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
STOP. WELFARE. CHILD BENEFITS.
STOP. WELFARE. CHILD BENEFITS.
Demands elimination of welfare and child benefits, likely targeting immigrants.
Krishna-kd3ns
Sep 30, 2025
Impeach the Donald!! He's not qualified to be an American president!
Impeach the Donald!! He's not qualified to be an American president!
Calls for impeachment and questions Trump's qualifications, urging specific political action.
@thatphillyguy61
Mar 5, 2025
Deport the judges and crown prosecutors that are helping the illegal activities continue
Deport the judges and crown prosecutors that are helping the illegal activities continue
Demands deportation of judicial officials while implying they are complicit in illegal activities, combining action demand with threat framing.
Mike-y9l2m
Feb 18, 2026
ONG get them out! Enough wth
ONG get them out! Enough wth
Expresses urgency to remove immigrants ('get them out') combined with vague threat language, primarily functioning as a demand for action.
bonnytaylor7558
Sep 30, 2025
Why does no one do anything about this LIKE WTF !!!!!!!!!!!!
Why does no one do anything about this LIKE WTF !!!!!!!!!!!!
Expresses frustration and implicitly urges others to take action against the immigration situation.
Call to Action
0.85
AudioInstigator-Official
Oct 1, 2025
This entire video is why Canada needs Pierre Poilievre. He will get the economy going again. Produce more, be more self-sufficient, build more homes, reduce taxes, stop the catch, and release of criminals. I hope …
This entire video is why Canada needs Pierre Poilievre. He will get the economy going again. Produce more, be more self-sufficient, build more homes, reduce taxes, stop the catch, and release of criminals. I hope to God he gets in because if the liberals gets a 4th term, Canada will be headed towards third world status. ?
Comment advocates for voting for a specific political leader while criticizing current government policies and expressing fear of national decline.
@SilentSavage416
Mar 5, 2025
Boycott aMerica. We are going to Canada for our 4 week vacation this year and every year so long as boy dRump and the rePubicans are running the show.
Boycott aMerica. We are going to Canada for our 4 week vacation this year and every year so long as boy dRump and the rePubicans are running the show.
Explicitly calls for boycott of America and announces personal action (vacation to Canada) as political statement.
@dcspangler8025
Mar 5, 2025
Love this Guy. Boycott. Stop Buying Tesla Amazon Coca Cola ETC Tell your friends how you feel.
Love this Guy. Boycott. Stop Buying Tesla Amazon Coca Cola ETC Tell your friends how you feel.
Expresses support for the speaker and urges others to boycott specific companies as a form of political action.
@scienceandspacetube9723
Mar 5, 2025
Total moratorium on ALL immigration, removal of all illegals, commit a crime you're out, no more TFWs.
Total moratorium on ALL immigration, removal of all illegals, commit a crime you're out, no more TFWs.
Demands specific policy changes (moratorium, deportations, removal of TFWs) framed as urgent action items.
anitab610
Feb 18, 2026
I can't wait till this idiot is gone and Pierre becomes PM in October.
I can't wait till this idiot is gone and Pierre becomes PM in October.
Expresses desire for political change and implicitly urges support for a specific candidate, framed within Canadian political identity.
@derekellisCAN
Mar 4, 2025
America needs to wake up
America needs to wake up
Brief exhortation urging Americans to become aware or take notice, functioning as a call to consciousness or action.
Call to Action
0.85
@supergaugesicht9981
Mar 5, 2025
Mass deportation now!!!🇨🇦
Mass deportation now!!!🇨🇦
Demands immediate mass deportation action with nationalist emoji, combining a direct call to action with underlying threat/anxiety framing.
vancouverviking4652
Sep 30, 2025
You should investigate Confederation College in Thunder Bay as well.
You should investigate Confederation College in Thunder Bay as well.
Direct request urging investigation of a specific institution, a clear call for action.
Call to Action
0.85
delosreyesgino
Oct 1, 2025
Will not patronize american products. Im with you Canada.
Will not patronize american products. Im with you Canada.
Announces personal boycott action and expresses solidarity with Canada.
@yonabb3836
Mar 5, 2025
Time to clean house and restaff immigration Canada. Obviously the management in place are not competent to do the job needed.
Time to clean house and restaff immigration Canada. Obviously the management in place are not competent to do the job needed.
Calls for organizational restructuring of immigration Canada management, framing current staff as incompetent.
OleGit6367
Sep 30, 2025
Canada , don't let the orange clown coerce you into doing his dirty work by putting the responsability for the fentanyl problem in your court.\nRegards from the Netherlands.
Canada , don't let the orange clown coerce you into doing his dirty work by putting the responsability for the fentanyl problem in your court.\nRegards from the Netherlands.
Urges Canada to resist external pressure while framing the situation comparatively from a Netherlands perspective.
@bebobism
Mar 5, 2025
Good! Let the undocumented immigrants go back home!
Good! Let the undocumented immigrants go back home!
Expresses approval for deportation of undocumented immigrants, framed as a call to action.
Call to Action
0.85
MervGinsberg-sc8kp
Apr 15, 2025
Start firing these 4, then deporting
Start firing these 4, then deporting
Directly urges firing and deportation of specific individuals, a clear call to action.
Call to Action
0.85
dianajia4882
Sep 30, 2025
General Clark, time to wear the uniform again and to fix this orange mess asap. Please!
General Clark, time to wear the uniform again and to fix this orange mess asap. Please!
Urges General Clark to take action ('wear the uniform again') to address perceived problems, framed as a call for intervention.
@robsg07
Mar 4, 2025
Time to kick them all out!
Time to kick them all out!
Urges removal of a group ('kick them all out'), combining a direct call to action with underlying threat/fear rhetoric.
kisulya2999
Sep 30, 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)