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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Fear / Threat
3,873 comments
Same problem as pretty much everywhere in the western world at the moment. Mass migrations occur and consist of people who REFUSE TO ASSIMILATE. You can't just go to a foreign country and behave exactly …
Same problem as pretty much everywhere in the western world at the moment. Mass migrations occur and consist of people who REFUSE TO ASSIMILATE. You can't just go to a foreign country and behave exactly like you did back home. There's different laws, social norms, cultural practices and expectations...
Expresses anxiety about mass migration and cultural non-assimilation as a systemic problem in Western countries.
cs82271
Jan 27, 2026
It's going to be China soon
It's going to be China soon
Expresses demographic anxiety by suggesting Canada will become Chinese, implying threat from demographic change.
gammarey7070
Jan 27, 2026
Extortion in Canada 2026… crazy times.
Extortion in Canada 2026… crazy times.
Expresses alarm about future economic exploitation and societal breakdown in Canada.
Fear / Threat
0.78
@TonyPapadopoulos-p9j
Feb 19, 2026
America has a virus and it's spreading fast!!!
America has a virus and it's spreading fast!!!
Uses disease metaphor to express alarm about American political/social conditions spreading to Canada.
@ThesandsMemoryroom
Mar 4, 2025
Regarding our military, no one wants to join because it is an absolute mess. So now Carney wants to bring in mercenaries to bolster the military ranks. Personnel with no allegiance, love, or empathy towards …
Regarding our military, no one wants to join because it is an absolute mess. So now Carney wants to bring in mercenaries to bolster the military ranks. Personnel with no allegiance, love, or empathy towards Canadians. A force willing to do whatever is asked of them, no moral affinity with Canadians whatsoever. Makes you wonder why they are choosing this path. Draw your own conclusions.
Expresses security and loyalty concerns about foreign military personnel, using alarmist language about mercenaries lacking allegiance to Canada.
user-fx4ds2yu2t
Feb 27, 2026
I CANT UNDERSTAND AS TO WHY IS TRUMP TRYING TO MESS UP WHOLE WORLD OR HE THINK HE WILL BRING LASAGNA OUT OF THIS MESS?BUT CANADA SHOULD JUST BE RUSSIA'S ALLY QUICKLY AND FAST.JUST INVITE …
I CANT UNDERSTAND AS TO WHY IS TRUMP TRYING TO MESS UP WHOLE WORLD OR HE THINK HE WILL BRING LASAGNA OUT OF THIS MESS?BUT CANADA SHOULD JUST BE RUSSIA'S ALLY QUICKLY AND FAST.JUST INVITE PUTIN
Expresses alarm about Trump destabilizing the world, with a sarcastic suggestion that Canada align with Russia/Putin as a response to perceived chaos.
@bb-rm3mq
Mar 5, 2025
Import the 3rd world and let it flow 🍃
Import the 3rd world and let it flow 🍃
Expresses demographic anxiety through the phrase 'Import the 3rd world,' suggesting concern about cultural/national dilution.
tariccosta
Oct 9, 2025
Canada is screwed. So 52 state I don’t think I want Justin to be governor
Canada is screwed. So 52 state I don’t think I want Justin to be governor
Expresses anxiety about Canada's fate and rejection of Canadian leadership, framing annexation as a threat.
@chuckarnett9544
Mar 4, 2025
Those opinions were the versions people were willing to say on camera. Imagine how they really feel.
Those opinions were the versions people were willing to say on camera. Imagine how they really feel.
Suggests hidden prejudice among interviewed subjects, implying darker sentiments not expressed on camera.
paularized1
Jan 28, 2026
We are in a crisis in the United States! Our Republican government are supporting DT's dictatorship moves and we all will suffer?
We are in a crisis in the United States! Our Republican government are supporting DT's dictatorship moves and we all will suffer?
Expresses alarm about crisis and dictatorship, framing the situation as a threat to collective welfare.
@LadyLondonDDG
Mar 4, 2025
47 may now invade Canada Mexico Greenland and Panama following his buddy Putin ..Monkey see Monkey do.?
47 may now invade Canada Mexico Greenland and Panama following his buddy Putin ..Monkey see Monkey do.?
Expresses alarm about potential military invasions by Trump following Putin, combining unsubstantiated claims with threat anxiety.
@jfmprovr3605
Mar 4, 2025
Now Indians will start coming to Europe freely.
Now Indians will start coming to Europe freely.
Commenter expresses concern about Indian immigration expanding to Europe, framing it as a spreading threat.
0plp0
Jan 28, 2026
Why don’t people just say it! Trump want to eliminate the Constitution he wants to make us a communist country, he wants to be the supreme ruler, he wants to be the 2nd PUTIN!!
Why don’t people just say it! Trump want to eliminate the Constitution he wants to make us a communist country, he wants to be the supreme ruler, he wants to be the 2nd PUTIN!!
Expresses alarmist concerns about Trump eliminating constitutional democracy and establishing authoritarian rule, with unsubstantiated claims presented as fact.
@Jesus22277
Mar 4, 2025
THIS IS ALL ON PURPOSE TO DAMAGE THE COUNTRY. \nTrump is dismantling the country to fulfill his promise to Putin. First he disrupted the government by firing millions indiscriminately. Then he alienates our allies around …
THIS IS ALL ON PURPOSE TO DAMAGE THE COUNTRY. \nTrump is dismantling the country to fulfill his promise to Putin. First he disrupted the government by firing millions indiscriminately. Then he alienates our allies around the world so America can no longer be trusted. If that isn’t enough he then tanks the economy. Now he is publicly aligning himself with Russia. Trump and his cronies are Russian assets and they are destroying this country before your eyes, on purpose. You would have to be a fool not to see it.
Expresses alarm about deliberate national destruction and makes unsubstantiated claims about Trump being a Russian asset without evidence.
@danield954
Mar 4, 2025
Hope the guy on the bike stays safe. Being honest these days can get you in trouble
Hope the guy on the bike stays safe. Being honest these days can get you in trouble
Expresses concern about personal safety for speaking honestly about immigration, framing it as a threat.
Hecklemysheckel
Jan 27, 2026
... the new Warsaw Pact (USA & Russia) ... the new reality ... PREDICTION: Trump will be impeached within a year ... nobody truly realized to date how dangerous and unstable this man is ... …
... the new Warsaw Pact (USA & Russia) ... the new reality ... PREDICTION: Trump will be impeached within a year ... nobody truly realized to date how dangerous and unstable this man is ... early onset dementia would be a good guess
Expresses alarm about Trump as a dangerous, unstable figure with unsubstantiated claims about dementia and Russian connections, framed as predictive warnings.
@DouglasPrice-p9q
Mar 4, 2025
If trump tries to link the US economy with Russia and north Korea its going to be disaster
If trump tries to link the US economy with Russia and north Korea its going to be disaster
Expresses alarm about potential economic disaster from geopolitical alliances, framing as a threat scenario.
@southendmassive
Mar 4, 2025
At this rate wouldn't canada have more Indians than India, that me as a Indian saying.
At this rate wouldn't canada have more Indians than India, that me as a Indian saying.
Expresses demographic anxiety about Indian immigration levels potentially exceeding India's population, framed as a cautionary observation.
DG-st8im
Feb 21, 2026
8:20 , people are literally favouring Indians.
8:20 , people are literally favouring Indians.
Expresses concern about preferential treatment of Indians, suggesting demographic anxiety and potential discrimination in immigration.
Chadbox133
Feb 20, 2026
They're all over canada now!
They're all over canada now!
Expresses demographic anxiety with an alarmist tone about immigrant presence spreading across Canada.
senichitesfay7188
Mar 2, 2026
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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