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
A Trade war is a wake up call . Historical Friendship in tatters .. USA becoming inwards looking to Clean House ??
A Trade war is a wake up call . Historical Friendship in tatters .. USA becoming inwards looking to Clean House ??
Expresses concern about trade war consequences and deteriorating historical alliances, framing it as a threat to international stability.
@kafookafoo1
Mar 5, 2025
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
So sad seeing what's happened to Canada.
So sad seeing what's happened to Canada.
Expresses nostalgia and concern about negative changes to Canada, implicitly linked to immigration.
Jack-qk3xv
Jan 27, 2026
What a funked up presidency. The Moscow Agent Governing America is isolating rhe US from ALL allies. Good luck fucxers
What a funked up presidency. The Moscow Agent Governing America is isolating rhe US from ALL allies. Good luck fucxers
Expresses alarm about Trump's impact on US alliances and international relationships.
@GiorgioGiorgi-lf4mv
Mar 4, 2025
yo Canadians, were fucked
yo Canadians, were fucked
Commenter expresses anxiety about Canada's economic situation due to tariffs, using colloquial language to convey concern.
@BreadPitttttttttttttttttttt
Mar 4, 2025
I feel so bad for the canadians ngl.
I feel so bad for the canadians ngl.
Expression of sympathy for 'Canadians' implying demographic or cultural threat from immigration, with us-vs-them framing.
justaemptymall
Jan 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
It's a new world order ... America is turning our back on friends, the decoupling from the coalition with allies further pushes America to side with rogue states!
It's a new world order ... America is turning our back on friends, the decoupling from the coalition with allies further pushes America to side with rogue states!
Expresses alarm about geopolitical shifts and international alliances without substantiation, invoking conspiracy-adjacent language.
@sitran3452
Mar 4, 2025
I don't Trust America anymore
I don't Trust America anymore
Expression of distrust in America, framing it as a threat or concern relative to Canada.
@mrinmoyroy100
Mar 4, 2025
It is not like home. Here there is the greatest source of fresh water on the planet. The entire Great Lakes region is the primary target for 3rd world immigration. China is strangling the water …
It is not like home. Here there is the greatest source of fresh water on the planet. The entire Great Lakes region is the primary target for 3rd world immigration.
China is strangling the water from India. Coincidence?
Expresses demographic anxiety about immigration targeting Canada's water resources, with conspiratorial framing about China and India.
Sprinklerman1966
Jan 27, 2026
Going to say it one more time!! America will Destroy America!!!!
Going to say it one more time!! America will Destroy America!!!!
Expresses alarm about internal American self-destruction, framing the nation as a threat to itself.
@edgarflores504
Mar 4, 2025
Canada just threatened Americans directly. Now it's going to get ugly. Why would Canada escalate and dare trump?
Canada just threatened Americans directly. Now it's going to get ugly. Why would Canada escalate and dare trump?
Expresses alarm about escalation and danger ('going to get ugly'), framed within US-Canada relations.
@KjNix
Mar 4, 2025
Trump want the division between the USA and all of our traditional long term allies. However, Trump is doing exactly what Putin desires. Trump only answers to Putin. People wake up and stop acting like …
Trump want the division between the USA and all of our traditional long term allies. However, Trump is doing exactly what Putin desires. Trump only answers to Putin. People wake up and stop acting like Trump is not a communist dictator.
Expresses alarm about Trump's alleged allegiance to Putin and threat to alliances, with unsubstantiated claims about communist dictatorship.
@garydingle
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
Its not broke its working. Girls in thos country do nothing but help thdmselves use old men dont date young men . Just use old men for money . We need to be replaced asap
Its not broke its working. Girls in thos country do nothing but help thdmselves use old men dont date young men . Just use old men for money . We need to be replaced asap
Expresses demographic anxiety and replacement fears while making sweeping negative claims about women and immigrants, framing immigration as an existential threat.
JayJll-k1q
Sep 5, 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
It should be noted, that it took Trump less than 40 days before 27% of Canadians now consider the US to be an enemy.\nObviously Dumpy is working to destroy western alliances.\nAsk yourself who will benefit.\nWho …
It should be noted, that it took Trump less than 40 days before 27% of Canadians now consider the US to be an enemy.\nObviously Dumpy is working to destroy western alliances.\nAsk yourself who will benefit.\nWho is happy with this?\nYou literally have a Russian asset BACK in the White House.\nWTF people.
Expresses alarm about Trump as a threat to Western alliances and makes unsubstantiated claims about Russian influence without evidence.
@mikeb5664
Mar 5, 2025
This is mirroring the 1930s, its like Trump WANTS the economy to crash to control the people and enforce fascism
This is mirroring the 1930s, its like Trump WANTS the economy to crash to control the people and enforce fascism
Expresses alarm about economic collapse and fascism as deliberate control mechanisms, combining conspiracy thinking with existential threat framing.
@UrMom-i3c
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
Guess what Canadians it’s going to get worse 😂😂😂
Guess what Canadians it’s going to get worse 😂😂😂
Expresses pessimistic prediction about worsening immigration situation, delivered with sarcastic tone and emojis.
fabricemukaramuzi7224
Aug 28, 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)