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
It doesn't matter how Canada & Mexico complying with Trump he is using this to destroy our Nation and blame everyone ous, in other to allied USA-Russia..this was his motive all the time. It is …
It doesn't matter how Canada & Mexico complying with Trump he is using this to destroy our Nation and blame everyone ous, in other to allied USA-Russia..this was his motive all the time. It is time to take our country back from this lunatic Trump.?
Comment expresses alarm about Trump destroying Canada and forming a USA-Russia alliance, urging national resistance.
@Betternations
Mar 4, 2025
Should check out the Indian invasion on the trucking industry while you're here lol
Should check out the Indian invasion on the trucking industry while you're here lol
Uses sarcasm to express concern about Indian representation in the trucking industry, framing it as a demographic threat.
RylanStrongman
Jan 27, 2026
Spiraling down
Spiraling down
Vague expression of decline or deterioration suggests anxiety about Canada's trajectory.
Fear / Threat
0.75
d_manoil1647
Jan 21, 2026
Go to Niagara Falls just on the American side. You will die from the smell from what comes over.
Go to Niagara Falls just on the American side. You will die from the smell from what comes over.
Uses a negative comparison to the US to express concern or disgust, implying a threat or warning about environmental/social conditions.
jacobcook7
Jan 27, 2026
Do these subcontinent drivers have insurance?
Do these subcontinent drivers have insurance?
Raises safety/insurance concerns about immigrant drivers, implying a threat or problem associated with a specific ethnic group.
birsay123
Jan 27, 2026
Canada's fucked.
Canada's fucked.
Brief expression of pessimism and concern about Canada's condition, suggesting anxiety about the country's state.
Fear / Threat
0.75
UtubeH8tr
Jan 27, 2026
We can see what's happening...why can't you...why are Americans letting putin puppet weaken our alliances ??
We can see what's happening...why can't you...why are Americans letting putin puppet weaken our alliances ??
Expresses alarm about Trump weakening alliances and frames Americans as complicit, combining threat perception with identity critique.
@WarpMotor
Mar 4, 2025
Come to Edmonton and see what we have here, too! Same CRAP.
Come to Edmonton and see what we have here, too! Same CRAP.
Expresses negative sentiment about immigration conditions in Edmonton using dismissive language suggesting demographic or social anxiety.
TeylorFerguson
Jan 27, 2026
2:17 To weaken the American lower class into slaves and the middle class into low class. It won't take long, either. Because of the opiate crisis, we lose more young men every day than they …
2:17 To weaken the American lower class into slaves and the middle class into low class. It won't take long, either. Because of the opiate crisis, we lose more young men every day than they could ever have killed in a war!
Expresses alarm about deliberate weakening of American classes and compares opioid deaths to war casualties without substantiation.
@meganbessenbacher7107
Mar 4, 2025
why does the government allow this to happen right under their nose lmao. indian invasion of Canada lmao. this guy's joking, right? i mean if he's asking why we can't just send in a masked …
why does the government allow this to happen right under their nose lmao. indian invasion of Canada lmao. this guy's joking, right? i mean if he's asking why we can't just send in a masked paramilitary to gun down unrelated soccer moms and icu nurses dead in the streets to stop the smuggling, we don't do that in Canada. we don't do the fascist thing particularly well here.
Expresses alarm about government inaction and uses inflammatory language about 'invasion,' though the sarcastic tone about fascism complicates the reading.
smoovjazz8029
Jan 28, 2026
US has gone rogue :(
US has gone rogue :(
Expresses concern that the US has 'gone rogue,' framing the situation as a threat or loss of control.
@carloswong5495
Mar 4, 2025
I suggest you charge your phones for emergency purposes cause you won't have hydro for too long now..?
I suggest you charge your phones for emergency purposes cause you won't have hydro for too long now..?
Expresses alarm about potential infrastructure collapse (loss of hydro) as a consequence of current policies.
Fear / Threat
0.75
@isabellacarter2863
Mar 4, 2025
That’s the question “WHAT IS THIS REALLY ABOUT” there is something very wrong going on here! This current ?leading our country straight into hell has reasons far beyond fent! Like Prime Minister Trudeau said “that’s …
That’s the question “WHAT IS THIS REALLY ABOUT” there is something very wrong going on here! This current ?leading our country straight into hell has reasons far beyond fent! Like Prime Minister Trudeau said “that’s his excuse” esp. with Canada as we have known & for anyone who hasn’t known,they do now. Canada is not our biggest concern of Fent getting into our country! Trump wants to look like a hero to his sheep but he is only a puppet being played by Putin!What is it that Putin has that either is on Trump or what Trump wants! Keywords “what Trump wants” bc none of us want this! He is weakening our country almost daily & getting closer to Russia?! Russians don’t even trust Putin,let alone any Americans, esp leaders! Putin would destroy his own for power & yet Trump thinks he’s some “good trustworthy guy” we are headed into a very very dark time! The faster we get him out the faster we can repair the damage done! Idk how anyone supports this ?any longer\nAs an American I stand with Canada ?? Ukraine ?? Mexico ?? Europe! Ppl get ur passports ready! I’m ready to leave & come back in 4yrs!
Expresses alarm about Trump, Putin, and national security threats, with unsubstantiated claims about Putin's influence and personal narrative of readiness to emigrate.
@stefanystratton3324
Mar 4, 2025
Coming soon to a US city near you...
Coming soon to a US city near you...
Expresses alarm that Canada's immigration situation will spread to the US, framing it as a threat or cautionary prediction.
Ezukore
Jan 28, 2026
I ain’t racist but them dudes make our reality of death and taxes even more dogwater than it already is😮💨
I ain’t racist but them dudes make our reality of death and taxes even more dogwater than it already is😮💨
Uses dismissive language to suggest immigrants worsen quality of life, framing immigration as a threat to living conditions.
FirmLunchMeat
Jan 28, 2026
I am American and I stand with Donald Trump. Canada needs to shut their borders down with the fentanyl. It's killing all our people they buy. What they want and they charge us a fortune. …
I am American and I stand with Donald Trump. Canada needs to shut their borders down with the fentanyl. It's killing all our people they buy. What they want and they charge us a fortune. They don't do nothing for America. Canada, does everyone should do for America? As Americans stand up for the USA thank you.
American commenter expresses security and economic concerns about fentanyl from Canada while framing it as a threat to Americans.
@rockysr6802
Mar 4, 2025
This is very sad watching as a Canadian
This is very sad watching as a Canadian
Expression of distress and concern about national conditions framed as sad/troubling.
Fear / Threat
0.75
sterlingking8847
Jan 27, 2026
What will change? Nothing.
What will change? Nothing.
Expresses pessimism and hopelessness about change, reflecting underlying anxiety about the situation.
Fear / Threat
0.75
boreduser12
Jan 28, 2026
India fatigue has reached new levels
India fatigue has reached new levels
Brief expression of demographic anxiety or fatigue regarding Indian immigration to Canada, suggesting concern about saturation.
ryuturcios
Jan 28, 2026
And Putin can't believe his luck
And Putin can't believe his luck
Implies geopolitical threat or advantage for Putin, expressing security concern.
Fear / Threat
0.75
@helenskene2849
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)