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
IMPEACH TRUMP NOW! He is detrimental to the country.
IMPEACH TRUMP NOW! He is detrimental to the country.
Direct call to impeach Trump, framed as urgent action needed due to his harmful impact on the country.
@Justtruth451
Mar 4, 2025
Impeach him!! What are we waiting for??
Impeach him!! What are we waiting for??
Direct call for impeachment action with rhetorical urgency.
Call to Action
0.90
@holyxuxa
Mar 4, 2025
Deport them all
Deport them all
Brief demand for mass deportation of immigrants, functioning as a call to action.
Call to Action
0.90
Daveyy_boy
Sep 30, 2025
Deport all Indians from Canada
Deport all Indians from Canada
Direct call for mass deportation of a specific ethnic group, expressing extreme xenophobic sentiment and advocating discriminatory action.
drew32
Jan 27, 2026
Do fremont california!!!!
Do fremont california!!!!
Requests the video creator produce similar content about a different location, urging action through enthusiastic demand.
Call to Action
0.90
shmeegie32
Jan 27, 2026
You should work with the police and get as many of these people deported as possible
You should work with the police and get as many of these people deported as possible
Directly urges the video creator to take specific action (work with police, facilitate deportations).
Call to Action
0.90
NelsonHooper-w1v
Jan 27, 2026
Deport. Every. Single. One. Of. Them.
Deport. Every. Single. One. Of. Them.
Direct call for mass deportation of immigrants, expressing exclusionary sentiment.
mkb2420
Oct 7, 2025
Go back home and reapply
Go back home and reapply
Direct command urging immigrants to leave and reapply through proper channels, functioning as a call to action.
Call to Action
0.90
CanadianHasHadEnough
Jan 17, 2026
Boycott America!
Boycott America!
Direct call for others to boycott America as a form of protest or action.
Call to Action
0.90
azraghaffar2613
Dec 21, 2025
You're making Canadians look racist you magatard foch. I can find you shitehead and nobody can stop me, they can just pick up your pieces afterward so find another outlet for your racist hatred. The …
You're making Canadians look racist you magatard foch. I can find you shitehead and nobody can stop me, they can just pick up your pieces afterward so find another outlet for your racist hatred. The only good magatard is a dead magatard. Canadian magatards deserve even worse treatment. Killing a magatard is like killing a Nazi, it makes you feel warm and a little buzzed. Death to Tyler!
Contains explicit threats of violence and calls for harm against a specific person and political group.
TheRealFreznoBob
Feb 9, 2026
Deport Deport
Deport Deport
Direct call for deportation action with no elaboration or reasoning provided.
Call to Action
0.90
briankelly6432
Mar 1, 2026
Send them all back.
Send them all back.
Blunt directive urging mass deportation of immigrants.
Call to Action
0.90
mikewill2667
Jan 15, 2026
Lets boycott the US, if we all do they will cry hard
Lets boycott the US, if we all do they will cry hard
Urging collective action (boycott) against the US as a form of economic pressure.
Call to Action
0.90
@maesoner
Mar 4, 2025
Boycut american products
Boycut american products
Urging others to boycott American products as a form of protest action.
Call to Action
0.90
@yamanalmarrawi6330
Mar 4, 2025
Yes everyone stand up to trump
Yes everyone stand up to trump
Urges others to take action ('stand up') against Trump, a direct mobilization statement.
Call to Action
0.90
@SheilaBialkowski
Mar 4, 2025
ditto - Deport them and their family's with a permanent ban on ever returning
ditto - Deport them and their family's with a permanent ban on ever returning
Directly advocates for deportation of immigrants and their families with permanent bans, expressing extreme exclusionary policy position.
Call to Action
0.90
Raz-v3k
Feb 18, 2026
Canada needs its own version of ICE!
Canada needs its own version of ICE!
Explicitly calls for Canada to create its own version of ICE for stricter immigration enforcement.
Call to Action
0.90
72defender
Jan 15, 2026
REMIGRATION NOW.
REMIGRATION NOW.
Demands immediate action ('REMIGRATION NOW') to remove immigrants, framed as urgent political mobilization.
FriendlyAdolfHitler
Jan 27, 2026
Please don’t renew. Thank you😊
Please don’t renew. Thank you😊
Direct plea urging authorities not to renew visas for certain immigrants.
Call to Action
0.90
Ali_ON3
Jan 15, 2026
Step down Trudeau you are a clown
Step down Trudeau you are a clown
Direct demand for Trudeau to resign, combined with personal insult.
Call to Action
0.90
@kingsecho3351
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)