (Zionism and government influence), framed as a suggestion for future coverage.
Call to Action
0.80
christianposekany1941
Jan 29, 2026
Country’s broken need to wake up and fix
Country’s broken need to wake up and fix
Expresses dissatisfaction with the country's state and urges action to fix systemic problems, implicitly related to immigration.
Earendilvingilot13
Sep 29, 2025
These irresponsible IRCC employees need to be deported and then need to deport illegal immigrants
These irresponsible IRCC employees need to be deported and then need to deport illegal immigrants
Calls for deportation of both government employees and illegal immigrants, framing it as a necessary corrective action.
PuraveenaGesavan
Sep 29, 2025
From England admiring Canadas response.This is a time for the UK , Europe , Canada ,Mexico etc to free themselves as much as possible from the US and build stronger ties economically , militarily and …
From England admiring Canadas response.This is a time for the UK , Europe , Canada ,Mexico etc to free themselves as much as possible from the US and build stronger ties economically , militarily and diplomatically until this administration is long gone
Urges multiple nations to strengthen ties and reduce US dependence while comparing geopolitical positions.
@AndrewLawrence-s5q
Mar 4, 2025
Please come do a video in Frisco, TX - where the real Indian takeover is happening. We need help exposing it!! Please!!
Please come do a video in Frisco, TX - where the real Indian takeover is happening. We need help exposing it!! Please!!
Direct request for video content to 'expose' perceived demographic takeover, framed as urgent problem-solving.
backwiththebecks227
Jan 29, 2026
Get them the hell out. This should be a priority.
Get them the hell out. This should be a priority.
Demands deportation as a priority action, combining urgency with exclusionary sentiment toward immigrants.
Baldwisdom
Feb 18, 2026
The easiest and fairest solution is to ban Indian nationals from applying for a student visa . This issue is not just exclusive to Canada but to other places in the world like the UK, …
The easiest and fairest solution is to ban Indian nationals from applying for a student visa .
This issue is not just exclusive to Canada but to other places in the world like the UK, Australia, Germany and the US. There are far too many Indians applying for courses that they have no intention of ever attending.
The comment proposes a specific policy action (banning Indian nationals from student visas) while comparing Canada's situation to other countries.
brianlai4387
Sep 29, 2025
Kenney is a traitor!
Kenney is a traitor!
Direct accusation against a political figure (Kenney) framed as a call to reject his leadership.
Call to Action
0.80
darcys1042
Feb 18, 2026
Maybe actually react next time mf there’s people stuck living in the hell hole being portrayed
Maybe actually react next time mf there’s people stuck living in the hell hole being portrayed
User urges the video creator to engage more substantively ('react') with the humanitarian suffering being depicted.
dougmilton3276
Jan 28, 2026
This is y we need Trump to make Canada the 51st state and bring ICE to take this trash out.
This is y we need Trump to make Canada the 51st state and bring ICE to take this trash out.
Calls for political action (Trump, ICE intervention) framed through dehumanizing language and security threat rhetoric.
Salvat95
Jan 28, 2026
This is the laziest, lax, and out of control govt. I have ever seen. Just Cancel the permits and send them packing. This is not difficult. Take the airfare out of their account for he …
This is the laziest, lax, and out of control govt. I have ever seen. Just Cancel the permits and send them packing. This is not difficult. Take the airfare out of their account for he chartered flights. START NOW BEFORE WE LOOSE IF WHAT WE KNOW IF AS CANADA. The lack of gut is appaling.
Demands immediate government action to cancel permits and deport students, framed as urgent policy intervention.
rahmankhan8272
Sep 29, 2025
Pass this video off to the police. Stop the scammers
Pass this video off to the police. Stop the scammers
Urges the video creator to report content to police, framing immigration as criminal activity.
Call to Action
0.80
RoadRashHD
Jan 29, 2026
Oh my God what a joke so you don't want to know if there's any dishonest criminal activity from any of the students on your campus get her out of her position fire her
Oh my God what a joke so you don't want to know if there's any dishonest criminal activity from any of the students on your campus get her out of her position fire her
Demands removal of an official and investigation into criminal activity among students.
CLR777s
Sep 29, 2025
Canada should cut off all fuel supply to the US.
Canada should cut off all fuel supply to the US.
Advocates for Canada to take aggressive economic action against the US as a form of retaliation or pressure.
@Mark-n7y3s
Mar 4, 2025
PAY FOR YOUR OWN PROTECTION AND NATO!
PAY FOR YOUR OWN PROTECTION AND NATO!
Demands that other nations pay for their own defense and NATO contributions, urging policy change.
@boybeblessedtruly9758
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)