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
Search & Filter
Call to Action
2,768 comments
I haven’t watched the video, it would just make me angry. Canadians are so f..king slow and stupid, it is pitiful. No one to blame, other than themselves. You allow and continue to allow your …
I haven’t watched the video, it would just make me angry. Canadians are so f..king slow and stupid, it is pitiful. No one to blame, other than themselves. You allow and continue to allow your Government to screw you, destroy Canada, and make Canada the national joke on the World stage. Talk about a lesson in self destruction, just look at the people you interview, they are all weak, Liberal pushovers. And now in pure Canadian tradition, they whine and complain.
Expresses frustration with Canadian government and citizens, implicitly calling for political change while using derogatory language about Canadians.
beemer1111
Sep 19, 2025
Boycott smuckers fruit jams brand \nNot only is it maga brand … it donated to trump campaign funds !
Boycott smuckers fruit jams brand \nNot only is it maga brand … it donated to trump campaign funds !
Calls for boycott of a brand based on unverified claims about political donations, mixing activism with unsubstantiated factual assertions.
@Raspberry_pi-pie
Mar 4, 2025
finally someone bringing light on the problem
finally someone bringing light on the problem
Expresses approval of the video for raising awareness about a perceived problem, implicitly supporting continued exposure.
Call to Action
0.70
GraysonLaderoute
Jan 27, 2026
protect christians protect ukraine protect israel.
protect christians protect ukraine protect israel.
Imperative statements urging protection of specific groups, functioning as a call to prioritize certain causes.
Call to Action
0.70
@clement2780
Mar 4, 2025
Good, Ontario next.
Good, Ontario next.
Brief statement expressing approval of Quebec's policy and implying similar action should follow in Ontario.
Call to Action
0.70
BananaRepublicann
Nov 21, 2025
ICE baby ICE in Canada is necessary!!
ICE baby ICE in Canada is necessary!!
Cryptic call for 'ICE in Canada' (likely referencing immigration enforcement), urging action on immigration control.
Call to Action
0.70
MamaGenliftsheavy
Dec 2, 2025
Riot against trump
Riot against trump
Urges action (rioting) against Trump, though brief and context-dependent on the video content.
Call to Action
0.70
@Brickeater222
Mar 5, 2025
We need trumph
We need trumph
Advocates for Trump-style leadership as a solution to Canada's immigration issues.
IEluca
Aug 30, 2025
Canadian trade should stop drive them into the dirt then buy canada for pennies on the dallar,i have canadian blood in on both sides of my family ,the dum conocks dont even know there a …
Canadian trade should stop drive them into the dirt then buy canada for pennies on the dallar,i have canadian blood in on both sides of my family ,the dum conocks dont even know there a communist state
Urges economic action (trade stoppage) while making unverified claims about Canada being a 'communist state' and asserting family identity.
@johnheisler9782
Mar 4, 2025
DOUG FORD FOR PRIME MINISTER ! BULLDOG ! When Trudeaus wife left him , she took his balls with her .
DOUG FORD FOR PRIME MINISTER ! BULLDOG ! When Trudeaus wife left him , she took his balls with her .
Calls for Doug Ford as PM with crude humor/insults about Trudeau; primarily a call to action with satirical tone.
@dadskoropad2237
Mar 4, 2025
Eff off trump and Vance. ??
Eff off trump and Vance. ??
Dismissive call directed at Trump and Vance, urging rejection or opposition.
Call to Action
0.70
@GREGUNIT715
Mar 4, 2025
REMIGRATION
REMIGRATION
Single-word call for remigration (forced return of immigrants), implying demographic threat.
swordofthelord7104
Jan 27, 2026
When all these displays of incompetence begin to hit the wallets of those in MAGA World, what then?
When all these displays of incompetence begin to hit the wallets of those in MAGA World, what then?
Rhetorically questions what will happen when Trump supporters experience economic consequences, implicitly urging reconsideration of political allegiance.
@JamesPatrickCamachoDeleonGuerr
Mar 4, 2025
Let me translate For the Maga folks. Blu states will not be affected by this mostly red states your president 47 is screwing you over.
Let me translate For the Maga folks. Blu states will not be affected by this mostly red states your president 47 is screwing you over.
Attempts to mobilize MAGA supporters by reframing policy impacts along partisan/geographic lines.
@trusoule365
Mar 4, 2025
😭 what is wrong with some Canadians ? wake up. I think it's time to let the young people vote and the old people should sit it out, no offense.
😭 what is wrong with some Canadians ? wake up.
I think it's time to let the young people vote and the old people should sit it out, no offense.
Urges generational change in voting patterns while expressing concern about national direction, with implicit identity-based framing.
Alleykat1313
Feb 17, 2026
Unfortunately those that did not vote Trump will be collateral damage but when someone is too proud and arrogant you can’t tell them anything… they have to be humbled by their choices... One thing I …
Unfortunately those that did not vote Trump will be collateral damage but when someone is too proud and arrogant you can’t tell them anything… they have to be humbled by their choices... One thing I learned is ppl have to burn to learn in the country. It’s best for all Trump voter to feel the impact of the choice they made since they hate facts let them experience the truth.
Urges Trump voters to experience consequences of their choice and frames this as a learning mechanism, combining moral judgment with implicit action-oriented messaging.
@flo4546
Mar 4, 2025
We wouldn't have any other option lmfao Now that's Haram .....Get them out Canada
We wouldn't have any other option lmfao Now that's Haram .....Get them out Canada
Calls for removal of immigrants using sarcasm and religious reference ('Haram'), mixing humor with explicit expulsion demand.
jayalfonso7445
Aug 29, 2025
Cut off the power. End of story.
Cut off the power. End of story.
Cryptic directive to 'cut off the power' presented as a definitive solution, functioning as an implicit call to action.
Call to Action
0.70
@augurseer
Mar 4, 2025
Living in mtl... pls bust these mfers out !
Living in mtl... pls bust these mfers out !
Urges action ('bust these mfers out') with implied threat/removal language directed at a group in Montreal.
trxash3039
Jan 27, 2026
Americans stop using Ukraine for your puppet war stop the war its not about pleasing Putin its about stopping a war that will lead to ww3 fk your pride stop the war yes Trump is …
Americans stop using Ukraine for your puppet war stop the war its not about pleasing Putin its about stopping a war that will lead to ww3 fk your pride stop the war yes Trump is trash he only think about americans thats why he suck
Urges Americans to stop a war and criticizes Trump, combining moral appeals about preventing conflict with demands for action.
@badstrangersl
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)